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/srv/reproducible-results/rbuild-debian/r-b-build.ukqLnjmr/b1/scikit-learn_1.4.2+dfsg-8_amd64.changes vs.
/srv/reproducible-results/rbuild-debian/r-b-build.ukqLnjmr/b2/scikit-learn_1.4.2+dfsg-8_amd64.changes
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| 1 | · | 1 | ·deee54855002e3a9e13598566bca59ef·52380432·doc·optional·python-sklearn-doc_1.4.2+dfsg-8_all.deb |
| 2 | ·01629d96e2ad0ecbd5b972e9a922e207·606608·debug·optional·python3-sklearn-lib-dbgsym_1.4.2+dfsg-8_amd64.deb | 2 | ·01629d96e2ad0ecbd5b972e9a922e207·606608·debug·optional·python3-sklearn-lib-dbgsym_1.4.2+dfsg-8_amd64.deb |
| 3 | ·3a046e353576518c1761b12652c958ae·3988036·python·optional·python3-sklearn-lib_1.4.2+dfsg-8_amd64.deb | 3 | ·3a046e353576518c1761b12652c958ae·3988036·python·optional·python3-sklearn-lib_1.4.2+dfsg-8_amd64.deb |
| 4 | ·c169a686cd84b95dc135628d43d1ab4a·2247824·python·optional·python3-sklearn_1.4.2+dfsg-8_all.deb | 4 | ·c169a686cd84b95dc135628d43d1ab4a·2247824·python·optional·python3-sklearn_1.4.2+dfsg-8_all.deb |
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| 1 | -rw-r--r--···0········0········0········4·2025-03-10·21:18:34.000000·debian-binary | 1 | -rw-r--r--···0········0········0········4·2025-03-10·21:18:34.000000·debian-binary |
| 2 | -rw-r--r--···0········0········0···110 | 2 | -rw-r--r--···0········0········0···110552·2025-03-10·21:18:34.000000·control.tar.xz |
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| 1 | Package:·python-sklearn-doc | 1 | Package:·python-sklearn-doc |
| 2 | Source:·scikit-learn | 2 | Source:·scikit-learn |
| 3 | Version:·1.4.2+dfsg-8 | 3 | Version:·1.4.2+dfsg-8 |
| 4 | Architecture:·all | 4 | Architecture:·all |
| 5 | Maintainer:·Debian·Science·Maintainers·<debian-science-maintainers@lists.alioth.debian.org> | 5 | Maintainer:·Debian·Science·Maintainers·<debian-science-maintainers@lists.alioth.debian.org> |
| 6 | Installed-Size:·1185 | 6 | Installed-Size:·118508 |
| 7 | Depends:·libjs-jquery·(>=·3.6.1+dfsg+~3.5.14-1~),·libjs-sphinxdoc·(>=·7.2.2),·libjs-bootstrap4,·libjs-mathjax | 7 | Depends:·libjs-jquery·(>=·3.6.1+dfsg+~3.5.14-1~),·libjs-sphinxdoc·(>=·7.2.2),·libjs-bootstrap4,·libjs-mathjax |
| 8 | Suggests:·python3-doc,·python-numpy-doc,·python-scipy-doc,·python-pandas-doc | 8 | Suggests:·python3-doc,·python-numpy-doc,·python-scipy-doc,·python-pandas-doc |
| 9 | Conflicts:·python-scikits-learn-doc | 9 | Conflicts:·python-scikits-learn-doc |
| 10 | Replaces:·python-scikits-learn-doc | 10 | Replaces:·python-scikits-learn-doc |
| 11 | Built-Using:·sphinx·(=·8.1.3-5) | 11 | Built-Using:·sphinx·(=·8.1.3-5) |
| 12 | Section:·doc | 12 | Section:·doc |
| 13 | Priority:·optional | 13 | Priority:·optional |
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| 81 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· | 81 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· 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| 82 | 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| 82 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fbfbfbff·afafafff·d9d9d9ff·dbdbdbff·ffffffff·ffffffff·ffffffff·ffffffff·d4d4d4ff·bfbfbfff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fbfbfbff·afafafff·d9d9d9ff·dbdbdbff·ffffffff·ffffffff·ffffffff·ffffffff·d4d4d4ff·bfbfbfff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·adadadff·ffffffff·ffffffff·ffffffff·ffffffff·f7f7f7ff·c9c9c9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·dbdbdbff·c0c0c0ff·cdcdcdff·f6f6f6ff·ffffffff·ffffffff·ffffffff·ffffffff·aeaeaeff·ebebebff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·d4d4d4ff·c7c7c7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fbfbfbff·afafafff·d9d9d9ff·dbdbdbff·ffffffff·ffffffff·ffffffff·ffffffff·d4d4d4ff·bfbfbfff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f7f7f7ff·c9c9c9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·afafafff·efefefff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· 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| 83 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f9f9f9ff·737373ff·cececeff·d8d8d8ff·ddddddff·b8b8b8ff·aaaaaaff·eeeeeeff·b7b7b7ff·969696ff·eeeeeeff·c3c3c3ff·eaeaeaff·b1b1b1ff·bcbcbcff·fafafaff·fcfcfcff·b2b2b2ff·b4b4b4ff·c5c5c5ff·ffffffff·ccccccff·a4a4a4ff·dcdcdcff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e7e7e7ff·b0b0b0ff·bfbfbfff·fcfcfcff·c7c7c7ff·f7f7f7ff·f9f9f9ff·c5c5c5ff·fcfcfcff·b6b6b6ff·abababff·f6f6f6ff·e1e1e1ff·b6b6b6ff·bbbbbbff·dcdcdcff·afafafff·c4c4c4ff·fefefeff·f4f4f4ff·abababff·b6b6b6ff·cfcfcfff·ffffffff·c0c0c0ff·a6a6a6ff·e8e8e8ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f9f9f9ff·737373ff·cececeff·d8d8d8ff·ddddddff·b8b8b8ff·aaaaaaff·eeeeeeff·b7b7b7ff·969696ff·eeeeeeff·c3c3c3ff·eaeaeaff·b1b1b1ff·bcbcbcff·fafafaff·fcfcfcff·b2b2b2ff·b4b4b4ff·c5c5c5ff·ffffffff·ccccccff·a4a4a4ff·dcdcdcff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f8f8f8ff·b1b1b1ff·adadadff·f4f4f4ff·dfdfdfff·a2a2a2ff·cacacaff·ffffffff·c1c1c1ff·b4b4b4ff·bbbbbbff·d5d5d5ff·a9a9a9ff·f2f2f2ff·e4e4e4ff·b9b9b9ff·a8a8a8ff·dcdcdcff·ebebebff·727272ff·ffffffff·ccccccff·a4a4a4ff·e0e0e0ff·cececeff·454545ff·b4b4b4ff·f9f9f9ff·bababaff·a9a9a9ff·efefefff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c0c0c0ff·919191ff·c4c4c4ff·f4f4f4ff·c0c0c0ff·b3b3b3ff·bababaff·fefefeff·737373ff·e2e2e2ff·ccccccff·dfdfdfff·d2d2d2ff·acacacff·d6d6d6ff·ffffffff·e2e2e2ff·a8a8a8ff·b9b9b9ff·e1e1e1ff·fafafaff·b0b0b0ff·b0b0b0ff·f7f7f7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ebebebff·d2d2d2ff·edededff·bbbbbbff·f7f7f7ff·ccccccff·ebebebff·b1b1b1ff·bbbbbbff·fcfcfcff·e1e1e1ff·b6b6b6ff·bababaff·e3e3e3ff·a8a8a8ff·858585ff·a2a2a2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f9f9f9ff·737373ff·cececeff·d8d8d8ff·ddddddff·b8b8b8ff·aaaaaaff·eeeeeeff·b7b7b7ff·969696ff·eeeeeeff·c3c3c3ff·eaeaeaff·b1b1b1ff·bcbcbcff·fafafaff·fcfcfcff·b2b2b2ff·b4b4b4ff·c5c5c5ff·ffffffff·ccccccff·a4a4a4ff·dcdcdcff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e6e6e6ff·aaaaaaff·bababaff·f2f2f2ff·c1c1c1ff·efefefff·bbbbbbff·afafafff·cececeff·ffffffff·d5d5d5ff·a9a9a9ff·bcbcbcff·ebebebff·777777ff·e6e6e6ff·e8e8e8ff·a6a6a6ff·c0c0c0ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· | 83 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f9f9f9ff·737373ff·cececeff·d8d8d8ff·ddddddff·b8b8b8ff·aaaaaaff·eeeeeeff·b7b7b7ff·969696ff·eeeeeeff·c3c3c3ff·eaeaeaff·b1b1b1ff·bcbcbcff·fafafaff·fcfcfcff·b2b2b2ff·b4b4b4ff·c5c5c5ff·ffffffff·ccccccff·a4a4a4ff·dcdcdcff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e7e7e7ff·b0b0b0ff·bfbfbfff·fcfcfcff·c7c7c7ff·f7f7f7ff·f9f9f9ff·c5c5c5ff·fcfcfcff·b6b6b6ff·abababff·f6f6f6ff·e1e1e1ff·b6b6b6ff·bbbbbbff·dcdcdcff·afafafff·c4c4c4ff·fefefeff·f4f4f4ff·abababff·b6b6b6ff·cfcfcfff·ffffffff·c0c0c0ff·a6a6a6ff·e8e8e8ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f9f9f9ff·737373ff·cececeff·d8d8d8ff·ddddddff·b8b8b8ff·aaaaaaff·eeeeeeff·b7b7b7ff·969696ff·eeeeeeff·c3c3c3ff·eaeaeaff·b1b1b1ff·bcbcbcff·fafafaff·fcfcfcff·b2b2b2ff·b4b4b4ff·c5c5c5ff·ffffffff·ccccccff·a4a4a4ff·dcdcdcff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f8f8f8ff·b1b1b1ff·adadadff·f4f4f4ff·dfdfdfff·a2a2a2ff·cacacaff·ffffffff·c1c1c1ff·b4b4b4ff·bbbbbbff·d5d5d5ff·a9a9a9ff·f2f2f2ff·e4e4e4ff·b9b9b9ff·a8a8a8ff·dcdcdcff·ebebebff·727272ff·ffffffff·ccccccff·a4a4a4ff·e0e0e0ff·cececeff·454545ff·b4b4b4ff·f9f9f9ff·bababaff·a9a9a9ff·efefefff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c0c0c0ff·919191ff·c4c4c4ff·f4f4f4ff·c0c0c0ff·b3b3b3ff·bababaff·fefefeff·737373ff·e2e2e2ff·ccccccff·dfdfdfff·d2d2d2ff·acacacff·d6d6d6ff·ffffffff·e2e2e2ff·a8a8a8ff·b9b9b9ff·e1e1e1ff·fafafaff·b0b0b0ff·b0b0b0ff·f7f7f7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ebebebff·d2d2d2ff·edededff·bbbbbbff·f7f7f7ff·ccccccff·ebebebff·b1b1b1ff·bbbbbbff·fcfcfcff·e1e1e1ff·b6b6b6ff·bababaff·e3e3e3ff·a8a8a8ff·858585ff·a2a2a2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f9f9f9ff·737373ff·cececeff·d8d8d8ff·ddddddff·b8b8b8ff·aaaaaaff·eeeeeeff·b7b7b7ff·969696ff·eeeeeeff·c3c3c3ff·eaeaeaff·b1b1b1ff·bcbcbcff·fafafaff·fcfcfcff·b2b2b2ff·b4b4b4ff·c5c5c5ff·ffffffff·ccccccff·a4a4a4ff·dcdcdcff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e6e6e6ff·aaaaaaff·bababaff·f2f2f2ff·c1c1c1ff·efefefff·bbbbbbff·afafafff·cececeff·ffffffff·d5d5d5ff·a9a9a9ff·bcbcbcff·ebebebff·777777ff·e6e6e6ff·e8e8e8ff·a6a6a6ff·c0c0c0ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· 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ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f9f9f9ff·7c7c7cff·a3a3a3ff·acacacff·9b9b9bff·737373ff·adadadff·8d8d8dff·c1c1c1ff·757575ff·888888ff·cececeff·e6e6e6ff·979797ff·696969ff·acacacff·acacacff·8a8a8aff·a8a8a8ff·5d5d5dff·cececeff·747474ff·b9b9b9ff·686868ff·e9e9e9ff·a8a8a8ff·969696ff·969696ff·969696ff·e3e3e3ff·e0e0e0ff·949494ff·656565ff·b5b5b5ff·989898ff·bfbfbfff·c7c7c7ff·8e8e8eff·a1a1a1ff·929292ff·a3a3a3ff·8a8a8aff·a9a9a9ff·5f5f5fff·d6d6d6ff·d4d4d4ff·939393ff·5f5f5fff·c7c7c7ff·919191ff·9f9f9fff·909090ff·777777ff·bcbcbcff·818181ff·b3b3b3ff·6f6f6fff·f8f8f8ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f9f9f9ff·7c7c7cff·a3a3a3ff·acacacff·9b9b9bff·737373ff·adadadff·8d8d8dff·c1c1c1ff·757575ff·888888ff·cececeff·e6e6e6ff·979797ff·696969ff·acacacff·acacacff·8a8a8aff·a8a8a8ff·5d5d5dff·cececeff·747474ff·b9b9b9ff·686868ff·e9e9e9ff·a8a8a8ff·969696ff·969696ff·969696ff·e5e5e5ff·939393ff·959595ff·c7c7c7ff·e0e0e0ff·6b6b6bff·bbbbbbff·707070ff·d1d1d1ff·555555ff·b1b1b1ff·6c6c6cff·8b8b8bff·9f9f9fff·989898ff·b5b5b5ff·5a5a5aff·bdbdbdff·6d6d6dff·dcdcdcff·7f7f7fff·cdcdcdff·747474ff·b9b9b9ff·6c6c6cff·c8c8c8ff·5c5c5cff·d9d9d9ff·a0a0a0ff·8c8c8cff·a8a8a8ff·7b7b7bff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c3c3c3ff·969696ff·7b7b7bff·e7e7e7ff·4d4d4dff·b5b5b5ff·7a7a7aff·cdcdcdff·7f7f7fff·8f8f8fff·909090ff·efefefff·c0c0c0ff·8c8c8cff·5a5a5aff·e1e1e1ff·707070ff·bababaff·676767ff·aaaaaaff·939393ff·9e9e9eff·969696ff·949494ff·e1e1e1ff·969696ff·969696ff·969696ff·adadadff·e1e1e1ff·7e7e7eff·adadadff·4a4a4aff·c2c2c2ff·8a8a8aff·e9e9e9ff·979797ff·6a6a6aff·acacacff·aeaeaeff·5e5e5eff·d4d4d4ff·707070ff·b7b7b7ff·6f6f6fff·9f9f9fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f9f9f9ff·7c7c7cff·a3a3a3ff·acacacff·9b9b9bff·737373ff·adadadff·8d8d8dff·c1c1c1ff·757575ff·888888ff·cececeff·e6e6e6ff·979797ff·696969ff·acacacff·acacacff·8a8a8aff·a8a8a8ff·5d5d5dff·cececeff·747474ff·b9b9b9ff·686868ff·e9e9e9ff·a8a8a8ff·969696ff·969696ff·969696ff·e5e5e5ff·7e7e7eff·949494ff·cececeff·e7e7e7ff·797979ff·d5d5d5ff·4c4c4cff·c2c2c2ff·6c6c6cff·dadadaff·6a6a6aff·c0c0c0ff·555555ff·c8c8c8ff·818181ff·ddddddff·737373ff·b5b5b5ff·777777ff·bbbbbbff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· | 84 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f9f9f9ff·7c7c7cff·a3a3a3ff·acacacff·9b9b9bff·737373ff·adadadff·8d8d8dff·c1c1c1ff·757575ff·888888ff·cececeff·e6e6e6ff·979797ff·696969ff·acacacff·acacacff·8a8a8aff·a8a8a8ff·5d5d5dff·cececeff·747474ff·b9b9b9ff·686868ff·e9e9e9ff·a8a8a8ff·969696ff·969696ff·969696ff·e3e3e3ff·e0e0e0ff·949494ff·656565ff·b5b5b5ff·989898ff·bfbfbfff·c7c7c7ff·8e8e8eff·a1a1a1ff·929292ff·a3a3a3ff·8a8a8aff·a9a9a9ff·5f5f5fff·d6d6d6ff·d4d4d4ff·939393ff·5f5f5fff·c7c7c7ff·919191ff·9f9f9fff·909090ff·777777ff·bcbcbcff·818181ff·b3b3b3ff·6f6f6fff·f8f8f8ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f9f9f9ff·7c7c7cff·a3a3a3ff·acacacff·9b9b9bff·737373ff·adadadff·8d8d8dff·c1c1c1ff·757575ff·888888ff·cececeff·e6e6e6ff·979797ff·696969ff·acacacff·acacacff·8a8a8aff·a8a8a8ff·5d5d5dff·cececeff·747474ff·b9b9b9ff·686868ff·e9e9e9ff·a8a8a8ff·969696ff·969696ff·969696ff·e5e5e5ff·939393ff·959595ff·c7c7c7ff·e0e0e0ff·6b6b6bff·bbbbbbff·707070ff·d1d1d1ff·555555ff·b1b1b1ff·6c6c6cff·8b8b8bff·9f9f9fff·989898ff·b5b5b5ff·5a5a5aff·bdbdbdff·6d6d6dff·dcdcdcff·7f7f7fff·cdcdcdff·747474ff·b9b9b9ff·6c6c6cff·c8c8c8ff·5c5c5cff·d9d9d9ff·a0a0a0ff·8c8c8cff·a8a8a8ff·7b7b7bff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c3c3c3ff·969696ff·7b7b7bff·e7e7e7ff·4d4d4dff·b5b5b5ff·7a7a7aff·cdcdcdff·7f7f7fff·8f8f8fff·909090ff·efefefff·c0c0c0ff·8c8c8cff·5a5a5aff·e1e1e1ff·707070ff·bababaff·676767ff·aaaaaaff·939393ff·9e9e9eff·969696ff·949494ff·e1e1e1ff·969696ff·969696ff·969696ff·adadadff·e1e1e1ff·7e7e7eff·adadadff·4a4a4aff·c2c2c2ff·8a8a8aff·e9e9e9ff·979797ff·6a6a6aff·acacacff·aeaeaeff·5e5e5eff·d4d4d4ff·707070ff·b7b7b7ff·6f6f6fff·9f9f9fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f9f9f9ff·7c7c7cff·a3a3a3ff·acacacff·9b9b9bff·737373ff·adadadff·8d8d8dff·c1c1c1ff·757575ff·888888ff·cececeff·e6e6e6ff·979797ff·696969ff·acacacff·acacacff·8a8a8aff·a8a8a8ff·5d5d5dff·cececeff·747474ff·b9b9b9ff·686868ff·e9e9e9ff·a8a8a8ff·969696ff·969696ff·969696ff·e5e5e5ff·7e7e7eff·949494ff·cececeff·e7e7e7ff·797979ff·d5d5d5ff·4c4c4cff·c2c2c2ff·6c6c6cff·dadadaff·6a6a6aff·c0c0c0ff·555555ff·c8c8c8ff·818181ff·ddddddff·737373ff·b5b5b5ff·777777ff·bbbbbbff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· 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| 85 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f9f9f9ff·7c7c7cff·a6a6a6ff·aeaeaeff·a2a2a2ff·b6b6b6ff·f5f5f5ff·7c7c7cff·c2c2c2ff·313131ff·959595ff·ffffffff·9a9a9aff·999999ff·919191ff·8a8a8aff·878787ff·d4d4d4ff·f8f8f8ff·757575ff·a4a4a4ff·5b5b5bff·9a9a9aff·7d7d7dff·e3e3e3ff·a5a5a5ff·919191ff·929292ff·929292ff·e4e4e4ff·959595ff·9f9f9fff·888888ff·929292ff·e3e3e3ff·808080ff·848484ff·d8d8d8ff·6b6b6bff·808080ff·949494ff·939393ff·a8a8a8ff·a6a6a6ff·ffffffff·878787ff·a7a7a7ff·7d7d7dff·a0a0a0ff·767676ff·f1f1f1ff·dadadaff·868686ff·8a8a8aff·6f6f6fff·9a9a9aff·818181ff·f6f6f6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f9f9f9ff·7c7c7cff·a6a6a6ff·aeaeaeff·a2a2a2ff·b6b6b6ff·f5f5f5ff·7c7c7cff·c2c2c2ff·313131ff·959595ff·ffffffff·9a9a9aff·999999ff·919191ff·8a8a8aff·878787ff·d4d4d4ff·f8f8f8ff·757575ff·a4a4a4ff·5b5b5bff·9a9a9aff·7d7d7dff·e3e3e3ff·a5a5a5ff·919191ff·929292ff·929292ff·e4e4e4ff·6b6b6bff·edededff·ffffffff·dadadaff·737373ff·ffffffff·9f9f9fff·a7a7a7ff·747474ff·fcfcfcff·9e9e9eff·b5b5b5ff·e5e5e5ff·818181ff·b2b2b2ff·979797ff·ffffffff·757575ff·c3c3c3ff·848484ff·a5a5a5ff·5b5b5bff·9a9a9aff·7e7e7eff·cfcfcfff·767676ff·ffffffff·6f6f6fff·787878ff·969696ff·8a8a8aff·fcfcfcff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c3c3c3ff·969696ff·808080ff·e5e5e5ff·6d6d6dff·ffffffff·a8a8a8ff·b5b5b5ff·787878ff·3f3f3fff·ddddddff·f7f7f7ff·737373ff·b4b4b4ff·606060ff·b9b9b9ff·727272ff·ffffffff·a7a7a7ff·a9a9a9ff·5e5e5eff·898989ff·909090ff·9c9c9cff·dededeff·929292ff·929292ff·919191ff·a7a7a7ff·fefefeff·7b7b7bff·787878ff·939393ff·656565ff·c7c7c7ff·a0a0a0ff·989898ff·949494ff·878787ff·b3b3b3ff·a6a6a6ff·fcfcfcff·686868ff·ffffffff·aeaeaeff·9f9f9fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f9f9f9ff·7c7c7cff·a6a6a6ff·aeaeaeff·a2a2a2ff·b6b6b6ff·f5f5f5ff·7c7c7cff·c2c2c2ff·313131ff·959595ff·ffffffff·9a9a9aff·999999ff·919191ff·8a8a8aff·878787ff·d4d4d4ff·f8f8f8ff·757575ff·a4a4a4ff·5b5b5bff·9a9a9aff·7d7d7dff·e3e3e3ff·a5a5a5ff·919191ff·929292ff·929292ff·e3e3e3ff·d5d5d5ff·909090ff·858585ff·dcdcdcff·7f7f7fff·d3d3d3ff·7d7d7dff·ffffffff·7f7f7fff·b3b3b3ff·7d7d7dff·ffffffff·8c8c8cff·c7c7c7ff·838383ff·c9c9c9ff·4b4b4bff·989898ff·828282ff·bcbcbcff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· | 85 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f9f9f9ff·7c7c7cff·a6a6a6ff·aeaeaeff·a2a2a2ff·b6b6b6ff·f5f5f5ff·7c7c7cff·c2c2c2ff·313131ff·959595ff·ffffffff·9a9a9aff·999999ff·919191ff·8a8a8aff·878787ff·d4d4d4ff·f8f8f8ff·757575ff·a4a4a4ff·5b5b5bff·9a9a9aff·7d7d7dff·e3e3e3ff·a5a5a5ff·919191ff·929292ff·929292ff·e4e4e4ff·959595ff·9f9f9fff·888888ff·929292ff·e3e3e3ff·808080ff·848484ff·d8d8d8ff·6b6b6bff·808080ff·949494ff·939393ff·a8a8a8ff·a6a6a6ff·ffffffff·878787ff·a7a7a7ff·7d7d7dff·a0a0a0ff·767676ff·f1f1f1ff·dadadaff·868686ff·8a8a8aff·6f6f6fff·9a9a9aff·818181ff·f6f6f6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f9f9f9ff·7c7c7cff·a6a6a6ff·aeaeaeff·a2a2a2ff·b6b6b6ff·f5f5f5ff·7c7c7cff·c2c2c2ff·313131ff·959595ff·ffffffff·9a9a9aff·999999ff·919191ff·8a8a8aff·878787ff·d4d4d4ff·f8f8f8ff·757575ff·a4a4a4ff·5b5b5bff·9a9a9aff·7d7d7dff·e3e3e3ff·a5a5a5ff·919191ff·929292ff·929292ff·e4e4e4ff·6b6b6bff·edededff·ffffffff·dadadaff·737373ff·ffffffff·9f9f9fff·a7a7a7ff·747474ff·fcfcfcff·9e9e9eff·b5b5b5ff·e5e5e5ff·818181ff·b2b2b2ff·979797ff·ffffffff·757575ff·c3c3c3ff·848484ff·a5a5a5ff·5b5b5bff·9a9a9aff·7e7e7eff·cfcfcfff·767676ff·ffffffff·6f6f6fff·787878ff·969696ff·8a8a8aff·fcfcfcff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c3c3c3ff·969696ff·808080ff·e5e5e5ff·6d6d6dff·ffffffff·a8a8a8ff·b5b5b5ff·787878ff·3f3f3fff·ddddddff·f7f7f7ff·737373ff·b4b4b4ff·606060ff·b9b9b9ff·727272ff·ffffffff·a7a7a7ff·a9a9a9ff·5e5e5eff·898989ff·909090ff·9c9c9cff·dededeff·929292ff·929292ff·919191ff·a7a7a7ff·fefefeff·7b7b7bff·787878ff·939393ff·656565ff·c7c7c7ff·a0a0a0ff·989898ff·949494ff·878787ff·b3b3b3ff·a6a6a6ff·fcfcfcff·686868ff·ffffffff·aeaeaeff·9f9f9fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f9f9f9ff·7c7c7cff·a6a6a6ff·aeaeaeff·a2a2a2ff·b6b6b6ff·f5f5f5ff·7c7c7cff·c2c2c2ff·313131ff·959595ff·ffffffff·9a9a9aff·999999ff·919191ff·8a8a8aff·878787ff·d4d4d4ff·f8f8f8ff·757575ff·a4a4a4ff·5b5b5bff·9a9a9aff·7d7d7dff·e3e3e3ff·a5a5a5ff·919191ff·929292ff·929292ff·e3e3e3ff·d5d5d5ff·909090ff·858585ff·dcdcdcff·7f7f7fff·d3d3d3ff·7d7d7dff·ffffffff·7f7f7fff·b3b3b3ff·7d7d7dff·ffffffff·8c8c8cff·c7c7c7ff·838383ff·c9c9c9ff·4b4b4bff·989898ff·828282ff·bcbcbcff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· 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| 86 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f9f9f9ff·7a7a7aff·a5a5a5ff·adadadff·a2a2a2ff·b3b3b3ff·efefefff·7c7c7cff·bababaff·949494ff·989898ff·a7a7a7ff·949494ff·959595ff·787878ff·878787ff·c0c0c0ff·7c7c7cff·949494ff·616161ff·ddddddff·777777ff·a5a5a5ff·b3b3b3ff·f9f9f9ff·d9d9d9ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·f4f4f4ff·8c8c8cff·9a9a9aff·6f6f6fff·8d8d8dff·ffffffff·686868ff·5e5e5eff·ffffffff·b3b3b3ff·838383ff·a7a7a7ff·cececeff·a9a9a9ff·a3a3a3ff·ffffffff·7f7f7fff·a1a1a1ff·656565ff·a5a5a5ff·a8a8a8ff·8a8a8aff·808080ff·7a7a7aff·cfcfcfff·7b7b7bff·a7a7a7ff·bdbdbdff·fefefeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f9f9f9ff·7a7a7aff·a5a5a5ff·adadadff·a2a2a2ff·b3b3b3ff·efefefff·7c7c7cff·bababaff·949494ff·989898ff·a7a7a7ff·949494ff·959595ff·787878ff·878787ff·c0c0c0ff·7c7c7cff·949494ff·616161ff·ddddddff·777777ff·a5a5a5ff·b3b3b3ff·f9f9f9ff·d9d9d9ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·f5f5f5ff·a7a7a7ff·7e7e7eff·aaaaaaff·e3e3e3ff·787878ff·999999ff·6e6e6eff·ddddddff·6f6f6fff·f7f7f7ff·9c9c9cff·b4b4b4ff·e0e0e0ff·818181ff·b7b7b7ff·555555ff·9d9d9dff·767676ff·e3e3e3ff·7b7b7bff·dcdcdcff·777777ff·a5a5a5ff·b4b4b4ff·eaeaeaff·626262ff·bcbcbcff·b6b6b6ff·818181ff·a7a7a7ff·c4c4c4ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c2c2c2ff·949494ff·7e7e7eff·e5e5e5ff·6c6c6cff·fbfbfbff·a4a4a4ff·b4b4b4ff·818181ff·bfbfbfff·777777ff·c8c8c8ff·707070ff·aaaaaaff·4d4d4dff·d1d1d1ff·838383ff·9f9f9fff·606060ff·aeaeaeff·abababff·8a8a8aff·a7a7a7ff·d2d2d2ff·f1f1f1ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·dbdbdbff·ffffffff·929292ff·5c5c5cff·d6d6d6ff·313131ff·f3f3f3ff·959595ff·939393ff·797979ff·868686ff·b2b2b2ff·a2a2a2ff·ffffffff·808080ff·959595ff·606060ff·a0a0a0ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f9f9f9ff·7a7a7aff·a5a5a5ff·adadadff·a2a2a2ff·b3b3b3ff·efefefff·7c7c7cff·bababaff·949494ff·989898ff·a7a7a7ff·949494ff·959595ff·787878ff·878787ff·c0c0c0ff·7c7c7cff·949494ff·616161ff·ddddddff·777777ff·a5a5a5ff·b3b3b3ff·f9f9f9ff·d9d9d9ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·f3f3f3ff·bdbdbdff·abababff·646464ff·cbcbcbff·7e7e7eff·d2d2d2ff·7b7b7bff·ffffffff·797979ff·d8d8d8ff·767676ff·a6a6a6ff·525252ff·cbcbcbff·7e7e7eff·e1e1e1ff·888888ff·9a9a9aff·a8a8a8ff·e4e4e4ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· | 86 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f9f9f9ff·7a7a7aff·a5a5a5ff·adadadff·a2a2a2ff·b3b3b3ff·efefefff·7c7c7cff·bababaff·949494ff·989898ff·a7a7a7ff·949494ff·959595ff·787878ff·878787ff·c0c0c0ff·7c7c7cff·949494ff·616161ff·ddddddff·777777ff·a5a5a5ff·b3b3b3ff·f9f9f9ff·d9d9d9ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·f4f4f4ff·8c8c8cff·9a9a9aff·6f6f6fff·8d8d8dff·ffffffff·686868ff·5e5e5eff·ffffffff·b3b3b3ff·838383ff·a7a7a7ff·cececeff·a9a9a9ff·a3a3a3ff·ffffffff·7f7f7fff·a1a1a1ff·656565ff·a5a5a5ff·a8a8a8ff·8a8a8aff·808080ff·7a7a7aff·cfcfcfff·7b7b7bff·a7a7a7ff·bdbdbdff·fefefeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f9f9f9ff·7a7a7aff·a5a5a5ff·adadadff·a2a2a2ff·b3b3b3ff·efefefff·7c7c7cff·bababaff·949494ff·989898ff·a7a7a7ff·949494ff·959595ff·787878ff·878787ff·c0c0c0ff·7c7c7cff·949494ff·616161ff·ddddddff·777777ff·a5a5a5ff·b3b3b3ff·f9f9f9ff·d9d9d9ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·f5f5f5ff·a7a7a7ff·7e7e7eff·aaaaaaff·e3e3e3ff·787878ff·999999ff·6e6e6eff·ddddddff·6f6f6fff·f7f7f7ff·9c9c9cff·b4b4b4ff·e0e0e0ff·818181ff·b7b7b7ff·555555ff·9d9d9dff·767676ff·e3e3e3ff·7b7b7bff·dcdcdcff·777777ff·a5a5a5ff·b4b4b4ff·eaeaeaff·626262ff·bcbcbcff·b6b6b6ff·818181ff·a7a7a7ff·c4c4c4ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c2c2c2ff·949494ff·7e7e7eff·e5e5e5ff·6c6c6cff·fbfbfbff·a4a4a4ff·b4b4b4ff·818181ff·bfbfbfff·777777ff·c8c8c8ff·707070ff·aaaaaaff·4d4d4dff·d1d1d1ff·838383ff·9f9f9fff·606060ff·aeaeaeff·abababff·8a8a8aff·a7a7a7ff·d2d2d2ff·f1f1f1ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·dbdbdbff·ffffffff·929292ff·5c5c5cff·d6d6d6ff·313131ff·f3f3f3ff·959595ff·939393ff·797979ff·868686ff·b2b2b2ff·a2a2a2ff·ffffffff·808080ff·959595ff·606060ff·a0a0a0ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f9f9f9ff·7a7a7aff·a5a5a5ff·adadadff·a2a2a2ff·b3b3b3ff·efefefff·7c7c7cff·bababaff·949494ff·989898ff·a7a7a7ff·949494ff·959595ff·787878ff·878787ff·c0c0c0ff·7c7c7cff·949494ff·616161ff·ddddddff·777777ff·a5a5a5ff·b3b3b3ff·f9f9f9ff·d9d9d9ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·f3f3f3ff·bdbdbdff·abababff·646464ff·cbcbcbff·7e7e7eff·d2d2d2ff·7b7b7bff·ffffffff·797979ff·d8d8d8ff·767676ff·a6a6a6ff·525252ff·cbcbcbff·7e7e7eff·e1e1e1ff·888888ff·9a9a9aff·a8a8a8ff·e4e4e4ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· 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| 87 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fefefeff·e3e3e3ff·ecececff·eeeeeeff·ecececff·efefefff·fcfcfcff·e4e4e4ff·f0f0f0ff·ebebebff·ffffffff·d8d8d8ff·f6f6f6ff·cbcbcbff·dadadaff·e9e9e9ff·f6f6f6ff·9e9e9eff·7a7a7aff·898989ff·ffffffff·e8e8e8ff·c5c5c5ff·dbdbdbff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f7f7f7ff·cacacaff·dadadaff·eaeaeaff·ffffffff·e4e4e4ff·e2e2e2ff·ffffffff·ffffffff·d | 87 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fefefeff·e3e3e3ff·ecececff·eeeeeeff·ecececff·efefefff·fcfcfcff·e4e4e4ff·f0f0f0ff·ebebebff·ffffffff·d8d8d8ff·f6f6f6ff·cbcbcbff·dadadaff·e9e9e9ff·f6f6f6ff·9e9e9eff·7a7a7aff·898989ff·ffffffff·e8e8e8ff·c5c5c5ff·dbdbdbff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f7f7f7ff·cacacaff·dadadaff·eaeaeaff·ffffffff·e4e4e4ff·e2e2e2ff·ffffffff·ffffffff·d9d9d9ff·c7c7c7ff·ecececff·eeeeeeff·ecececff·ffffffff·f2f2f2ff·c9c9c9ff·ddddddff·edededff·edededff·969696ff·707070ff·a2a2a2ff·ffffffff·e0e0e0ff·c5c5c5ff·e2e2e2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fefefeff·e3e3e3ff·ecececff·eeeeeeff·ecececff·efefefff·fcfcfcff·e4e4e4ff·f0f0f0ff·ebebebff·ffffffff·d8d8d8ff·f6f6f6ff·cbcbcbff·dadadaff·e9e9e9ff·f6f6f6ff·9e9e9eff·7a7a7aff·898989ff·ffffffff·e8e8e8ff·c5c5c5ff·dbdbdbff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·d3d3d3ff·ccccccff·fafafaff·f4f4f4ff·c5c5c5ff·e5e5e5ff·ffffffff·e0e0e0ff·fefefeff·eaeaeaff·f0f0f0ff·f9f9f9ff·e5e5e5ff·aeaeaeff·8a8a8aff·c9c9c9ff·f1f1f1ff·fdfdfdff·e3e3e3ff·ffffffff·e8e8e8ff·c5c5c5ff·dbdbdbff·ffffffff·dfdfdfff·ccccccff·ffffffff·dbdbdbff·c6c6c6ff·e7e7e7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f2f2f2ff·e9e9e9ff·e4e4e4ff·fafafaff·e1e1e1ff·fefefeff·ecececff·efefefff·e4e4e4ff·fdfdfdff·ebebebff·e5e5e5ff·e7e7e7ff·cbcbcbff·dfdfdfff·f8f8f8ff·d5d5d5ff·8f8f8fff·636363ff·cdcdcdff·ffffffff·d4d4d4ff·c8c8c8ff·eeeeeeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·efefefff·e3e3e3ff·fdfdfdff·d9d9d9ff·ffffffff·f9f9f9ff·cbcbcbff·dadadaff·eaeaeaff·efefefff·ecececff·ffffffff·f7f7f7ff·c9c9c9ff·d9d9d9ff·eeeeeeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fefefeff·e3e3e3ff·ecececff·eeeeeeff·ecececff·efefefff·fcfcfcff·e4e4e4ff·f0f0f0ff·ebebebff·ffffffff·d8d8d8ff·f6f6f6ff·cbcbcbff·dadadaff·e9e9e9ff·f6f6f6ff·9e9e9eff·7a7a7aff·898989ff·ffffffff·e8e8e8ff·c5c5c5ff·dbdbdbff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e2e2e2ff·c5c5c5ff·e4e4e4ff·fdfdfdff·e4e4e4ff·f6f6f6ff·e4e4e4ff·ffffffff·e3e3e3ff·fcfcfcff·c5c5c5ff·8d8d8dff·616161ff·e4e4e4ff·e4e4e4ff·fbfbfbff·fafafaff·cbcbcbff·cececeff·f7f7f7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· |
| 88 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f4f4f4ff·b4b4b4ff·afafafff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fefefeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·edededff·adadadff·b5b5b5ff·f9f9f9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f2f2f2ff·b3b3b3ff·afafafff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fcfcfcff·ffffffff·e3e3e3ff·dadadaff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·dbdbdbff·a8a8a8ff·c5c5c5ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fcfcfcff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f4f4f4ff·b4b4b4ff·afafafff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fcfcfcff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·cfcfcfff·a7a7a7ff·d0d0d0ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· | 88 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f4f4f4ff·b4b4b4ff·afafafff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fefefeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·edededff·adadadff·b5b5b5ff·f9f9f9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f2f2f2ff·b3b3b3ff·afafafff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fcfcfcff·ffffffff·e3e3e3ff·dadadaff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·dbdbdbff·a8a8a8ff·c5c5c5ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fcfcfcff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f4f4f4ff·b4b4b4ff·afafafff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fcfcfcff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·cfcfcfff·a7a7a7ff·d0d0d0ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· 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| 89 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·d5d5d5ff·b5b5b5ff·dededeff·c2c2c2ff·ffffffff·cbcbcbff·efefefff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·a6a6a6ff·797979ff·a0a0a0ff·fefefeff·ffffffff·ffffffff·d1d1d1ff·7b7b7bff·838383ff·e | 89 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·d5d5d5ff·b5b5b5ff·dededeff·c2c2c2ff·ffffffff·cbcbcbff·efefefff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·a6a6a6ff·797979ff·a0a0a0ff·fefefeff·ffffffff·ffffffff·d1d1d1ff·7b7b7bff·838383ff·edededff·d8d8d8ff·868686ff·7f7f7fff·cbcbcbff·ffffffff·ffffffff·ffffffff·ffffffff·abababff·dededeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·d5d5d5ff·b5b5b5ff·dededeff·c2c2c2ff·ffffffff·ccccccff·f6f6f6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·a6a6a6ff·797979ff·a0a0a0ff·fefefeff·ffffffff·ffffffff·d1d1d1ff·7b7b7bff·838383ff·edededff·d8d8d8ff·868686ff·7f7f7fff·cececeff·ffffffff·ffffffff·ffffffff·ffffffff·abababff·dededeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·d5d5d5ff·b5b5b5ff·dededeff·c2c2c2ff·ffffffff·cbcbcbff·efefefff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·a6a6a6ff·797979ff·a0a0a0ff·fefefeff·ffffffff·ffffffff·d1d1d1ff·7b7b7bff·838383ff·ebebebff·ffffffff·f3f3f3ff·5b5b5bff·d3d3d3ff·ffffffff·ffffffff·ffffffff·ffffffff·abababff·dededeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·d5d5d5ff·b5b5b5ff·dededeff·c2c2c2ff·ffffffff·cbcbcbff·efefefff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·a6a6a6ff·797979ff·a0a0a0ff·fefefeff·ffffffff·ffffffff·d1d1d1ff·7b7b7bff·838383ff·eeeeeeff·e0e0e0ff·676767ff·8b8b8bff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·abababff·dededeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· |
| 90 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·888888ff·d8d8d8ff·939393ff·4e4e4eff·bbbbbbff·b6b6b6ff·eaeaeaff·a5a5a5ff·999999ff·979797ff·bebebeff·898989ff·dadadaff·fbfbfbff·a7a7a7ff·8b8b8bff·cececeff·ffffffff·ffffffff·e0e0e0ff·707070ff·f4f4f4ff·757575ff·d7d7d7ff·ffffffff·fdfdfdff·757575ff·dbdbdbff·b0b0b0ff·969696ff·ffffffff·9e9e9eff·525252ff·cacacaff·efefefff·979797ff·939393ff·e9e9e9ff·c9c9c9ff·929292ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·888888ff·d8d8d8ff·939393ff·4e4e4eff·bbbbbbff·b6b6b6ff·eaeaeaff·a5a5a5ff·999999ff·979797ff·bebebeff·898989ff·dadadaff·fbfbfbff·a7a7a7ff·8b8b8bff·cececeff·ffffffff·ffffffff·e0e0e0ff·707070ff·f4f4f4ff·757575ff·d7d7d7ff·ffffffff·fdfdfdff·757575ff·dbdbdbff·b0b0b0ff·979797ff·fafafaff·f4f4f4ff·b4b4b4ff·868686ff·f0f0f0ff·979797ff·939393ff·e9e9e9ff·c9c9c9ff·929292ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·888888ff·d8d8d8ff·939393ff·4e4e4eff·bbbbbbff·b6b6b6ff·eaeaeaff·a5a5a5ff·999999ff·979797ff·bebebeff·898989ff·dadadaff·fbfbfbff·a7a7a7ff·8b8b8bff·cececeff·ffffffff·ffffffff·e0e0e0ff·707070ff·f4f4f4ff·757575ff·d7d7d7ff·ffffffff·fdfdfdff·757575ff·dbdbdbff·b0b0b0ff·969696ff·ffffffff·9e9e9eff·525252ff·cacacaff·efefefff·979797ff·939393ff·e9e9e9ff·c9c9c9ff·929292ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·888888ff·d8d8d8ff·939393ff·4e4e4eff·bbbbbbff·b6b6b6ff·eaeaeaff·a5a5a5ff·999999ff·979797ff·bebebeff·898989ff·dadadaff·fbfbfbff·a7a7a7ff·8b8b8bff·cececeff·ffffffff·ffffffff·e0e0e0ff·707070ff·f4f4f4ff·757575ff·d7d7d7ff·ffffffff·fdfdfdff·757575ff·dbdbdbff·b0b0b0ff·979797ff·f9f9f9ff·cbcbcbff·747474ff·ffffffff·ebebebff·979797ff·939393ff·e9e9e9ff·c9c9c9ff·929292ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· | ||
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| 92 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f | 90 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·888888ff·d8d8d8ff·939393ff·4e4e4eff·bbbbbbff·b6b6b6ff·eaeaeaff·a5a5a5ff·999999ff·979797ff·bebebeff·898989ff·dadadaff·fbfbfbff·a7a7a7ff·8b8b8bff·cececeff·ffffffff·ffffffff·e0e0e0ff·707070ff·f4f4f4ff·757575ff·d7d7d7ff·ffffffff·fdfdfdff·757575ff·dbdbd[·...·truncated·by·diffoscope;·len:·2818,·SHA:·a41b1c848fc5367285fca62284e893979c83bb7561df8794b3d08561e543a419·...·]ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· |
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| 92 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f4f4f4ff·6d6d6dff·ffffffff·bababaff·939393ff·ffffffff·818181ff·d9d9d9ff·727272ff·f6f6f6ff·a5a5a5ff·afafafff·efefefff·797979ff·989898ff·676767ff·a2a2a2ff·9c9c9cff·f6f6f6ff·ffffffff·d7d7d7ff·787878ff·ffffffff·7d7d7dff·cfcfcfff·ffffffff·fcfcfcff·707070ff·efefefff·c1c1c1ff·8c8c8cff·ffffffff·ffffffff·d4d4d4ff·717171ff·f9f9f9ff·b8b8b8ff·747474ff·bbbbbbff·f6f6f6ff·717171ff·fafafaff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f4f4f4ff·6d6d6dff·ffffffff·bababaff·939393ff·ffffffff·818181ff·d9d9d9ff·727272ff·f6f6f6ff·a5a5a5ff·afafafff·efefefff·797979ff·989898ff·676767ff·a2a2a2ff·9c9c9cff·f6f6f6ff·ffffffff·d7d7d7ff·787878ff·ffffffff·7d7d7dff·cfcfcfff·ffffffff·fcfcfcff·707070ff·efefefff·c1c1c1ff·8c8c8cff·ffffffff·ffffffff·d4d4d4ff·717171ff·f9f9f9ff·b8b8b8ff·747474ff·bbbbbbff·f6f6f6ff·717171ff·fafafaff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f4f4f4ff·6d6d6dff·ffffffff·bababaff·939393ff·ffffffff·818181ff·d9d9d9ff·727272ff·f6f6f6ff·a5a5a5ff·afafafff·efefefff·797979ff·989898ff·676767ff·a2a2a2ff·9c9c9cff·f6f6f6ff·ffffffff·d7d7d7ff·787878ff·ffffffff·7d7d7dff·cfcfcfff·ffffffff·fcfcfcff·707070ff·efefefff·c1c1c1ff·929292ff·8c8c8cff·7e7e7eff·4a4a4aff·7d7d7dff·f5f5f5ff·b8b8b8ff·747474ff·bbbbbbff·f6f6f6ff·717171ff·fafafaff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f4f4f4ff·6d6d6dff·ffffffff·bababaff·939393ff·ffffffff·818181ff·d9d9d9ff·727272ff·f6f6f6ff·a5a5a5ff·afafafff·efefefff·797979ff·989898ff·676767ff·a2a2a2ff·9c9c9cff·f6f6f6ff·ffffffff·d7d7d7ff·787878ff·ffffffff·7d7d7dff·cfcfcfff·ffffffff·fcfcfcff·707070ff·efefefff·c1c1c1ff·8c8c8cff·ffffffff·e1e1e1ff·797979ff·ffffffff·f7f7f7ff·b8b8b8ff·747474ff·bbbbbbff·f6f6f6ff·717171ff·fafafaff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· | ||
| 93 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fefefeff·7f7f7fff·e1e1e1ff·dcdcdcff·666666ff·c1c1c1ff·8e8e8eff·ddddddff·7d7d7dff·f3f3f3ff·abababff·b4b4b4ff·edededff·7f7f7fff·e2e2e2ff·828282ff·959595ff·afafafff·ffffffff·ffffffff·fcfcfcff·8c8c8cff·818181ff·888888ff·fafafaff·989898ff·e6e6e6ff·bdbdbdff·7a7a7aff·777777ff·d | 93 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fefefeff·7f7f7fff·e1e1e1ff·dcdcdcff·666666ff·c1c1c1ff·8e8e8eff·ddddddff·7d7d7dff·f3f3f3ff·abababff·b4b4b4ff·edededff·7f7f7fff·e2e2e2ff·828282ff·959595ff·afafafff·ffffffff·ffffffff·fcfcfcff·8c8c8cff·818181ff·888888ff·fafafaff·989898ff·e6e6e6ff·bdbdbdff·7a7a7aff·777777ff·dededeff·c4c4c4ff·8d8d8dff·7b7b7bff·b3b3b3ff·d3d3d3ff·959595ff·7a7a7aff·c2c2c2ff·d8d8d8ff·878787ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fefefeff·7f7f7fff·e1e1e1ff·dcdcdcff·666666ff·c1c1c1ff·8e8e8eff·ddddddff·7d7d7dff·f3f3f3ff·abababff·b4b4b4ff·edededff·7f7f7fff·e2e2e2ff·828282ff·959595ff·afafafff·ffffffff·ffffffff·fcfcfcff·8c8c8cff·818181ff·888888ff·fafafaff·989898ff·e6e6e6ff·bdbdbdff·7a7a7aff·777777ff·dededeff·c4c4c4ff·8d8d8dff·7b7b7bff·b3b3b3ff·d3d3d3ff·959595ff·7a7a7aff·c2c2c2ff·d8d8d8ff·878787ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fefefeff·7f7f7fff·e1e1e1ff·dcdcdcff·666666ff·c1c1c1ff·8e8e8eff·ddddddff·7d7d7dff·f3f3f3ff·abababff·b4b4b4ff·edededff·7f7f7fff·e2e2e2ff·828282ff·959595ff·afafafff·ffffffff·ffffffff·fcfcfcff·8c8c8cff·818181ff·888888ff·fafafaff·989898ff·e6e6e6ff·bdbdbdff·7a7a7aff·777777ff·dcdcdcff·f8f8f8ff·edededff·878787ff·c0c0c0ff·d3d3d3ff·959595ff·7a7a7aff·c2c2c2ff·d8d8d8ff·878787ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fefefeff·7f7f7fff·e1e1e1ff·dcdcdcff·666666ff·c1c1c1ff·8e8e8eff·ddddddff·7d7d7dff·f3f3f3ff·abababff·b4b4b4ff·edededff·7f7f7fff·e2e2e2ff·828282ff·959595ff·afafafff·ffffffff·ffffffff·fcfcfcff·8c8c8cff·818181ff·888888ff·fafafaff·989898ff·e6e6e6ff·bdbdbdff·7a7a7aff·777777ff·dcdcdcff·edededff·7d7d7dff·494949ff·bababaff·d2d2d2ff·959595ff·7a7a7aff·c2c2c2ff·d8d8d8ff·878787ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· |
| 94 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c4c4c4ff·aeaeaeff·ffffffff·edededff·ecececff·f7f7f7ff·fcfcfcff·f5f5f5ff·fefefeff·f8f8f8ff·f9f9f9ff·fefefeff·f4f4f4ff·ffffffff·f7f7f7ff·e4e4e4ff·f2f2f2ff·ffffffff·ffffffff·ffffffff·fdfdfdff·e5e5e5ff·fcfcfcff·ffffffff·f0f0f0ff·fbfbfbff·ffffffff·eaeaeaff·f2f2f2ff·ffffffff·f | 94 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c4c4c4ff·aeaeaeff·ffffffff·edededff·ecececff·f7f7f7ff·fcfcfcff·f5f5f5ff·fefefeff·f8f8f8ff·f9f9f9ff·fefefeff·f4f4f4ff·ffffffff·f7f7f7ff·e4e4e4ff·f2f2f2ff·ffffffff·ffffffff·ffffffff·fdfdfdff·e5e5e5ff·fcfcfcff·ffffffff·f0f0f0ff·fbfbfbff·ffffffff·eaeaeaff·f2f2f2ff·ffffffff·f7f7f7ff·e4e4e4ff·ecececff·ffffffff·fafafaff·e6e6e6ff·edededff·ffffffff·a6a6a6ff·cfcfcfff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c4c4c4ff·aeaeaeff·ffffffff·edededff·ecececff·f7f7f7ff·fcfcfcff·f5f5f5ff·fefefeff·f8f8f8ff·f9f9f9ff·fefefeff·f4f4f4ff·ffffffff·f7f7f7ff·e4e4e4ff·f2f2f2ff·ffffffff·ffffffff·ffffffff·fdfdfdff·e5e5e5ff·fcfcfcff·ffffffff·f0f0f0ff·fbfbfbff·ffffffff·eaeaeaff·f2f2f2ff·ffffffff·f7f7f7ff·e4e4e4ff·ecececff·ffffffff·fafafaff·e6e6e6ff·edededff·ffffffff·a6a6a6ff·cfcfcfff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c4c4c4ff·aeaeaeff·ffffffff·edededff·ecececff·f7f7f7ff·fcfcfcff·f5f5f5ff·fefefeff·f8f8f8ff·f9f9f9ff·fefefeff·f4f4f4ff·ffffffff·f7f7f7ff·e4e4e4ff·f2f2f2ff·ffffffff·ffffffff·ffffffff·fdfdfdff·e5e5e5ff·fcfcfcff·ffffffff·f0f0f0ff·fbfbfbff·ffffffff·eaeaeaff·f2f2f2ff·ffffffff·ffffffff·ffffffff·f8f8f8ff·fcfcfcff·fafafaff·e6e6e6ff·edededff·ffffffff·a6a6a6ff·cfcfcfff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c4c4c4ff·aeaeaeff·ffffffff·edededff·ecececff·f7f7f7ff·fcfcfcff·f5f5f5ff·fefefeff·f8f8f8ff·f9f9f9ff·fefefeff·f4f4f4ff·ffffffff·f7f7f7ff·e4e4e4ff·f2f2f2ff·ffffffff·ffffffff·ffffffff·fdfdfdff·e5e5e5ff·fcfcfcff·ffffffff·f0f0f0ff·fbfbfbff·ffffffff·eaeaeaff·f2f2f2ff·ffffffff·fafafaff·e4e4e4ff·e8e8e8ff·edededff·fafafaff·e6e6e6ff·edededff·ffffffff·a6a6a6ff·cfcfcfff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· |
| 95 | 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| 96 | 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| 96 | 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| 97 | 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| 97 | 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| 98 | 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| 98 | 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| 99 | 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| 92 | 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| 94 | 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| 95 | 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| 96 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·646464ff·000000ff·6d6d6dff·c8c8c8ff·fafafaff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·1b1b1bff·1e1e1eff·9e9e9eff·b6b6b6ff·5b5b5bff·000000ff·8b8b8bff·ffffffff·ffffffff·f5f5f5ff·303030ff·141414ff·8e8e8eff·bcbcbcff·919191ff·0f0f0fff·424242ff·fefefeff·ffffffff·ffffffff·5d5d5dff·010101ff·646464ff·b1b1b1ff·b7b7b7ff·858585ff·919191ff·ffffffff·cececeff·222222ff·313131ff·c7c7c7ff·c7c7c7ff·cececeff·ffffffff·bfbfbfff·000000ff·1b1b1bff·545454ff·b2b2b2ff·b4b4b4ff·edededff·d8d8d8ff·696969ff·a8a8a8ff·c0c0c0ff·b4b4b4ff·636363ff·020202ff·bfbfbfff·ffffffff·ffffffff·ffffffff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fbfbfbff·414141ff·040404ff·747474ff·b6b6b6ff·b2b2b2ff·7a7a7aff·a7a7a7ff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·9f9f9fff·000000ff·dfdfdfff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·bfbfbfff·ffffffff·f4f4f4ff·131313ff·343434ff·aaaaaaff·c1c1c1ff·a9a9a9ff·686868ff·d6d6d6ff·ffffffff·c7c7c7ff·090909ff·4a4a4aff·c7c7c7ff·c7c7c7ff·d5d5d5ff·ffffffff·e7e7e7ff·1d1d1dff·1f1f1fff·999999ff·bcbcbcff·838383ff·070707ff·606060ff·ffffffff·ffffffff·dfdfdfff·000000ff·1b1b1bff·414141ff·acacacff·bababaff·dfdfdfff·dfdfdfff·000000ff·9f9f9fff·ffffffff·ffffffff·7f7f7fff·000000ff·272727ff·7e7e7eff·bbbbbbff·8e8e8eff·070707ff·616161ff·ffffffff·ffffffff·fdfdfdff·3c3c3cff·080808ff·888888ff·bababaff·818181ff·252525ff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·000000ff·3f3f3fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·7f7f7fff·000000ff·ebebebff·ffffffff·c0c0c0ff·111111ff·4f4f4fff·f5f5f5ff·ffffffff·ffffffff·3f3f3fff·131313ff·272727ff·9d9d9dff·b9b9b9ff·4c4c4cff·000000ff·818181ff·2d2d2dff·a7a7a7ff·b6b6b6ff·383838ff·070707ff·e5e5e5ff·ffffffff·ffffffff·d5d5d5ff·0f0f0fff·2d2d2dff·a2a2a2ff·bababaff·737373ff·020202ff·808080ff·ffffffff·ffffffff·f0f0f0ff·606060ff·a3a3a3ff·bebebeff·b8b8b8ff·747474ff·020202ff·a1a1a1ff·ffffffff·ffffffff·ffffffff·000000ff·202020ff·363636ff·aaaaaaff·b6b6b6ff·404040ff·040404ff·ddddddff·ffffffff·ffffffff·474747ff·151515ff·9a9a9aff·c0c0c0ff·b0b0b0ff·7e7e7eff·a8a8a8ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·5f5f5fff·040404ff·ecececff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·3a3a3aff·0e0e0eff·f5f5f5ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ddddddff·020202ff·717171ff·ffffffff·ffffffff·c6c6c6ff·010101ff·585858ff·b6b6b6ff·bebebeff·9f9f9fff·5d5d5dff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· | ||
| 97 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· | 96 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·646464ff·000000ff·6d6d6dff·c8c8c8ff·fafafaff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·1b1b1bff·1e1e1eff·9e9e9eff·b6b6b6ff·5b5b5bff·000000ff·8b8b8bff·ffffffff·ffffffff·f5f5f5ff·303030ff·141414ff·8e8e8eff·bcbcbcff·919191ff·0f0f0fff·4242[·...·truncated·by·diffoscope;·len:·2333,·SHA:·8a541d473739be570256694e5f9a1791f4e15758e8bac3736b62de472f939db5·...·]ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· |
| 97 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ecececff·3c3c3cff·000000ff·000000ff·050505ff·3a3a3aff·878787ff·f3f3f3ff·ffffffff·ffffffff·ffffffff·1f1f1fff·010101ff·d0d0d0ff·ffffffff·ffffffff·ffffffff·454545ff·0e0e0eff·f5f5f5ff·ffffffff·878787ff·020202ff·cbcbcbff·ffffffff·ffffffff·ffffffff·acacacff·000000ff·b6b6b6ff·ffffffff·c2c2c2ff·000000ff·7b7b7bff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·2b2b2bff·3f3f3fff·ffffffff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·3e3e3eff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fcfcfcff·fbfbfbff·434343ff·515151ff·ffffffff·ffffffff·ffffffff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·a2a2a2ff·000000ff·9b9b9bff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·9f9f9fff·000000ff·dfdfdfff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·bfbfbfff·ffffffff·ccccccff·000000ff·b0b0b0ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·0b0b0bff·5f5f5fff·ffffffff·ffffffff·ffffffff·ffffffff·676767ff·0c0c0cff·e1e1e1ff·ffffffff·ffffffff·ffffffff·8c8c8cff·000000ff·d5d5d5ff·ffffffff·dfdfdfff·000000ff·232323ff·fafafaff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·9f9f9fff·ffffffff·ffffffff·7f7f7fff·000000ff·8a8a8aff·ffffffff·ffffffff·ffffffff·6a6a6aff·080808ff·fefefeff·ffffffff·b5b5b5ff·000000ff·979797ff·ffffffff·ffffffff·ffffffff·878787ff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·030303ff·424242ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·7f7f7fff·000000ff·ebebebff·a3a3a3ff·060606ff·6e6e6eff·fdfdfdff·ffffffff·ffffffff·ffffffff·3f3f3fff·000000ff·ccccccff·ffffffff·ffffffff·edededff·030303ff·090909ff·e5e5e5ff·ffffffff·ffffffff·d0d0d0ff·000000ff·929292ff·ffffffff·ffffffff·474747ff·1c1c1cff·f1f1f1ff·ffffffff·ffffffff·ffffffff·6c6c6cff·080808ff·eeeeeeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fcfcfcff·fbfbfbff·636363ff·313131ff·ffffffff·ffffffff·ffffffff·000000ff·171717ff·f2f2f2ff·ffffffff·ffffffff·e8e8e8ff·020202ff·878787ff·ffffffff·ffffffff·0c0c0cff·707070ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b9b9b9ff·020202ff·717171ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·676767ff·000000ff·0e0e0eff·636363ff·bcbcbcff·a3a3a3ff·1f1f1fff·141414ff·e6e6e6ff·ffffffff·ffffffff·ffffffff·c5c5c5ff·1a1a1aff·000000ff·000000ff·030303ff·8a8a8aff·ffffffff·ffffffff·ffffffff·8c8c8cff·000000ff·f0f0f0ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· | ||
| 98 | 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| 98 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·cbcbcbff·888888ff·545454ff·141414ff·000000ff·202020ff·ebebebff·ffffffff·ffffffff·1f1f1fff·2c2c2cff·ffffffff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·c3c3c3ff·ffffffff·3b3b3bff·2e2e2eff·fbfbfbff·fbfbfbff·fbfbfbff·fbfbfbff·f3f3f3ff·010101ff·767676ff·ffffffff·797979ff·000000ff·e6e6e6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·2b2b2bff·3f3f3fff·ffffffff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·919191ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·979797ff·313131ff·070707ff·000000ff·000000ff·000000ff·282828ff·ffffffff·ffffffff·ffffffff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·595959ff·080808ff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·9f9f9fff·000000ff·dfdfdfff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·bfbfbfff·ffffffff·f0f0f0ff·111111ff·272727ff·979797ff·d5d5d5ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·0b0b0bff·5f5f5fff·ffffffff·ffffffff·ffffffff·ffffffff·1b1b1bff·4d4d4dff·fbfbfbff·fbfbfbff·fbfbfbff·fbfbfbff·d5d5d5ff·000000ff·969696ff·ffffffff·dfdfdfff·000000ff·717171ff·ffffffff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·9f9f9fff·ffffffff·ffffffff·7f7f7fff·000000ff·d8d8d8ff·ffffffff·ffffffff·ffffffff·989898ff·000000ff·e8e8e8ff·ffffffff·767676ff·000000ff·edededff·ffffffff·ffffffff·ffffffff·e0e0e0ff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·7f7f7fff·000000ff·707070ff·030303ff·8e8e8eff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·3f3f3fff·191919ff·ffffffff·ffffffff·ffffffff·ffffffff·191919ff·393939ff·ffffffff·ffffffff·ffffffff·f9f9f9ff·000000ff·737373ff·ffffffff·f7f7f7ff·040404ff·6d6d6dff·fbfbfbff·fbfbfbff·fbfbfbff·fbfbfbff·b6b6b6ff·000000ff·b6b6b6ff·ffffffff·ffffffff·aaaaaaff·3a3a3aff·0b0b0bff·000000ff·000000ff·000000ff·080808ff·ffffffff·ffffffff·ffffffff·000000ff·585858ff·ffffffff·ffffffff·ffffffff·ffffffff·181818ff·686868ff·ffffffff·ffffffff·424242ff·101010ff·838383ff·c7c7c7ff·fafafaff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·cdcdcdff·0f0f0fff·3a3a3aff·f8f8f8ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·656565ff·000000ff·474747ff·ffffffff·ffffffff·ffffffff·cfcfcfff·000000ff·7b7b7bff·ffffffff·ffffffff·ccccccff·161616ff·4d4d4dff·b3b3b3ff·bebebeff·7c7c7cff·060606ff·828282ff·ffffffff·ffffffff·c1c1c1ff·000000ff·464646ff·a9a9a9ff·e4e4e4ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· 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| 99 | 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| 99 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fafafaff·717171ff·000000ff·757575ff·ffffffff·ffffffff·1f1f1fff·444444ff·ffffffff·ffffffff·ffffffff·ffffffff·b7b7b7ff·000000ff·b0b0b0ff·ffffffff·242424ff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·626262ff·ffffffff·646464ff·030303ff·fefefeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·2b2b2bff·3f3f3fff·ffffffff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·aaaaaaff·ffffffff·ffffffff·ffffffff·ffffffff·8d8d8dff·000000ff·686868ff·b4b4b4ff·c8c8c8ff·cbcbcbff·484848ff·1f1f1fff·ffffffff·ffffffff·ffffffff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·444444ff·222222ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·9f9f9fff·000000ff·dfdfdfff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·bfbfbfff·ffffffff·ffffffff·d2d2d2ff·575757ff·111111ff·000000ff·191919ff·7e7e7eff·fafafaff·ffffffff·ffffffff·0b0b0bff·5f5f5fff·ffffffff·ffffffff·ffffffff·ffffffff·040404ff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·828282ff·ffffffff·dfdfdfff·000000ff·8a8a8aff·ffffffff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·9f9f9fff·ffffffff·ffffffff·7f7f7fff·000000ff·ebebebff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·dfdfdfff·ffffffff·636363ff·040404ff·ffffffff·ffffffff·ffffffff·ffffffff·f7f7f7ff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·7f7f7fff·000000ff·141414ff·1e1e1eff·e6e6e6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·3f3f3fff·2b2b2bff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·4b4b4bff·ffffffff·ffffffff·ffffffff·ffffffff·000000ff·6b6b6bff·ffffffff·e4e4e4ff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·a2a2a2ff·ffffffff·adadadff·000000ff·555555ff·afafafff·c7c7c7ff·cbcbcbff·626262ff·000000ff·ffffffff·ffffffff·ffffffff·000000ff·6b6b6bff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·ebebebff·6f6f6fff·1f1f1fff·000000ff·0c0c0cff·5d5d5dff·e7e7e7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·cececeff·121212ff·343434ff·f0f0f0ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·787878ff·000000ff·8e8e8eff·ffffffff·ffffffff·ffffffff·ffffffff·191919ff·494949ff·ffffffff·ffffffff·373737ff·2d2d2dff·fcfcfcff·ffffffff·ffffffff·ffffffff·7e7e7eff·020202ff·ddddddff·ffffffff·ffffffff·b0b0b0ff·424242ff·070707ff·000000ff·2b2b2bff·a6a6a6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· 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| 100 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f0f0f0ff·000000ff·494949ff·ffffffff·ffffffff·1f1f1fff·2c2c2cff·ffffffff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·c3c3c3ff·ffffffff·383838ff·2d2d2dff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·dfdfdfff·ffffffff·797979ff·000000ff·e6e6e6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·2b2b2bff·3f3f3fff·ffffffff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·abababff·ffffffff·ffffffff·ffffffff·ffffffff·313131ff·404040ff·ffffffff·ffffffff·ffffffff·ffffffff·3b3b3bff·1f1f1fff·ffffffff·ffffffff·ffffffff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·595959ff·080808ff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·a7a7a7ff·000000ff·d8d8d8ff·ffffffff·ffffffff·ffffffff·abababff·000000ff·bfbfbfff·ffffffff·ffffffff·ffffffff·ffffffff·fefefeff·d0d0d0ff·707070ff·000000ff·878787ff·ffffffff·ffffffff·0b0b0bff·5f5f5fff·ffffffff·ffffffff·ffffffff·ffffffff·181818ff·464646ff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·e5e5e5ff·ffffffff·dfdfdfff·000000ff·8b8b8bff·ffffffff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·9f9f9fff·ffffffff·ffffffff·7f7f7fff·000000ff·ebebebff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·dfdfdfff·ffffffff·767676ff·000000ff·edededff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·7f7f7fff·000000ff·ccccccff·232323ff·232323ff·e0e0e0ff·ffffffff·ffffffff·ffffffff·ffffffff·3f3f3fff·2b2b2bff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·4b4b4bff·ffffffff·ffffffff·ffffffff·ffffffff·000000ff·6b6b6bff·ffffffff·f5f5f5ff·030303ff·606060ff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·ecececff·ffffffff·515151ff·212121ff·fefefeff·ffffffff·ffffffff·ffffffff·5b5b5bff·000000ff·ffffffff·ffffffff·ffffffff·000000ff·6b6b6bff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e1e1e1ff·939393ff·0b0b0bff·474747ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·cececeff·121212ff·313131ff·eeeeeeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· | 100 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f0f0f0ff·000000ff·494949ff·ffffffff·ffffffff·1f1f1fff·2c2c2cff·ffffffff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·c3c3c3ff·ffffffff·383838ff·2d2d2dff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·dfdfdfff·ffffffff·797979ff·000000ff·e6e6e6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·2b2b2bff·3f3f3fff·ffffffff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·abababff·ffffffff·ffffffff·ffffffff·ffffffff·313131ff·404040ff·ffffffff·ffffffff·ffffffff·ffffffff·3b3b3bff·1f1f1fff·ffffffff·ffffffff·ffffffff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·595959ff·080808ff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·a7a7a7ff·000000ff·d8d8d8ff·ffffffff·ffffffff·ffffffff·abababff·000000ff·bfbfbfff·ffffffff·ffffffff·ffffffff·ffffffff·fefefeff·d0d0d0ff·707070ff·000000ff·878787ff·ffffffff·ffffffff·0b0b0bff·5f5f5fff·ffffffff·ffffffff·ffffffff·ffffffff·181818ff·464646ff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·e5e5e5ff·ffffffff·dfdfdfff·000000ff·8b8b8bff·ffffffff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·9f9f9fff·ffffffff·ffffffff·7f7f7fff·000000ff·ebebebff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·dfdfdfff·ffffffff·767676ff·000000ff·edededff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·7f7f7fff·000000ff·ccccccff·232323ff·232323ff·e0e0e0ff·ffffffff·ffffffff·ffffffff·ffffffff·3f3f3fff·2b2b2bff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·4b4b4bff·ffffffff·ffffffff·ffffffff·ffffffff·000000ff·6b6b6bff·ffffffff·f5f5f5ff·030303ff·606060ff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·ecececff·ffffffff·515151ff·212121ff·fefefeff·ffffffff·ffffffff·ffffffff·5b5b5bff·000000ff·ffffffff·ffffffff·ffffffff·000000ff·6b6b6bff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e1e1e1ff·939393ff·0b0b0bff·474747ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·cececeff·121212ff·313131ff·eeeeeeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·a6a6a6ff·000000ff·8e8e8eff·ffffffff·ffffffff·ffffffff·ffffffff·181818ff·4b4b4bff·ffffffff·ffffffff·070707ff·606060ff·ffffffff·ffffffff·ffffffff·ffffffff·b3b3b3ff·000000ff·b4b4b4ff·ffffffff·ffffffff·ffffffff·ffffffff·f8f8f8ff·c0c0c0ff·474747ff·000000ff·c6c6c6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· 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| 101 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e6e6e6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c7c7c7ff·000000ff·636363ff·ffffffff·ffffffff·1f1f1fff·010101ff·d0d0d0ff·ffffffff·ffffffff·ffffffff·454545ff·0d0d0dff·f5f5f5ff·ffffffff·848484ff·0a0a0aff·dededeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c2c2c2ff·000000ff·7d7d7dff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·323232ff·363636ff·ffffffff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·abababff·ffffffff·ffffffff·ffffffff·ffffffff·323232ff·474747ff·ffffffff·ffffffff·ffffffff·d1d1d1ff·020202ff·1f1f1fff·ffffffff·ffffffff·ffffffff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·a2a2a2ff·000000ff·9d9d9dff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·c7c7c7ff·000000ff·aaaaaaff·ffffffff·ffffffff·ffffffff·5d5d5dff·000000ff·bfbfbfff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·101010ff·555555ff·ffffffff·ffffffff·121212ff·565656ff·ffffffff·ffffffff·ffffffff·ffffffff·646464ff·1a1a1aff·eeeeeeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·8b8b8bff·ffffffff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·9f9f9fff·ffffffff·ffffffff·7f7f7fff·000000ff·ebebebff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·dfdfdfff·ffffffff·b5b5b5ff·000000ff·969696ff·ffffffff·ffffffff·ffffffff·878787ff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·7f7f7fff·000000ff·ebebebff·e6e6e6ff·2a2a2aff·1d1d1dff·dadadaff·ffffffff·ffffffff·ffffffff·3f3f3fff·2b2b2bff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·4b4b4bff·ffffffff·ffffffff·ffffffff·ffffffff·000000ff·6b6b6bff·ffffffff·ffffffff·444444ff·2f2f2fff·f9f9f9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·525252ff·272727ff·ffffffff·ffffffff·ffffffff·e7e7e7ff·0c0c0cff·000000ff·ffffffff·ffffffff·ffffffff·000000ff·6b6b6bff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·505050ff·151515ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·cfcfcfff·121212ff·2e2e2eff·ecececff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· | 101 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e6e6e6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c7c7c7ff·000000ff·636363ff·ffffffff·ffffffff·1f1f1fff·010101ff·d0d0d0ff·ffffffff·ffffffff·ffffffff·454545ff·0d0d0dff·f5f5f5ff·ffffffff·848484ff·0a0a0aff·dededeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c2c2c2ff·000000ff·7d7d7dff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·323232ff·363636ff·ffffffff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·abababff·ffffffff·ffffffff·ffffffff·ffffffff·323232ff·474747ff·ffffffff·ffffffff·ffffffff·d1d1d1ff·020202ff·1f1f1fff·ffffffff·ffffffff·ffffffff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·a2a2a2ff·000000ff·9d9d9dff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·c7c7c7ff·000000ff·aaaaaaff·ffffffff·ffffffff·ffffffff·5d5d5dff·000000ff·bfbfbfff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·101010ff·555555ff·ffffffff·ffffffff·121212ff·565656ff·ffffffff·ffffffff·ffffffff·ffffffff·646464ff·1a1a1aff·eeeeeeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·8b8b8bff·ffffffff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·9f9f9fff·ffffffff·ffffffff·7f7f7fff·000000ff·ebebebff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·dfdfdfff·ffffffff·b5b5b5ff·000000ff·969696ff·ffffffff·ffffffff·ffffffff·878787ff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·7f7f7fff·000000ff·ebebebff·e6e6e6ff·2a2a2aff·1d1d1dff·dadadaff·ffffffff·ffffffff·ffffffff·3f3f3fff·2b2b2bff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·4b4b4bff·ffffffff·ffffffff·ffffffff·ffffffff·000000ff·6b6b6bff·ffffffff·ffffffff·444444ff·2f2f2fff·f9f9f9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·525252ff·272727ff·ffffffff·ffffffff·ffffffff·e7e7e7ff·0c0c0cff·000000ff·ffffffff·ffffffff·ffffffff·000000ff·6b6b6bff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·505050ff·151515ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·cfcfcfff·121212ff·2e2e2eff·ecececff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·efefefff·0a0a0aff·454545ff·ffffffff·ffffffff·ffffffff·cdcdcdff·000000ff·838383ff·ffffffff·ffffffff·212121ff·2c2c2cff·fcfcfcff·ffffffff·ffffffff·ffffffff·7a7a7aff·000000ff·d0d0d0ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·d0d0d0ff·000000ff·959595ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· 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| 102 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·2d2d2dff·494949ff·969696ff·bebebeff·bcbcbcff·8c8c8cff·191919ff·0c0c0cff·d2d2d2ff·ffffffff·ffffffff·1f1f1fff·1b1b1bff·1e1e1eff·9e9e9eff·b7b7b7ff·5b5b5bff·000000ff·898989ff·ffffffff·ffffffff·f4f4f4ff·313131ff·1c1c1cff·8d8d8dff·bbbbbbff·b9b9b9ff·9b9b9bff·555555ff·c8c8c8ff·ffffffff·ffffffff·5d5d5dff·010101ff·666666ff·b2b2b2ff·b9b9b9ff·888888ff·929292ff·ffffffff·ffffffff·5f5f5fff·070707ff·a8a8a8ff·cacacaff·d2d2d2ff·ffffffff·bfbfbfff·000000ff·abababff·ffffffff·ffffffff·ffffffff·ffffffff·7e7e7eff·010101ff·7e7e7eff·bdbdbdff·969696ff·181818ff·232323ff·1f1f1fff·ffffffff·ffffffff·ffffffff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fbfbfbff·414141ff·050505ff·767676ff·b7b7b7ff·b5b5b5ff·7e7e7eff·a7a7a7ff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·fcfcfcff·272727ff·1e1e1eff·a6a6a6ff·b7b7b7ff·666666ff·212121ff·000000ff·bfbfbfff·ffffffff·b3b3b3ff·494949ff·999999ff·bbbbbbff·bababaff·686868ff·000000ff·9a9a9aff·ffffffff·ffffffff·3f3f3fff·161616ff·b2b2b2ff·cbcbcbff·d8d8d8ff·ffffffff·e6e6e6ff·1f1f1fff·282828ff·969696ff·bdbdbdff·b5b5b5ff·959595ff·4b4b4bff·e3e3e3ff·ffffffff·dfdfdfff·000000ff·8b8b8bff·ffffffff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·9f9f9fff·ffffffff·ffffffff·7f7f7fff·000000ff·ebebebff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·dfdfdfff·ffffffff·fdfdfdff·3b3b3bff·090909ff·888888ff·bbbbbbff·828282ff·242424ff·000000ff·818181ff·ffffffff·ffffffff·ffffffff·030303ff·424242ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·7f7f7fff·000000ff·ebebebff·ffffffff·ebebebff·323232ff·181818ff·d3d3d3ff·ffffffff·ffffffff·3f3f3fff·2b2b2bff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·4b4b4bff·ffffffff·ffffffff·ffffffff·ffffffff·000000ff·6b6b6bff·ffffffff·ffffffff·d5d5d5ff·111111ff·363636ff·9f9f9fff·bfbfbfff·b2b2b2ff·8e8e8eff·414141ff·ffffffff·ffffffff·9e9e9eff·000000ff·696969ff·bdbdbdff·a0a0a0ff·232323ff·252525ff·000000ff·ffffffff·ffffffff·ffffffff·000000ff·6b6b6bff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·f0f0f0ff·313131ff·8b8b8bff·b3b3b3ff·c0c0c0ff·8b8b8bff·080808ff·5a5a5aff·ffffffff·ffffffff·bfbfbfff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·d8d8d8ff·131313ff·121212ff·b3b3b3ff·c7c7c7ff·c7c7c7ff·c7c7c7ff·c7c7c7ff·eaeaeaff·ffffffff·ffffffff·c0c0c0ff·030303ff·818181ff·ffffffff·ffffffff·ffffffff· | 102 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·2d2d2dff·494949ff·969696ff·bebebeff·bcbcbcff·8c8c8cff·191919ff·0c0c0cff·d2d2d2ff·ffffffff·ffffffff·1f1f1fff·1b1b1bff·1e1e1eff·9e9e9eff·b7b7b7ff·5b5b5bff·000000ff·898989ff·ffffffff·ffffffff·f4f4f4ff·313131ff·1c1c1cff·8d8d8dff·bbbbbbff·b9b9b9ff·9b9b9bff·555555ff·c8c8c8ff·ffffffff·ffffffff·5d5d5dff·010101ff·666666ff·b2b2b2ff·b9b9b9ff·888888ff·929292ff·ffffffff·ffffffff·5f5f5fff·070707ff·a8a8a8ff·cacacaff·d2d2d2ff·ffffffff·bfbfbfff·000000ff·abababff·ffffffff·ffffffff·ffffffff·ffffffff·7e7e7eff·010101ff·7e7e7eff·bdbdbdff·969696ff·181818ff·232323ff·1f1f1fff·ffffffff·ffffffff·ffffffff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fbfbfbff·414141ff·050505ff·767676ff·b7b7b7ff·b5b5b5ff·7e7e7eff·a7a7a7ff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·fcfcfcff·272727ff·1e1e1eff·a6a6a6ff·b7b7b7ff·666666ff·212121ff·000000ff·bfbfbfff·ffffffff·b3b3b3ff·494949ff·999999ff·bbbbbbff·bababaff·686868ff·000000ff·9a9a9aff·ffffffff·ffffffff·3f3f3fff·161616ff·b2b2b2ff·cbcbcbff·d8d8d8ff·ffffffff·e6e6e6ff·1f1f1fff·282828ff·969696ff·bdbdbdff·b5b5b5ff·959595ff·4b4b4bff·e3e3e3ff·ffffffff·dfdfdfff·000000ff·8b8b8bff·ffffffff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·9f9f9fff·ffffffff·ffffffff·7f7f7fff·000000ff·ebebebff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·dfdfdfff·ffffffff·fdfdfdff·3b3b3bff·090909ff·888888ff·bbbbbbff·828282ff·242424ff·000000ff·818181ff·ffffffff·ffffffff·ffffffff·030303ff·424242ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·7f7f7fff·000000ff·ebebebff·ffffffff·ebebebff·323232ff·181818ff·d3d3d3ff·ffffffff·ffffffff·3f3f3fff·2b2b2bff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·4b4b4bff·ffffffff·ffffffff·ffffffff·ffffffff·000000ff·6b6b6bff·ffffffff·ffffffff·d5d5d5ff·111111ff·363636ff·9f9f9fff·bfbfbfff·b2b2b2ff·8e8e8eff·414141ff·ffffffff·ffffffff·9e9e9eff·000000ff·696969ff·bdbdbdff·a0a0a0ff·232323ff·252525ff·000000ff·ffffffff·ffffffff·ffffffff·000000ff·6b6b6bff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·f0f0f0ff·313131ff·8b8b8bff·b3b3b3ff·c0c0c0ff·8b8b8bff·080808ff·5a5a5aff·ffffffff·ffffffff·bfbfbfff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·d8d8d8ff·131313ff·121212ff·b3b3b3ff·c7c7c7ff·c7c7c7ff·c7c7c7ff·c7c7c7ff·eaeaeaff·ffffffff·ffffffff·c0c0c0ff·030303ff·818181ff·ffffffff·ffffffff·ffffffff·8c8c8cff·000000ff·5f5f5fff·b8b8b8ff·a0a0a0ff·1d1d1dff·1e1e1eff·edededff·ffffffff·ffffffff·929292ff·000000ff·494949ff·b0b0b0ff·bababaff·777777ff·040404ff·444444ff·ffffffff·ffffffff·7d7d7dff·616161ff·a4a4a4ff·c0c0c0ff·b0b0b0ff·414141ff·050505ff·d4d4d4ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· 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| 103 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·a9a9a9ff·5a5a5aff·252525ff·0c0c0cff·050505ff·1e1e1eff·5d5d5dff·d6d6d6ff·ffffffff·ffffffff·ffffffff·1f1f1fff·4b4b4bff·acacacff·2b2b2bff·060606ff·202020ff·8e8e8eff·ffffffff·ffffffff·ffffffff·ffffffff·f4f4f4ff·7c7c7cff·272727ff·060606ff·0f0f0fff·2d2d2dff·717171ff·e8e8e8ff·ffffffff·ffffffff·fdfdfdff·8f8f8fff·2c2c2cff·060606ff·0f0f0fff·393939ff·b3b3b3ff·ffffffff·ffffffff·e0e0e0ff·464646ff·0d0d0dff·000000ff·1f1f1fff·ffffffff·bfbfbfff·000000ff·abababff·ffffffff·ffffffff·ffffffff·ffffffff·f9f9f9ff·747474ff·1b1b1bff·080808ff·323232ff·b0b0b0ff·5f5f5fff·1f1f1fff·ffffffff·ffffffff·ffffffff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f7f7f7ff·7e7e7eff·252525ff·060606ff·131313ff·424242ff·c6c6c6ff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·ffffffff·dadadaff·464646ff·0e0e0eff·151515ff·6d6d6dff·b5b5b5ff·000000ff·bfbfbfff·ffffffff·d8d8d8ff·595959ff·232323ff·090909ff·0f0f0fff·363636ff·a0a0a0ff·ffffffff·ffffffff·ffffffff·d0d0d0ff·3b3b3bff·0a0a0aff·000000ff·3f3f3fff·ffffffff·ffffffff·ebebebff·6e6e6eff·212121ff·050505ff·121212ff·333333ff·7b7b7bff·f4f4f4ff·ffffffff·dfdfdfff·000000ff·8b8b8bff·ffffffff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·9f9f9fff·ffffffff·ffffffff·7f7f7fff·000000ff·ebebebff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·dfdfdfff·ffffffff·ffffffff·eeeeeeff·616161ff·101010ff·0a0a0aff·454545ff·c8c8c8ff·000000ff·919191ff·ffffffff·ffffffff·ffffffff·000000ff·3f3f3fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·7f7f7fff·000000ff·ebebebff·ffffffff·ffffffff·f0f0f0ff·3b3b3bff·121212ff·cbcbcbff·ffffffff·3f3f3fff·2b2b2bff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·4b4b4bff·ffffffff·ffffffff·ffffffff·ffffffff·000000ff·6b6b6bff·ffffffff·ffffffff·ffffffff·dfdfdfff·626262ff·1b1b1bff·050505ff·151515ff·3a3a3aff·848484ff·ffffffff·ffffffff·ffffffff·888888ff·202020ff·070707ff·292929ff·9b9b9bff·7f7f7fff·000000ff·ffffffff·ffffffff·ffffffff·000000ff·6b6b6bff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·f8f8f8ff·686868ff·2e2e2eff·0e0e0eff·090909ff·272727ff·7f7f7fff·f5f5f5ff·ffffffff·ffffffff·b3b3b3ff·000000ff·989898ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·9f9f9fff·ffffffff·ffffffff·bfbfbfff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff· | 103 | 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| 92 | 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| 93 | 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ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·3e3e3eff·232323ff·fbfbfbff·ffffffff·ffffffff·ffffffff·ffffffff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·2b2b2bff·3f3f3fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fafafaff·fbfbfbff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·0b0b0bff·5f5f5fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fcfcfcff·f8f8f8ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·7f7f7fff·000000ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f6f6f6ff·fefefeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·6b6b6bff·000000ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e9e9e9ff·ffffffff·ffffffff·ffffffff·ffffffff·f3f3f3ff·171717ff·434343ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e9e9e9ff·ffffffff·ffffffff·ffffffff·ffffffff·e5e5e5ff·050505ff·636363ff·ffffffff·ffffffff·ffffffff· | 94 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·3e3e3eff·232323ff·fbfbfbff·ffffffff·ffffffff·ffffffff·ffffffff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·2b2b2bff·3f3f3fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fafafaff·fbfbfbff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·0b0b0bff·5f5f5fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fcfcfcff·f8f8f8ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·7f7f7fff·000000ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f6f6f6ff·fefefeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·6b6b6bff·000000ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e9e9e9ff·ffffffff·ffffffff·ffffffff·ffffffff·f3f3f3ff·171717ff·434343ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e9e9e9ff·ffffffff·ffffffff·ffffffff·ffffffff·e5e5e5ff·050505ff·636363ff·ffffffff·ffffffff·ffffffff·3f3f3fff·2b2b2bff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· 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| 96 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·646464ff·000000ff·6d6d6dff·c8c8c8ff·fafafaff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·1b1b1bff·1e1e1eff·9e9e9eff·b6b6b6ff·5b5b5bff·000000ff·8b8b8bff·ffffffff·ffffffff·f5f5f5ff·303030ff·141414ff·8e8e8eff·bcbcbcff·919191ff·0f0f0fff·424242ff·fefefeff·ffffffff·ffffffff·5d5d5dff·010101ff·646464ff·b1b1b1ff·b7b7b7ff·858585ff·919191ff·ffffffff·cececeff·222222ff·313131ff·c7c7c7ff·c7c7c7ff·cececeff·ffffffff·bfbfbfff·000000ff·1b1b1bff·545454ff·b2b2b2ff·b4b4b4ff·edededff·d8d8d8ff·696969ff·a8a8a8ff·c0c0c0ff·b4b4b4ff·636363ff·020202ff·bfbfbfff·ffffffff·ffffffff·ffffffff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fbfbfbff·414141ff·040404ff·747474ff·b6b6b6ff·b2b2b2ff·7a7a7aff·a7a7a7ff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·9f9f9fff·000000ff·dfdfdfff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·bfbfbfff·ffffffff·f4f4f4ff·131313ff·343434ff·aaaaaaff·c1c1c1ff·a9a9a9ff·686868ff·d6d6d6ff·ffffffff·c7c7c7ff·090909ff·4a4a4aff·c7c7c7ff·c7c7c7ff·d5d5d5ff·ffffffff·e7e7e7ff·1d1d1dff·1f1f1fff·999999ff·bcbcbcff·838383ff·070707ff·606060ff·ffffffff·ffffffff·dfdfdfff·000000ff·1b1b1bff·414141ff·acacacff·bababaff·dfdfdfff·dfdfdfff·000000ff·9f9f9fff·ffffffff·ffffffff·7f7f7fff·000000ff·272727ff·7e7e7eff·bbbbbbff·8e8e8eff·070707ff·616161ff·ffffffff·ffffffff·fdfdfdff·3c3c3cff·080808ff·888888ff·bababaff·818181ff·252525ff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·000000ff·3f3f3fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·bcbcbcff·030303ff·3c3c3cff·aeaeaeff·abababff·353535ff·1e1e1eff·000000ff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·878787ff·030303ff·7f7f7fff·bdbdbdff·b8b8b8ff·909090ff·808080ff·ffffffff·ffffffff·d0d0d0ff·0c0c0cff·202020ff·989898ff·bdbdbdff·a4a4a4ff·565656ff·f2f2f2ff·ffffffff·9f9f9fff·000000ff·1b1b1bff·666666ff·b7b7b7ff·acacacff·fcfcfcff·858585ff·010101ff·626262ff·b4b4b4ff·aeaeaeff·393939ff·0b0b0bff·d5d5d5ff·ffffffff·dcdcdcff·545454ff·000000ff·c7c7c7ff·c7c7c7ff·c7c7c7ff·f8f8f8ff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·d5d5d5ff·c7c7c7ff·c7c7c7ff·c7c7c7ff·c7c7c7ff·444444ff·030303ff·c6c6c6ff·ffffffff·e7e7e7ff·1d1d1dff·1f1f1fff·999999ff·bcbcbcff·838383ff·070707ff·606060ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f0f0f0ff·0f0f0fff·515151ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ddddddff·020202ff·717171ff·ffffffff·ffffffff·ffffffff·3f3f3fff·080808ff·111111ff·030303ff·222222ff·7a7a7aff·f6f6f6ff·ffffffff·ffffffff·ffffffff·676767ff·0a0a0aff·8e8e8eff·bfbfbfff·b4b4b4ff·888888ff·939393ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· 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| 97 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ecececff·3c3c3cff·000000ff·000000ff·050505ff·3a3a3aff·878787ff·f3f3f3ff·ffffffff·ffffffff·ffffffff·1f1f1fff·010101ff·d0d0d0ff·ffffffff·ffffffff·ffffffff·454545ff·0e0e0eff·f5f5f5ff·ffffffff·878787ff·020202ff·cbcbcbff·ffffffff·ffffffff·ffffffff·acacacff·000000ff·b6b6b6ff·ffffffff·c2c2c2ff·000000ff·7b7b7bff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·2b2b2bff·3f3f3fff·ffffffff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·3e3e3eff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fcfcfcff·fbfbfbff·434343ff·515151ff·ffffffff·ffffffff·ffffffff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·a2a2a2ff·000000ff·9b9b9bff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·9f9f9fff·000000ff·dfdfdfff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·bfbfbfff·ffffffff·ccccccff·000000ff·b0b0b0ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·0b0b0bff·5f5f5fff·ffffffff·ffffffff·ffffffff·ffffffff·676767ff·0c0c0cff·e1e1e1ff·ffffffff·ffffffff·ffffffff·8c8c8cff·000000ff·d5d5d5ff·ffffffff·dfdfdfff·000000ff·232323ff·fafafaff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·9f9f9fff·ffffffff·ffffffff·7f7f7fff·000000ff·8a8a8aff·ffffffff·ffffffff·ffffffff·6a6a6aff·080808ff·fefefeff·ffffffff·b5b5b5ff·000000ff·979797ff·ffffffff·ffffffff·ffffffff·878787ff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·030303ff·424242ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·373737ff·1a1a1aff·f7f7f7ff·ffffffff·ffffffff·f2f2f2ff·121212ff·000000ff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·4c4c4cff·303030ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·424242ff·101010ff·eaeaeaff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·5e5e5eff·ffffffff·ffffffff·ffffffff·e2e2e2ff·040404ff·6d6d6dff·ffffffff·ffffffff·ffffffff·f3f3f3ff·181818ff·565656ff·ffffffff·ffffffff·6b6b6bff·000000ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·8b8b8bff·000000ff·9a9a9aff·ffffffff·ffffffff·676767ff·0c0c0cff·e1e1e1ff·ffffffff·ffffffff·ffffffff·8c8c8cff·000000ff·d5d5d5ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·5b5b5bff·040404ff·ccccccff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fbfbfbff·404040ff·0e0e0eff·e2e2e2ff·ffffffff·ffffffff·ffffffff·7b7b7bff·969696ff·bebebeff·b5b5b5ff·6c6c6cff·040404ff·3e3e3eff·fdfdfdff·ffffffff·ffffffff·2c2c2cff·505050ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· 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| 98 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·cbcbcbff·888888ff·545454ff·141414ff·000000ff·202020ff·ebebebff·ffffffff·ffffffff·1f1f1fff·2c2c2cff·ffffffff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·c3c3c3ff·ffffffff·3b3b3bff·2e2e2eff·fbfbfbff·fbfbfbff·fbfbfbff·fbfbfbff·f3f3f3ff·010101ff·767676ff·ffffffff·797979ff·000000ff·e6e6e6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·2b2b2bff·3f3f3fff·ffffffff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·919191ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·979797ff·313131ff·070707ff·000000ff·000000ff·000000ff·282828ff·ffffffff·ffffffff·ffffffff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·595959ff·080808ff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·9f9f9fff·000000ff·dfdfdfff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·bfbfbfff·ffffffff·f0f0f0ff·111111ff·272727ff·979797ff·d5d5d5ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·0b0b0bff·5f5f5fff·ffffffff·ffffffff·ffffffff·ffffffff·1b1b1bff·4d4d4dff·fbfbfbff·fbfbfbff·fbfbfbff·fbfbfbff·d5d5d5ff·000000ff·969696ff·ffffffff·dfdfdfff·000000ff·717171ff·ffffffff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·9f9f9fff·ffffffff·ffffffff·7f7f7fff·000000ff·d8d8d8ff·ffffffff·ffffffff·ffffffff·989898ff·000000ff·e8e8e8ff·ffffffff·767676ff·000000ff·edededff·ffffffff·ffffffff·ffffffff·e0e0e0ff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f4f4f4ff·020202ff·6c6c6cff·ffffffff·ffffffff·ffffffff·ffffffff·5f5f5fff·000000ff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·828282ff·010101ff·696969ff·b8b8b8ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·f5f5f5ff·030303ff·666666ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·b1b1b1ff·ffffffff·ffffffff·ffffffff·9b9b9bff·000000ff·cbcbcbff·fbfbfbff·fbfbfbff·fbfbfbff·fbfbfbff·575757ff·161616ff·ffffffff·ffffffff·6b6b6bff·000000ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·a6a6a6ff·010101ff·7c7c7cff·ffffffff·ffffffff·ffffffff·1b1b1bff·4d4d4dff·fbfbfbff·fbfbfbff·fbfbfbff·fbfbfbff·d5d5d5ff·000000ff·969696ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·7c7c7cff·000000ff·939393ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fefefeff·5e5e5eff·030303ff·b0b0b0ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·8c8c8cff·000000ff·aeaeaeff·ffffffff·ffffffff·626262ff·070707ff·777777ff·bfbfbfff·f6f6f6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· 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| 99 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fafafaff·717171ff·000000ff·757575ff·ffffffff·ffffffff·1f1f1fff·444444ff·ffffffff·ffffffff·ffffffff·ffffffff·b7b7b7ff·000000ff·b0b0b0ff·ffffffff·242424ff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·626262ff·ffffffff·646464ff·030303ff·fefefeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·2b2b2bff·3f3f3fff·ffffffff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·aaaaaaff·ffffffff·ffffffff·ffffffff·ffffffff·8d8d8dff·000000ff·686868ff·b4b4b4ff·c8c8c8ff·cbcbcbff·484848ff·1f1f1fff·ffffffff·ffffffff·ffffffff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·444444ff·222222ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·9f9f9fff·000000ff·dfdfdfff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·bfbfbfff·ffffffff·ffffffff·d2d2d2ff·575757ff·111111ff·000000ff·191919ff·7e7e7eff·fafafaff·ffffffff·ffffffff·0b0b0bff·5f5f5fff·ffffffff·ffffffff·ffffffff·ffffffff·040404ff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·828282ff·ffffffff·dfdfdfff·000000ff·8a8a8aff·ffffffff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·9f9f9fff·ffffffff·ffffffff·7f7f7fff·000000ff·ebebebff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·dfdfdfff·ffffffff·636363ff·040404ff·ffffffff·ffffffff·ffffffff·ffffffff·f7f7f7ff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e3e3e3ff·000000ff·848484ff·ffffffff·ffffffff·ffffffff·ffffffff·777777ff·000000ff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·fbfbfbff·8d8d8dff·313131ff·010101ff·040404ff·424242ff·cbcbcbff·ffffffff·e4e4e4ff·000000ff·828282ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·cacacaff·ffffffff·ffffffff·ffffffff·848484ff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·020202ff·ffffffff·ffffffff·6b6b6bff·000000ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·ffffffff·ffffffff·bebebeff·060606ff·5f5f5fff·ffffffff·ffffffff·ffffffff·ffffffff·040404ff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·828282ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·808080ff·000000ff·858585ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fefefeff·626262ff·020202ff·a3a3a3ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· | 99 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fafafaff·717171ff·000000ff·757575ff·ffffffff·ffffffff·1f1f1fff·444444ff·ffffffff·ffffffff·ffffffff·ffffffff·b7b7b7ff·000000ff·b0b0b0ff·ffffffff·242424ff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·626262ff·ffffffff·646464ff·030303ff·fefefeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·2b2b2bff·3f3f3fff·ffffffff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·aaaaaaff·ffffffff·ffffffff·ffffffff·ffffffff·8d8d8dff·000000ff·686868ff·b4b4b4ff·c8c8c8ff·cbcbcbff·484848ff·1f1f1fff·ffffffff·ffffffff·ffffffff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·444444ff·222222ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·9f9f9fff·000000ff·dfdfdfff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·bfbfbfff·ffffffff·ffffffff·d2d2d2ff·575757ff·111111ff·000000ff·191919ff·7e7e7eff·fafafaff·ffffffff·ffffffff·0b0b0bff·5f5f5fff·ffffffff·ffffffff·ffffffff·ffffffff·040404ff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·828282ff·ffffffff·dfdfdfff·000000ff·8a8a8aff·ffffffff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·9f9f9fff·ffffffff·ffffffff·7f7f7fff·000000ff·ebebebff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·dfdfdfff·ffffffff·636363ff·040404ff·ffffffff·ffffffff·ffffffff·ffffffff·f7f7f7ff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e3e3e3ff·000000ff·848484ff·ffffffff·ffffffff·ffffffff·ffffffff·777777ff·000000ff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·fbfbfbff·8d8d8dff·313131ff·010101ff·040404ff·424242ff·cbcbcbff·ffffffff·e4e4e4ff·000000ff·828282ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·cacacaff·ffffffff·ffffffff·ffffffff·848484ff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·020202ff·ffffffff·ffffffff·6b6b6bff·000000ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·ffffffff·ffffffff·bebebeff·060606ff·5f5f5fff·ffffffff·ffffffff·ffffffff·ffffffff·040404ff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·828282ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·808080ff·000000ff·858585ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fefefeff·626262ff·020202ff·a3a3a3ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e8e8e8ff·000000ff·767676ff·ffffffff·ffffffff·f4f4f4ff·7e7e7eff·272727ff·000000ff·080808ff·4f4f4fff·dadadaff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· 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| 100 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f0f0f0ff·000000ff·494949ff·ffffffff·ffffffff·1f1f1fff·2c2c2cff·ffffffff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·c3c3c3ff·ffffffff·383838ff·2d2d2dff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·dfdfdfff·ffffffff·797979ff·000000ff·e6e6e6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·2b2b2bff·3f3f3fff·ffffffff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·abababff·ffffffff·ffffffff·ffffffff·ffffffff·313131ff·404040ff·ffffffff·ffffffff·ffffffff·ffffffff·3b3b3bff·1f1f1fff·ffffffff·ffffffff·ffffffff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·595959ff·080808ff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·a7a7a7ff·000000ff·d8d8d8ff·ffffffff·ffffffff·ffffffff·abababff·000000ff·bfbfbfff·ffffffff·ffffffff·ffffffff·ffffffff·fefefeff·d0d0d0ff·707070ff·000000ff·878787ff·ffffffff·ffffffff·0b0b0bff·5f5f5fff·ffffffff·ffffffff·ffffffff·ffffffff·181818ff·464646ff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·e5e5e5ff·ffffffff·dfdfdfff·000000ff·8b8b8bff·ffffffff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·9f9f9fff·ffffffff·ffffffff·7f7f7fff·000000ff·ebebebff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·dfdfdfff·ffffffff·767676ff·000000ff·edededff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f4f4f4ff·010101ff·6c6c6cff·ffffffff·ffffffff·ffffffff·ffffffff·5f5f5fff·000000ff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·efefefff·abababff·252525ff·121212ff·f5f5f5ff·f6f6f6ff·030303ff·666666ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·cbcbcbff·ffffffff·ffffffff·ffffffff·989898ff·000000ff·acacacff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·ffffffff·ffffffff·6b6b6bff·000000ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·ffffffff·d1d1d1ff·0e0e0eff·454545ff·fafafaff·ffffffff·ffffffff·ffffffff·ffffffff·181818ff·464646ff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·e5e5e5ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·808080ff·000000ff·808080ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fefefeff·626262ff·010101ff·9e9e9eff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· | 100 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f0f0f0ff·000000ff·494949ff·ffffffff·ffffffff·1f1f1fff·2c2c2cff·ffffffff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·c3c3c3ff·ffffffff·383838ff·2d2d2dff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·dfdfdfff·ffffffff·797979ff·000000ff·e6e6e6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·2b2b2bff·3f3f3fff·ffffffff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·abababff·ffffffff·ffffffff·ffffffff·ffffffff·313131ff·404040ff·ffffffff·ffffffff·ffffffff·ffffffff·3b3b3bff·1f1f1fff·ffffffff·ffffffff·ffffffff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·595959ff·080808ff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·a7a7a7ff·000000ff·d8d8d8ff·ffffffff·ffffffff·ffffffff·abababff·000000ff·bfbfbfff·ffffffff·ffffffff·ffffffff·ffffffff·fefefeff·d0d0d0ff·707070ff·000000ff·878787ff·ffffffff·ffffffff·0b0b0bff·5f5f5fff·ffffffff·ffffffff·ffffffff·ffffffff·181818ff·464646ff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·e5e5e5ff·ffffffff·dfdfdfff·000000ff·8b8b8bff·ffffffff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·9f9f9fff·ffffffff·ffffffff·7f7f7fff·000000ff·ebebebff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·dfdfdfff·ffffffff·767676ff·000000ff·edededff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f4f4f4ff·010101ff·6c6c6cff·ffffffff·ffffffff·ffffffff·ffffffff·5f5f5fff·000000ff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·efefefff·abababff·252525ff·121212ff·f5f5f5ff·f6f6f6ff·030303ff·666666ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·cbcbcbff·ffffffff·ffffffff·ffffffff·989898ff·000000ff·acacacff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·ffffffff·ffffffff·6b6b6bff·000000ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·ffffffff·d1d1d1ff·0e0e0eff·454545ff·fafafaff·ffffffff·ffffffff·ffffffff·ffffffff·181818ff·464646ff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·e5e5e5ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·808080ff·000000ff·808080ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fefefeff·626262ff·010101ff·9e9e9eff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e8e8e8ff·000000ff·787878ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e8e8e8ff·9f9f9fff·171717ff·272727ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· 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| 101 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e6e6e6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c7c7c7ff·000000ff·636363ff·ffffffff·ffffffff·1f1f1fff·010101ff·d0d0d0ff·ffffffff·ffffffff·ffffffff·454545ff·0d0d0dff·f5f5f5ff·ffffffff·848484ff·0a0a0aff·dededeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c2c2c2ff·000000ff·7d7d7dff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·323232ff·363636ff·ffffffff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·abababff·ffffffff·ffffffff·ffffffff·ffffffff·323232ff·474747ff·ffffffff·ffffffff·ffffffff·d1d1d1ff·020202ff·1f1f1fff·ffffffff·ffffffff·ffffffff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·a2a2a2ff·000000ff·9d9d9dff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·c7c7c7ff·000000ff·aaaaaaff·ffffffff·ffffffff·ffffffff·5d5d5dff·000000ff·bfbfbfff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·101010ff·555555ff·ffffffff·ffffffff·121212ff·565656ff·ffffffff·ffffffff·ffffffff·ffffffff·646464ff·1a1a1aff·eeeeeeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·8b8b8bff·ffffffff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·9f9f9fff·ffffffff·ffffffff·7f7f7fff·000000ff·ebebebff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·dfdfdfff·ffffffff·b5b5b5ff·000000ff·969696ff·ffffffff·ffffffff·ffffffff·878787ff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·373737ff·1a1a1aff·f7f7f7ff·ffffffff·ffffffff·f2f2f2ff·121212ff·000000ff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·909090ff·000000ff·d5d5d5ff·ffffffff·424242ff·111111ff·ebebebff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·cbcbcbff·ffffffff·ffffffff·ffffffff·dfdfdfff·040404ff·898989ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·727272ff·000000ff·f6f6f6ff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·e1e1e1ff·1a1a1aff·303030ff·f2f2f2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·646464ff·1a1a1aff·eeeeeeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·828282ff·000000ff·7c7c7cff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fefefeff·636363ff·010101ff·9a9a9aff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· | 101 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e6e6e6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c7c7c7ff·000000ff·636363ff·ffffffff·ffffffff·1f1f1fff·010101ff·d0d0d0ff·ffffffff·ffffffff·ffffffff·454545ff·0d0d0dff·f5f5f5ff·ffffffff·848484ff·0a0a0aff·dededeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c2c2c2ff·000000ff·7d7d7dff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·323232ff·363636ff·ffffffff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·abababff·ffffffff·ffffffff·ffffffff·ffffffff·323232ff·474747ff·ffffffff·ffffffff·ffffffff·d1d1d1ff·020202ff·1f1f1fff·ffffffff·ffffffff·ffffffff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·a2a2a2ff·000000ff·9d9d9dff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·c7c7c7ff·000000ff·aaaaaaff·ffffffff·ffffffff·ffffffff·5d5d5dff·000000ff·bfbfbfff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·101010ff·555555ff·ffffffff·ffffffff·121212ff·565656ff·ffffffff·ffffffff·ffffffff·ffffffff·646464ff·1a1a1aff·eeeeeeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·8b8b8bff·ffffffff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·9f9f9fff·ffffffff·ffffffff·7f7f7fff·000000ff·ebebebff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·dfdfdfff·ffffffff·b5b5b5ff·000000ff·969696ff·ffffffff·ffffffff·ffffffff·878787ff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·373737ff·1a1a1aff·f7f7f7ff·ffffffff·ffffffff·f2f2f2ff·121212ff·000000ff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·909090ff·000000ff·d5d5d5ff·ffffffff·424242ff·111111ff·ebebebff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·cbcbcbff·ffffffff·ffffffff·ffffffff·dfdfdfff·040404ff·898989ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·727272ff·000000ff·f6f6f6ff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·e1e1e1ff·1a1a1aff·303030ff·f2f2f2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·646464ff·1a1a1aff·eeeeeeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·828282ff·000000ff·7c7c7cff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fefefeff·636363ff·010101ff·9a9a9aff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·898989ff·000000ff·b0b0b0ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·707070ff·000000ff·f5f5f5ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· 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| 102 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·2d2d2dff·494949ff·969696ff·bebebeff·bcbcbcff·8c8c8cff·191919ff·0c0c0cff·d2d2d2ff·ffffffff·ffffffff·1f1f1fff·1b1b1bff·1e1e1eff·9e9e9eff·b7b7b7ff·5b5b5bff·000000ff·898989ff·ffffffff·ffffffff·f4f4f4ff·313131ff·1c1c1cff·8d8d8dff·bbbbbbff·b9b9b9ff·9b9b9bff·555555ff·c8c8c8ff·ffffffff·ffffffff·5d5d5dff·010101ff·666666ff·b2b2b2ff·b9b9b9ff·888888ff·929292ff·ffffffff·ffffffff·5f5f5fff·070707ff·a8a8a8ff·cacacaff·d2d2d2ff·ffffffff·bfbfbfff·000000ff·abababff·ffffffff·ffffffff·ffffffff·ffffffff·7e7e7eff·010101ff·7e7e7eff·bdbdbdff·969696ff·181818ff·232323ff·1f1f1fff·ffffffff·ffffffff·ffffffff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fbfbfbff·414141ff·050505ff·767676ff·b7b7b7ff·b5b5b5ff·7e7e7eff·a7a7a7ff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·fcfcfcff·272727ff·1e1e1eff·a6a6a6ff·b7b7b7ff·666666ff·212121ff·000000ff·bfbfbfff·ffffffff·b3b3b3ff·494949ff·999999ff·bbbbbbff·bababaff·686868ff·000000ff·9a9a9aff·ffffffff·ffffffff·3f3f3fff·161616ff·b2b2b2ff·cbcbcbff·d8d8d8ff·ffffffff·e6e6e6ff·1f1f1fff·282828ff·969696ff·bdbdbdff·b5b5b5ff·959595ff·4b4b4bff·e3e3e3ff·ffffffff·dfdfdfff·000000ff·8b8b8bff·ffffffff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·9f9f9fff·ffffffff·ffffffff·7f7f7fff·000000ff·ebebebff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·dfdfdfff·ffffffff·fdfdfdff·3b3b3bff·090909ff·888888ff·bbbbbbff·828282ff·242424ff·000000ff·818181ff·ffffffff·ffffffff·ffffffff·030303ff·424242ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·bababaff·020202ff·3c3c3cff·afafafff·acacacff·353535ff·1d1d1dff·000000ff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·4c4c4cff·787878ff·acacacff·c1c1c1ff·a2a2a2ff·202020ff·1f1f1fff·fafafaff·ffffffff·d0d0d0ff·0c0c0cff·222222ff·9a9a9aff·bebebeff·a7a7a7ff·595959ff·f2f2f2ff·ffffffff·9f9f9fff·000000ff·cbcbcbff·ffffffff·ffffffff·ffffffff·ffffffff·868686ff·040404ff·676767ff·afafafff·c0c0c0ff·a9a9a9ff·737373ff·7e7e7eff·ffffffff·ffffffff·9f9f9fff·000000ff·7f7f7fff·c8c8c8ff·cbcbcbff·f9f9f9ff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·2a2a2aff·0a0a0aff·aeaeaeff·c7c7c7ff·c7c7c7ff·c7c7c7ff·c7c7c7ff·eaeaeaff·ffffffff·e6e6e6ff·1f1f1fff·282828ff·969696ff·bdbdbdff·b5b5b5ff·959595ff·4b4b4bff·e3e3e3ff·ffffffff·ffffffff·5f5f5fff·000000ff·dfdfdfff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·8c8c8cff·000000ff·484848ff·c7c7c7ff·c7c7c7ff·c7c7c7ff·c7c7c7ff·c7c7c7ff·ffffffff·ffffffff·ffffffff·626262ff·030303ff·e0e0e0ff·ffffffff·ffffffff·6c6c6cff·000000ff·626262ff·c7c7c7ff·c7c7c7ff·c7c7c7ff·c7c7c7ff·cececeff·ffffffff·ffffffff· | 102 | 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| 103 | 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| 103 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·a9a9a9ff·5a5a5aff·252525ff·0c0c0cff·050505ff·1e1e1eff·5d5d5dff·d6d6d6ff·ffffffff·ffffffff·ffffffff·1f1f1fff·4b4b4bff·acacacff·2b2b2bff·060606ff·202020ff·8e8e8eff·ffffffff·ffffffff·ffffffff·ffffffff·f4f4f4ff·7c7c7cff·272727ff·060606ff·0f0f0fff·2d2d2dff·717171ff·e8e8e8ff·ffffffff·ffffffff·fdfdfdff·8f8f8fff·2c2c2cff·060606ff·0f0f0fff·393939ff·b3b3b3ff·ffffffff·ffffffff·e0e0e0ff·464646ff·0d0d0dff·000000ff·1f1f1fff·ffffffff·bfbfbfff·000000ff·abababff·ffffffff·ffffffff·ffffffff·ffffffff·f9f9f9ff·747474ff·1b1b1bff·080808ff·323232ff·b0b0b0ff·5f5f5fff·1f1f1fff·ffffffff·ffffffff·ffffffff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f7f7f7ff·7e7e7eff·252525ff·060606ff·131313ff·424242ff·c6c6c6ff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·ffffffff·dadadaff·464646ff·0e0e0eff·151515ff·6d6d6dff·b5b5b5ff·000000ff·bfbfbfff·ffffffff·d8d8d8ff·595959ff·232323ff·090909ff·0f0f0fff·363636ff·a0a0a0ff·ffffffff·ffffffff·ffffffff·d0d0d0ff·3b3b3bff·0a0a0aff·000000ff·3f3f3fff·ffffffff·ffffffff·ebebebff·6e6e6eff·212121ff·050505ff·121212ff·333333ff·7b7b7bff·f4f4f4ff·ffffffff·dfdfdfff·000000ff·8b8b8bff·ffffffff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·9f9f9fff·ffffffff·ffffffff·7f7f7fff·000000ff·ebebebff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·dfdfdfff·ffffffff·ffffffff·eeeeeeff·616161ff·101010ff·0a0a0aff·454545ff·c8c8c8ff·000000ff·919191ff·ffffffff·ffffffff·ffffffff·000000ff·3f3f3fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b2b2b2ff·2e2e2eff·060606ff·1e1e1eff·888888ff·7f7f7fff·000000ff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·8d8d8dff·3a3a3aff·141414ff·060606ff·1e1e1eff·636363ff·e0e0e0ff·ffffffff·ffffffff·ffffffff·d6d6d6ff·555555ff·131313ff·060606ff·1e1e1eff·606060ff·f8f8f8ff·ffffffff·9f9f9fff·000000ff·cbcbcbff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b0b0b0ff·414141ff·0e0e0eff·070707ff·1f1f1fff·545454ff·bcbcbcff·ffffffff·ffffffff·f9f9f9ff·646464ff·151515ff·010101ff·000000ff·dfdfdfff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·9f9f9fff·ffffffff·ffffffff·ebebebff·6e6e6eff·212121ff·050505ff·121212ff·333333ff·7b7b7bff·f4f4f4ff·ffffffff·ffffffff·535353ff·090909ff·efefefff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·3f3f3fff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·ffffffff·ffffffff·ffffffff·5f5f5fff·000000ff·dfdfdfff·ffffffff·ffffffff·1f1f1fff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·1f1f1fff·ffffffff·ffffffff·dbdbdbff·4a4a4aff·1b1b1bff·070707ff·080808ff·2d2d2dff·858585ff·f8f8f8ff·ffffffff·ffffffff·ffffffff·787878ff·343434ff·111111ff·070707ff·222222ff·717171ff·ecececff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· 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ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b4b4b4ff·020202ff·424242ff·a7a7a7ff·c0c0c0ff·a7a7a7ff·737373ff·1b1b1bff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·2b2b2bff·3f3f3fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·0b0b0bff·5f5f5fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f8f8f8ff·c7c7c7ff·eaeaeaff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·bfbfbfff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·abababff·000000ff·bfbfbfff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·939393ff·282828ff·858585ff·bababaff·b6b6b6ff·5f5f5fff·000000ff·818181ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·737373ff·343434ff·8e8e8eff·bdbdbdff·b2b2b2ff·4a4a4aff·000000ff·a1a1a1ff·ffffffff·ffffffff·ffffffff· | 93 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b4b4b4ff·020202ff·424242ff·a7a7a7ff·c0c0c0ff·a7a7a7ff·737373ff·1b1b1bff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·2b2b2bff·3f3f3fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·0b0b0bff·5f5f5fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f8f8f8ff·c7c7c7ff·eaeaeaff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·bfbfbfff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·abababff·000000ff·bfbfbfff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·939393ff·282828ff·858585ff·bababaff·b6b6b6ff·5f5f5fff·000000ff·818181ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·737373ff·343434ff·8e8e8eff·bdbdbdff·b2b2b2ff·4a4a4aff·000000ff·a1a1a1ff·ffffffff·ffffffff·ffffffff·939393ff·787878ff·acacacff·c0c0c0ff·a7a7a7ff·353535ff·030303ff·c0c0c0ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· 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| 94 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·3e3e3eff·232323ff·fbfbfbff·ffffffff·ffffffff·ffffffff·ffffffff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·2b2b2bff·3f3f3fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fafafaff·fbfbfbff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·0b0b0bff·5f5f5fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fcfcfcff·f8f8f8ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·bfbfbfff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·abababff·000000ff·bfbfbfff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f5f5f5ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f5f5f5ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ebebebff·fefefeff·ffffffff·ffffffff·ffffffff·ffffffff·4b4b4bff·0a0a0aff·f8f8f8ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e9e9e9ff·ffffffff·ffffffff·ffffffff·ffffffff·fcfcfcff·2e2e2eff·232323ff·ffffffff·ffffffff·ffffffff·f | 94 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·3e3e3eff·232323ff·fbfbfbff·ffffffff·ffffffff·ffffffff·ffffffff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·2b2b2bff·3f3f3fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fafafaff·fbfbfbff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·0b0b0bff·5f5f5fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fcfcfcff·f8f8f8ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·bfbfbfff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·abababff·000000ff·bfbfbfff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f5f5f5ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f5f5f5ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ebebebff·fefefeff·ffffffff·ffffffff·ffffffff·ffffffff·4b4b4bff·0a0a0aff·f8f8f8ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e9e9e9ff·ffffffff·ffffffff·ffffffff·ffffffff·fcfcfcff·2e2e2eff·232323ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f0f0f0ff·050505ff·5d5d5dff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· 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| 95 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·2b2b2bff·373737ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·4b4b4bff·aeaeaeff·2d2d2dff·070707ff·212121ff·919191ff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·737373ff·202020ff·050505ff·1a1a1aff·6f6f6fff·f4f4f4ff·ffffffff·ffffffff·ffffffff·fdfdfdff·929292ff·2f2f2fff·080808ff·0f0f0fff·373737ff·b1b1b1ff·ffffffff·1f1f1fff·000000ff·000000ff·000000ff·000000ff·1f1f1fff·ffffffff·bfbfbfff·000000ff·a2a2a2ff·727272ff·1a1a1aff·010101ff·d7d7d7ff·eaeaeaff·696969ff·292929ff·0b0b0bff·151515ff·414141ff·c2c2c2ff·ffffffff·ffffffff·ffffffff·ffffffff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f8f8f8ff·818181ff·282828ff·070707ff·121212ff·404040ff·c5c5c5ff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·9f9f9fff·000000ff·dfdfdfff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·bfbfbfff·ffffffff·ffffffff·cececeff·4b4b4bff·151515ff·060606ff·191919ff·4a4a4aff·e3e3e3ff·ffffffff·000000ff·000000ff·000000ff·000000ff·000000ff·3f3f3fff·ffffffff·ffffffff·e7e7e7ff·666666ff·1b1b1bff·050505ff·202020ff·808080ff·fbfbfbff·ffffffff·ffffffff·dfdfdfff·000000ff·898989ff·838383ff·202020ff·030303ff·b7b7b7ff·dfdfdfff·000000ff·9f9f9fff·ffffffff·ffffffff·7f7f7fff·000000ff·d4d4d4ff·585858ff·0e0e0eff·161616ff·616161ff·f0f0f0ff·ffffffff·ffffffff·ffffffff·efefefff·626262ff·111111ff·0b0b0bff·4a4a4aff·ddddddff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·d7d7d7ff·585858ff·161616ff·060606ff·1d1d1dff·5d5d5dff·f8f8f8ff·ffffffff·bfbfbfff·000000ff·bfbfbfff·ffffffff·ffffffff·3f3f3fff·3f3f3fff·ffffffff·ffffffff·ffffffff·ffffffff·5f5f5fff·1f1f1fff·ffffffff·ffffffff·ffffffff·969696ff·2e2e2eff·0b0b0bff·0c0c0cff·272727ff·797979ff·ffffffff·9f9f9fff·000000ff·000000ff·000000ff·000000ff·000000ff·9f9f9fff·ffffffff·ffffffff·bbbbbbff·424242ff·0d0d0dff·090909ff·3a3a3aff·bcbcbcff·ffffffff·ffffffff·ffffffff·7f7f7fff·000000ff·cdcdcdff·535353ff·101010ff·181818ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·d7d7d7ff·474747ff·090909ff·131313ff·676767ff·b2b2b2ff·000000ff·bfbfbfff·ffffffff·ffffffff·3f3f3fff·2b2b2bff·c1c1c1ff·393939ff·090909ff·575757ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·818181ff·000000ff·e6e6e6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·616161ff·060606ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· | 95 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·2b2b2bff·373737ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·4b4b4bff·aeaeaeff·2d2d2dff·070707ff·212121ff·919191ff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·737373ff·202020ff·050505ff·1a1a1aff·6f6f6fff·f4f4f4ff·ffffffff·ffffffff·ffffffff·fdfdfdff·929292ff·2f2f2fff·080808ff·0f0f0fff·373737ff·b1b1b1ff·ffffffff·1f1f1fff·000000ff·000000ff·000000ff·000000ff·1f1f1fff·ffffffff·bfbfbfff·000000ff·a2a2a2ff·727272ff·1a1a1aff·010101ff·d7d7d7ff·eaeaeaff·696969ff·292929ff·0b0b0bff·151515ff·414141ff·c2c2c2ff·ffffffff·ffffffff·ffffffff·ffffffff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f8f8f8ff·818181ff·282828ff·070707ff·121212ff·404040ff·c5c5c5ff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·9f9f9fff·000000ff·dfdfdfff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·bfbfbfff·ffffffff·ffffffff·cececeff·4b4b4bff·151515ff·060606ff·191919ff·4a4a4aff·e3e3e3ff·ffffffff·000000ff·000000ff·000000ff·000000ff·000000ff·3f3f3fff·ffffffff·ffffffff·e7e7e7ff·666666ff·1b1b1bff·050505ff·202020ff·808080ff·fbfbfbff·ffffffff·ffffffff·dfdfdfff·000000ff·898989ff·838383ff·202020ff·030303ff·b7b7b7ff·dfdfdfff·000000ff·9f9f9fff·ffffffff·ffffffff·7f7f7fff·000000ff·d4d4d4ff·585858ff·0e0e0eff·161616ff·616161ff·f0f0f0ff·ffffffff·ffffffff·ffffffff·efefefff·626262ff·111111ff·0b0b0bff·4a4a4aff·ddddddff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·d7d7d7ff·585858ff·161616ff·060606ff·1d1d1dff·5d5d5dff·f8f8f8ff·ffffffff·bfbfbfff·000000ff·bfbfbfff·ffffffff·ffffffff·3f3f3fff·3f3f3fff·ffffffff·ffffffff·ffffffff·ffffffff·5f5f5fff·1f1f1fff·ffffffff·ffffffff·ffffffff·969696ff·2e2e2eff·0b0b0bff·0c0c0cff·272727ff·797979ff·ffffffff·9f9f9fff·000000ff·000000ff·000000ff·000000ff·000000ff·9f9f9fff·ffffffff·ffffffff·bbbbbbff·424242ff·0d0d0dff·090909ff·3a3a3aff·bcbcbcff·ffffffff·ffffffff·ffffffff·7f7f7fff·000000ff·cdcdcdff·535353ff·101010ff·181818ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·d7d7d7ff·474747ff·090909ff·131313ff·676767ff·b2b2b2ff·000000ff·bfbfbfff·ffffffff·ffffffff·3f3f3fff·2b2b2bff·c1c1c1ff·393939ff·090909ff·575757ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·818181ff·000000ff·e6e6e6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·616161ff·060606ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fdfdfdff·0d0d0dff·616161ff·ffffffff·ffffffff·ffffffff·969696ff·2e2e2eff·0b0b0bff·0c0c0cff·272727ff·797979ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· 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ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·646464ff·000000ff·6d6d6dff·c8c8c8ff·fafafaff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·1b1b1bff·1e1e1eff·9e9e9eff·b6b6b6ff·5b5b5bff·000000ff·8b8b8bff·ffffffff·ffffffff·f5f5f5ff·303030ff·141414ff·8e8e8eff·bcbcbcff·919191ff·0f0f0fff·424242ff·fefefeff·ffffffff·ffffffff·5d5d5dff·010101ff·646464ff·b1b1b1ff·b7b7b7ff·858585ff·919191ff·ffffffff·cececeff·222222ff·313131ff·c7c7c7ff·c7c7c7ff·cececeff·ffffffff·bfbfbfff·000000ff·1b1b1bff·545454ff·b2b2b2ff·b4b4b4ff·edededff·d8d8d8ff·696969ff·a8a8a8ff·c0c0c0ff·b4b4b4ff·636363ff·020202ff·bfbfbfff·ffffffff·ffffffff·ffffffff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fbfbfbff·414141ff·040404ff·747474ff·b6b6b6ff·b2b2b2ff·7a7a7aff·a7a7a7ff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·9f9f9fff·000000ff·dfdfdfff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·bfbfbfff·ffffffff·f4f4f4ff·131313ff·343434ff·aaaaaaff·c1c1c1ff·a9a9a9ff·686868ff·d6d6d6ff·ffffffff·c7c7c7ff·090909ff·4a4a4aff·c7c7c7ff·c7c7c7ff·d5d5d5ff·ffffffff·e7e7e7ff·1d1d1dff·1f1f1fff·999999ff·bcbcbcff·838383ff·070707ff·606060ff·ffffffff·ffffffff·dfdfdfff·000000ff·1b1b1bff·414141ff·acacacff·bababaff·dfdfdfff·dfdfdfff·000000ff·9f9f9fff·ffffffff·ffffffff·7f7f7fff·000000ff·272727ff·7e7e7eff·bbbbbbff·8e8e8eff·070707ff·616161ff·ffffffff·ffffffff·fdfdfdff·3c3c3cff·080808ff·888888ff·bababaff·818181ff·252525ff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·000000ff·3f3f3fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·d0d0d0ff·0c0c0cff·202020ff·989898ff·bdbdbdff·a4a4a4ff·565656ff·f2f2f2ff·ffffffff·bfbfbfff·000000ff·bfbfbfff·ffffffff·ffffffff·3f3f3fff·3f3f3fff·ffffffff·ffffffff·ffffffff·ffffffff·5f5f5fff·1f1f1fff·ffffffff·ffffffff·a7a7a7ff·000000ff·6d6d6dff·bababaff·bcbcbcff·989898ff·6e6e6eff·ffffffff·eaeaeaff·868686ff·000000ff·959595ff·c7c7c7ff·c7c7c7ff·eaeaeaff·ffffffff·a3a3a3ff·010101ff·505050ff·aeaeaeff·b3b3b3ff·4c4c4cff·030303ff·bcbcbcff·ffffffff·ffffffff·7f7f7fff·000000ff·1f1f1fff·777777ff·bbbbbbff·b0b0b0ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e8e8e8ff·161616ff·1b1b1bff·9f9f9fff·b6b6b6ff·5b5b5bff·1e1e1eff·000000ff·bfbfbfff·ffffffff·ffffffff·3f3f3fff·121212ff·1d1d1dff·939393ff·bfbfbfff·c1c1c1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·404040ff·151515ff·fcfcfcff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fbfbfbff·242424ff·313131ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f | 96 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·646464ff·000000ff·6d6d6dff·c8c8c8ff·fafafaff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·1b1b1bff·1e1e1eff·9e9e9eff·b6b6b6ff·5b5b5bff·000000ff·8b8b8bff·ffffffff·ffffffff·f5f5f5ff·303030ff·141414ff·8e8e8eff·bcbcbcff·919191ff·0f0f0fff·424242ff·fefefeff·ffffffff·ffffffff·5d5d5dff·010101ff·646464ff·b1b1b1ff·b7b7b7ff·858585ff·919191ff·ffffffff·cececeff·222222ff·313131ff·c7c7c7ff·c7c7c7ff·cececeff·ffffffff·bfbfbfff·000000ff·1b1b1bff·545454ff·b2b2b2ff·b4b4b4ff·edededff·d8d8d8ff·696969ff·a8a8a8ff·c0c0c0ff·b4b4b4ff·636363ff·020202ff·bfbfbfff·ffffffff·ffffffff·ffffffff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fbfbfbff·414141ff·040404ff·747474ff·b6b6b6ff·b2b2b2ff·7a7a7aff·a7a7a7ff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·9f9f9fff·000000ff·dfdfdfff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·bfbfbfff·ffffffff·f4f4f4ff·131313ff·343434ff·aaaaaaff·c1c1c1ff·a9a9a9ff·686868ff·d6d6d6ff·ffffffff·c7c7c7ff·090909ff·4a4a4aff·c7c7c7ff·c7c7c7ff·d5d5d5ff·ffffffff·e7e7e7ff·1d1d1dff·1f1f1fff·999999ff·bcbcbcff·838383ff·070707ff·606060ff·ffffffff·ffffffff·dfdfdfff·000000ff·1b1b1bff·414141ff·acacacff·bababaff·dfdfdfff·dfdfdfff·000000ff·9f9f9fff·ffffffff·ffffffff·7f7f7fff·000000ff·272727ff·7e7e7eff·bbbbbbff·8e8e8eff·070707ff·616161ff·ffffffff·ffffffff·fdfdfdff·3c3c3cff·080808ff·888888ff·bababaff·818181ff·252525ff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·000000ff·3f3f3fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·d0d0d0ff·0c0c0cff·202020ff·989898ff·bdbdbdff·a4a4a4ff·565656ff·f2f2f2ff·ffffffff·bfbfbfff·000000ff·bfbfbfff·ffffffff·ffffffff·3f3f3fff·3f3f3fff·ffffffff·ffffffff·ffffffff·ffffffff·5f5f5fff·1f1f1fff·ffffffff·ffffffff·a7a7a7ff·000000ff·6d6d6dff·bababaff·bcbcbcff·989898ff·6e6e6eff·ffffffff·eaeaeaff·868686ff·000000ff·959595ff·c7c7c7ff·c7c7c7ff·eaeaeaff·ffffffff·a3a3a3ff·010101ff·505050ff·aeaeaeff·b3b3b3ff·4c4c4cff·030303ff·bcbcbcff·ffffffff·ffffffff·7f7f7fff·000000ff·1f1f1fff·777777ff·bbbbbbff·b0b0b0ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e8e8e8ff·161616ff·1b1b1bff·9f9f9fff·b6b6b6ff·5b5b5bff·1e1e1eff·000000ff·bfbfbfff·ffffffff·ffffffff·3f3f3fff·121212ff·1d1d1dff·939393ff·bfbfbfff·c1c1c1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·404040ff·151515ff·fcfcfcff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fbfbfbff·242424ff·313131ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fcfcfcff·fafafaff·dfdfdfff·666666ff·0c0c0cff·ccccccff·ffffffff·ffffffff·a7a7a7ff·000000ff·6d6d6dff·bababaff·bcbcbcff·989898ff·6e6e6eff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· 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| 97 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ecececff·3c3c3cff·000000ff·000000ff·050505ff·3a3a3aff·878787ff·f3f3f3ff·ffffffff·ffffffff·ffffffff·1f1f1fff·010101ff·d0d0d0ff·ffffffff·ffffffff·ffffffff·454545ff·0e0e0eff·f5f5f5ff·ffffffff·878787ff·020202ff·cbcbcbff·ffffffff·ffffffff·ffffffff·acacacff·000000ff·b6b6b6ff·ffffffff·c2c2c2ff·000000ff·7b7b7bff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·2b2b2bff·3f3f3fff·ffffffff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·3e3e3eff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fcfcfcff·fbfbfbff·434343ff·515151ff·ffffffff·ffffffff·ffffffff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·a2a2a2ff·000000ff·9b9b9bff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·9f9f9fff·000000ff·dfdfdfff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·bfbfbfff·ffffffff·ccccccff·000000ff·b0b0b0ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·0b0b0bff·5f5f5fff·ffffffff·ffffffff·ffffffff·ffffffff·676767ff·0c0c0cff·e1e1e1ff·ffffffff·ffffffff·ffffffff·8c8c8cff·000000ff·d5d5d5ff·ffffffff·dfdfdfff·000000ff·232323ff·fafafaff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·9f9f9fff·ffffffff·ffffffff·7f7f7fff·000000ff·8a8a8aff·ffffffff·ffffffff·ffffffff·6a6a6aff·080808ff·fefefeff·ffffffff·b5b5b5ff·000000ff·979797ff·ffffffff·ffffffff·ffffffff·878787ff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·030303ff·424242ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·424242ff·101010ff·eaeaeaff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·bfbfbfff·ffffffff·ffffffff·3f3f3fff·3f3f3fff·ffffffff·ffffffff·ffffffff·ffffffff·5f5f5fff·1f1f1fff·ffffffff·ffffffff·6c6c6cff·101010ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·abababff·000000ff·bfbfbfff·ffffffff·ffffffff·ffffffff·f5f5f5ff·121212ff·4d4d4dff·ffffffff·ffffffff·ffffffff·fdfdfdff·2f2f2fff·363636ff·ffffffff·ffffffff·7f7f7fff·000000ff·7e7e7eff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·777777ff·010101ff·d0d0d0ff·ffffffff·ffffffff·ffffffff·454545ff·000000ff·bfbfbfff·ffffffff·ffffffff·3f3f3fff·000000ff·bdbdbdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·9b9b9bff·000000ff·919191ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·7b7b7bff·000000ff·b0b0b0ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· | 97 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ecececff·3c3c3cff·000000ff·000000ff·050505ff·3a3a3aff·878787ff·f3f3f3ff·ffffffff·ffffffff·ffffffff·1f1f1fff·010101ff·d0d0d0ff·ffffffff·ffffffff·ffffffff·454545ff·0e0e0eff·f5f5f5ff·ffffffff·878787ff·020202ff·cbcbcbff·ffffffff·ffffffff·ffffffff·acacacff·000000ff·b6b6b6ff·ffffffff·c2c2c2ff·000000ff·7b7b7bff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·2b2b2bff·3f3f3fff·ffffffff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·3e3e3eff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fcfcfcff·fbfbfbff·434343ff·515151ff·ffffffff·ffffffff·ffffffff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·a2a2a2ff·000000ff·9b9b9bff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·9f9f9fff·000000ff·dfdfdfff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·bfbfbfff·ffffffff·ccccccff·000000ff·b0b0b0ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·0b0b0bff·5f5f5fff·ffffffff·ffffffff·ffffffff·ffffffff·676767ff·0c0c0cff·e1e1e1ff·ffffffff·ffffffff·ffffffff·8c8c8cff·000000ff·d5d5d5ff·ffffffff·dfdfdfff·000000ff·232323ff·fafafaff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·9f9f9fff·ffffffff·ffffffff·7f7f7fff·000000ff·8a8a8aff·ffffffff·ffffffff·ffffffff·6a6a6aff·080808ff·fefefeff·ffffffff·b5b5b5ff·000000ff·979797ff·ffffffff·ffffffff·ffffffff·878787ff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·030303ff·424242ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·424242ff·101010ff·eaeaeaff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·bfbfbfff·ffffffff·ffffffff·3f3f3fff·3f3f3fff·ffffffff·ffffffff·ffffffff·ffffffff·5f5f5fff·1f1f1fff·ffffffff·ffffffff·6c6c6cff·101010ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·abababff·000000ff·bfbfbfff·ffffffff·ffffffff·ffffffff·f5f5f5ff·121212ff·4d4d4dff·ffffffff·ffffffff·ffffffff·fdfdfdff·2f2f2fff·363636ff·ffffffff·ffffffff·7f7f7fff·000000ff·7e7e7eff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·777777ff·010101ff·d0d0d0ff·ffffffff·ffffffff·ffffffff·454545ff·000000ff·bfbfbfff·ffffffff·ffffffff·3f3f3fff·000000ff·bdbdbdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·9b9b9bff·000000ff·919191ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·7b7b7bff·000000ff·b0b0b0ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·272727ff·000000ff·000000ff·191919ff·c4c4c4ff·ffffffff·ffffffff·ffffffff·6c6c6cff·101010ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· 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| 98 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·cbcbcbff·888888ff·545454ff·141414ff·000000ff·202020ff·ebebebff·ffffffff·ffffffff·1f1f1fff·2c2c2cff·ffffffff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·c3c3c3ff·ffffffff·3b3b3bff·2e2e2eff·fbfbfbff·fbfbfbff·fbfbfbff·fbfbfbff·f3f3f3ff·010101ff·767676ff·ffffffff·797979ff·000000ff·e6e6e6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·2b2b2bff·3f3f3fff·ffffffff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·919191ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·979797ff·313131ff·070707ff·000000ff·000000ff·000000ff·282828ff·ffffffff·ffffffff·ffffffff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·595959ff·080808ff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·9f9f9fff·000000ff·dfdfdfff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·bfbfbfff·ffffffff·f0f0f0ff·111111ff·272727ff·979797ff·d5d5d5ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·0b0b0bff·5f5f5fff·ffffffff·ffffffff·ffffffff·ffffffff·1b1b1bff·4d4d4dff·fbfbfbff·fbfbfbff·fbfbfbff·fbfbfbff·d5d5d5ff·000000ff·969696ff·ffffffff·dfdfdfff·000000ff·717171ff·ffffffff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·9f9f9fff·ffffffff·ffffffff·7f7f7fff·000000ff·d8d8d8ff·ffffffff·ffffffff·ffffffff·989898ff·000000ff·e8e8e8ff·ffffffff·767676ff·000000ff·edededff·ffffffff·ffffffff·ffffffff·e0e0e0ff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f5f5f5ff·030303ff·666666ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·bfbfbfff·ffffffff·ffffffff·3f3f3fff·3f3f3fff·ffffffff·ffffffff·ffffffff·ffffffff·5f5f5fff·1f1f1fff·ffffffff·ffffffff·a2a2a2ff·000000ff·585858ff·b0b0b0ff·ebebebff·ffffffff·ffffffff·ffffffff·ffffffff·abababff·000000ff·bfbfbfff·ffffffff·ffffffff·ffffffff·bbbbbbff·000000ff·acacacff·fbfbfbff·fbfbfbff·fbfbfbff·fbfbfbff·777777ff·010101ff·f4f4f4ff·ffffffff·7f7f7fff·000000ff·d1d1d1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·363636ff·2c2c2cff·ffffffff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·bfbfbfff·ffffffff·ffffffff·3f3f3fff·111111ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b6b6b6ff·060606ff·545454ff·fefefeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·9b9b9bff·000000ff·737373ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· | 98 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·cbcbcbff·888888ff·545454ff·141414ff·000000ff·202020ff·ebebebff·ffffffff·ffffffff·1f1f1fff·2c2c2cff·ffffffff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·c3c3c3ff·ffffffff·3b3b3bff·2e2e2eff·fbfbfbff·fbfbfbff·fbfbfbff·fbfbfbff·f3f3f3ff·010101ff·767676ff·ffffffff·797979ff·000000ff·e6e6e6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·2b2b2bff·3f3f3fff·ffffffff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·919191ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·979797ff·313131ff·070707ff·000000ff·000000ff·000000ff·282828ff·ffffffff·ffffffff·ffffffff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·595959ff·080808ff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·9f9f9fff·000000ff·dfdfdfff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·bfbfbfff·ffffffff·f0f0f0ff·111111ff·272727ff·979797ff·d5d5d5ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·0b0b0bff·5f5f5fff·ffffffff·ffffffff·ffffffff·ffffffff·1b1b1bff·4d4d4dff·fbfbfbff·fbfbfbff·fbfbfbff·fbfbfbff·d5d5d5ff·000000ff·969696ff·ffffffff·dfdfdfff·000000ff·717171ff·ffffffff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·9f9f9fff·ffffffff·ffffffff·7f7f7fff·000000ff·d8d8d8ff·ffffffff·ffffffff·ffffffff·989898ff·000000ff·e8e8e8ff·ffffffff·767676ff·000000ff·edededff·ffffffff·ffffffff·ffffffff·e0e0e0ff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f5f5f5ff·030303ff·666666ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·bfbfbfff·ffffffff·ffffffff·3f3f3fff·3f3f3fff·ffffffff·ffffffff·ffffffff·ffffffff·5f5f5fff·1f1f1fff·ffffffff·ffffffff·a2a2a2ff·000000ff·585858ff·b0b0b0ff·ebebebff·ffffffff·ffffffff·ffffffff·ffffffff·abababff·000000ff·bfbfbfff·ffffffff·ffffffff·ffffffff·bbbbbbff·000000ff·acacacff·fbfbfbff·fbfbfbff·fbfbfbff·fbfbfbff·777777ff·010101ff·f4f4f4ff·ffffffff·7f7f7fff·000000ff·d1d1d1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·363636ff·2c2c2cff·ffffffff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·bfbfbfff·ffffffff·ffffffff·3f3f3fff·111111ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b6b6b6ff·060606ff·545454ff·fefefeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·9b9b9bff·000000ff·737373ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·d4d4d4ff·c9c9c9ff·abababff·434343ff·0d0d0dff·bfbfbfff·ffffffff·ffffffff·a2a2a2ff·000000ff·585858ff·b0b0b0ff·ebebebff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· 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| 99 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fafafaff·717171ff·000000ff·757575ff·ffffffff·ffffffff·1f1f1fff·444444ff·ffffffff·ffffffff·ffffffff·ffffffff·b7b7b7ff·000000ff·b0b0b0ff·ffffffff·242424ff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·626262ff·ffffffff·646464ff·030303ff·fefefeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·2b2b2bff·3f3f3fff·ffffffff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·aaaaaaff·ffffffff·ffffffff·ffffffff·ffffffff·8d8d8dff·000000ff·686868ff·b4b4b4ff·c8c8c8ff·cbcbcbff·484848ff·1f1f1fff·ffffffff·ffffffff·ffffffff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·444444ff·222222ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·9f9f9fff·000000ff·dfdfdfff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·bfbfbfff·ffffffff·ffffffff·d2d2d2ff·575757ff·111111ff·000000ff·191919ff·7e7e7eff·fafafaff·ffffffff·ffffffff·0b0b0bff·5f5f5fff·ffffffff·ffffffff·ffffffff·ffffffff·040404ff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·828282ff·ffffffff·dfdfdfff·000000ff·8a8a8aff·ffffffff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·9f9f9fff·ffffffff·ffffffff·7f7f7fff·000000ff·ebebebff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·dfdfdfff·ffffffff·636363ff·040404ff·ffffffff·ffffffff·ffffffff·ffffffff·f7f7f7ff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e4e4e4ff·000000ff·828282ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·bfbfbfff·ffffffff·ffffffff·3f3f3fff·3f3f3fff·ffffffff·ffffffff·ffffffff·ffffffff·5f5f5fff·1f1f1fff·ffffffff·ffffffff·ffffffff·9e9e9eff·393939ff·030303ff·010101ff·363636ff·bababaff·ffffffff·ffffffff·abababff·000000ff·bfbfbfff·ffffffff·ffffffff·ffffffff·a4a4a4ff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·e2e2e2ff·ffffffff·7f7f7fff·000000ff·eaeaeaff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·232323ff·444444ff·ffffffff·ffffffff·ffffffff·ffffffff·b7b7b7ff·000000ff·bfbfbfff·ffffffff·ffffffff·3f3f3fff·2a2a2aff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b8b8b8ff·080808ff·4b4b4bff·f9f9f9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·9e9e9eff·020202ff·666666ff·fefefeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· | 99 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fafafaff·717171ff·000000ff·757575ff·ffffffff·ffffffff·1f1f1fff·444444ff·ffffffff·ffffffff·ffffffff·ffffffff·b7b7b7ff·000000ff·b0b0b0ff·ffffffff·242424ff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·626262ff·ffffffff·646464ff·030303ff·fefefeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·2b2b2bff·3f3f3fff·ffffffff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·aaaaaaff·ffffffff·ffffffff·ffffffff·ffffffff·8d8d8dff·000000ff·686868ff·b4b4b4ff·c8c8c8ff·cbcbcbff·484848ff·1f1f1fff·ffffffff·ffffffff·ffffffff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·444444ff·222222ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·9f9f9fff·000000ff·dfdfdfff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·bfbfbfff·ffffffff·ffffffff·d2d2d2ff·575757ff·111111ff·000000ff·191919ff·7e7e7eff·fafafaff·ffffffff·ffffffff·0b0b0bff·5f5f5fff·ffffffff·ffffffff·ffffffff·ffffffff·040404ff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·828282ff·ffffffff·dfdfdfff·000000ff·8a8a8aff·ffffffff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·9f9f9fff·ffffffff·ffffffff·7f7f7fff·000000ff·ebebebff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·dfdfdfff·ffffffff·636363ff·040404ff·ffffffff·ffffffff·ffffffff·ffffffff·f7f7f7ff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e4e4e4ff·000000ff·828282ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·bfbfbfff·ffffffff·ffffffff·3f3f3fff·3f3f3fff·ffffffff·ffffffff·ffffffff·ffffffff·5f5f5fff·1f1f1fff·ffffffff·ffffffff·ffffffff·9e9e9eff·393939ff·030303ff·010101ff·363636ff·bababaff·ffffffff·ffffffff·abababff·000000ff·bfbfbfff·ffffffff·ffffffff·ffffffff·a4a4a4ff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·e2e2e2ff·ffffffff·7f7f7fff·000000ff·eaeaeaff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·232323ff·444444ff·ffffffff·ffffffff·ffffffff·ffffffff·b7b7b7ff·000000ff·bfbfbfff·ffffffff·ffffffff·3f3f3fff·2a2a2aff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b8b8b8ff·080808ff·4b4b4bff·f9f9f9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·9e9e9eff·020202ff·666666ff·fefefeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fbfbfbff·2c2c2cff·2e2e2eff·ffffffff·ffffffff·ffffffff·9e9e9eff·393939ff·030303ff·010101ff·363636ff·bababaff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· 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| 100 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f0f0f0ff·000000ff·494949ff·ffffffff·ffffffff·1f1f1fff·2c2c2cff·ffffffff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·c3c3c3ff·ffffffff·383838ff·2d2d2dff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·dfdfdfff·ffffffff·797979ff·000000ff·e6e6e6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·2b2b2bff·3f3f3fff·ffffffff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·abababff·ffffffff·ffffffff·ffffffff·ffffffff·313131ff·404040ff·ffffffff·ffffffff·ffffffff·ffffffff·3b3b3bff·1f1f1fff·ffffffff·ffffffff·ffffffff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·595959ff·080808ff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·a7a7a7ff·000000ff·d8d8d8ff·ffffffff·ffffffff·ffffffff·abababff·000000ff·bfbfbfff·ffffffff·ffffffff·ffffffff·ffffffff·fefefeff·d0d0d0ff·707070ff·000000ff·878787ff·ffffffff·ffffffff·0b0b0bff·5f5f5fff·ffffffff·ffffffff·ffffffff·ffffffff·181818ff·464646ff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·e5e5e5ff·ffffffff·dfdfdfff·000000ff·8b8b8bff·ffffffff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·9f9f9fff·ffffffff·ffffffff·7f7f7fff·000000ff·ebebebff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·dfdfdfff·ffffffff·767676ff·000000ff·edededff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f6f6f6ff·030303ff·666666ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·bfbfbfff·ffffffff·ffffffff·474747ff·383838ff·ffffffff·ffffffff·ffffffff·ffffffff·4b4b4bff·1f1f1fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f4f4f4ff·b6b6b6ff·353535ff·060606ff·e0e0e0ff·ffffffff·abababff·000000ff·bfbfbfff·ffffffff·ffffffff·ffffffff·b8b8b8ff·000000ff·939393ff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·f9f9f9ff·ffffffff·7f7f7fff·000000ff·ebebebff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·363636ff·2c2c2cff·ffffffff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·bfbfbfff·ffffffff·ffffffff·3f3f3fff·2b2b2bff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b8b8b8ff·080808ff·474747ff·f8f8f8ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·9e9e9eff·020202ff·616161ff·fefefeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· | 100 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f0f0f0ff·000000ff·494949ff·ffffffff·ffffffff·1f1f1fff·2c2c2cff·ffffffff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·c3c3c3ff·ffffffff·383838ff·2d2d2dff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·dfdfdfff·ffffffff·797979ff·000000ff·e6e6e6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·2b2b2bff·3f3f3fff·ffffffff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·abababff·ffffffff·ffffffff·ffffffff·ffffffff·313131ff·404040ff·ffffffff·ffffffff·ffffffff·ffffffff·3b3b3bff·1f1f1fff·ffffffff·ffffffff·ffffffff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·595959ff·080808ff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·a7a7a7ff·000000ff·d8d8d8ff·ffffffff·ffffffff·ffffffff·abababff·000000ff·bfbfbfff·ffffffff·ffffffff·ffffffff·ffffffff·fefefeff·d0d0d0ff·707070ff·000000ff·878787ff·ffffffff·ffffffff·0b0b0bff·5f5f5fff·ffffffff·ffffffff·ffffffff·ffffffff·181818ff·464646ff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·e5e5e5ff·ffffffff·dfdfdfff·000000ff·8b8b8bff·ffffffff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·9f9f9fff·ffffffff·ffffffff·7f7f7fff·000000ff·ebebebff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·dfdfdfff·ffffffff·767676ff·000000ff·edededff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f6f6f6ff·030303ff·666666ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·bfbfbfff·ffffffff·ffffffff·474747ff·383838ff·ffffffff·ffffffff·ffffffff·ffffffff·4b4b4bff·1f1f1fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f4f4f4ff·b6b6b6ff·353535ff·060606ff·e0e0e0ff·ffffffff·abababff·000000ff·bfbfbfff·ffffffff·ffffffff·ffffffff·b8b8b8ff·000000ff·939393ff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·f9f9f9ff·ffffffff·7f7f7fff·000000ff·ebebebff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·363636ff·2c2c2cff·ffffffff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·bfbfbfff·ffffffff·ffffffff·3f3f3fff·2b2b2bff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b8b8b8ff·080808ff·474747ff·f8f8f8ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·9e9e9eff·020202ff·616161ff·fefefeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·5e5e5eff·080808ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f4f4f4ff·b6b6b6ff·353535ff·060606ff·e0e0e0ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· 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| 101 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e6e6e6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c7c7c7ff·000000ff·636363ff·ffffffff·ffffffff·1f1f1fff·010101ff·d0d0d0ff·ffffffff·ffffffff·ffffffff·454545ff·0d0d0dff·f5f5f5ff·ffffffff·848484ff·0a0a0aff·dededeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c2c2c2ff·000000ff·7d7d7dff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·323232ff·363636ff·ffffffff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·abababff·ffffffff·ffffffff·ffffffff·ffffffff·323232ff·474747ff·ffffffff·ffffffff·ffffffff·d1d1d1ff·020202ff·1f1f1fff·ffffffff·ffffffff·ffffffff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·a2a2a2ff·000000ff·9d9d9dff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·c7c7c7ff·000000ff·aaaaaaff·ffffffff·ffffffff·ffffffff·5d5d5dff·000000ff·bfbfbfff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·101010ff·555555ff·ffffffff·ffffffff·121212ff·565656ff·ffffffff·ffffffff·ffffffff·ffffffff·646464ff·1a1a1aff·eeeeeeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·8b8b8bff·ffffffff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·9f9f9fff·ffffffff·ffffffff·7f7f7fff·000000ff·ebebebff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·dfdfdfff·ffffffff·b5b5b5ff·000000ff·969696ff·ffffffff·ffffffff·ffffffff·878787ff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·424242ff·111111ff·ebebebff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·bfbfbfff·ffffffff·ffffffff·676767ff·121212ff·f8f8f8ff·ffffffff·ffffffff·ecececff·111111ff·1f1f1fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b0b0b0ff·000000ff·b5b5b5ff·ffffffff·b2b2b2ff·000000ff·b6b6b6ff·ffffffff·ffffffff·ffffffff·f3f3f3ff·101010ff·696969ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·7f7f7fff·000000ff·ebebebff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·777777ff·010101ff·d0d0d0ff·ffffffff·ffffffff·ffffffff·454545ff·000000ff·bfbfbfff·ffffffff·ffffffff·3f3f3fff·2b2b2bff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b9b9b9ff·080808ff·444444ff·f7f7f7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·9f9f9fff·020202ff·5e5e5eff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· | 101 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e6e6e6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c7c7c7ff·000000ff·636363ff·ffffffff·ffffffff·1f1f1fff·010101ff·d0d0d0ff·ffffffff·ffffffff·ffffffff·454545ff·0d0d0dff·f5f5f5ff·ffffffff·848484ff·0a0a0aff·dededeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c2c2c2ff·000000ff·7d7d7dff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·323232ff·363636ff·ffffffff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·abababff·ffffffff·ffffffff·ffffffff·ffffffff·323232ff·474747ff·ffffffff·ffffffff·ffffffff·d1d1d1ff·020202ff·1f1f1fff·ffffffff·ffffffff·ffffffff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·a2a2a2ff·000000ff·9d9d9dff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·c7c7c7ff·000000ff·aaaaaaff·ffffffff·ffffffff·ffffffff·5d5d5dff·000000ff·bfbfbfff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·101010ff·555555ff·ffffffff·ffffffff·121212ff·565656ff·ffffffff·ffffffff·ffffffff·ffffffff·646464ff·1a1a1aff·eeeeeeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·8b8b8bff·ffffffff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·9f9f9fff·ffffffff·ffffffff·7f7f7fff·000000ff·ebebebff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·dfdfdfff·ffffffff·b5b5b5ff·000000ff·969696ff·ffffffff·ffffffff·ffffffff·878787ff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·424242ff·111111ff·ebebebff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·bfbfbfff·ffffffff·ffffffff·676767ff·121212ff·f8f8f8ff·ffffffff·ffffffff·ecececff·111111ff·1f1f1fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b0b0b0ff·000000ff·b5b5b5ff·ffffffff·b2b2b2ff·000000ff·b6b6b6ff·ffffffff·ffffffff·ffffffff·f3f3f3ff·101010ff·696969ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·7f7f7fff·000000ff·ebebebff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·777777ff·010101ff·d0d0d0ff·ffffffff·ffffffff·ffffffff·454545ff·000000ff·bfbfbfff·ffffffff·ffffffff·3f3f3fff·2b2b2bff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b9b9b9ff·080808ff·444444ff·f7f7f7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·9f9f9fff·020202ff·5e5e5eff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f7f7f7ff·262626ff·2c2c2cff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b0b0b0ff·000000ff·b5b5b5ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· 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| 102 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·2d2d2dff·494949ff·969696ff·bebebeff·bcbcbcff·8c8c8cff·191919ff·0c0c0cff·d2d2d2ff·ffffffff·ffffffff·1f1f1fff·1b1b1bff·1e1e1eff·9e9e9eff·b7b7b7ff·5b5b5bff·000000ff·898989ff·ffffffff·ffffffff·f4f4f4ff·313131ff·1c1c1cff·8d8d8dff·bbbbbbff·b9b9b9ff·9b9b9bff·555555ff·c8c8c8ff·ffffffff·ffffffff·5d5d5dff·010101ff·666666ff·b2b2b2ff·b9b9b9ff·888888ff·929292ff·ffffffff·ffffffff·5f5f5fff·070707ff·a8a8a8ff·cacacaff·d2d2d2ff·ffffffff·bfbfbfff·000000ff·abababff·ffffffff·ffffffff·ffffffff·ffffffff·7e7e7eff·010101ff·7e7e7eff·bdbdbdff·969696ff·181818ff·232323ff·1f1f1fff·ffffffff·ffffffff·ffffffff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fbfbfbff·414141ff·050505ff·767676ff·b7b7b7ff·b5b5b5ff·7e7e7eff·a7a7a7ff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·fcfcfcff·272727ff·1e1e1eff·a6a6a6ff·b7b7b7ff·666666ff·212121ff·000000ff·bfbfbfff·ffffffff·b3b3b3ff·494949ff·999999ff·bbbbbbff·bababaff·686868ff·000000ff·9a9a9aff·ffffffff·ffffffff·3f3f3fff·161616ff·b2b2b2ff·cbcbcbff·d8d8d8ff·ffffffff·e6e6e6ff·1f1f1fff·282828ff·969696ff·bdbdbdff·b5b5b5ff·959595ff·4b4b4bff·e3e3e3ff·ffffffff·dfdfdfff·000000ff·8b8b8bff·ffffffff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·9f9f9fff·ffffffff·ffffffff·7f7f7fff·000000ff·ebebebff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·dfdfdfff·ffffffff·fdfdfdff·3b3b3bff·090909ff·888888ff·bbbbbbff·828282ff·242424ff·000000ff·818181ff·ffffffff·ffffffff·ffffffff·030303ff·424242ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·d0d0d0ff·0c0c0cff·222222ff·9a9a9aff·bebebeff·a7a7a7ff·595959ff·f2f2f2ff·ffffffff·bfbfbfff·000000ff·bfbfbfff·ffffffff·ffffffff·c4c4c4ff·000000ff·545454ff·b9b9b9ff·a6a6a6ff·303030ff·1f1f1fff·1f1f1fff·ffffffff·ffffffff·646464ff·6d6d6dff·a8a8a8ff·c1c1c1ff·a9a9a9ff·303030ff·0f0f0fff·eaeaeaff·ffffffff·dededeff·000000ff·505050ff·c3c3c3ff·cbcbcbff·ecececff·ffffffff·a3a3a3ff·020202ff·575757ff·abababff·c1c1c1ff·acacacff·7d7d7dff·686868ff·ffffffff·ffffffff·7f7f7fff·000000ff·ebebebff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e7e7e7ff·151515ff·1b1b1bff·9f9f9fff·b6b6b6ff·5b5b5bff·1d1d1dff·000000ff·bfbfbfff·ffffffff·ffffffff·3f3f3fff·2b2b2bff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·9f9f9fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c3c3c3ff·090909ff·202020ff·bebebeff·c7c7c7ff·c7c7c7ff·c7c7c7ff·c7c7c7ff·f1f1f1ff·ffffffff·ffffffff·a1a1a1ff·030303ff·a1a1a1ff·ffffffff·ffffffff·aaaaaaff·020202ff·323232ff·c5c5c5ff·c7c7c7ff·c7c7c7ff·c7c7c7ff·c7c7c7ff·f8f8f8ff·ffffffff·ffffffff· | 102 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·2d2d2dff·494949ff·969696ff·bebebeff·bcbcbcff·8c8c8cff·191919ff·0c0c0cff·d2d2d2ff·ffffffff·ffffffff·1f1f1fff·1b1b1bff·1e1e1eff·9e9e9eff·b7b7b7ff·5b5b5bff·000000ff·898989ff·ffffffff·ffffffff·f4f4f4ff·313131ff·1c1c1cff·8d8d8dff·bbbbbbff·b9b9b9ff·9b9b9bff·555555ff·c8c8c8ff·ffffffff·ffffffff·5d5d5dff·010101ff·666666ff·b2b2b2ff·b9b9b9ff·888888ff·929292ff·ffffffff·ffffffff·5f5f5fff·070707ff·a8a8a8ff·cacacaff·d2d2d2ff·ffffffff·bfbfbfff·000000ff·abababff·ffffffff·ffffffff·ffffffff·ffffffff·7e7e7eff·010101ff·7e7e7eff·bdbdbdff·969696ff·181818ff·232323ff·1f1f1fff·ffffffff·ffffffff·ffffffff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fbfbfbff·414141ff·050505ff·767676ff·b7b7b7ff·b5b5b5ff·7e7e7eff·a7a7a7ff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·fcfcfcff·272727ff·1e1e1eff·a6a6a6ff·b7b7b7ff·666666ff·212121ff·000000ff·bfbfbfff·ffffffff·b3b3b3ff·494949ff·999999ff·bbbbbbff·bababaff·686868ff·000000ff·9a9a9aff·ffffffff·ffffffff·3f3f3fff·161616ff·b2b2b2ff·cbcbcbff·d8d8d8ff·ffffffff·e6e6e6ff·1f1f1fff·282828ff·969696ff·bdbdbdff·b5b5b5ff·959595ff·4b4b4bff·e3e3e3ff·ffffffff·dfdfdfff·000000ff·8b8b8bff·ffffffff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·9f9f9fff·ffffffff·ffffffff·7f7f7fff·000000ff·ebebebff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·dfdfdfff·ffffffff·fdfdfdff·3b3b3bff·090909ff·888888ff·bbbbbbff·828282ff·242424ff·000000ff·818181ff·ffffffff·ffffffff·ffffffff·030303ff·424242ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·d0d0d0ff·0c0c0cff·222222ff·9a9a9aff·bebebeff·a7a7a7ff·595959ff·f2f2f2ff·ffffffff·bfbfbfff·000000ff·bfbfbfff·ffffffff·ffffffff·c4c4c4ff·000000ff·545454ff·b9b9b9ff·a6a6a6ff·303030ff·1f1f1fff·1f1f1fff·ffffffff·ffffffff·646464ff·6d6d6dff·a8a8a8ff·c1c1c1ff·a9a9a9ff·303030ff·0f0f0fff·eaeaeaff·ffffffff·dededeff·000000ff·505050ff·c3c3c3ff·cbcbcbff·ecececff·ffffffff·a3a3a3ff·020202ff·575757ff·abababff·c1c1c1ff·acacacff·7d7d7dff·686868ff·ffffffff·ffffffff·7f7f7fff·000000ff·ebebebff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e7e7e7ff·151515ff·1b1b1bff·9f9f9fff·b6b6b6ff·5b5b5bff·1d1d1dff·000000ff·bfbfbfff·ffffffff·ffffffff·3f3f3fff·2b2b2bff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·9f9f9fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c3c3c3ff·090909ff·202020ff·bebebeff·c7c7c7ff·c7c7c7ff·c7c7c7ff·c7c7c7ff·f1f1f1ff·ffffffff·ffffffff·a1a1a1ff·030303ff·a1a1a1ff·ffffffff·ffffffff·aaaaaaff·020202ff·323232ff·c5c5c5ff·c7c7c7ff·c7c7c7ff·c7c7c7ff·c7c7c7ff·f8f8f8ff·ffffffff·ffffffff·393939ff·878787ff·b0b0b0ff·bfbfbfff·9f9f9fff·363636ff·030303ff·b2b2b2ff·ffffffff·ffffffff·646464ff·6d6d6dff·a8a8a8ff·c1c1c1ff·a9a9a9ff·303030ff·0f0f0fff·eaeaeaff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· 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| 103 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·a9a9a9ff·5a5a5aff·252525ff·0c0c0cff·050505ff·1e1e1eff·5d5d5dff·d6d6d6ff·ffffffff·ffffffff·ffffffff·1f1f1fff·4b4b4bff·acacacff·2b2b2bff·060606ff·202020ff·8e8e8eff·ffffffff·ffffffff·ffffffff·ffffffff·f4f4f4ff·7c7c7cff·272727ff·060606ff·0f0f0fff·2d2d2dff·717171ff·e8e8e8ff·ffffffff·ffffffff·fdfdfdff·8f8f8fff·2c2c2cff·060606ff·0f0f0fff·393939ff·b3b3b3ff·ffffffff·ffffffff·e0e0e0ff·464646ff·0d0d0dff·000000ff·1f1f1fff·ffffffff·bfbfbfff·000000ff·abababff·ffffffff·ffffffff·ffffffff·ffffffff·f9f9f9ff·747474ff·1b1b1bff·080808ff·323232ff·b0b0b0ff·5f5f5fff·1f1f1fff·ffffffff·ffffffff·ffffffff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f7f7f7ff·7e7e7eff·252525ff·060606ff·131313ff·424242ff·c6c6c6ff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·ffffffff·dadadaff·464646ff·0e0e0eff·151515ff·6d6d6dff·b5b5b5ff·000000ff·bfbfbfff·ffffffff·d8d8d8ff·595959ff·232323ff·090909ff·0f0f0fff·363636ff·a0a0a0ff·ffffffff·ffffffff·ffffffff·d0d0d0ff·3b3b3bff·0a0a0aff·000000ff·3f3f3fff·ffffffff·ffffffff·ebebebff·6e6e6eff·212121ff·050505ff·121212ff·333333ff·7b7b7bff·f4f4f4ff·ffffffff·dfdfdfff·000000ff·8b8b8bff·ffffffff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·9f9f9fff·ffffffff·ffffffff·7f7f7fff·000000ff·ebebebff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·dfdfdfff·ffffffff·ffffffff·eeeeeeff·616161ff·101010ff·0a0a0aff·454545ff·c8c8c8ff·000000ff·919191ff·ffffffff·ffffffff·ffffffff·000000ff·3f3f3fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·d6d6d6ff·555555ff·131313ff·060606ff·1e1e1eff·606060ff·f8f8f8ff·ffffffff·bfbfbfff·000000ff·bfbfbfff·ffffffff·ffffffff·ffffffff·a1a1a1ff·292929ff·080808ff·2a2a2aff·a9a9a9ff·5f5f5fff·1f1f1fff·ffffffff·ffffffff·a1a1a1ff·414141ff·171717ff·060606ff·1a1a1aff·565656ff·d2d2d2ff·ffffffff·ffffffff·ffffffff·909090ff·212121ff·030303ff·000000ff·9f9f9fff·ffffffff·ffffffff·c1c1c1ff·4b4b4bff·121212ff·050505ff·1b1b1bff·4b4b4bff·abababff·ffffffff·ffffffff·7f7f7fff·000000ff·ebebebff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·d6d6d6ff·454545ff·080808ff·121212ff·636363ff·b1b1b1ff·000000ff·bfbfbfff·ffffffff·ffffffff·3f3f3fff·2b2b2bff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·939393ff·000000ff·b8b8b8ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·7f7f7fff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·bfbfbfff·ffffffff·ffffffff·9f9f9fff·000000ff·9f9f9fff·ffffffff·ffffffff·5f5f5fff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·dfdfdfff·ffffffff·ffffffff· | 103 | 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ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·4b4b4bff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·a5a5a5ff·000000ff·c5c5c5ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·bfbfbfff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·555555ff·343434ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· 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ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·4b4b4bff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b3b3b3ff·333333ff·0f0f0fff·040404ff·1d1d1dff·6d6d6dff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fefefeff·fbfbfbff·fbfbfbff·fbfbfbff·fbfbfbff·fbfbfbff·fbfbfbff·fbfbfbff·fbfbfbff·fefefeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·bfbfbfff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· 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| 107 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·9f9f9fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· 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ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·9f9f9fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· 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ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f2f2f2ff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·ecececff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· 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ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f2f2f2ff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·ecececff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· 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| 59 | ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fffff | 52 | ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fefefeff·b5b5b5ff·686868ff·666666ff·6c6c6cff·e3e3e3ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·dededeff·b0b0b0ff·ffffffff·ffffffff·ffffffff·fffff[·...·truncated·by·diffoscope;·len:·1188,·SHA:·8cac7d7b554c79a04edb860c860b0877cd500887c079b31438a7a11b87a6650d·...·]fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00· |
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| 28 | 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| 29 | 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| 30 | 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| 33 | ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b1b1b1ff·d2d2d2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·bfbfbfff·a8a8a8ff·a8a8a8ff·a8a8a8ff·e9e9e9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·bebebeff·a8a8a8ff·a8a8a8ff·a8a8a8ff·e9e9e9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·a6a6a6ff·dfdfdfff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00· 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| 34 | ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·cdcdcdff·b8b8b8ff·b9b9b9ff·b8b8b8ff·efefefff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·cbcbcbff·b8b8b8ff·b9b9b9ff·b8b8b8ff·f0f0f0ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fcfcfcff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00· | 34 | ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·cdcdcdff·b8b8b8ff·b9b9b9ff·b8b8b8ff·efefefff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·cbcbcbff·b8b8b8ff·b9b9b9ff·b8b8b8ff·f0f0f0ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fcfcfcff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00· 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| 35 | ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f4f4f4ff·ddddddff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dededeff·ddddddff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·ddddddff·e7e7e7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f5f5f5ff·dededeff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·e2e2e2ff·e3e3e3ff·e3e3e3ff·e3e3e3ff·dededeff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·ddddddff·e2e2e2ff·e3e3e3ff·e3e3e3ff·e3e3e3ff·dededeff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dededeff·ddddddff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·e6e6e6ff·fefefeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00· | 35 | ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f4f4f4ff·ddddddff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dededeff·ddddddff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·ddddddff·e7e7e7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f5f5f5ff·dededeff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·e2e2e2ff·e3e3e3ff·e3e3e3ff·e3e3e3ff·dededeff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·ddddddff·e2e2e2ff·e3e3e3ff·e3e3e3ff·e3e3e3ff·dededeff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dededeff·ddddddff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·dcdcdcff·e6e6e6ff·fefefeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00· 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| 37 | 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ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c6c6c6ff·848484ff·8c8c8cff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·939393ff·fefefeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ccccccff·838383ff·8c8c8cff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·8b8b8bff·909090ff·fbfbfbff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00· 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| 152 | ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· | 150 | ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b9b9b9ff·6c6c6cff·828282ff·9a9a9aff·f1f1f1ff·e2e2e2ff·efefefff·acacacff·808080ff·ffffffff·767676ff·b5b5b5ff·ffffffff·585858ff·dcdcdcff·5d5d5dff·b0b0b0ff·d1d1d1ff·d1d1d1ff·cdcdcdff·5b5b5bff·edededff·767676ff·828282ff·d5d5d5ff·646464ff·ffffffff·adadadff·8989[·...·truncated·by·diffoscope;·len:·2755,·SHA:·fa2f3aac3a771be36608ab931e8c53f0c5451d3ff4d150269b26b27b7440c1b7·...·]cff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00· |
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| 153 | 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| 153 | 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ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·efefefff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d3d3d3ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·dededeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·d3d3d3ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d3d3d3ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·d2d2d2ff·dcdcdcff·fefefeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00· 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| 156 | 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| 157 | 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| 157 | 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|
| 230 | ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·939393ff·b6b6b6ff·ffffffff·ffffffff·edededff·edededff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fcfcfcff·aaaaaaff·6a6a6aff·6a6a6aff·b4b4b4ff·b6b6b6ff·9b9b9bff·ffffffff·ffffffff·ddddddff·838383ff·ccccccff·555555ff·696969ff·777777ff·dfdfdfff·ffffffff·ffffffff·ffffffff·ffffffff·a4a4a4ff·9a9a9aff·ffffffff·858585ff·808080ff·d9d9d9ff·d0d0d0ff·fdfdfdff·8c8c8cff·e0e0e0ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fdfdfdff·9e9e9eff·616161ff·888888ff·f7f7f7ff·ffffffff·ffffffff·ffffffff·fbfbfbff·a5a5a5ff·6a6a6aff·818181ff·f6f6f6ff·d8d8d8ff·515151ff·6a6a6aff·7c7c7cff·f | 230 | ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·939393ff·b6b6b6ff·ffffffff·ffffffff·edededff·edededff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fcfcfcff·aaaaaaff·6a6a6aff·6a6a6aff·b4b4b4ff·b6b6b6ff·9b9b9bff·ffffffff·ffffffff·ddddddff·838383ff·ccccccff·555555ff·696969ff·777777ff·dfdfdfff·ffffffff·ffffffff·ffffffff·ffffffff·a4a4a4ff·9a9a9aff·ffffffff·858585ff·808080ff·d9d9d9ff·d0d0d0ff·fdfdfdff·8c8c8cff·e0e0e0ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fdfdfdff·9e9e9eff·616161ff·888888ff·f7f7f7ff·ffffffff·ffffffff·ffffffff·fbfbfbff·a5a5a5ff·6a6a6aff·818181ff·f6f6f6ff·d8d8d8ff·515151ff·6a6a6aff·7c7c7cff·f2f2f2ff·fbfbfbff·9d9d9dff·676767ff·757575ff·ddddddff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fffff[·...·truncated·by·diffoscope;·len:·388,·SHA:·4a2762a102620b716d11622105b18c9e29f26efde6bd27e96b9e92486b7f102f·...·]ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·959595ff·a7a7a7ff·ffffffff·ffffffff·ffffffff·ffffffff·eeeeeeff·edededff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·655f5fff·b80000ff·ff0000ff·ff0000ff·ff0000ff·e80000ff·4b2222ff·f6fcfcff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·a2a2a2ff·a6a6a6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00· |
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| 233 | ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·939393ff·b6b6b6ff·ffffffff·ffffffff·edededff·edededff·ffffffff·ffadadff·ff3030ff·ff3030ff·ff3030ff·ff3030ff·ff3030ff·ff3030ff·ff3030ff·ff3030ff·ff3030ff·ff3030ff·ff3030ff·ff3030ff·ff3030ff·ff3030ff·ff3030ff·ff3030ff·ff8e8eff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e5e5e5ff·9e9e9eff·686868ff·717171ff·fcfcfcff·b4b4b4ff·747474ff·c8c8c8ff·626262ff·fefefeff·b8b8b8ff·555555ff·adadadff·515151ff·d0d0d0ff·ffffffff·ffffffff·ffffffff·d6d6d6ff·5d5d5dff·ffffffff·ffffffff·696969ff·d1d1d1ff·f3f3f3ff·585858ff·f8f8f8ff·666666ff·d0d0d0ff·ffffffff·f5f5f5ff·ecececff·ffffffff·ffffffff·ffffffff·8b8b8bff·9c9c9cff·ffffffff·c3c3c3ff·6a6a6aff·ffffffff·ffffffff·ffffffff·5c5c5cff·8a8a8aff·fafafaff·767676ff·a7a7a7ff·fdfdfdff·f9f9f9ff·f7f7f7ff·6c6c6cff·adadadff·ffffffff·ffffffff·959595ff·7b7b7bff·fcfcfcff·e2e2e2ff·636363ff·7b7b7bff·c4c4c4ff·fefefeff·ffffffff·ffffffff·ffffffff·ffffffff·fefefeff·5c5c5cff·d5d5d5ff·ffffffff·6e6e6eff·cacacaff·797979ff·b1b1b1ff·ffffffff·636363ff·4f4f4fff·6f6f6fff·545454ff·a6a6a6ff·666666ff·d6d6d6ff·ffffffff·797979ff·adadadff·c2c2c2ff·7a7a7aff·b6b6b6ff·767676ff·ffffffff·ffffffff·ffffffff·7c7c7cff·b6b6b6ff·ffffffff·f8f8f8ff·e9e9e9ff·ffffffff·ffffffff·ffffffff·a6a6a6ff·808080ff·ffffffff·ddddddff·5d5d5dff·f7f7f7ff·ffffffff·ffffffff·ffffffff·ffffffff·5a5a5aff·dbdbdbff·ffffffff·ffffffff·ffffffff·707070ff·bebebeff·ffffffff·f0f0f0ff·707070ff·999999ff·858585ff·868686ff·efefefff·717171ff·757575ff·b5b5b5ff·fbfbfbff·f8f8f8ff·5b5b5bff·e1e1e1ff·ffffffff·ffffffff·ffffffff·eeeeeeff·edededff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·daddddff·6d6e6eff·543a3aff·5d5454ff·b9bebeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·a2a2a2ff·a6a6a6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00· | ||
| 234 | ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·939393ff·b6b6b6ff·ffffffff·ffffffff·edededff·edededff·ffffffff·ff | 232 | ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·939393ff·b6b6b6ff·ffffffff·ffffffff·edededff·edededff·ffffffff·ffd0d0ff·ff8989ff·ff8989ff·ff8989ff·ff8989ff·ff8989ff·ff8989ff·ff8989ff·ff8989ff·ff8989ff·ff8989ff·ff8989ff·ff8989ff·ff8989ff·ff8989ff·ff8989ff·ff8989ff·ffbfbfff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e9e9e9ff·4f4f4fff·909090ff·c6c6c6ff·ffffffff·ffffff[·...·truncated·by·diffoscope;·len:·1692,·SHA:·c27cd1f41dabfa81048475e49bbe8e7f471c53bc4662a8c1fb08dd042252d248·...·]ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·a2a2a2ff·a6a6a6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00· |
| 233 | ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·939393ff·b6b6b6ff·ffffffff·ffffffff·edededff·edededff·ffffffff·ffadadff·ff3030ff·ff3030ff·ff3030ff·ff3030ff·ff3030ff·ff3030ff·ff3030ff·ff3030ff·ff3030ff·ff3030ff·ff3030ff·ff3030ff·ff3030ff·ff3030ff·ff3030ff·ff3030ff·ff8e8eff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e5e5e5ff·9e9e9eff·686868ff·717171ff·fcfcfcff·b4b4b4ff·747474ff·c8c8c8ff·626262ff·fefefeff·b8b8b8ff·555555ff·adadadff·515151ff·d0d0d0ff·ffffffff·ffffffff·ffffffff·d6d6d6ff·5d5d5dff·ffffffff·ffffffff·696969ff·d1d1d1ff·f3f3f3ff·585858ff·f8f8f8ff·666666ff·d0d0d0ff·ffffffff·f5f5f5ff·ecececff·ffffffff·ffffffff·ffffffff·8b8b8bff·9c9c9cff·ffffffff·c3c3c3ff·6a6a6aff·ffffffff·ffffffff·ffffffff·5c5c5cff·8a8a8aff·fafafaff·767676ff·a7a7a7ff·fdfdfdff·f9f9f9ff·f7f7f7ff·6c6c6cff·b0b0b0ff·e9e9e9ff·6a6a6aff·a3a3a3ff·767676ff·9d9d9dff·e5e5e5ff·636363ff·7b7b7bff·c4c4c4ff·fefefeff·ffffffff·ffffffff·ffffffff·ffffffff·fefefeff·5c5c5cff·d5d5d5ff·ffffffff·6e6e6eff·cacacaff·797979ff·b1b1b1ff·ffffffff·636363ff·4f4f4fff·6f6f6fff·545454ff·a6a6a6ff·666666ff·d6d6d6ff·ffffffff·797979ff·adadadff·c2c2c2ff·7a7a7aff·b6b6b6ff·767676ff·ffffffff·ffffffff·ffffffff·7c7c7cff·b6b6b6ff·ffffffff·f8f8f8ff·e9e9e9ff·ffffffff·ffffffff·ffffffff·a6a6a6ff·808080ff·ffffffff·ddddddff·5d5d5dff·f7f7f7ff·ffffffff·ffffffff·737373ff·b7b7b7ff·ffffffff·a8a8a8ff·828282ff·f7f7f7ff·7d7d7dff·696969ff·5f5f5fff·656565ff·fcfcfcff·929292ff·656565ff·6d6d6dff·4e4e4eff·e3e3e3ff·727272ff·757575ff·b5b5b5ff·fbfbfbff·f8f8f8ff·5b5b5bff·e1e1e1ff·ffffffff·ffffffff·ffffffff·eeeeeeff·edededff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·daddddff·6d6e6eff·543a3aff·5d5454ff·b9bebeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·a2a2a2ff·a6a6a6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00· | ||
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| 235 | ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·939393ff·b6b6b6ff·ffffffff·ffffffff·edededff·edededff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e7e7e7ff·6a6a6aff·767676ff·666666ff·888888ff·fbfbfbff·ffffffff·828282ff·2b2b2bff·efefefff·ffffffff·b5b5b5ff·777777ff·ffffffff·fafafaff·636363ff·c6c6c6ff·ffffffff·ffffffff·ffffffff·777777ff·c8c8c8ff·ffffffff·6a6a6aff·cfcfcfff·f2f2f2ff·5a5a5aff·f7f7f7ff·979797ff·585858ff·b8b8b8ff·c0c0c0ff·818181ff·ffffffff·ffffffff·ffffffff·f2f2f2ff·6c6c6cff·646464ff·5f5f5fff·e2e2e2ff·edededff·606060ff·fcfcfcff·e0e0e0ff·5f5f5fff·6c6c6cff·696969ff·edededff·b9b9b9ff·6d6d6dff·6d6d6dff·6b6b6bff·ecececff· | 235 | ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·939393ff·b6b6b6ff·ffffffff·ffffffff·edededff·edededff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e7e7e7ff·6a6a6aff·767676ff·666666ff·888888ff·fbfbfbff·ffffffff·828282ff·2b2b2bff·efefefff·ffffffff·b5b5b5ff·777777ff·ffffffff·fafafaff·636363ff·c6c6c6ff·ffffffff·ffffffff·ffffffff·777777ff·c8c8c8ff·ffffffff·6a6a6aff·cfcfcfff·f2f2f2ff·5a5a5aff·f7f7f7ff·979797ff·585858ff·b8b8b8ff·c0c0c0ff·818181ff·ffffffff·ffffffff·ffffffff·f2f2f2ff·6c6c6cff·646464ff·5f5f5fff·e2e2e2ff·edededff·606060ff·fcfcfcff·e0e0e0ff·5f5f5fff·6c6c6cff·696969ff·edededff·b9b9b9ff·6d6d6dff·6d6d6dff·6b6b6bff·ecececff·e9e9e9ff·656565ff·707070ff·5c5c5cff·b2b2b2ff·d5d5d5ff·6d6d6dff·767676ff·737373ff·f0f0f0ff·b3b3b3ff·ddddddff·ffffffff·ffffffff·ffffffff·565656ff·5f5f5fff·656565ff·757575ff·fbfbfbff·777777ff·b7b7b7ff·ffffffff·dbdbdbff·616161ff·727272ff·727272ff·d7d7d7ff·d2d2[·...·truncated·by·diffoscope;·len:·389,·SHA:·24ef539577e6607bb86f468d03c784f6d9a5c625913adfa367486da1737bf1f6·...·]ff·767676ff·777777ff·656565ff·eaeaeaff·c9c9c9ff·767676ff·fdfdfdff·ffffffff·ffffffff·ffffffff·eeeeeeff·edededff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·a2a2a2ff·a6a6a6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00· |
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| 237 | 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| 237 | 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| 238 | 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| 242 | ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·787878ff·2f2f2fff·7e7e7eff·7b7b7bff·f7f7f7ff·cbcbcbff·747474ff·ffffffff·a9a9a9ff·5a5a5aff·5c5c5cff·9f9f9fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·939393ff·b6b6b6ff·ffffffff·ffffffff·edededff·edededff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f7f7f7ff·adadadff·f6f6f6ff·ffffffff·a1a1a1ff·d8d8d8ff·bfbfbfff·818181ff·858585ff·bbbbbbff·ffffffff·fbfbfbff·999999ff·828282ff·8d8d8dff·dadadaff·ffffffff·ffffffff·ffffffff·ffffffff·eeeeeeff·737373ff·f4f4f4ff·dcdcdcff·5a5a5aff·9e9e9eff·b4b4b4ff·e4e4e4ff·d4d4d4ff·c8c8c8ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·eaeaeaff·8f8f8fff·949494ff·f0f0f0ff·ffffffff·ffffffff·ffffffff·edededff·9e9e9eff·858585ff·b9b9b9ff·ffffffff·fefefeff·bdbdbdff·828282ff·cbcbcbff·ffffffff·ffffffff· | 242 | ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·787878ff·2f2f2fff·7e7e7eff·7b7b7bff·f7f7f7ff·cbcbcbff·747474ff·ffffffff·a9a9a9ff·5a5a5aff·5c5c5cff·9f9f9fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·939393ff·b6b6b6ff·ffffffff·ffffffff·edededff·edededff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f7f7f7ff·adadadff·f6f6f6ff·ffffffff·a1a1a1ff·d8d8d8ff·bfbfbfff·818181ff·858585ff·bbbbbbff·ffffffff·fbfbfbff·999999ff·828282ff·8d8d8dff·dadadaff·ffffffff·ffffffff·ffffffff·ffffffff·eeeeeeff·737373ff·f4f4f4ff·dcdcdcff·5a5a5aff·9e9e9eff·b4b4b4ff·e4e4e4ff·d4d4d4ff·c8c8c8ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·eaeaeaff·8f8f8fff·949494ff·f0f0f0ff·ffffffff·ffffffff·ffffffff·edededff·9e9e9eff·858585ff·b9b9b9ff·ffffffff·fefefeff·bdbdbdff·828282ff·cbcbcbff·ffffffff·ffffffff·efefefff·939393ff·8f8f8fff·ebebebff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffff[·...·truncated·by·diffoscope;·len:·371,·SHA:·48ab3cc0fdd145b584eaf70b41a5bc1bbe3270734388abd0b79d5e7a5a1b91de·...·]ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c8c8c8ff·858585ff·fdfdfdff·ffffffff·ffffffff·ffffffff·eeeeeeff·edededff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·a2a2a2ff·a6a6a6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00· |
| 243 | ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·eaeaeaff·ddddddff·d7d7d7ff·d8d8d8ff·fcfcfcff·f8f8f8ff·ebebebff·ffffffff·ffffffff·e2e2e2ff·e0e0e0ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·939393ff·b6b6b6ff·ffffffff·ffffffff·edededff·edededff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·edededff·575757ff·e4e4e4ff·808080ff·797979ff·f2f2f2ff·757575ff·8f8f8fff·c8c8c8ff·4c4c4cff·c8c8c8ff·f9f9f9ff·4c4c4cff·bbbbbbff·acacacff·4f4f4fff·f0f0f0ff·ffffffff·ffffffff·ffffffff·abababff·929292ff·fcfcfcff·747474ff·515151ff·cfcfcfff·d6d6d6ff·ebebebff·797979ff·515151ff·b1b1b1ff·f7f7f7ff·ffffffff·ffffffff·ffffffff·ffffffff·fdfdfdff·696969ff·949494ff·8d8d8dff·757575ff·fcfcfcff·ffffffff·ffffffff·d8d8d8ff·a1a1a1ff·bebebeff·5c5c5cff·bdbdbdff·fefefeff·b5b5b5ff·5e5e5eff·8c8c8cff·ffffffff·ffffffff· | 243 | ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·eaeaeaff·ddddddff·d7d7d7ff·d8d8d8ff·fcfcfcff·f8f8f8ff·ebebebff·ffffffff·ffffffff·e2e2e2ff·e0e0e0ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·939393ff·b6b6b6ff·ffffffff·ffffffff·edededff·edededff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·edededff·575757ff·e4e4e4ff·808080ff·797979ff·f2f2f2ff·757575ff·8f8f8fff·c8c8c8ff·4c4c4cff·c8c8c8ff·f9f9f9ff·4c4c4cff·bbbbbbff·acacacff·4f4f4fff·f0f0f0ff·ffffffff·ffffffff·ffffffff·abababff·929292ff·fcfcfcff·747474ff·515151ff·cfcfcfff·d6d6d6ff·ebebebff·797979ff·515151ff·b1b1b1ff·f7f7f7ff·ffffffff·ffffffff·ffffffff·ffffffff·fdfdfdff·696969ff·949494ff·8d8d8dff·757575ff·fcfcfcff·ffffffff·ffffffff·d8d8d8ff·a1a1a1ff·bebebeff·5c5c5cff·bdbdbdff·fefefeff·b5b5b5ff·5e5e5eff·8c8c8cff·ffffffff·ffffffff·737373ff·8b8b8bff·969696ff·6b6b6bff·fdfdfdff·e6e6e6ff·a9a9a9ff·b2b2b2ff·f2f2f2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e0e0e0ff·ccccccff·afafafff·c8c8c8ff·ffffffff·eaeaeaff·cacacaff·b7b7b7ff·dadadaff·eeeeeeff·acacacff·bbbbbbff·fbfbfbff·ffffffff·dede[·...·truncated·by·diffoscope;·len:·389,·SHA:·5d6c761e59a168a0ab1faea5a688e76659169a2c1e0b1bc3d3daa246c241d04e·...·]ff·afafafff·acacacff·eaeaeaff·f7f7f7ff·676767ff·e0e0e0ff·ffffffff·ffffffff·ffffffff·eeeeeeff·edededff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·a2a2a2ff·a6a6a6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00· |
| 244 | ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·939393ff·b6b6b6ff·ffffffff·ffffffff·edededff·edededff·ffffffff·e9f4e9ff·c9e3c9ff·c9e4c9ff·c9e4c9ff·c9e4c9ff·c9e4c9ff·c9e4c9ff·c9e4c9ff·c9e4c9ff·c9e4c9ff·c9e4c9ff·c9e4c9ff·c9e4c9ff·c9e4c9ff·c9e4c9ff·c9e4c9ff·c9e3c9ff·e2f0e2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·efefefff·565656ff·606060ff·8f8f8fff·fcfcfcff·ffffffff·7a7a7aff·909090ff·cdcdcdff·3a3a3aff·b8b8b8ff·fbfbfbff·545454ff·bcbcbcff·afafafff·353535ff·eaeaeaff·ffffffff·ffffffff·ffffffff·777777ff·bfbfbfff·fcfcfcff·767676ff·565656ff·d1d1d1ff·6a6a6aff·c0c0c0ff·838383ff·585858ff·bcbcbcff·e6e6e6ff·7b7b7bff·f3f3f3ff·ffffffff·ffffffff·e2e2e2ff·565656ff·fefefeff·f7f7f7ff·575757ff·e6e6e6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·808080ff·a3a3a3ff·ffffffff·ffffffff·a1a1a1ff·8d8d8dff·ffffffff· | 244 | ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·939393ff·b6b6b6ff·ffffffff·ffffffff·edededff·edededff·ffffffff·e9f4e9ff·c9e3c9ff·c9e4c9ff·c9e4c9ff·c9e4c9ff·c9e4c9ff·c9e4c9ff·c9e4c9ff·c9e4c9ff·c9e4c9ff·c9e4c9ff·c9e4c9ff·c9e4c9ff·c9e4c9ff·c9e4c9ff·c9e4c9ff·c9e3c9ff·e2f0e2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·efefefff·565656ff·606060ff·8f8f8fff·fcfcfcff·ffffffff·7a7a7aff·909090ff·cdcdcdff·3a3a3aff·b8b8b8ff·fbfbfbff·545454ff·bcbcbcff·afafafff·353535ff·eaeaeaff·ffffffff·ffffffff·ffffffff·777777ff·bfbfbfff·fcfcfcff·767676ff·565656ff·d1d1d1ff·6a6a6aff·c0c0c0ff·838383ff·585858ff·bcbcbcff·e6e6e6ff·7b7b7bff·f3f3f3ff·ffffffff·ffffffff·e2e2e2ff·565656ff·fefefeff·f7f7f7ff·575757ff·e6e6e6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·808080ff·a3a3a3ff·ffffffff·ffffffff·a1a1a1ff·8d8d8dff·ffffffff·ecececff·545454ff·f6f6f6ff·ffffffff·5b5b5bff·d3d3d3ff·676767ff·999999ff·9f9f9fff·e3e3e3ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·9a9a9aff·343434ff·9b9b9bff·545454ff·c8c8c8ff·c2c2c2ff·2a2a2aff·999999ff·c5c5c5ff·737373ff·9f9f9fff·808080ff·969696ff·ebeb[·...·truncated·by·diffoscope;·len:·398,·SHA:·8896d1a77a5414f6652538861350856184945b8d6a0ffba15a2019a7ef28eeae·...·]ff·878787ff·a2a2a2ff·d5d5d5ff·ffffffff·828282ff·acacacff·ffffffff·ffffffff·ffffffff·eeeeeeff·edededff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f6f7f7ff·909595ff·533f3fff·523e3eff·8e9292ff·f5f6f6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·a2a2a2ff·a6a6a6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00· |
| 245 | ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·939393ff·b6b6b6ff·ffffffff·ffffffff·edededff·edededff·ffffffff·9ecf9eff·097f09ff·098509ff·098509ff·098509ff·098509ff·098509ff·098509ff·098509ff·098509ff·098509ff·098509ff·098509ff·098509ff·098509ff·098509ff·097f09ff·79bc79ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·414141ff·272727ff·d7d7d7ff·ffffffff·ffffffff·7a7a7aff·5b5b5bff·666666ff·4c4c4cff·f4f4f4ff·f6f6f6ff·484848ff·757575ff·484848ff·868686ff·ffffffff·ffffffff·ffffffff·ffffffff·696969ff·ccccccff·ffffffff·adadadff·888888ff·ffffffff·6f6f6fff·c7c7c7ff·aaaaaaff·8b8b8bff·ffffffff·f7f7f7ff·bebebeff·f9f9f9ff·ffffffff·ffffffff·d2d2d2ff·5f5f5fff·ffffffff·f6f6f6ff·5e5e5eff·dededeff·ffffffff·ffffffff·ffffffff·ffffffff·bdbdbdff·606060ff·eeeeeeff·ffffffff·ffffffff·9d9d9dff·8d8d8dff·ffffffff· | 245 | ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·939393ff·b6b6b6ff·ffffffff·ffffffff·edededff·edededff·ffffffff·9ecf9eff·097f09ff·098509ff·098509ff·098509ff·098509ff·098509ff·098509ff·098509ff·098509ff·098509ff·098509ff·098509ff·098509ff·098509ff·098509ff·097f09ff·79bc79ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·414141ff·272727ff·d7d7d7ff·ffffffff·ffffffff·7a7a7aff·5b5b5bff·666666ff·4c4c4cff·f4f4f4ff·f6f6f6ff·484848ff·757575ff·484848ff·868686ff·ffffffff·ffffffff·ffffffff·ffffffff·696969ff·ccccccff·ffffffff·adadadff·888888ff·ffffffff·6f6f6fff·c7c7c7ff·aaaaaaff·8b8b8bff·ffffffff·f7f7f7ff·bebebeff·f9f9f9ff·ffffffff·ffffffff·d2d2d2ff·5f5f5fff·ffffffff·f6f6f6ff·5e5e5eff·dededeff·ffffffff·ffffffff·ffffffff·ffffffff·bdbdbdff·606060ff·eeeeeeff·ffffffff·ffffffff·9d9d9dff·8d8d8dff·ffffffff·ddddddff·5a5a5aff·ffffffff·fdfdfdff·656565ff·cbcbcbff·6a6a6aff·878787ff·cfcfcfff·fefefeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·9a9a9aff·7e7e7eff·ffffffff·b2b2b2ff·7e7e7eff·c0c0c0ff·626262ff·ffffffff·c1c1c1ff·333333ff·818181ff·6b6b6bff·585858ff·a7a7[·...·truncated·by·diffoscope;·len:·398,·SHA:·c64cd45f4182a6f8e97e5814d440035cd264314858e62b1536feb64e8773bea2·...·]ff·767676ff·c6c6c6ff·fcfcfcff·ffffffff·949494ff·969696ff·ffffffff·ffffffff·ffffffff·eeeeeeff·edededff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fcfdfdff·717070ff·640000ff·cb0000ff·cc0000ff·660000ff·6e6c6cff·fbfcfcff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·a2a2a2ff·a6a6a6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00· |
| 246 | ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·939393ff·b6b6b6ff·ffffffff·ffffffff·edededff·edededff·ffffffff·f6faf6ff·eaf4eaff·eaf4eaff·eaf4eaff·eaf4eaff·eaf4eaff·eaf4eaff·eaf4eaff·eaf4eaff·eaf4eaff·eaf4eaff·eaf4eaff·eaf4eaff·eaf4eaff·eaf4eaff·eaf4eaff·eaf4eaff·f3f9f3ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·eeeeeeff·606060ff·a9a9a9ff·505050ff·d6d6d6ff·ffffffff·7a7a7aff·b9b9b9ff·ffffffff·7e7e7eff·c3c3c3ff·f8f8f8ff·5d5d5dff·eeeeeeff·ebebebff·696969ff·eeeeeeff·ffffffff·ffffffff·ffffffff·737373ff·c1c1c1ff·ffffffff·a8a8a8ff·848484ff·ffffffff·6f6f6fff·c7c7c7ff·a6a6a6ff·898989ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e8e8e8ff·535353ff·f9f9f9ff·f3f3f3ff·555555ff·eaeaeaff·ffffffff·ffffffff·ffffffff·c5c5c5ff·656565ff·e8e8e8ff·ffffffff·ffffffff·ffffffff·a2a2a2ff·919191ff·ffffffff·f | 246 | ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·939393ff·b6b6b6ff·ffffffff·ffffffff·edededff·edededff·ffffffff·f6faf6ff·eaf4eaff·eaf4eaff·eaf4eaff·eaf4eaff·eaf4eaff·eaf4eaff·eaf4eaff·eaf4eaff·eaf4eaff·eaf4eaff·eaf4eaff·eaf4eaff·eaf4eaff·eaf4eaff·eaf4eaff·eaf4eaff·f3f9f3ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·eeeeeeff·606060ff·a9a9a9ff·505050ff·d6d6d6ff·ffffffff·7a7a7aff·b9b9b9ff·ffffffff·7e7e7eff·c3c3c3ff·f8f8f8ff·5d5d5dff·eeeeeeff·ebebebff·696969ff·eeeeeeff·ffffffff·ffffffff·ffffffff·737373ff·c1c1c1ff·ffffffff·a8a8a8ff·848484ff·ffffffff·6f6f6fff·c7c7c7ff·a6a6a6ff·898989ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e8e8e8ff·535353ff·f9f9f9ff·f3f3f3ff·555555ff·eaeaeaff·ffffffff·ffffffff·ffffffff·c5c5c5ff·656565ff·e8e8e8ff·ffffffff·ffffffff·ffffffff·a2a2a2ff·919191ff·ffffffff·f1f1f1ff·525252ff·f1f1f1ff·fdfdfdff·565656ff·e3e3e3ff·f8f8f8ff·b9b9b9ff·5a5a5aff·afafafff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·9a9a9aff·7e7e7eff·ffffffff·b2b2b2ff·7e7e7eff·bfbfbfff·737373ff·ffffffff·b8b8b8ff·565656ff·dcdcdcff·dadadaff·e8e8e8ff·aaaaa[·...·truncated·by·diffoscope;·len:·388,·SHA:·118cf76645568bbc0da2188338bc641d0d5554bd2a15ba12c1ab4c8529e518e6·...·]ff·fdfdfdff·c4c4c4ff·676767ff·939393ff·ffffffff·878787ff·a6a6a6ff·ffffffff·ffffffff·ffffffff·eeeeeeff·edededff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·d2d7d7ff·4a0e0eff·f90000ff·ff0000ff·ff0000ff·fa0000ff·4c0c0cff·ced4d4ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·a2a2a2ff·a6a6a6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00· |
| 247 | ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·939393ff·b6b6b6ff·ffffffff·ffffffff·edededff·edededff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·edededff·555555ff·efefefff·c2c2c2ff·4b4b4bff·d0d0d0ff·777777ff·b1b1b1ff·ffffffff·c7c7c7ff·5f5f5fff·edededff·555555ff·e4e4e4ff·ffffffff·878787ff·8f8f8fff·ffffffff·ffffffff·ffffffff·a0a0a0ff·989898ff·ffffffff·a4a4a4ff·7e7e7eff·ffffffff·696969ff·c3c3c3ff·c7c7c7ff·545454ff·bababaff·e6e6e6ff·7a7a7aff·f3f3f3ff·ffffffff·ffffffff·fefefeff·7c7c7cff·7a7a7aff·747474ff·878787ff·fefefeff·949494ff·c4c4c4ff·d7d7d7ff·292929ff·858585ff·abababff·d9d9d9ff·ffffffff·c1c1c1ff·595959ff·4f4f4fff·bababaff·f | 247 | ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·939393ff·b6b6b6ff·ffffffff·ffffffff·edededff·edededff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·edededff·555555ff·efefefff·c2c2c2ff·4b4b4bff·d0d0d0ff·777777ff·b1b1b1ff·ffffffff·c7c7c7ff·5f5f5fff·edededff·555555ff·e4e4e4ff·ffffffff·878787ff·8f8f8fff·ffffffff·ffffffff·ffffffff·a0a0a0ff·989898ff·ffffffff·a4a4a4ff·7e7e7eff·ffffffff·696969ff·c3c3c3ff·c7c7c7ff·545454ff·bababaff·e6e6e6ff·7a7a7aff·f3f3f3ff·ffffffff·ffffffff·fefefeff·7c7c7cff·7a7a7aff·747474ff·878787ff·fefefeff·949494ff·c4c4c4ff·d7d7d7ff·292929ff·858585ff·abababff·d9d9d9ff·ffffffff·c1c1c1ff·595959ff·4f4f4fff·bababaff·ffffffff·868686ff·737373ff·7a7a7aff·7f7f7fff·f3f3f3ff·9a9a9aff·a7a7a7ff·636363ff·b4b4b4ff·ecececff·dadadaff·ffffffff·ffffffff·ffffffff·9f9f9fff·393939ff·9c9c9cff·545454ff·c7c7c7ff·bcbcbcff·6c6c6cff·ffffffff·edededff·646464ff·8f8f8fff·9d9d9dff·b2b2b2ff·e7e7e[·...·truncated·by·diffoscope;·len:·397,·SHA:·0a8d01f825a72c72b62658c0f444ccf6eec11ce3932378327e5422a7891b1546·...·]ff·a4a4a4ff·717171ff·989898ff·fcfcfcff·686868ff·d8d8d8ff·ffffffff·ffffffff·ffffffff·eeeeeeff·edededff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b6bfbfff·680000ff·ff0000ff·ff0000ff·ff0000ff·ff0000ff·6c0000ff·b2bbbbff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·a2a2a2ff·a6a6a6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00· |
| 248 | ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·939393ff·b6b6b6ff·ffffffff·ffffffff·edededff·edededff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f9f9f9ff·cacacaff·f8f8f8ff·ffffffff·d0d0d0ff·d0d0d0ff·d6d6d6ff·e7e7e7ff·ffffffff·fdfdfdff·c5c5c5ff·f1f1f1ff·cbcbcbff·f7f7f7ff·ffffffff·ebebebff·c9c9c9ff·ffffffff·ffffffff·ffffffff·e6e6e6ff·767676ff·f7f7f7ff·e3e3e3ff·d7d7d7ff·ffffffff·d0d0d0ff·ebebebff·ffffffff·bcbcbcff·b1b1b1ff·eeeeeeff·c4c4c4ff·f9f9f9ff·ffffffff·ffffffff·ffffffff·f7f7f7ff·b1b1b1ff·b6b6b6ff·fafafaff·ffffffff·cfcfcfff·e5e5e5ff·e7e7e7ff·a8a8a8ff·a7a7a7ff·a3a3a3ff·d7d7d7ff·ffffffff·c3c3c3ff·a7a7a7ff·a8a8a8ff·bebebeff·f | 248 | ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·939393ff·b6b6b6ff·ffffffff·ffffffff·edededff·edededff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f9f9f9ff·cacacaff·f8f8f8ff·ffffffff·d0d0d0ff·d0d0d0ff·d6d6d6ff·e7e7e7ff·ffffffff·fdfdfdff·c5c5c5ff·f1f1f1ff·cbcbcbff·f7f7f7ff·ffffffff·ebebebff·c9c9c9ff·ffffffff·ffffffff·ffffffff·e6e6e6ff·767676ff·f7f7f7ff·e3e3e3ff·d7d7d7ff·ffffffff·d0d0d0ff·ebebebff·ffffffff·bcbcbcff·b1b1b1ff·eeeeeeff·c4c4c4ff·f9f9f9ff·ffffffff·ffffffff·ffffffff·f7f7f7ff·b1b1b1ff·b6b6b6ff·fafafaff·ffffffff·cfcfcfff·e5e5e5ff·e7e7e7ff·a8a8a8ff·a7a7a7ff·a3a3a3ff·d7d7d7ff·ffffffff·c3c3c3ff·a7a7a7ff·a8a8a8ff·bebebeff·ffffffff·fafafaff·b5b5b5ff·b2b2b2ff·f8f8f8ff·fdfdfdff·c6c6c6ff·a5a5a5ff·c6c6c6ff·ffffffff·9b9b9bff·888888ff·ffffffff·ffffffff·ffffffff·9b9b9bff·818181ff·aeaeaeff·c8c8c8ff·ffffffff·e9e9e9ff·d1d1d1ff·ffffffff·ffffffff·eeeeeeff·aeaeaeff·abababff·ddddddff·fffff[·...·truncated·by·diffoscope;·len:·378,·SHA:·b0fcf37148beda0a6c3d60cb43e6348fe24cd99023947534fc582f0d6ce4979d·...·]fff·ffffffff·cececeff·a6a6a6ff·bbbbbbff·fcfcfcff·d4d4d4ff·7f7f7fff·fcfcfcff·ffffffff·ffffffff·ffffffff·eeeeeeff·edededff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·d6dbdbff·471212ff·f30000ff·ff0000ff·ff0000ff·f50000ff·491010ff·d3d8d8ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·a2a2a2ff·a6a6a6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00· |
| 249 | ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·939393ff·b6b6b6ff·ffffffff·ffffffff·edededff·edededff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·dcdcdcff·f5f5f5ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c5c5c5ff·e9e9e9ff·ffffffff·ffffffff·ffffffff·9b9b9bff·969696ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e7e7e7ff·e9e9e9ff·ffffffff·ffffffff·ffffffff·ffffffff·eeeeeeff·edededff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fefefeff·7e7e7eff·570000ff·ba0000ff·bc0000ff·590000ff·7a7a7aff·fdfefeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·a2a2a2ff·a6a6a6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00· | 249 | ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·939393ff·b6b6b6ff·ffffffff·ffffffff·edededff·edededff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·dcdcdcff·f5f5f5ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c5c5c5ff·e9e9e9ff·ffffffff·ffffffff·ffffffff·9b9b9bff·969696ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e7e7e7ff·e9e9e9ff·ffffffff·ffffffff·ffffffff·ffffffff·eeeeeeff·edededff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fefefeff·7e7e7eff·570000ff·ba0000ff·bc0000ff·590000ff·7a7a7aff·fdfefeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·a2a2a2ff·a6a6a6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00· |
| 250 | 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| 32 | 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| 33 | 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| 35 | 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| 50 | 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| 51 | 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| 53 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·cbcbcbff·ffffffff·ffffffff·ddddddff·575757ff·191919ff·060606ff·161616ff·424242ff·cfcfcfff·ffffffff·ffffffff·fdfdfdff·898989ff·272727ff·060606ff·151515ff·5d5d5dff·e3e3e3ff·ffffffff·ffffffff·ffffffff·3f3f3fff·2b2b2bff·c6c6c6ff·393939ff·080808ff·1f1f1fff·9e9e9eff·ffffffff·b4b4b4ff·313131ff·090909ff·2c2c2cff·b7b7b7ff·ffffffff·ffffffff·ffffffff·dbdbdbff·606060ff·242424ff·090909ff·1a1a1aff·4c4c4cff·d2d2d2ff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·a3a3a3ff·717171ff·171717ff·080808ff·3e3e3eff·cececeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e7e7e7ff·666666ff·1b1b1bff·050505ff·202020ff·808080ff·fbfbfbff·ffffffff·ffffffff·dfdfdfff·000000ff·8a8a8aff·888888ff·1f1f1fff·080808ff·3f3f3fff·d9d9d9ff·fafafaff·777777ff·191919ff·0e0e0eff·505050ff·e9e9e9ff·ffffffff·ffffffff·ffffffff·1f1f1fff·4b4b4bff·aeaeaeff·2d2d2dff·070707ff·212121ff·919191ff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·737373ff·202020ff·050505ff·1a1a1aff·6f6f6fff·f4f4f4ff·ffffffff·ffffffff·ffffffff·f1f1f1ff·646464ff·121212ff·0b0b0bff·474747ff·d9d9d9ff·000000ff·7f7f7fff·ffffffff·ffffffff·ffffffff·b4b4b4ff·2f2f2fff·060606ff·202020ff·8b8b8bff·7f7f7fff·000000ff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·bfbfbfff·000000ff·a6a6a6ff·7a7a7aff·191919ff·0d0d0dff·434343ff·d8d8d8ff·ffffffff·ffffffff·ffffffff·fefefeff·858585ff·1e1e1eff·070707ff·333333ff·bababaff·3f3f3fff·3f3f3fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·8d8d8dff·050505ff·efefefff·ffffffff·ffffffff·5f5f5fff·000000ff·000000ff·000000ff·000000ff·000000ff·dfdfdfff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·bfbfbfff·000000ff·a5a5a5ff·767676ff·181818ff·0b0b0bff·4c4c4cff·e8e8e8ff·f2f2f2ff·656565ff·131313ff·131313ff·606060ff·f3f3f3ff·ffffffff·ffffffff·ffffffff·fefefeff·959595ff·2f2f2fff·080808ff·101010ff·535353ff·ddddddff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·646464ff·0c0c0cff·fbfbfbff·ffffffff·ffffffff·ffffffff·a6a6a6ff·000000ff·c5c5c5ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ecececff·000000ff·777777ff·ffffffff·ffffffff·ffffffff·ffffffff·323232ff·0a0a0aff·fcfcfcff·ffffffff·ffffffff·3f3f3fff·2b2b2bff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·0b0b0bff·5f5f5fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·cececeff·4b4b4bff·151515ff·060606ff·191919ff·4a4a4aff·e3e3e3ff·ffffffff·ffffffff·ffffffff·696969ff·1f1f1fff·fefefeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fffff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| 55 | 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| 56 | 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| 57 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·cbcbcbff·ffffffff·ffffffff·e0e0e0ff·626262ff·171717ff·000000ff·121212ff·6d6d6dff·f2f2f2ff·ffffffff·838383ff·000000ff·e3e3e3ff·ffffffff·ffffffff·ffffffff·ffffffff·434343ff·242424ff·ffffffff·ffffffff·3f3f3fff·2b2b2bff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·4b4b4bff·ffffffff·ffffffff·ffffffff·ffffffff·000000ff·6b6b6bff·ffffffff·ffffffff·6d6d6dff·020202ff·797979ff·b8b8b8ff·c9c9c9ff·cbcbcbff·2f2f2fff·3f3f3fff·ffffffff·ffffffff·bfbfbfff·000000ff·a4a4a4ff·ffffffff·ffffffff·ffffffff·ffffffff·575757ff·101010ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·040404ff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·828282ff·ffffffff·dfdfdfff·000000ff·8b8b8bff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·abababff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·cbcbcbff·ffffffff·ffffffff·1f1f1fff·444444ff·ffffffff·ffffffff·ffffffff·ffffffff·b7b7b7ff·000000ff·b0b0b0ff·ffffffff·242424ff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·626262ff·ffffffff·636363ff·040404ff·ffffffff·ffffffff·ffffffff·ffffffff·f7f7f7ff·000000ff·7f7f7fff·ffffffff·e3e3e3ff·000000ff·848484ff·ffffffff·ffffffff·ffffffff·ffffffff·777777ff·000000ff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·bfbfbfff·000000ff·abababff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·9f9f9fff·ffffffff·a3a3a3ff·000000ff·c4c4c4ff·ffffffff·ffffffff·ffffffff·ffffffff·373737ff·3f3f3fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e6e6e6ff·000000ff·868686ff·ffffffff·ffffffff·ffffffff·ffffffff·6b6b6bff·000000ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·bfbfbfff·000000ff·abababff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·cbcbcbff·ffffffff·ffffffff·ffffffff·7f7f7fff·000000ff·ebebebff·ffffffff·646464ff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·000000ff·222222ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·383838ff·353535ff·ffffffff·ffffffff·ffffffff·ffffffff·d4d4d4ff·000000ff·999999ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fbfbfbff·717171ff·060606ff·000000ff·000000ff·4b4b4bff·646464ff·000000ff·e3e3e3ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e8e8e8ff·000000ff·767676ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·0b0b0bff·5f5f5fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·d2d2d2ff·575757ff·111111ff·000000ff·191919ff·7e7e7eff·fafafaff·ffffffff·ffffffff·ffffffff·f9f9f9ff·000000ff·737373ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fffff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ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·cbcbcbff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·d9d9d9ff·838383ff·030303ff·676767ff·ffffffff·969696ff·000000ff·cacacaff·ffffffff·ffffffff·ffffffff·ffffffff·292929ff·383838ff·ffffffff·ffffffff·3f3f3fff·2b2b2bff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·4b4b4bff·ffffffff·ffffffff·ffffffff·ffffffff·000000ff·6b6b6bff·ffffffff·ffffffff·111111ff·606060ff·ffffffff·ffffffff·ffffffff·ffffffff·1b1b1bff·3f3f3fff·ffffffff·ffffffff·bfbfbfff·000000ff·8c8c8cff·ffffffff·ffffffff·ffffffff·ffffffff·3f3f3fff·232323ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·181818ff·464646ff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·e5e5e5ff·ffffffff·dfdfdfff·000000ff·8b8b8bff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·abababff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·cbcbcbff·ffffffff·ffffffff·1f1f1fff·2c2c2cff·ffffffff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·c3c3c3ff·ffffffff·383838ff·2d2d2dff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·dfdfdfff·ffffffff·767676ff·000000ff·ecececff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·7f7f7fff·ffffffff·f4f4f4ff·010101ff·6c6c6cff·ffffffff·ffffffff·ffffffff·ffffffff·5f5f5fff·000000ff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·bfbfbfff·000000ff·abababff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·9f9f9fff·ffffffff·b6b6b6ff·000000ff·adadadff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·3f3f3fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f9f9f9ff·000000ff·747474ff·ffffffff·ffffffff·ffffffff·ffffffff·6b6b6bff·000000ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·bfbfbfff·000000ff·abababff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·cbcbcbff·ffffffff·ffffffff·ffffffff·7f7f7fff·000000ff·ebebebff·ffffffff·787878ff·010101ff·c4c4c4ff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·cbcbcbff·d2d2d2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·656565ff·0c0c0cff·fbfbfbff·ffffffff·ffffffff·ffffffff·a7a7a7ff·000000ff·c5c5c5ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f3f3f3ff·d2d2d2ff·e6e6e6ff·ffffffff·464646ff·212121ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e8e8e8ff·000000ff·787878ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·0b0b0bff·5f5f5fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fefefeff·d0d0d0ff·707070ff·000000ff·878787ff·ffffffff·ffffffff·ffffffff·e7e7e7ff·000000ff·878787ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fffff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ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·cbcbcbff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·303030ff·353535ff·ffffffff·d8d8d8ff·000000ff·6e6e6eff·ffffffff·ffffffff·ffffffff·cacacaff·000000ff·7b7b7bff·ffffffff·ffffffff·3f3f3fff·2b2b2bff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·4b4b4bff·ffffffff·ffffffff·ffffffff·ffffffff·000000ff·6b6b6bff·ffffffff·ffffffff·121212ff·676767ff·ffffffff·ffffffff·ffffffff·b4b4b4ff·000000ff·3f3f3fff·ffffffff·ffffffff·bfbfbfff·000000ff·333333ff·fefefeff·ffffffff·ffffffff·e0e0e0ff·050505ff·636363ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·646464ff·1a1a1aff·eeeeeeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·8b8b8bff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·abababff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·cbcbcbff·ffffffff·ffffffff·1f1f1fff·010101ff·d0d0d0ff·ffffffff·ffffffff·ffffffff·454545ff·0d0d0dff·f5f5f5ff·ffffffff·848484ff·0a0a0aff·dededeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b7b7b7ff·000000ff·919191ff·ffffffff·ffffffff·ffffffff·858585ff·000000ff·7f7f7fff·ffffffff·ffffffff·373737ff·1a1a1aff·f7f7f7ff·ffffffff·ffffffff·f2f2f2ff·121212ff·000000ff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·bfbfbfff·000000ff·abababff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·9f9f9fff·ffffffff·edededff·070707ff·565656ff·ffffffff·ffffffff·ffffffff·c7c7c7ff·000000ff·3f3f3fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·222222ff·515151ff·ffffffff·ffffffff·ffffffff·ffffffff·727272ff·000000ff·f6f6f6ff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·bfbfbfff·000000ff·abababff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·cbcbcbff·ffffffff·ffffffff·ffffffff·7f7f7fff·000000ff·ebebebff·ffffffff·c4c4c4ff·000000ff·a9a9a9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b6b6b6ff·000000ff·a8a8a8ff·ffffffff·ffffffff·ffffffff·484848ff·1a1a1aff·fcfcfcff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·cdcdcdff·030303ff·909090ff·ffffffff·ffffffff· | 59 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·cbcbcbff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·303030ff·353535ff·ffffffff·d8d8d8ff·000000ff·6e6e6eff·ffffffff·ffffffff·ffffffff·cacacaff·000000ff·7b7b7bff·ffffffff·ffffffff·3f3f3fff·2b2b2bff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·4b4b4bff·ffffffff·ffffffff·ffffffff·ffffffff·000000ff·6b6b6bff·ffffffff·ffffffff·121212ff·676767ff·ffffffff·ffffffff·ffffffff·b4b4b4ff·000000ff·3f3f3fff·ffffffff·ffffffff·bfbfbfff·000000ff·333333ff·fefefeff·ffffffff·ffffffff·e0e0e0ff·050505ff·636363ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·646464ff·1a1a1aff·eeeeeeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·8b8b8bff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·abababff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·cbcbcbff·ffffffff·ffffffff·1f1f1fff·010101ff·d0d0d0ff·ffffffff·ffffffff·ffffffff·454545ff·0d0d0dff·f5f5f5ff·ffffffff·848484ff·0a0a0aff·dededeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b7b7b7ff·000000ff·919191ff·ffffffff·ffffffff·ffffffff·858585ff·000000ff·7f7f7fff·ffffffff·ffffffff·373737ff·1a1a1aff·f7f7f7ff·ffffffff·ffffffff·f2f2f2ff·121212ff·000000ff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·bfbfbfff·000000ff·abababff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·9f9f9fff·ffffffff·edededff·070707ff·565656ff·ffffffff·ffffffff·ffffffff·c7c7c7ff·000000ff·3f3f3fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·222222ff·515151ff·ffffffff·ffffffff·ffffffff·ffffffff·727272ff·000000ff·f6f6f6ff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·5f5f5fff·ffffffff·ffffffff·bfbfbfff·000000ff·abababff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·cbcbcbff·ffffffff·ffffffff·ffffffff·7f7f7fff·000000ff·ebebebff·ffffffff·c4c4c4ff·000000ff·a9a9a9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b6b6b6ff·000000ff·a8a8a8ff·ffffffff·ffffffff·ffffffff·484848ff·1a1a1aff·fcfcfcff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·cdcdcdff·030303ff·909090ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·898989ff·000000ff·b0b0b0ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·0b0b0bff·5f5f5fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·101010ff·555555ff·ffffffff·ffffffff·ffffffff·c5c5c5ff·000000ff·b1b1b1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fffff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| 57 | 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| 58 | 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| 58 | 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| 59 | 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| 60 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fefefeff·f9f9f9ff·fefefeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fefefeff·ffffffff·fafafaff·fefefeff·ffffffff·f | 60 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fefefeff·f9f9f9ff·fefefeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fefefeff·ffffffff·fafafaff·fefefeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fafafaff·fdfdfdff·fafafaff·ffffffff·fbfbfbff·fefefeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fefefeff·ffffffff·ffffffff·ffffffff·fcfcfcff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fefefeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fbfbfbff·fbfbfbff·ffffffff·ffffffff·ffffffff·ffffffff·fdfdfdff·ffffffff·ffffffff·ffffffff·fbfbfbff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fefefeff·ffffffff·fdfdfdff·fefefeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fefefeff·f9f9f9ff·fefefeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fefefeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· |
| 61 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f4f4f4ff·b5b5b5ff·ffffffff·c4c4c4ff·e2e2e2ff·f7f7f7ff·929292ff·b6b6b6ff·f2f2f2ff·ffffffff·cbcbcbff·dededeff·a6a6a6ff·a6a6a6ff·f7f7f7ff·fefefeff·b4b4b4ff·9c9c9cff·e2e2e2ff·b9b9b9ff·8 | 61 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f4f4f4ff·b5b5b5ff·ffffffff·c4c4c4ff·e2e2e2ff·f7f7f7ff·929292ff·b6b6b6ff·f2f2f2ff·ffffffff·cbcbcbff·dededeff·a6a6a6ff·a6a6a6ff·f7f7f7ff·fefefeff·b4b4b4ff·9c9c9cff·e2e2e2ff·b9b9b9ff·858585ff·e1e1e1ff·919191ff·d3d3d3ff·ffffffff·ffffffff·f3f3f3ff·f2f2f2ff·ffffffff·eeeeeeff·ffffffff·f8f8f8ff·edededff·d2d2d2ff·ddddddff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·cfcfcfff·d6d6d6ff·c4c4c4ff·828282ff·b8b8b8ff·aeaeaeff·adadadff·e4e4e4ff·e6e6e6ff·808080ff·fefefeff·ffffffff·edededff·c9c9c9ff·c7c7c7ff·989898ff·dadadaff·ffffffff·d7d7d7ff·a3a3a3ff·c4c4c4ff·ffffffff·ffffffff·efefefff·f9f9f9ff·fafafaff·f1f1f1ff·ffffffff·f1f1f1ff·f2f2f2ff·c2c2c2ff·f3f3f3ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·cfcfcfff·ddddddff·dcdcdcff·d2d2d2ff·f7f7f7ff·f4f4f4ff·ffffffff·eeeeeeff·f9f9f9ff·f5f5f5ff·f2f2f2ff·dfdfdfff·f4f4f4ff·f0f0f0ff·ffffffff·f9f9f9ff·eeeeeeff·fefefeff·ffffffff·c9c9c9ff·ddddddff·fafafaff·b4b4b4ff·ffffffff·bfbfbfff·a2a2a2ff·cececeff·ffffffff·f6f6f6ff·c3c3c3ff·d1d1d1ff·979797ff·cdcdcdff·ffffffff·e2e2e2ff·a6a6a6ff·b9b9b9ff·ffffffff·ffffffff·f1f1f1ff·f5f5f5ff·fdfdfdff·efefefff·ffffffff·f5f5f5ff·f0f0f0ff·c9c9c9ff·e8e8e8ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·dcdcdcff·8a8a8aff·f4f4f4ff·7f7f7fff·f9f9f9ff·edededff·fdfdfdff·fdfdfdff·dadadaff·bdbdbdff·e2e2e2ff·b6b6b6ff·a5a5a5ff·e3e3e3ff·fdfdfdff·efefefff·ffffffff·f3f3f3ff·bcbcbcff·e5e5e5ff·ffffffff·b1b1b1ff·ffffffff·ccccccff·d9d9d9ff·fdfdfdff·979797ff·b5b5b5ff·ecececff·ffffffff·d3d3d3ff·dadadaff·aeaeaeff·a0a0a0ff·f2f2f2ff·ffffffff·bfbfbfff·999999ff·ffffffff·efefefff·888888ff·f7f7f7ff·ffffffff·f9f9f9ff·eeeeeeff·ffffffff·efefefff·fdfdfdff·ffffffff·ebebebff·e7e7e7ff·c7c7c7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· |
| 62 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f0f0f0ff·9b9b9bff·ffffffff·afafafff·dadadaff·f5f5f5ff·7a7a7aff·c0c0c0ff·f7f7f7ff·fefefeff·a0a0a0ff·ccccccff·b9b9b9ff·b3b3b3ff·dadadaff·f5f5f5ff·a0a0a0ff·d0d0d0ff·b8b8b8ff·fcfcfcff·8f8f8fff·fafafaff·f4f4f4ff·919191ff·fafafaff·eeeeeeff·858585ff·cacacaff·acacacff·919191ff·b0b0b0ff·9f9f9fff·c1c1c1ff·e1e1e1ff·a7a7a7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·bdbdbdff·c7c7c7ff·ffffffff·979797ff·fafafaff·979797ff·a4a4a4ff·ecececff·b0b0b0ff·757575ff·d7d7d7ff·ffffffff·bcbcbcff·c9c9c9ff·9d9d9dff·e3e3e3ff·a1a1a1ff·ffffffff·ffffffff·d6d6d6ff·a3a3a3ff·ffffffff·d0d0d0ff·8a8a8aff·d9d9d9ff·999999ff·919191ff·b8b8b8ff·9d9d9dff·d3d3d3ff·c3c3c3ff·c7c7c7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·bdbdbdff·929292ff·929292ff·aeaeaeff·999999ff·939393ff·b2b2b2ff·8f8f8fff·d5d5d5ff·898989ff·c8c8c8ff·b5b5b5ff·d6d6d6ff·8d8d8dff·aaaaaaff·a1a1a1ff·979797ff·bbbbbbff·ffffffff·b5b5b5ff·d3d3d3ff·f9f9f9ff·999999ff·ffffffff·a9a9a9ff·9d9d9dff·d9d9d9ff·ffffffff·cececeff·bdbdbdff·a2a2a2ff·e2e2e2ff·9a9a9aff·ffffffff·ffffffff·e7e7e7ff·979797ff·ffffffff·dfdfdfff·868686ff·d5d5d5ff·a1a1a1ff·919191ff·b6b6b6ff·9d9d9dff·cacacaff·d3d3d3ff·b6b6b6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·d6d6d6ff·6e6e6eff·a4a4a4ff·747474ff·b9b9b9ff·9e9e9eff·a9a9a9ff·a8a8a8ff·979797ff·9b9b9bff·b3b3b3ff·838383ff·b0b0b0ff·b3b3b3ff·a3a3a3ff·919191ff·b5b5b5ff·a0a0a0ff·808080ff·dcdcdcff·ffffffff·969696ff·ffffffff·bababaff·ccccccff·fdfdfdff·7e7e7eff·bcbcbcff·f2f2f2ff·ffffffff·a1a1a1ff·d0d0d0ff·aeaeaeff·c3c3c3ff·c8c8c8ff·ffffffff·f6f6f6ff·999999ff·fcfcfcff·afafafff·858585ff·f2f2f2ff·fefefeff·949494ff·b2b2b2ff·c3c3c3ff·919191ff·a1a1a1ff·abababff·b1b1b1ff·ecececff·9d9d9dff·fafafaff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· | ||
| 63 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·8f8f8fff·e9e9e9ff·a8a8a8ff·c3c3c3ff·e3e3e3ff·888888ff·dbdbdbff·f9f9f9ff·fbfbfbff·9d9d9dff·dbdbdbff·a7a7a7ff·a5a5a5ff·d9d9d9ff·e9e9e9ff·9d9d9dff·b7b7b7ff·c7c7c7ff·c6c6c6ff·b7b7b7ff·f5f5f5ff·8b8b8bff·cdcdcdff·ffffffff·f6f6f6ff·abababff·949494ff·7d7d7dff·9c9c9cff·a5a5a5ff·999999ff·eeeeeeff·ebebebff·9f9f9fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·bcbcbcff·b2b2b2ff·eeeeeeff·949494ff·f8f8f8ff·e5e5e5ff·a9a9a9ff·909090ff·7b7b7bff·919191ff·919191ff·ffffffff·b3b3b3ff·d5d5d5ff·a0a0a0ff·c2c2c2ff·abababff·edededff·dbdbdbff·868686ff·e7e7e7ff·ffffffff·e5e5e5ff·9a9a9aff·999999ff·787878ff·9e9e9eff·9f9f9fff·b1b1b1ff·f3f3f3ff·c8c8c8ff·bfbfbfff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·bcbcbcff·bcbcbcff·bebebeff·9b9b9bff·7b7b7bff·9d9d9dff·c9c9c9ff·999999ff·acacacff·b1b1b1ff·959595ff·a5a5a5ff·a4a4a4ff·969696ff·808080ff·9e9e9eff·dbdbdbff·a1a1a1ff·ffffffff·b3b3b3ff·bcbcbcff·e8e8e8ff·8e8e8eff·e9e9e9ff·a5a5a5ff·b6b6b6ff·e8e8e8ff·ffffffff·c5c5c5ff·c7c7c7ff·aaaaaaff·c2c2c2ff·a2a2a2ff·eeeeeeff·e6e6e6ff·868686ff·dbdbdbff·ffffffff·efefefff·a2a2a2ff·999999ff·787878ff·9e9e9eff·a2a2a2ff·a5a5a5ff·f1f1f1ff·dcdcdcff·acacacff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·d2d2d2ff·9c9c9cff·949494ff·9e9e9eff·969696ff·c8c8c8ff·909090ff·909090ff·c2c2c2ff·989898ff·a7a7a7ff·a6a6a6ff·d2d2d2ff·9d9d9dff·7b7b7bff·9f9f9fff·a1a1a1ff·adadadff·9a9a9aff·dadadaff·ffffffff·8c8c8cff·e8e8e8ff·b1b1b1ff·b7b7b7ff·eaeaeaff·898989ff·d9d9d9ff·f6f6f6ff·ffffffff·9b9b9bff·dfdfdfff·a2a2a2ff·aeaeaeff·ccccccff·f0f0f0ff·edededff·898989ff·e7e7e7ff·929292ff·676767ff·d8d8d8ff·fefefeff·bebebeff·8e8e8eff·8c8c8cff·8e8e8eff·a6a6a6ff·8e8e8eff·e5e5e5ff·fafafaff·9b9b9bff·f6f6f6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· | ||
| 64 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f | 62 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f0f0f0ff·9b9b9bff·ffffffff·afafafff·dadadaff·f5f5f5ff·7a7a7aff·c0c0c0ff·f7f7f7ff·fefefeff·a0a0a0ff·ccccccff·b9b9b9ff·b3b3b3ff·dadadaff·f5f5f5ff·a0a0a0ff·d0d0d0ff·b8b8b8ff·fcfcfcff·8f8f8fff·fcfcfcff·c0c0c0ff·c5c5c5ff·ffffffff·edededff·858585ff·cacacaff·acaca[·...·truncated·by·diffoscope;·len:·1873,·SHA:·c3512102e089bca05cd1debf7abbb0f80e6ac553570cdaa5f93100d9226a01a1·...·]ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· |
| 63 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·8f8f8fff·e9e9e9ff·a8a8a8ff·c3c3c3ff·e3e3e3ff·888888ff·dbdbdbff·f9f9f9ff·fbfbfbff·9d9d9dff·dbdbdbff·a7a7a7ff·a5a5a5ff·d9d9d9ff·e9e9e9ff·9d9d9dff·b7b7b7ff·c7c7c7ff·c6c6c6ff·b6b6b6ff·ffffffff·afafafff·b4b4b4ff·ffffffff·f6f6f6ff·abababff·949494ff·7d7d7dff·9c9c9cff·a5a5a5ff·999999ff·eeeeeeff·ebebebff·9f9f9fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·bcbcbcff·b2b2b2ff·eeeeeeff·949494ff·f8f8f8ff·e5e5e5ff·a9a9a9ff·909090ff·7b7b7bff·919191ff·919191ff·ffffffff·b3b3b3ff·d5d5d5ff·a0a0a0ff·c2c2c2ff·abababff·edededff·dbdbdbff·868686ff·e7e7e7ff·ffffffff·e5e5e5ff·9a9a9aff·999999ff·787878ff·9e9e9eff·9f9f9fff·b1b1b1ff·f3f3f3ff·c8c8c8ff·bfbfbfff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·bcbcbcff·bcbcbcff·bebebeff·9b9b9bff·7b7b7bff·9d9d9dff·c9c9c9ff·999999ff·acacacff·b1b1b1ff·959595ff·a5a5a5ff·a4a4a4ff·969696ff·808080ff·9e9e9eff·dbdbdbff·a1a1a1ff·ffffffff·b3b3b3ff·bcbcbcff·e8e8e8ff·8e8e8eff·e9e9e9ff·a5a5a5ff·b6b6b6ff·e8e8e8ff·ffffffff·c5c5c5ff·c7c7c7ff·aaaaaaff·c2c2c2ff·a2a2a2ff·eeeeeeff·e6e6e6ff·868686ff·dbdbdbff·ffffffff·efefefff·a2a2a2ff·999999ff·787878ff·9e9e9eff·a2a2a2ff·a5a5a5ff·f1f1f1ff·dcdcdcff·acacacff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·d2d2d2ff·9c9c9cff·949494ff·9e9e9eff·969696ff·c8c8c8ff·909090ff·909090ff·c2c2c2ff·989898ff·a7a7a7ff·a6a6a6ff·d2d2d2ff·9d9d9dff·7b7b7bff·9f9f9fff·a1a1a1ff·adadadff·9a9a9aff·dadadaff·ffffffff·8c8c8cff·e8e8e8ff·b1b1b1ff·b7b7b7ff·eaeaeaff·898989ff·d9d9d9ff·f6f6f6ff·ffffffff·9b9b9bff·dfdfdfff·a2a2a2ff·aeaeaeff·ccccccff·f0f0f0ff·edededff·898989ff·e7e7e7ff·929292ff·676767ff·d8d8d8ff·fefefeff·bebebeff·8e8e8eff·8c8c8cff·8e8e8eff·a6a6a6ff·8e8e8eff·e5e5e5ff·fafafaff·9b9b9bff·f6f6f6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· | ||
| 64 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fcfcfcff·b5b5b5ff·b6b6b6ff·cacacaff·aeaeaeff·cbcbcbff·b7b7b7ff·bababaff·f1f1f1ff·ffffffff·b2b2b2ff·e8e8e8ff·c5c5c5ff·c9c9c9ff·ecececff·e1e1e1ff·d8d8d8ff·b9b9b9ff·fbfbfbff·d6d6d6ff·f2f2f2ff·fcfcfcff·b2b2b2ff·b6b6b6ff·fefefeff·f8f8f8ff·c1c1c1ff·cdcdcdff·e4e4e4ff·bbbbbbff·eaeaeaff·cdcdcdff·c2c2c2ff·cececeff·c7c7c7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e4e4e4ff·acacacff·c7c7c7ff·d4d4d4ff·fdfdfdff·cececeff·b8b8b8ff·d5d5d5ff·d8d8d8ff·fdfdfdff·cececeff·fefefeff·dcdcdcff·bfbfbfff·e4e4e4ff·b4b4b4ff·f0f0f0ff·d8d8d8ff·cdcdcdff·aeaeaeff·d7d7d7ff·ffffffff·eaeaeaff·b9b9b9ff·dededeff·d5d5d5ff·c0c0c0ff·f1f1f1ff·bdbdbdff·d4d4d4ff·b8b8b8ff·e4e4e4ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e4e4e4ff·ebebebff·eaeaeaff·e4e4e4ff·cfcfcfff·c6c6c6ff·e3e3e3ff·bbbbbbff·d8d8d8ff·c4c4c4ff·cbcbcbff·dcdcdcff·dfdfdfff·bababaff·c9c9c9ff·d9d9d9ff·efefefff·d9d9d9ff·ffffffff·dededeff·adadadff·c9c9c9ff·b7b7b7ff·b7b7b7ff·cacacaff·b4b4b4ff·cfcfcfff·ffffffff·eaeaeaff·b3b3b3ff·eeeeeeff·b3b3b3ff·ebebebff·d9d9d9ff·d6d6d6ff·aaaaaaff·cfcfcfff·ffffffff·f1f1f1ff·bcbcbcff·d6d6d6ff·ddddddff·bcbcbcff·efefefff·c4c4c4ff·cbcbcbff·c2c2c2ff·d6d6d6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ebebebff·e1e1e1ff·ffffffff·d7d7d7ff·e8e8e8ff·b3b3b3ff·dededeff·dcdcdcff·b2b2b2ff·d5d5d5ff·dcdcdcff·d9d9d9ff·ebebebff·ddddddff·ddddddff·bcbcbcff·eeeeeeff·c2c2c2ff·b6b6b6ff·f2f2f2ff·ffffffff·bababaff·b4b4b4ff·cbcbcbff·adadadff·c7c7c7ff·bbbbbbff·bababaff·ecececff·ffffffff·bbbbbbff·dfdfdfff·ccccccff·c2c2c2ff·efefefff·dededeff·d9d9d9ff·a5a5a5ff·e6e6e6ff·ffffffff·d3d3d3ff·f8f8f8ff·ffffffff·cdcdcdff·c0c0c0ff·ecececff·bebebeff·dadadaff·e1e1e1ff·b6b6b6ff·dfdfdfff·b1b1b1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· | ||
| 65 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fcfcfcff·fbfbfbff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f8f8f8ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f6f6f6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f6f6f6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f6f6f6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f6f6f6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f9f9f9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fefefeff·fbfbfbff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· | 65 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fcfcfcff·fbfbfbff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f8f8f8ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f6f6f6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f6f6f6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f6f6f6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f6f6f6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f9f9f9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fefefeff·fbfbfbff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· 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| 66 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f9f9f9ff·b7b7b7ff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bcbcbcff·bcbcbcff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bcbcbcff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bdbdbdff·fefefeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c5c5c5ff·bababaff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bcbcbcff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bcbcbcff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bcbcbcff·b4b4b4ff·f2f2f2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c5c5c5ff·bababaff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bcbcbcff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bcbcbcff·bbbbbbff·bbbbbbff·bcbcbcff·b4b4b4ff·f2f2f2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·dadadaff·b6b6b6ff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bcbcbcff·bcbcbcff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bcbcbcff·b5b5b5ff·dfdfdfff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· | 66 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f9f9f9ff·b7b7b7ff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bcbcbcff·bcbcbcff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bcbcbcff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bdbdbdff·fefefeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c5c5c5ff·bababaff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bcbcbcff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bcbcbcff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bcbcbcff·b4b4b4ff·f2f2f2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c5c5c5ff·bababaff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bcbcbcff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bcbcbcff·bbbbbbff·bbbbbbff·bcbcbcff·b4b4b4ff·f2f2f2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·dadadaff·b6b6b6ff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bcbcbcff·bcbcbcff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bbbbbbff·bcbcbcff·b5b5b5ff·dfdfdfff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· |
| 67 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f6f6f6ff·aaaaaaff·a7a7a7ff·f3f3f3ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f8f8ff·f2fafaff·f2f3f3ff·f2f2f2ff·f2f2f2ff·f3f3f3ff·adadadff·f9f9f9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·aeaeaeff·f0f0f0ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f3f3ff·f2f2f3ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f3f3ff·f3f3f4ff·f3f3f5ff·f3f3f3ff·f3f2f3ff·f4f3f4ff·f2f2f3ff·f2f2f2ff·f4f2f3ff·f7f2f5ff·f3f2f3ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f3f3f3ff·bdbdbdff·e1e1e1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·aeaeaeff·f0f0f0ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f3f3ff·f2f3f3ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f3f3ff·f3f3f4ff·f3f3f5ff·f3f3f3ff·f3f2f3ff·f4f3f4ff·f3f2f3ff·f2f2f2ff·f4f2f3ff·f7f2f5ff·f4f2f3ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f3f3f3ff·bdbdbdff·e1e1e1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·bebebeff·dcdcdcff·f3f3f3ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f3f3ff·f2f9f9ff·f2f9f9ff·f2f3f3ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f3f3f3ff·d6d6d6ff·c5c5c5ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· | 67 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f6f6f6ff·aaaaaaff·a7a7a7ff·f3f3f3ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f8f8ff·f2fafaff·f2f3f3ff·f2f2f2ff·f2f2f2ff·f3f3f3ff·adadadff·f9f9f9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·aeaeaeff·f0f0f0ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f3f3ff·f2f2f3ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f3f3ff·f3f3f4ff·f3f3f5ff·f3f3f3ff·f3f2f3ff·f4f3f4ff·f2f2f3ff·f2f2f2ff·f4f2f3ff·f7f2f5ff·f3f2f3ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f3f3f3ff·bdbdbdff·e1e1e1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·aeaeaeff·f0f0f0ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f3f3ff·f2f3f3ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f3f3ff·f3f3f4ff·f3f3f5ff·f3f3f3ff·f3f2f3ff·f4f3f4ff·f3f2f3ff·f2f2f2ff·f4f2f3ff·f7f2f5ff·f4f2f3ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f3f3f3ff·bdbdbdff·e1e1e1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·bebebeff·dcdcdcff·f3f3f3ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f3f3ff·f2f9f9ff·f2f9f9ff·f2f3f3ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f2f2f2ff·f3f3f3ff·d6d6d6ff·c5c5c5ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· 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ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·efefefff·bebebeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffd2d1ff·ffbebdff·fffefeff·ffffffff·ffffffff·ffffffff·b7b7b7ff·f9f9f9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b5b5b5ff·fefefeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fdfef7ff·f9fbebff·ffffffff·fcfffaff·f7fff3ff·ffffffff·ffffffff·f4fff9ff·d9ffe8ff·fafffdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c9c9c9ff·e2e2e2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b5b5b5ff·fefefeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fefef9ff·f9fbebff·fffffcff·fefffdff·f6fef2ff·ffffffff·ffffffff·fafffcff·d9ffe8ff·f5fff9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c9c9c9ff·e2e2e2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c2c2c2ff·eaeaeaff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffc3c3ff·ffc6c6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e3e3e3ff·c8c8c8ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· | 68 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·efefefff·bebebeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffd2d1ff·ffbebdff·fffefeff·ffffffff·ffffffff·ffffffff·b7b7b7ff·f9f9f9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b5b5b5ff·fefefeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fdfef7ff·f9fbebff·ffffffff·fcfffaff·f7fff3ff·ffffffff·ffffffff·f4fff9ff·d9ffe8ff·fafffdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c9c9c9ff·e2e2e2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b5b5b5ff·fefefeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fefef9ff·f9fbebff·fffffcff·fefffdff·f6fef2ff·ffffffff·ffffffff·fafffcff·d9ffe8ff·f5fff9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c9c9c9ff·e2e2e2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c2c2c2ff·eaeaeaff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffc3c3ff·ffc6c6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e3e3e3ff·c8c8c8ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· 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| 69 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·efefefff·bdbdbdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffd6d4ff·ff1d16ff·ff0300ff·ffb3b0ff·ffffffff·ffffffff·ffffffff·b6b6b6ff·f9f9f9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b7b7b7ff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fff4f3ff·ff8986ff·ff665bff·ff9e92ff·fffbfaff·fffefeff·ffffffff·ffffffff·fdfbf5ff·ebdd9cff·e4d785ff·d6dc81ff·e3edb7ff·c3f6b0ff·aff69dff·ccfac4ff·defee4ff·97ffbeff·7cffafff·a0ffc7ff·c9ffe4ff·f1fefaff·c8fcefff·e0fdf6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c8c8c8ff·e2e2e2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b7b7b7ff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fffbfbff·ff9693ff·ff675dff·ff8e80ff·fff7f6ff·fffdfdff·ffffffff·ffffffff·fefefbff·ede1a6ff·e5d686ff·d7db80ff·e1eaadff·cbf7b7ff·aff59bff·c6f9bdff·e2fee5ff·a1ffc3ff·7cffafff·9affc2ff·c3ffe1ff·f1fff9ff·cefcf1ff·d8fcf3ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c8c8c8ff·e2e2e2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c2c2c2ff·e9e9e9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffbebeff·ff0303ff·ff0606ff·ffd4d4ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e2e2e2ff·c8c8c8ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· | 69 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·efefefff·bdbdbdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffd6d4ff·ff1d16ff·ff0300ff·ffb3b0ff·ffffffff·ffffffff·ffffffff·b6b6b6ff·f9f9f9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b7b7b7ff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fff4f3ff·ff8986ff·ff665bff·ff9e92ff·fffbfaff·fffefeff·ffffffff·ffffffff·fdfbf5ff·ebdd9cff·e4d785ff·d6dc81ff·e3edb7ff·c3f6b0ff·aff69dff·ccfac4ff·defee4ff·97ffbeff·7cffafff·a0ffc7ff·c9ffe4ff·f1fefaff·c8fcefff·e0fdf6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c8c8c8ff·e2e2e2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b7b7b7ff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fffbfbff·ff9693ff·ff675dff·ff8e80ff·fff7f6ff·fffdfdff·ffffffff·ffffffff·fefefbff·ede1a6ff·e5d686ff·d7db80ff·e1eaadff·cbf7b7ff·aff59bff·c6f9bdff·e2fee5ff·a1ffc3ff·7cffafff·9affc2ff·c3ffe1ff·f1fff9ff·cefcf1ff·d8fcf3ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c8c8c8ff·e2e2e2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c2c2c2ff·e9e9e9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffbebeff·ff0303ff·ff0606ff·ffd4d4ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e2e2e2ff·c8c8c8ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· 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| 70 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·efefefff·bdbdbdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fff6f6ff·ff4739ff·ff0b02ff·ff0c04ff·ffb3b1ff·ffc2c2ff·ffc7c7ff·ffffffff·b6b6b6ff·f9f9f9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·d9d9d9ff·a1a1a1ff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fff4f4ff·ff6864ff·ff0000ff·ff1907ff·ff4523ff·ff8c62ff·ffa976ff·ffc087ff·ffdec1ff·f9f7e6ff·e2cf71ff·e0cf6eff·cde081ff·c7e78aff·b4f193ff·aaf599ff·a8f698ff·9afcaaff·83ffb0ff·83ffb3ff·7affb4ff·73ffb7ff·79fcc7ff·52f6c8ff·61f6cfff·c9f9f2ff·edfdfbff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c8c8c8ff·e2e2e2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·d9d9d9ff·a1a1a1ff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fff9f9ff·ff8380ff·ff0000ff·ff1203ff·ff3f1dff·ff845dff·ffa471ff·ffbf87ff·ffd6b2ff·fcfaf1ff·e3d279ff·e1ce6cff·d0de7fff·c7e688ff·b7f093ff·aaf599ff·a8f697ff·9bfba5ff·84ffaeff·83ffb3ff·7cffb3ff·72ffb6ff·7bfcc5ff·57f7c9ff·58f5ccff·bef9efff·e8fcfaff·feffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c8c8c8ff·e2e2e2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c5c5c5ff·e9e9e9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ff6262ff·ff0000ff·ff0000ff·ff8080ff·fffcfcff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e2e2e2ff·c8c8c8ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· | 70 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·efefefff·bdbdbdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fff6f6ff·ff4739ff·ff0b02ff·ff0c04ff·ffb3b1ff·ffc2c2ff·ffc7c7ff·ffffffff·b6b6b6ff·f9f9f9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·d9d9d9ff·a1a1a1ff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fff4f4ff·ff6864ff·ff0000ff·ff1907ff·ff4523ff·ff8c62ff·ffa976ff·ffc087ff·ffdec1ff·f9f7e6ff·e2cf71ff·e0cf6eff·cde081ff·c7e78aff·b4f193ff·aaf599ff·a8f698ff·9afcaaff·83ffb0ff·83ffb3ff·7affb4ff·73ffb7ff·79fcc7ff·52f6c8ff·61f6cfff·c9f9f2ff·edfdfbff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c8c8c8ff·e2e2e2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·d9d9d9ff·a1a1a1ff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fff9f9ff·ff8380ff·ff0000ff·ff1203ff·ff3f1dff·ff845dff·ffa471ff·ffbf87ff·ffd6b2ff·fcfaf1ff·e3d279ff·e1ce6cff·d0de7fff·c7e688ff·b7f093ff·aaf599ff·a8f697ff·9bfba5ff·84ffaeff·83ffb3ff·7cffb3ff·72ffb6ff·7bfcc5ff·57f7c9ff·58f5ccff·bef9efff·e8fcfaff·feffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c8c8c8ff·e2e2e2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c5c5c5ff·e9e9e9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ff6262ff·ff0000ff·ff0000ff·ff8080ff·fffcfcff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e2e2e2ff·c8c8c8ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· 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| 150 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fdfdfdff·e0e0e0ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e5e5e5ff·f4f4f4ff·c3c3c3ff·f0f0f0ff·ffffffff·f0f0f0ff·c3c3c3ff·e8e8e8ff·edededff·c4c4c4ff·eaeaeaff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e4e4e4ff·fefefeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e3e3e3ff·ddddddff·f7f7f7ff·d1d1d1ff·dededeff·bfbfbfff·dbdbdbff·fdfdfdff·d1d1d1ff·cdcdcdff·fcfcfcff·ffffffff·eaeaeaff·f5f5f5ff·cfcfcfff·dbdbdbff·ffffffff·ffffffff·d5d5d5ff·d1d1d1ff·fbfbfbff·cacacaff·d8d8d8ff·fefefeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ecececff·f3f3f3ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f7f7f7ff·cacacaff·d6d6d6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·efefefff·fbfbfbff·ffffffff·ffffffff·ffffffff·ffffffff·f5f5f5ff·e7e7e7ff·ffffffff·e1e1e1ff·c2c2c2ff·dbdbdbff·ffffffff·ffffffff·ffffffff·ffffffff·e9e9e9ff·f5f5f5ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f4f4f4ff·ecececff·ffffffff·edededff·e9e9e9ff·f4f4f4ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e9e9e9ff·f6f6f6ff·cdcdcdff·ddddddff·ffffffff·ffffffff·d9d9d9ff·cfcfcfff·ffffffff·f3f3f3ff·d4d4d4ff·f4f4f4ff·c5c5c5ff·e3e3e3ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e6e6e6ff·fafafaff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fdfdfdff·edededff·ffffffff·ffffffff·f2f2f2ff·c6c6c6ff·e0e0e0ff·d7d7d7ff·eeeeeeff·e7e7e7ff·e6e6e6ff·c1c1c1ff·d1d1d1ff·ffffffff·ffffffff·e5e5e5ff·fefefeff·e4e4e4ff·dfdfdfff·ffffffff·fbfbfbff·c3c3c3ff·eaeaeaff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ebebebff·f4f4f4ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· | ||
| 151 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f7f7f7ff·9a9a9aff·cdcdcdff·b9b9b9ff·eaeaeaff·afafafff·ccccccff·cececeff·acacacff·bbbbbbff·b7b7b7ff·f3f3f3ff·b9b9b9ff·d1d1d1ff·d4d4d4ff·a8a8a8ff·d0d0d0ff·ffffffff·e5e5e5ff·b1b1b1ff·b1b1b1ff·b4b4b4ff·a3a3a3ff·ffffffff·efefefff·d2d2d2ff·919191ff·f1f1f1ff·b1b1b1ff·a0a0a0ff·ffffffff·e8e8e8ff·afafafff·e5e5e5ff·cbcbcbff·b6b6b6ff·ecececff·b4b4b4ff·d0d0d0ff·b7b7b7ff·dbdbdbff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·afafafff·7a7a7aff·bbbbbbff·737373ff·a3a3a3ff·c8c8c8ff·9f9f9fff·abababff·8a8a8aff·d0d0d0ff·fdfdfdff·fdfdfdff·a7a7a7ff·cacacaff·a7a7a7ff·9b9b9bff·f2f2f2ff·e6e6e6ff·9b9b9bff·9a9a9aff·d3d3d3ff·cdcdcdff·878787ff·f5f5f5ff·fafafaff·b6b6b6ff·cececeff·e1e1e1ff·afafafff·e1e1e1ff·cbcbcbff·b8b8b8ff·d7d7d7ff·b4b4b4ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b7b7b7ff·959595ff·dbdbdbff·d0d0d0ff·a8a8a8ff·d5d5d5ff·dcdcdcff·afafafff·e7e7e7ff·c3c3c3ff·c0c0c0ff·8b8b8bff·abababff·b9b9b9ff·c4c4c4ff·cacacaff·bbbbbbff·d5d5d5ff·b1b1b1ff·ffffffff·a6a6a6ff·a8a8a8ff·dededeff·bfbfbfff·afafafff·bababaff·c2c2c2ff·b4b4b4ff·909090ff·cbcbcbff·e5e5e5ff·afafafff·dfdfdfff·cacacaff·8d8d8dff·bbbbbbff·bebebeff·898989ff·bbbbbbff·d2d2d2ff·b4b4b4ff·b5b5b5ff·edededff·b5b5b5ff·afafafff·f6f6f6ff·fdfdfdff·a6a6a6ff·c8c8c8ff·aaaaaaff·9b9b9bff·f3f3f3ff·ecececff·9d9d9dff·a5a5a5ff·dcdcdcff·b1b1b1ff·838383ff·f7f7f7ff·bdbdbdff·939393ff·fefefeff·f1f1f1ff·b0b0b0ff·ddddddff·d4d4d4ff·b1b1b1ff·ebebebff·bcbcbcff·c6c6c6ff·c3c3c3ff·cbcbcbff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·eeeeeeff·6e6e6eff·dcdcdcff·ffffffff·a4a4a4ff·a1a1a1ff·e5e5e5ff·858585ff·939393ff·acacacff·abababff·989898ff·d3d3d3ff·ffffffff·f1f1f1ff·a4a4a4ff·fcfcfcff·898989ff·a7a7a7ff·ffffffff·fafafaff·a1a1a1ff·bcbcbcff·ffffffff·f9f9f9ff·b5b5b5ff·d0d0d0ff·e0e0e0ff·afafafff·e3e3e3ff·c8c8c8ff·bababaff·d4d4d4ff·b7b7b7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· | ||
| 152 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f7f7f7ff·9d9d9dff·acacacff·a1a1a1ff·a3a3a3ff·c2c2c2ff·9b9b9bff·8b8b8bff·bebebeff·919191ff·adadadff·b4b4b4ff·949494ff·7d7d7dff·9c9c9cff·c3c3c3ff·929292ff·ffffffff·c7c7c7ff·c5c5c5ff·a3a3a3ff·eaeaeaff·979797ff·ffffffff·ffffffff·bebebeff·bebebeff·ffffffff·bcbcbcff·9d9d9dff·ffffffff·d5d5d5ff·8f8f8fff·bbbbbbff·777777ff·929292ff·8f8f8fff·b6b6b6ff·f7f7f7ff·cacacaff·bdbdbdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·bcbcbcff·878787ff·828282ff·9c9c9cff·a5a5a5ff·f2f2f2ff·bdbdbdff·b6b6b6ff·bbbbbbff·858585ff·e7e7e7ff·f4f4f4ff·a3a3a3ff·c5c5c5ff·ccccccff·aaaaaaff·e6e6e6ff·f4f4f4ff·a4a4a4ff·767676ff·c8c8c8ff·e1e1e1ff·888888ff·f1f1f1ff·f5f5f5ff·919191ff·b4b4b4ff·838383ff·969696ff·8f8f8fff·969696ff·f2f2f2ff·f3f3f3ff·9b9b9bff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·efefefff·adadadff·939393ff·949494ff·c6c6c6ff·939393ff·787878ff·989898ff·8d8d8dff·9e9e9eff·f4f4f4ff·a0a0a0ff·d9d9d9ff·8b8b8bff·e2e2e2ff·9e9e9eff·747474ff·b3b3b3ff·b6b6b6ff·ffffffff·a7a7a7ff·a7a7a7ff·e1e1e1ff·8f8f8fff·b9b9b9ff·a0a0a0ff·a4a4a4ff·9c9c9cff·bcbcbcff·9b9b9bff·7b7b7bff·969696ff·8e8e8eff·9b9b9bff·bbbbbbff·919191ff·afafafff·a9a9a9ff·a6a6a6ff·acacacff·949494ff·b9b9b9ff·919191ff·bbbbbbff·959595ff·e9e9e9ff·efefefff·a5a5a5ff·c1c1c1ff·d2d2d2ff·a8a8a8ff·ebebebff·dfdfdfff·b2b2b2ff·cdcdcdff·9c9c9cff·8e8e8eff·808080ff·fafafaff·ccccccff·909090ff·fcfcfcff·e4e4e4ff·8e8e8eff·bebebeff·767676ff·969696ff·8d8d8dff·a8a8a8ff·f5f5f5ff·dfdfdfff·a9a9a9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f4f4f4ff·939393ff·ebebebff·bfbfbfff·e3e3e3ff·a6a6a6ff·9b9b9bff·a4a4a4ff·989898ff·808080ff·b0b0b0ff·989898ff·d5d5d5ff·ffffffff·dbdbdbff·b3b3b3ff·c0c0c0ff·878787ff·979797ff·ffffffff·ffffffff·cdcdcdff·c1c1c1ff·ffffffff·f2f2f2ff·909090ff·b6b6b6ff·808080ff·989898ff·8e8e8eff·989898ff·f3f3f3ff·f0f0f0ff·9c9c9cff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· | ||
| 153 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f8f8f8ff·abababff·cbcbcbff·909090ff·b5b5b5ff·9d9d9dff·aaaaaaff·b1b1b1ff·ddddddff·b6b6b6ff·cacacaff·aeaeaeff·9b9b9bff·929292ff·9d9d9dff·8e8e8eff·aaaaaaff·ffffffff·dadadaff·b5b5b5ff·cfcfcfff·979797ff·c1c1c1ff·d2d2d2ff·cbcbcbff·757575ff·cececeff·d9d9d9ff·abababff·b1b1b1ff·ffffffff·e5e5e5ff·9c9c9cff·aaaaaaff·a1a1a1ff·a6a6a6ff·d0d0d0ff·9b9b9bff·d0d0d0ff·bdbdbdff·cfcfcfff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c3c3c3ff·cacacaff·ddddddff·b1b1b1ff·aaaaaaff·a3a3a3ff·9f9f9fff·ddddddff·b6b6b6ff·939393ff·e7e7e7ff·fdfdfdff·9f9f9fff·e7e7e7ff·9a9a9aff·a7a7a7ff·dcdcdcff·dededeff·bfbfbfff·9c9c9cff·e5e5e5ff·b4b4b4ff·9d9d9dff·f3f3f3ff·f9f9f9ff·b2b2b2ff·959595ff·b3b3b3ff·9a9a9aff·cfcfcfff·a4a4a4ff·b7b7b7ff·e0e0e0ff·a9a9a9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e0e0e0ff·b2b2b2ff·9d9d9dff·959595ff·909090ff·b0b0b0ff·b0b0b0ff·9d9d9dff·d2d2d2ff·a0a0a0ff·c0c0c0ff·bababaff·b2b2b2ff·adadadff·f0f0f0ff·999999ff·8c8c8cff·bcbcbcff·c2c2c2ff·ffffffff·b4b4b4ff·a5a5a5ff·d2d2d2ff·aeaeaeff·d9d9d9ff·c3c3c3ff·bcbcbcff·abababff·939393ff·a8a8a8ff·b9b9b9ff·999999ff·cececeff·a7a7a7ff·919191ff·b6b6b6ff·a3a3a3ff·909090ff·b8b8b8ff·bbbbbbff·b8b8b8ff·d2d2d2ff·b6b6b6ff·9c9c9cff·767676ff·eeeeeeff·f9f9f9ff·a0a0a0ff·e6e6e6ff·999999ff·a9a9a9ff·dbdbdbff·dbdbdbff·a5a5a5ff·9d9d9dff·ddddddff·cacacaff·909090ff·dededeff·afafafff·a6a6a6ff·fcfcfcff·eeeeeeff·a5a5a5ff·a1a1a1ff·a8a8a8ff·a0a0a0ff·d3d3d3ff·9d9d9dff·c6c6c6ff·ccccccff·bebebeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fbfbfbff·999999ff·d6d6d6ff·efefefff·d6d6d6ff·afafafff·a2a2a2ff·b0b0b0ff·dfdfdfff·737373ff·bebebeff·9a9a9aff·c7c7c7ff·fefefeff·eaeaeaff·a6a6a6ff·e8e8e8ff·b6b6b6ff·a5a5a5ff·d4d4d4ff·ebebebff·9a9a9aff·949494ff·fdfdfdff·f8f8f8ff·b0b0b0ff·979797ff·b1b1b1ff·9b9b9bff·d0d0d0ff·a3a3a3ff·bababaff·ddddddff·acacacff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· | ||
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| 155 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· | 150 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fdfdfdff·e0e0e0ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e5e5e5ff·f4f4f4ff·c3c3c3ff·f0f0[·...·truncated·by·diffoscope;·len:·1964,·SHA:·552ef1aec862eb7776445bdc028176789b8ff8fab31e28641a560b0eefd86cd5·...·]ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· |
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| 155 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e9e9e9ff·e4e4e4ff·e4e4e4ff·e4e4e4ff·e4e4e4ff·e4e4e4ff·e4e4e4ff·e5e5e5ff·e5e5e5ff·e6e6e6ff·e4e4e4ff·e5e5e5ff·e5e5e5ff·e5e5e5ff·e5e5e5ff·e5e5e5ff·e5e5e5ff·e5e5e5ff·e5e5e5ff·e5e5e5ff·e7e7e7ff·e6e6e6ff·e5e5e5ff·e4e4e4ff·e5e5e5ff·e7e7e7ff·e4e4e4ff·e6e6e6ff·e4e4e4ff·e5e5e5ff·e5e5e5ff·e6e6e6ff·e5e5e5ff·e5e5e5ff·e6e6e6ff·e5e5e5ff·e4e4e4ff·e5e5e5ff·e6e6e6ff·e5e5e5ff·e5e5e5ff·e6e6e6ff·e4e4e4ff·e5e5e5ff·e5e5e5ff·e7e7e7ff·e5e5e5ff·e4e4e4ff·e4e4e4ff·e4e4e4ff·e4e4e4ff·e4e4e4ff·e4e4e4ff·ecececff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f0f0f0ff·e4e4e4ff·e4e4e4ff·e4e4e4ff·e4e4e4ff·e4e4e4ff·e4e4e4ff·e4e4e4ff·e4e4e4ff·e4e4e4ff·e4e4e4ff·e4e4e4ff·e5e5e5ff·e4e4e4ff·e5e5e5ff·e5e5e5ff·e6e6e6ff·e5e5e5ff·e4e4e4ff·e5e5e5ff·e6e6e6ff·e4e4e4ff·e4e4e4ff·e6e6e6ff·e6e6e6ff·e5e5e5ff·e6e6e6ff·e5e5e5ff·e5e5e5ff·e5e5e5ff·e6e6e6ff·e5e5e5ff·e4e4e4ff·e5e5e5ff·e6e6e6ff·e4e4e4ff·e5e5e5ff·e6e6e6ff·e4e4e4ff·e6e6e6ff·e5e5e5ff·e8e8e8ff·e5e5e5ff·e4e4e4ff·e4e4e4ff·e4e4e4ff·e4e4e4ff·e4e4e4ff·e4e4e4ff·e4e4e4ff·e4e4e4ff·e4e4e4ff·e4e4e4ff·e7e7e7ff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f0f0f0ff·e5e5e5ff·e5e5e5ff·e6e6e6ff·e5e5e5ff·e4e4e4ff·e5e5e5ff·e5e5e5ff·e5e5e5ff·e5e5e5ff·e4e4e4ff·e5e5e5ff·e6e6e6ff·e5e5e5ff·e5e5e5ff·e5e5e5ff·e5e5e5ff·e5e5e5ff·e5e5e5ff·e6e6e6ff·e5e5e5ff·e4e4e4ff·e6e6e6ff·e5e5e5ff·e5e5e5ff·e6e6e6ff·e5e5e5ff·e5e5e5ff·e5e5e5ff·e5e5e5ff·e5e5e5ff·e5e5e5ff·e5e5e5ff·e5e5e5ff·e5e5e5ff·e8e8e8ff·e5e5e5ff·e4e4e4ff·e7e7e7ff·e5e5e5ff·e5e5e5ff·e5e5e5ff·e5e5e5ff·e5e5e5ff·e5e5e5ff·e5e5e5ff·e4e4e4ff·e4e4e4ff·e5e5e5ff·e4e4e4ff·e4e4e4ff·e5e5e5ff·e4e4e4ff·e7e7e7ff·fefefeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fdfdfdff·f3f3f3ff·e5e5e5ff·e4e4e4ff·e4e4e4ff·e4e4e4ff·e4e4e4ff·e4e4e4ff·e4e4e4ff·e4e4e4ff·e4e4e4ff·e4e4e4ff·e4e4e4ff·e4e4e4ff·e5e5e5ff·e5e5e5ff·e4e4e4ff·e5e5e5ff·e6e6e6ff·e5e5e5ff·e5e5e5ff·e4e4e4ff·e5e5e5ff·e5e5e5ff·e6e6e6ff·e6e6e6ff·e4e4e4ff·e4e4e4ff·e8e8e8ff·e5e5e5ff·e4e4e4ff·e5e5e5ff·e4e4e4ff·e4e4e4ff·e6e6e6ff·e5e5e5ff·e5e5e5ff·e6e6e6ff·e5e5e5ff·e5e5e5ff·e5e5e5ff·e7e7e7ff·e6e6e6ff·e4e4e4ff·e4e4e4ff·e4e4e4ff·e4e4e4ff·e4e4e4ff·e4e4e4ff·e4e4e4ff·e4e4e4ff·e4e4e4ff·e4e4e4ff·e4e4e4ff·e5e5e5ff·f8f8f8ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· | ||
| 156 | 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ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·efefefff·bfbfbfff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b8b8b8ff·f9f9f9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b6b6b6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·cbcbcbff·e2e2e2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b6b6b6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·cbcbcbff·e2e2e2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c3c3c3ff·eeeeeeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e6e6e6ff·c8c8c8ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· 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ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·efefefff·bfbfbfff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b8b8b8ff·f9f9f9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b6b6b6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·cbcbcbff·e2e2e2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b6b6b6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·cbcbcbff·e2e2e2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c3c3c3ff·eeeeeeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e6e6e6ff·c8c8c8ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· 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ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f4f4f4ff·bebebeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fcf9ffff·e0c5ffff·d6b0ffff·fcf9ffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fffdfdff·ff9692ff·ff3330ff·ff3a3aff·ff9796ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b6b6b6ff·f9f9f9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b5b5b5ff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fbf7ffff·ffffffff·d1afffff·9331ffff·bf85ffff·dcdefeff·d9d8feff·a795feff·8a56feff·bf85ffff·e1c7ffff·e4d0ffff·fffeffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c8c8c8ff·e2e2e2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b5b5b5ff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f3fdfdff·f0fdfcff·77eee4ff·56eadeff·68f1d9ff·8df9dbff·d1fdf0ff·fbfffdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c8c8c8ff·e2e2e2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c2c2c2ff·e9e9e9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffd4d3ff·ff706fff·ff5654ff·ff2c2cff·ff6b6bff·ffa7a4ff·ffdddcff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e2e2e2ff·c8c8c8ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· 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ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f9f9f9ff·bdbdbdff·b4b4b4ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·faf6ffff·a352ffff·7a02ffff·7200ffff·c192ffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fffefeff·ff7d6eff·ff0c02ff·ff0000ff·ff0200ff·ff241dff·fff1f0ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b6b6b6ff·f9f9f9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b5b5b5ff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f6eeffff·c48dffff·932affff·995dfeff·653afeff·631efeff·6f11feff·4e53fbff·4d52fbff·5139fcff·671afeff·7d00ffff·7d05ffff·5c35fcff·aa94feff·dddafeff·e2daffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c8c8c8ff·e2e2e2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b5b5b5ff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e4f9fcff·75e4ecff·39d8e4ff·50e4e1ff·31e6d7ff·31e4d7ff·3cebd2ff·52f7c7ff·59f8c9ff·7bfbcdff·b2fedeff·e4fff2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c8c8c8ff·e2e2e2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c2c2c2ff·e9e9e9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fffcfbff·ffb6b2ff·ffbfbcff·ff504dff·ff0000ff·ff0200ff·ff0d04ff·ff0901ff·ff0700ff·ff423bff·ffa29eff·ffa49fff·ffd2d0ff·fffcfcff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e2e2e2ff·c8c8c8ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· | 159 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f9f9f9ff·bdbdbdff·b4b4b4ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·faf6ffff·a352ffff·7a02ffff·7200ffff·c192ffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fffefeff·ff7d6eff·ff0c02ff·ff0000ff·ff0200ff·ff241dff·fff1f0ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b6b6b6ff·f9f9f9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b5b5b5ff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f6eeffff·c48dffff·932affff·995dfeff·653afeff·631efeff·6f11feff·4e53fbff·4d52fbff·5139fcff·671afeff·7d00ffff·7d05ffff·5c35fcff·aa94feff·dddafeff·e2daffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c8c8c8ff·e2e2e2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b5b5b5ff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e4f9fcff·75e4ecff·39d8e4ff·50e4e1ff·31e6d7ff·31e4d7ff·3cebd2ff·52f7c7ff·59f8c9ff·7bfbcdff·b2fedeff·e4fff2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c8c8c8ff·e2e2e2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c2c2c2ff·e9e9e9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fffcfbff·ffb6b2ff·ffbfbcff·ff504dff·ff0000ff·ff0200ff·ff0d04ff·ff0901ff·ff0700ff·ff423bff·ffa29eff·ffa49fff·ffd2d0ff·fffcfcff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e2e2e2ff·c8c8c8ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· 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ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fcfcfcff·d3d3d3ff·b8b8b8ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b373ffff·7500ffff·7c03ffff·720cffff·7e35ffff·f4edffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffaea0ff·ff3f1cff·ff2f16ff·ff1e0fff·ff1c0eff·ff1408ff·ff7771ff·ffcbc9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b6b6b6ff·f9f9f9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b5b5b5ff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fefeffff·ddbfffff·8f2bffff·7900ffff·7c00ffff·6a0bfeff·4e40fcff·2486f4ff·2a7df4ff·4853fbff·4a4efbff·5640fcff·6627fdff·8002ffff·7114fdff·4557faff·405afaff·524cfcff·5443fcff·b09afeff·eddfffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c8c8c8ff·e2e2e2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b6b6b6ff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f2fcfeff·86e2f2ff·27d1e4ff·19d2e0ff·19d1e0ff·23d9dcff·3ae7d7ff·39e8d5ff·48f0cfff·5cf8caff·5af8c7ff·64fcc0ff·6afdbbff·7fffb6ff·adffccff·f9fffcff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c8c8c8ff·e2e2e2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c2c2c2ff·e9e9e9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffc4c2ff·ff1105ff·ff190dff·ff1a0eff·ff1c0eff·ff1e0fff·ff2513ff·ff2714ff·ff1b0dff·ff1d0eff·ff1306ff·ff0d01ff·ff2115ff·ff463bff·ffb2adff·ffe6e4ff·ff8683ff·ff6c6aff·ffa3a1ff·ffbab9ff·ffe9e8ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e2e2e2ff·c8c8c8ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· | 160 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fcfcfcff·d3d3d3ff·b8b8b8ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b373ffff·7500ffff·7c03ffff·720cffff·7e35ffff·f4edffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffaea0ff·ff3f1cff·ff2f16ff·ff1e0fff·ff1c0eff·ff1408ff·ff7771ff·ffcbc9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b6b6b6ff·f9f9f9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b5b5b5ff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fefeffff·ddbfffff·8f2bffff·7900ffff·7c00ffff·6a0bfeff·4e40fcff·2486f4ff·2a7df4ff·4853fbff·4a4efbff·5640fcff·6627fdff·8002ffff·7114fdff·4557faff·405afaff·524cfcff·5443fcff·b09afeff·eddfffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c8c8c8ff·e2e2e2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b6b6b6ff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f2fcfeff·86e2f2ff·27d1e4ff·19d2e0ff·19d1e0ff·23d9dcff·3ae7d7ff·39e8d5ff·48f0cfff·5cf8caff·5af8c7ff·64fcc0ff·6afdbbff·7fffb6ff·adffccff·f9fffcff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c8c8c8ff·e2e2e2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c2c2c2ff·e9e9e9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffc4c2ff·ff1105ff·ff190dff·ff1a0eff·ff1c0eff·ff1e0fff·ff2513ff·ff2714ff·ff1b0dff·ff1d0eff·ff1306ff·ff0d01ff·ff2115ff·ff463bff·ffb2adff·ffe6e4ff·ff8683ff·ff6c6aff·ffa3a1ff·ffbab9ff·ffe9e8ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e2e2e2ff·c8c8c8ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· 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| 161 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f2f2f2ff·bebebeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ebd7ffff·9335ffff·7700ffff·7411ffff·6131feff·5a2dfeff·887cfdff·ecedffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffe1d3ff·ffc1a3ff·ff6744ff·ff421fff·ff3f20ff·ff3d1fff·ff2f18ff·ff1d0fff·ff0f04ff·ff140dff·ffd0cfff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b6b6b6ff·f9f9f9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b5b5b5ff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·cfa5ffff·7904ffff·7800ffff·7600ffff·861bffff·863cffff·6587f9ff·0aa5f0ff·0ea3f0ff·1999efff·4398f4ff·3b8ef4ff·1c8ff2ff·2285f2ff·2383f4ff·3665f9ff·3d61faff·5147fcff·4d49fcff·6030fdff·781affff·c398ffff·f8f6ffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c8c8c8ff·e2e2e2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f3f3f3ff·afafafff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·d4effcff·53bbf4ff·39bbf0ff·09c4e5ff·12cce2ff·15d0e0ff·1ed4dfff·30e2d8ff·3eebd4ff·52eed7ff·c1faeeff·93fadbff·59fac2ff·69fdc0ff·75febaff·83ffb2ff·7effb0ff·aeffc9ff·e0ffe8ff·fcfffdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c8c8c8ff·e2e2e2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c2c2c2ff·e9e9e9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fff1f2ff·ffbfbfff·ffcacaff·fff5f5ff·ffffffff·ff9794ff·ff5750ff·ff4b43ff·ffd6d4ff·ffffffff·ffffffff·fff1efff·ff7668ff·ff1508ff·ff1a0dff·ff2010ff·ff2412ff·ff2d17ff·ff2f18ff·ff2f18ff·ff2a14ff·ff3218ff·ff2b15ff·ff170bff·ff180bff·ff1406ff·ff2616ff·ff2f20ff·ff0500ff·ff0200ff·ff0d03ff·ff0c02ff·ff413aff·ff948fff·ff8280ff·ffcfceff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e2e2e2ff·c8c8c8ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· | 161 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f2f2f2ff·bebebeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ebd7ffff·9335ffff·7700ffff·7411ffff·6131feff·5a2dfeff·887cfdff·ecedffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffe1d3ff·ffc1a3ff·ff6744ff·ff421fff·ff3f20ff·ff3d1fff·ff2f18ff·ff1d0fff·ff0f04ff·ff140dff·ffd0cfff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b6b6b6ff·f9f9f9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b5b5b5ff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·cfa5ffff·7904ffff·7800ffff·7600ffff·861bffff·863cffff·6587f9ff·0aa5f0ff·0ea3f0ff·1999efff·4398f4ff·3b8ef4ff·1c8ff2ff·2285f2ff·2383f4ff·3665f9ff·3d61faff·5147fcff·4d49fcff·6030fdff·781affff·c398ffff·f8f6ffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c8c8c8ff·e2e2e2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f3f3f3ff·afafafff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·d4effcff·53bbf4ff·39bbf0ff·09c4e5ff·12cce2ff·15d0e0ff·1ed4dfff·30e2d8ff·3eebd4ff·52eed7ff·c1faeeff·93fadbff·59fac2ff·69fdc0ff·75febaff·83ffb2ff·7effb0ff·aeffc9ff·e0ffe8ff·fcfffdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c8c8c8ff·e2e2e2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c2c2c2ff·e9e9e9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fff1f2ff·ffbfbfff·ffcacaff·fff5f5ff·ffffffff·ff9794ff·ff5750ff·ff4b43ff·ffd6d4ff·ffffffff·ffffffff·fff1efff·ff7668ff·ff1508ff·ff1a0dff·ff2010ff·ff2412ff·ff2d17ff·ff2f18ff·ff2f18ff·ff2a14ff·ff3218ff·ff2b15ff·ff170bff·ff180bff·ff1406ff·ff2616ff·ff2f20ff·ff0500ff·ff0200ff·ff0d03ff·ff0c02ff·ff413aff·ff948fff·ff8280ff·ffcfceff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e2e2e2ff·c8c8c8ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· 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| 63 | 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| 64 | 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|
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| 70 | ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fbfbfbff·9f9f9fff·282828ff·e9e9e9ff·edededff·fdfdfdff·f0f0f0ff·edededff·ffffffff·fcfcfcff·f2f2f2ff·ffffffff·f1f1f1ff·f2f2f2ff·ffffffff·ffffffff·f7f7f7ff·eeeeeeff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·f5f5f5ff·edededff·f8f8f8ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·cdcdcdff·dfdfdfff·696969ff·626262ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e1e1e1ff·222222ff·a9a9a9ff·ffffffff·ffffffff·f6f6f6ff·fbfbfbff·ffffffff·adadadff·252525ff·d9d9d9ff·ffffffff·ffffffff·f3f3f3ff·ffffffff·d7d7d7ff·111111ff·acacacff·ffffffff·e4e4e4ff·1d1d1dff·a9a9a9ff·ffffffff·ffffffff·fefefeff·efefefff·eeeeeeff·f9f9f9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f4f4f4ff·383838ff·898989ff·ebebebff·f3f3f3ff·fefefeff·e6e6e6ff·fafafaff·ffffffff·f5f5f5ff·fafafaff·fcfcfcff·edededff·fafafaff·ffffffff·ffffffff·efefefff·f4f4f4ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·efefefff·f0f0f0ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·dbdbdbff·202020ff·b2b2b2ff·ffffffff·ffffffff·f5f5f5ff·fcfcfcff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·efefefff·4a4a4aff·525252ff·454545ff·f5f5f5ff·ffffffff·fbfbfbff·f2f2f2ff·ffffffff·ffffffff·e4e4e4ff·111111ff·bbbbbbff·ffffffff·edededff·ccccccff·d7d7d7ff·161616ff·d1d1d1ff·ffffffff·ffffffff·ffffffff·ffffffff·f6f6f6ff·edededff·f2f2f2ff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e9e7eeff·536023ff·bbe127ff·b9de29ff·b9de29ff·b9de29ff·b9de29ff·b9de29ff·b9de29ff·b9de29ff·b9de29ff·b9de29ff·b9de29ff·b9de29ff·b9de29ff·b9de29ff·b9de29ff·b9de29ff·bfe62aff·728c11ff·a9a7afff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fdfdfdff·e8e8e8ff·f6f6f6ff·ffffffff·ffffffff·ffffffff·ffffffff·fdfdfdff·e8e8e8ff·f3f3f3ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00· | ||
| 71 | ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·dcdcdcff·323232ff·090909ff·323232ff·454545ff·ebebebff·828282ff·656565ff·ffffffff·d3d3d3ff·333333ff·808080ff·3b3b3bff·242424ff·9c9c9cff·c4c4c4ff·474747ff·232323ff·616161ff·f1f1f1ff·ffffffff·ffffffff·9e9e9eff·343434ff·2c2c2cff·3c3c3cff·c2c2c2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·6a6a6aff·626262ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·8e8e8eff·434343ff·e8e8e8ff·bdbdbdff·d7d7d7ff·ffffffff·ffffffff·fcfcfcff·525252ff·797979ff·e0e0e0ff·bcbcbcff·e7e7e7ff·ffffffff·ffffffff·a6a6a6ff·242424ff·e7e7e7ff·ffffffff·ffffffff·525252ff·5e5e5eff·ffffffff·e3e3e3ff·5a5a5aff·2f2f2fff·313131ff·4f4f4fff·e5e5e5ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·909090ff·0b0b0bff·1f1f1fff·333333ff·888888ff·f7f7f7ff·2a2a2aff·d5d5d5ff·ffffffff·717171ff·5c5c5cff·646464ff·2a2a2aff·434343ff·d6d6d6ff·838383ff·323232ff·272727ff·afafafff·ffffffff·ffffffff·e6e6e6ff·5e5e5eff·2c2c2cff·2b2b2bff·6e6e6eff·f2f2f2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·888888ff·474747ff·ebebebff·bcbcbcff·d9d9d9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·7e7e7eff·737373ff·9d9d9dff·404040ff·f5f5f5ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e9e9e9ff·161616ff·bebebeff·ffffffff·ffffffff·ffffffff·e8e8e8ff·151515ff·d1d1d1ff·ffffffff·ffffffff·ffffffff·a6a6a6ff·373737ff·333333ff·313131ff·929292ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e9e7eeff·536023ff·b9e128ff·b7de2aff·b7de2aff·b7de2aff·b7de2aff·b7de2aff·b7de2aff·b7de2aff·b7de2aff·b7de2aff·b7de2aff·b7de2aff·b7de2aff·b7de2aff·b7de2aff·b7de2aff·bde62bff·718c12ff·a9a7afff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f7f7f7ff·7e7e7eff·5e5e5eff·616161ff·e1e1e1ff·ffffffff·ffffffff·f4f4f4ff·7f7f7fff·666666ff·646464ff·d2d2d2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00· | ||
| 72 | ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f | 68 | ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·cfcfcfff·c6c6c6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fffff[·...·truncated·by·diffoscope;·len:·2386,·SHA:·017d3e2f3e6d273518c8f18a267e0aac6248551a163adfb955790bf688c1bdb6·...·]ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00· |
| 69 | ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c4c4c4ff·666666ff·ffffffff·ffffffff·ffffffff·838383ff·6c6c6cff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·676767ff·272727ff·060606ff·636363ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c7c7c7ff·030303ff·515151ff·595959ff·565656ff·a9a9a9ff·ffffffff·ffffffff·bdbdbdff·292929ff·424242ff·3e3e3eff·3d3d3dff·e0e0e0ff·ffffffff·fefefeff·404040ff·2f2f2fff·5a5a5aff·575757ff·717171ff·f0f0f0ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·727272ff·b3b3b3ff·ffffffff·ffffffff·f2f2f2ff·333333ff·d7d7d7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e2e2e2ff·3f3f3fff·393939ff·4f4f4fff·262626ff·7a7a7aff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·d2d2d2ff·333333ff·434343ff·3f3f3fff·464646ff·e8e8e8ff·ffffffff·f0f0f0ff·474747ff·4a4a4aff·505050ff·2c2c2cff·606060ff·f5f5f5ff·ffffffff·ffffffff·ffffffff·f5f5f5ff·4b4b4bff·000000ff·bebebeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e9e7eeff·556022ff·c0e324ff·bddf26ff·bddf26ff·bddf26ff·bddf26ff·bddf26ff·bddf26ff·bddf26ff·bddf26ff·bddf26ff·bddf26ff·bddf26ff·bddf26ff·bddf26ff·bddf26ff·bddf26ff·c4e727ff·758c0fff·a9a7afff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00· | ||
| 70 | ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fbfbfbff·9f9f9fff·282828ff·e9e9e9ff·edededff·fdfdfdff·f0f0f0ff·edededff·ffffffff·fcfcfcff·f2f2f2ff·ffffffff·f1f1f1ff·f2f2f2ff·ffffffff·ffffffff·f7f7f7ff·eeeeeeff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·f5f5f5ff·edededff·f8f8f8ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·cdcdcdff·dfdfdfff·696969ff·626262ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c7c7c7ff·282828ff·fafafaff·ffffffff·ffffffff·ffffffff·ffffffff·f4f4f4ff·383838ff·696969ff·ffffffff·fbfbfbff·4d4d4dff·616161ff·ffffffff·fefefeff·444444ff·a4a4a4ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fefefeff·efefefff·eeeeeeff·f9f9f9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f4f4f4ff·383838ff·898989ff·ebebebff·f3f3f3ff·fefefeff·e6e6e6ff·fafafaff·ffffffff·f5f5f5ff·fafafaff·fcfcfcff·edededff·fafafaff·ffffffff·ffffffff·efefefff·f4f4f4ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·efefefff·f0f0f0ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·8e8e8eff·313131ff·f9f9f9ff·ffffffff·c0c0c0ff·0a0a0aff·e5e5e5ff·ffffffff·ffffffff·ffffffff·ffffffff·fbfbfbff·545454ff·545454ff·ffffffff·fafafaff·444444ff·767676ff·ffffffff·fbfbfbff·f2f2f2ff·ffffffff·ffffffff·e4e4e4ff·111111ff·bbbbbbff·ffffffff·ffffffff·ffffffff·8e8e8eff·5c5c5cff·161616ff·bebebeff·ffffffff·ffffffff·ffffffff·f6f6f6ff·edededff·f2f2f2ff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e9e7eeff·536023ff·bbe127ff·b9de29ff·b9de29ff·b9de29ff·b9de29ff·b9de29ff·b9de29ff·b9de29ff·b9de29ff·b9de29ff·b9de29ff·b9de29ff·b9de29ff·b9de29ff·b9de29ff·b9de29ff·bfe62aff·728c11ff·a9a7afff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fdfdfdff·e8e8e8ff·f6f6f6ff·ffffffff·ffffffff·ffffffff·ffffffff·fdfdfdff·e8e8e8ff·f3f3f3ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00· | ||
| 71 | ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·dcdcdcff·323232ff·090909ff·323232ff·454545ff·ebebebff·828282ff·656565ff·ffffffff·d3d3d3ff·333333ff·808080ff·3b3b3bff·242424ff·9c9c9cff·c4c4c4ff·474747ff·232323ff·616161ff·f1f1f1ff·ffffffff·ffffffff·9e9e9eff·343434ff·2c2c2cff·3c3c3cff·c2c2c2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·6a6a6aff·626262ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c7c7c7ff·1c1c1cff·b3b3b3ff·c4c4c4ff·f6f6f6ff·ffffffff·ffffffff·e3e3e3ff·151515ff·bababaff·ffffffff·ffffffff·979797ff·252525ff·f0f0f0ff·ffffffff·434343ff·777777ff·bebebeff·ddddddff·ffffffff·ffffffff·ffffffff·e3e3e3ff·5a5a5aff·2f2f2fff·313131ff·4f4f4fff·e5e5e5ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·909090ff·0b0b0bff·1f1f1fff·333333ff·888888ff·f7f7f7ff·2a2a2aff·d5d5d5ff·ffffffff·717171ff·5c5c5cff·646464ff·2a2a2aff·434343ff·d6d6d6ff·838383ff·323232ff·272727ff·afafafff·ffffffff·ffffffff·e6e6e6ff·5e5e5eff·2c2c2cff·2b2b2bff·6e6e6eff·f2f2f2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·939393ff·323232ff·fafafaff·ffffffff·c0c0c0ff·1b1b1bff·ecececff·ffffffff·ffffffff·ffffffff·ffffffff·e5e5e5ff·212121ff·b0b0b0ff·ffffffff·ffffffff·969696ff·393939ff·fafafaff·ffffffff·ffffffff·ffffffff·ffffffff·e9e9e9ff·161616ff·bebebeff·ffffffff·ffffffff·d7d7d7ff·393939ff·d9d9d9ff·1c1c1cff·bdbdbdff·ffffffff·ffffffff·a6a6a6ff·373737ff·333333ff·313131ff·929292ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e9e7eeff·536023ff·b9e128ff·b7de2aff·b7de2aff·b7de2aff·b7de2aff·b7de2aff·b7de2aff·b7de2aff·b7de2aff·b7de2aff·b7de2aff·b7de2aff·b7de2aff·b7de2aff·b7de2aff·b7de2aff·bde62bff·718c12ff·a9a7afff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f7f7f7ff·7e7e7eff·5e5e5eff·616161ff·e1e1e1ff·ffffffff·ffffffff·f4f4f4ff·7f7f7fff·666666ff·646464ff·d2d2d2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00· | ||
| 72 | ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fbfbfbff·9e9e9eff·2d2d2dff·e1e1e1ff·e7e7e7ff·fdfdfdff·737373ff·585858ff·ffffffff·d2d2d2ff·040404ff·6e6e6eff·dbdbdbff·abababff·151515ff·505050ff·cdcdcdff·d3d3d3ff·232323ff·a4a4a4ff·ffffffff·b4b4b4ff·282828ff·bbbbbbff·e4e4e4ff·969696ff·323232ff·e7e7e7ff·ffffffff·ffffffff·ffffffff·ffffffff·fefefeff·676767ff·3c3c3cff·3e3e3eff·3e3e3eff·3e3e3eff·3e3e3eff·3c3c3cff·6e6e6eff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·6a6a6aff·626262ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ccccccff·242424ff·484848ff·3a3a3aff·343434ff·c7c7c7ff·ffffffff·e8e8e8ff·1b1b1bff·a5a5a5ff·ffffffff·ffffffff·878787ff·111111ff·dcdcdcff·ffffffff·5a5a5aff·3c3c3cff·454545ff·292929ff·7d7d7dff·f9f9f9ff·ffffffff·797979ff·515151ff·e2e2e2ff·e2e2e2ff·c5c5c5ff·edededff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·3b3b3bff·888888ff·e4e4e4ff·f0f0f0ff·f1f1f1ff·181818ff·d2d2d2ff·ffffffff·666666ff·131313ff·b7b7b7ff·ddddddff·555555ff·1e1e1eff·8e8e8eff·dcdcdcff·898989ff·2c2c2cff·f3f3f3ff·fcfcfcff·515151ff·626262ff·dfdfdfff·dbdbdbff·434343ff·828282ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c8c8c8ff·3c3c3cff·3e3e3eff·3e3e3eff·3e3e3eff·3e3e3eff·3d3d3dff·3d3d3dff·c2c2c2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ebebebff·4f4f4fff·323232ff·4d4d4dff·272727ff·aeaeaeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·d8d8d8ff·0c0c0cff·d3d3d3ff·ffffffff·ffffffff·b5b5b5ff·303030ff·e7e7e7ff·ffffffff·ffffffff·868686ff·4f4f4fff·252525ff·717171ff·fafafaff·ffffffff·fcfcfcff·585858ff·929292ff·ffffffff·171717ff·bdbdbdff·ffffffff·e6e6e6ff·2c2c2cff·acacacff·e6e6e6ff·d5d5d5ff·ccccccff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e9e7eeff·516025ff·b4e02bff·b2dd2dff·b2dd2dff·b2dd2dff·b2dd2dff·b2dd2dff·b2dd2dff·b2dd2dff·b2dd2dff·b2dd2dff·b2dd2dff·b2dd2dff·b2dd2dff·b2dd2dff·b2dd2dff·b2dd2dff·b8e52fff·6e8b14ff·aba9b1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c0c0c0ff·636363ff·f8f8f8ff·9b9b9bff·808080ff·ffffffff·ffffffff·c0c0c0ff·666666ff·ffffffff·b7b7b7ff·696969ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00· | ||
| 73 | ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b0b0b0ff·343434ff·ffffffff·ffffffff·ffffffff·747474ff·5a5a5aff·ffffffff·d2d2d2ff·111111ff·e0e0e0ff·ffffffff·fcfcfcff·222222ff·9d9d9dff·ffffffff·ffffffff·686868ff·727272ff·ffffffff·5b5b5bff·646464ff·e3e3e3ff·e1e1e1ff·dcdcdcff·2c2c2cff·aaaaaaff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·dadadaff·cececeff·d0d0d0ff·d0d0d0ff·d0d0d0ff·d0d0d0ff·cfcfcfff·dcdcdcff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·6a6a6aff·626262ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· | 73 | ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b0b0b0ff·343434ff·ffffffff·ffffffff·ffffffff·747474ff·5a5a5aff·ffffffff·d2d2d2ff·111111ff·e0e0e0ff·ffffffff·fcfcfcff·222222ff·9d9d9dff·ffffffff·ffffffff·686868ff·727272ff·ffffffff·5b5b5bff·646464ff·e3e3e3ff·e1e1e1ff·dcdcdcff·2c2c2cff·aaaaaaff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·dadadaff·cececeff·d0d0d0ff·d0d0d0ff·d0d0d0ff·d0d0d0ff·cfcfcfff·dcdcdcff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·6a6a6aff·626262ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f3f3f3ff·e2e2e2ff·ffffffff·edededff·666666ff·353535ff·f1f1f1ff·fcfcfcff·666666ff·292929ff·c0c0c0ff·b4b4b4ff·252525ff·151515ff·d6d6d6ff·ffffffff·e1e1e1ff·f7f7f7ff·fefefeff·bdbdbdff·141414ff·afafafff·ffffffff·858585ff·3c3c3cff·cececeff·f1f1f1ff·ffffffff·ffff[·...·truncated·by·diffoscope;·len:·1172,·SHA:·902f9142f981936692cb519f69244eec11b41f0c13b935ae04810325577285e5·...·]ff·ffffffff·ebebebff·2f2f2fff·8b8b8bff·e5e5e5ff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e9e7eeff·516025ff·b2e02dff·b0dd2fff·b0dd2fff·b0dd2fff·b0dd2fff·b0dd2fff·b0dd2fff·b0dd2fff·b0dd2fff·b0dd2fff·b0dd2fff·b0dd2fff·b0dd2fff·b0dd2fff·b0dd2fff·b0dd2fff·b6e531ff·72911cff·454447ff·6d6d6dff·828282ff·f3f3f3ff·ffffffff·ffffffff·9d9d9dff·8d8d8dff·ffffffff·cdcdcdff·646464ff·ffffffff·ffffffff·d1d1d1ff·575757ff·cececeff·8c8c8cff·3a3a3aff·fefefeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00· |
| 74 | ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·aeaeaeff·333333ff·fcfcfcff·ffffffff·ffffffff·747474ff·5a5a5aff·ffffffff·d0d0d0ff·232323ff·e9e9e9ff·ffffffff·f8f8f8ff·2f2f2fff·b8b8b8ff·ffffffff·ffffffff·737373ff·6c6c6cff·ffffffff·454545ff·202020ff·373737ff·353535ff·363636ff·313131ff·b5b5b5ff·ffffffff·ffffffff·ffffffff·ffffffff·fefefeff·bcbcbcff·a8a8a8ff·aaaaaaff·aaaaaaff·aaaaaaff·aaaaaaff·a8a8a8ff·c0c0c0ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·6a6a6aff·626262ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·616161ff·353535ff·fafafaff·ffffffff·fdfdfdff·3a3a3aff·7f7f7fff·f9f9f9ff·2c2c2cff·6f6f6fff·ffffffff·ffffffff·dcdcdcff·181818ff·bfbfbfff·ffffffff·d2d2d2ff·565656ff·383838ff·636363ff·5d5d5dff·4b4b4bff·ffffffff·edededff·787878ff·333333ff·2a2a2aff·7c7c7cff·f3f3f3ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·434343ff·989898ff·ffffffff·ffffffff·f0f0f0ff·1a1a1aff·d2d2d2ff·ffffffff·656565ff·717171ff·ffffffff·ffffffff·a5a5a5ff·3c3c3cff·fdfdfdff·ffffffff·dfdfdfff·323232ff·d4d4d4ff·c0c0c0ff·121212ff·323232ff·363636ff·353535ff·343434ff·515151ff·f9f9f9ff·ffffffff·ffffffff·ffffffff·ffffffff·e7e7e7ff·a8a8a8ff·aaaaaaff·aaaaaaff·aaaaaaff·aaaaaaff·a9a9a9ff·a9a9a9ff·e4e4e4ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·5b5b5bff·3b3b3bff·ffffffff·ffffffff·f7f7f7ff·363636ff·848484ff·ffffffff·ffffffff·ffffffff·ffffffff·acacacff·141414ff·909090ff·959595ff·585858ff·232323ff·969696ff·eeeeeeff·ffffffff·ffffffff·ffffffff·ffffffff·fdfdfdff·393939ff·949494ff·ffffffff·ffffffff·ffffffff·e6e6e6ff·151515ff·d1d1d1ff·ffffffff·ffffffff·ffffffff·bdbdbdff·525252ff·272727ff·464646ff·bdbdbdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e9e7eeff·505f26ff·aedf2fff·acdc31ff·acdc31ff·acdc31ff·acdc31ff·acdc31ff·acdc31ff·acdc31ff·acdc31ff·acdc31ff·acdc31ff·acdc31ff·acdc31ff·acdc31ff·acdc31ff·acdc31ff·b2e433ff·6b8b18ff·9c9aa1ff·efefefff·eeeeeeff·fdfdfdff·ffffffff·ffffffff·a0a0a0ff·8a8a8aff·ffffffff·cbcbcbff·656565ff·ffffffff·ffffffff·ffffffff·bcbcbcff·7e7e7eff·848484ff·515151ff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00· | ||
| 75 | ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·aeaeaeff·333333ff·ffffffff·ffffffff·ffffffff·747474ff·5a5a5aff·ffffffff·d0d0d0ff·232323ff·e8e8e8ff·ffffffff·f8f8f8ff·2e2e2eff·b7b7b7ff·ffffffff·ffffffff·727272ff·6c6c6cff·ffffffff·575757ff·727272ff·f7f7f7ff·f4f4f4ff·f5f5f5ff·f7f7f7ff·fbfbfbff·ffffffff·ffffffff·ffffffff·ffffffff·fefefeff·7a7a7aff·555555ff·565656ff·565656ff·565656ff·565656ff·555555ff·818181ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·6c6c6cff·646464ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·929292ff·2c2c2cff·f8f8f8ff·ffffffff·fbfbfbff·2f2f2fff·878787ff·ffffffff·515151ff·616161ff·ffffffff·ffffffff·d4d4d4ff·171717ff·c5c5c5ff·ffffffff·ffffffff·ffffffff·f6f6f6ff·ffffffff·404040ff·878787ff·ffffffff·ffffffff·ffffffff·f4f4f4ff·cbcbcbff·181818ff·a8a8a8ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·424242ff·9b9b9bff·ffffffff·ffffffff·f0f0f0ff·1a1a1aff·d2d2d2ff·ffffffff·656565ff·707070ff·ffffffff·ffffffff·a5a5a5ff·3b3b3bff·fdfdfdff·ffffffff·dfdfdfff·323232ff·d2d2d2ff·d3d3d3ff·272727ff·d1d1d1ff·f5f5f5ff·f4f4f4ff·f6f6f6ff·f8f8f8ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·cfcfcfff·555555ff·565656ff·565656ff·565656ff·565656ff·565656ff·565656ff·cacacaff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·8c8c8cff·2e2e2eff·ffffffff·ffffffff·f4f4f4ff·2c2c2cff·8c8c8cff·ffffffff·ffffffff·ffffffff·ffffffff·bcbcbcff·535353ff·525252ff·515151ff·303030ff·141414ff·5a5a5aff·e2e2e2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·535353ff·747474ff·ffffffff·ffffffff·ffffffff·ebebebff·151515ff·d5d5d5ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ebebebff·7b7b7bff·2a2a2aff·f7f7f7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e9e7eeff·4e5f27ff·aade32ff·a8db34ff·a8db34ff·a8db34ff·a8db34ff·a8db34ff·a8db34ff·a8db34ff·a8db34ff·a8db34ff·a8db34ff·a8db34ff·a8db34ff·a8db34ff·a8db34ff·a8db34ff·aee336ff·678a19ff·aba9afff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c9c9c9ff·5a5a5aff·e9e9e9ff·888888ff·8e8e8eff·dfdfdfff·e0e0e0ff·fefefeff·eeeeeeff·f8f8f8ff·8e8e8eff·848484ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00· | ||
| 76 | ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· | 74 | ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·aeaeaeff·333333ff·fcfcfcff·ffffffff·ffffffff·747474ff·5a5a5aff·ffffffff·d0d0d0ff·232323ff·e9e9e9ff·ffffffff·f8f8f8ff·2f2f2fff·b8b8b8ff·ffffffff·ffffffff·737373ff·6c6c6cff·ffffffff·454545ff·202020ff·373737ff·353535ff·363636ff·313131ff·b5b5b5ff·ffffffff·ffff[·...·truncated·by·diffoscope;·len:·2387,·SHA:·fad233d38b26052a10bc63e4b2b2015083448ad1af318efbdc61dfe78f75558d·...·]ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00· |
| 75 | ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·aeaeaeff·333333ff·ffffffff·ffffffff·ffffffff·747474ff·5a5a5aff·ffffffff·d0d0d0ff·232323ff·e8e8e8ff·ffffffff·f8f8f8ff·2e2e2eff·b7b7b7ff·ffffffff·ffffffff·727272ff·6c6c6cff·ffffffff·575757ff·727272ff·f7f7f7ff·f4f4f4ff·f5f5f5ff·f7f7f7ff·fbfbfbff·ffffffff·ffffffff·ffffffff·ffffffff·fefefeff·7a7a7aff·555555ff·565656ff·565656ff·565656ff·565656ff·555555ff·818181ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·6c6c6cff·646464ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·d7d7d7ff·0e0e0eff·dbdbdbff·ffffffff·ffffffff·ffffffff·f7f7f7ff·ffffffff·858585ff·424242ff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·4b4b4bff·757575ff·ffffffff·ffffffff·ffffffff·f4f4f4ff·cbcbcbff·181818ff·a8a8a8ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·424242ff·9b9b9bff·ffffffff·ffffffff·f0f0f0ff·1a1a1aff·d2d2d2ff·ffffffff·656565ff·707070ff·ffffffff·ffffffff·a5a5a5ff·3b3b3bff·fdfdfdff·ffffffff·dfdfdfff·323232ff·d2d2d2ff·d3d3d3ff·272727ff·d1d1d1ff·f5f5f5ff·f4f4f4ff·f6f6f6ff·f8f8f8ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·cfcfcfff·555555ff·565656ff·565656ff·565656ff·565656ff·565656ff·565656ff·cacacaff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·404040ff·6e6e6eff·ffffffff·ffffffff·f1f1f1ff·292929ff·a9a9a9ff·ffffffff·ffffffff·ffffffff·ffffffff·ecececff·2a2a2aff·9b9b9bff·ffffffff·ffffffff·848484ff·424242ff·fefefeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·535353ff·767676ff·fbfbfbff·676767ff·535353ff·515151ff·505050ff·070707ff·3b3b3bff·a7a7a7ff·ffffffff·ffffffff·ffffffff·ebebebff·7b7b7bff·2a2a2aff·f7f7f7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e9e7eeff·4e5f27ff·aade32ff·a8db34ff·a8db34ff·a8db34ff·a8db34ff·a8db34ff·a8db34ff·a8db34ff·a8db34ff·a8db34ff·a8db34ff·a8db34ff·a8db34ff·a8db34ff·a8db34ff·a8db34ff·aee336ff·678a19ff·aba9afff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c9c9c9ff·5a5a5aff·e9e9e9ff·888888ff·8e8e8eff·dfdfdfff·e0e0e0ff·fefefeff·eeeeeeff·f8f8f8ff·8e8e8eff·848484ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00· | ||
| 76 | ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c0c0c0ff·1b1b1bff·d8d8d8ff·e8e8e8ff·fdfdfdff·737373ff·585858ff·ffffffff·d0d0d0ff·212121ff·e8e8e8ff·ffffffff·f8f8f8ff·2c2c2cff·b6b6b6ff·ffffffff·ffffffff·717171ff·696969ff·ffffffff·b1b1b1ff·272727ff·b3b3b3ff·e3e3e3ff·dcdcdcff·b2b2b2ff·e6e6e6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ecececff·dadadaff·5a5a5aff·535353ff·dadadaff·ecececff·ffffffff·e7e7e7ff·656565ff·d3d3d3ff·ffffffff·c0c0c0ff·c7c7c7ff·e0e0e0ff·d3d3d3ff·454545ff·4a4a4aff·f7f7f7ff·ffffffff·d7d7d7ff·d2d2d2ff·e4e4e4ff·afafafff·202020ff·b9b9b9ff·ffffffff·e7e7e7ff·b3b3b3ff·dbdbdbff·dfdfdfff·989898ff·131313ff·c2c2c2ff·ffffffff·bababaff·c9c9c9ff·e5e5e5ff·d5d5d5ff·1e1e1eff·a6a6a6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·4b4b4bff·707070ff·e3e3e3ff·f1f1f1ff·f0f0f0ff·181818ff·d2d2d2ff·ffffffff·636363ff·6f6f6fff·ffffffff·ffffffff·a4a4a4ff·393939ff·fdfdfdff·ffffffff·dfdfdfff·303030ff·cdcdcdff·fcfcfcff·4f4f4fff·5e5e5eff·dadadaff·e3e3e3ff·c9c9c9ff·bcbcbcff·fefefeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·828282ff·171717ff·c1c1c1ff·dfdfdfff·898989ff·161616ff·dededeff·ffffffff·a2a2a2ff·828282ff·fbfbfbff·fefefeff·7a7a7aff·2e2e2eff·d3d3d3ff·cbcbcbff·272727ff·9f9f9fff·ffffffff·d2d2d2ff·b3b3b3ff·dededeff·dfdfdfff·a3a3a3ff·151515ff·bababaff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·161616ff·c4c4c4ff·ffffffff·e5e5e5ff·b1b1b1ff·dcdcdcff·e5e5e5ff·878787ff·292929ff·f6f6f6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·eae7eeff·4d5f28ff·a7de34ff·a5db36ff·a5db36ff·a5db36ff·a5db36ff·a5db36ff·a5db36ff·a5db36ff·a5db36ff·a5db36ff·a5db36ff·a5db36ff·a5db36ff·a5db36ff·a5db36ff·a5db36ff·abe338ff·658a1aff·aaa8aeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fcfcfcff·989898ff·5c5c5cff·747474ff·f2f2f2ff·a2a2a2ff·a9a9a9ff·fefefeff·888888ff·5f5f5fff·808080ff·f2f2f2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00· | ||
| 77 | ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·606060ff·282828ff·474747ff·ebebebff·818181ff·646464ff·ffffffff·d3d3d3ff·303030ff·e9e9e9ff·ffffffff·f8f8f8ff·3b3b3bff·bbbbbbff·ffffffff·ffffffff·7b7b7bff·747474ff·ffffffff·ffffffff·a3a3a3ff·363636ff·2f2f2fff·323232ff·606060ff·e9e9e9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·868686ff·202020ff·171717ff·171717ff·202020ff·878787ff·ffffffff·ddddddff·222222ff·c0c0c0ff·ffffffff· | 77 | ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·606060ff·282828ff·474747ff·ebebebff·818181ff·646464ff·ffffffff·d3d3d3ff·303030ff·e9e9e9ff·ffffffff·f8f8f8ff·3b3b3bff·bbbbbbff·ffffffff·ffffffff·7b7b7bff·747474ff·ffffffff·ffffffff·a3a3a3ff·363636ff·2f2f2fff·323232ff·606060ff·e9e9e9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·868686ff·202020ff·171717ff·171717ff·202020ff·878787ff·ffffffff·ddddddff·222222ff·c0c0c0ff·ffffffff·9a9a9aff·2e2e2eff·303030ff·2a2a2aff·5d5d5dff·e0e0e0ff·ffffffff·ffffffff·a8a8a8ff·313131ff·303030ff·3b3b3bff·acacacff·ffffffff·ffffffff·e4e4e4ff·494949ff·2e2e2eff·2c2c2cff·353535ff·a8a8a8ff·ffffffff·ffffffff·999999ff·333333ff·353535ff·313131ff·7b7b7bff·f2f2[·...·truncated·by·diffoscope;·len:·1190,·SHA:·a00fe88c07ee81571b848cc173c81e6aca10223a4b2241017596517a7bd1a593·...·]ff·565656ff·313131ff·343434ff·414141ff·bdbdbdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·eae7eeff·4b5f29ff·a3de36ff·a1da38ff·a1da38ff·a1da38ff·a1da38ff·a1da38ff·a1da38ff·a1da38ff·a1da38ff·a1da38ff·a1da38ff·a1da38ff·a1da38ff·a1da38ff·a1da38ff·a1da38ff·a7e23aff·62891cff·aaa8aeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fefefeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00· |
| 78 | ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fdfdfdff·eeeeeeff·edededff·fdfdfdff·f7f7f7ff·f5f5f5ff·ffffffff·fcfcfcff·f2f2f2ff·fefefeff·ffffffff·ffffffff·f2f2f2ff·fbfbfbff·ffffffff·ffffffff·f6f6f6ff·f6f6f6ff·ffffffff·ffffffff·ffffffff·f7f7f7ff·edededff·f1f1f1ff·fefefeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f5f5f5ff·edededff·eeeeeeff·efefefff·edededff·f5f5f5ff·ffffffff·fdfdfdff·f1f1f1ff·fbfbfbff·ffffffff·f | 78 | ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fdfdfdff·eeeeeeff·edededff·fdfdfdff·f7f7f7ff·f5f5f5ff·ffffffff·fcfcfcff·f2f2f2ff·fefefeff·ffffffff·ffffffff·f2f2f2ff·fbfbfbff·ffffffff·ffffffff·f6f6f6ff·f6f6f6ff·ffffffff·ffffffff·ffffffff·f7f7f7ff·edededff·f1f1f1ff·fefefeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f5f5f5ff·edededff·eeeeeeff·efefefff·edededff·f5f5f5ff·ffffffff·fdfdfdff·f1f1f1ff·fbfbfbff·ffffffff·fefefeff·f4f4f4ff·edededff·f0f0f0ff·ffffffff·ffffffff·ffffffff·ffffffff·fdfdfdff·f2f2f2ff·edededff·f8f8f8ff·ffffffff·ffffffff·ffffffff·ffffffff·f9f9f9ff·efefefff·edededff·f8f8f8ff·ffffffff·ffffffff·ffffffff·ffffffff·f5f5f5ff·edededff·f2f2f2ff·ffffffff·fffff[·...·truncated·by·diffoscope;·len:·1180,·SHA:·452d622b8103f0a9e723ce89260a48795d0f47134b9585423ae9141f95dd0ab5·...·]ff·ffffffff·fbfbfbff·f0f0f0ff·edededff·f9f9f9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·eae7eeff·4b5f29ff·a1de38ff·9fda3aff·9fda3aff·9fda3aff·9fda3aff·9fda3aff·9fda3aff·9fda3aff·9fda3aff·9fda3aff·9fda3aff·9fda3aff·9fda3aff·9fda3aff·9fda3aff·9fda3aff·a5e23cff·61891cff·aaa8aeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00· |
| 79 | 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ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·d2d2d2ff·0b0b0bff·030303ff·0f0f0fff·b5b5b5ff·ffffffff·c5c5c5ff·000000ff·e5e5e5ff·ffffffff·ffffffff·ffffffff·656565ff·464646ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·7f7f7fff·000000ff·000000ff·000000ff·000000ff·000000ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·f7f7f7ff·d6d6d6ff·f7f7f7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f7f7f7ff·d6d6d6ff·f7f7f7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fff5c1ff·ffdb1aff·ffd700ff·ffd700ff·ffd701ff·ffea7cff·fffefbff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·cbb6dbff·eae2f0ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·eae2f0ff·cbb6dbff·fffff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| 104 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·434343ff·666666ff·ddddddff·000000ff·cececeff·ffffffff·ffffffff·ffffffff·4e4e4eff·5e5e5eff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·000000ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·f7f7f7ff·d6d6d6ff·f7f7f7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f7f7f7ff·d6d6d6ff·f7f7f7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fffbe8ff·ffe143ff·ffd700ff·ffd700ff·ffd700ff·ffe142ff·fffbe7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fffff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| 105 | 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| 105 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·424242ff·5f5f5fff·fefefeff·181818ff·898989ff·ffffffff·ffffffff·f9f9f9ff·0f0f0fff·989898ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·000000ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·f7f7f7ff·d6d6d6ff·f7f7f7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·cfcfcfff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·8f8f8fff·ffffffff·ffffffff·000000ff·afafafff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·d8d8d8ff·171717ff·f2f2f2ff·ffffffff·ffffffff·afafafff·232323ff·020202ff·6f6f6fff·9f9f9fff·0f0f0fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·cfcfcfff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e9e9e9ff·141414ff·e4e4e4ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f7f7f7ff·d6d6d6ff·f7f7f7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fff4bcff·ffda17ff·ffd700ff·ffd700ff·ffd702ff·ffeb82ff·fffefcff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fffff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| 106 | 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| 106 | 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ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·626262ff·1f1f1fff·060606ff·151515ff·434343ff·bababaff·ffffffff·ffffffff·fefefeff·7f7f7fff·181818ff·070707ff·3e3e3eff·d3d3d3ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·000000ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·f7f7f7ff·d6d6d6ff·f7f7f7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e7e7e7ff·e7e7e7ff·e7e7e7ff·909090ff·0e0e0eff·e7e7e7ff·e7e7e7ff·e7e7e7ff·f0f0f0ff·dfdfdfff·000000ff·cfcfcfff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·000000ff·afafafff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·bbbbbbff·040404ff·8a8a8aff·d8d8d8ff·d9d9d9ff·afafafff·6c6c6cff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e3e3e3ff·050505ff·e3e3e3ff·ffffffff·ffffffff·f3f3f3ff·000000ff·bebebeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·7f7f7fff·2f2f2fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·5f5f5fff·4f4f4fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fcfcfcff·2c2c2cff·414141ff·cececeff·bbbbbbff·1a1a1aff·6c6c6cff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· | 107 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·626262ff·1f1f1fff·060606ff·151515ff·434343ff·bababaff·ffffffff·ffffffff·fefefeff·7f7f7fff·181818ff·070707ff·3e3e3eff·d3d3d3ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·000000ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·f7f7f7ff·d6d6d6ff·f7f7f7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e7e7e7ff·e7e7e7ff·e7e7e7ff·909090ff·0e0e0eff·e7e7e7ff·e7e7e7ff·e7e7e7ff·f0f0f0ff·dfdfdfff·000000ff·cfcfcfff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·000000ff·afafafff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·bbbbbbff·040404ff·8a8a8aff·d8d8d8ff·d9d9d9ff·afafafff·6c6c6cff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e3e3e3ff·050505ff·e3e3e3ff·ffffffff·ffffffff·f3f3f3ff·000000ff·bebebeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·7f7f7fff·2f2f2fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·5f5f5fff·4f4f4fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fcfcfcff·2c2c2cff·414141ff·cececeff·bbbbbbff·1a1a1aff·6c6c6cff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·3f3f3fff·656565ff·e7e7e7ff·e7e7e7ff·e7e7e7ff·f0f0f0ff·ffffffff·ffffffff·ffffffff·acacacff·111111ff·979797ff·d9d9d9ff·d8d8d8ff·abababff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·d2d2d2ff·080808ff·eeeeeeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f7f7f7ff·d6d6d6ff·f7f7f7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fffae5ff·ffe03fff·ffd700ff·ffd700ff·ffd700ff·ffe246ff·fffbe9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e5fbe5ff·9ff09fff·90ee90ff·b0f3b0ff·fefef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| 108 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·000000ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·f7f7f7ff·d6d6d6ff·f7f7f7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·9f9f9fff·0f0f0fff·ffffffff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·adadadff·404040ff·090909ff·2e2e2eff·c6c6c6ff·ffffffff·ffffffff·ffffffff·c5c5c5ff·3d3d3dff·080808ff·1c1c1cff·6d6d6dff·f4f4f4ff·ffffffff·ffffffff·1f1f1fff·8f8f8fff·ffffffff·ffffffff·000000ff·afafafff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·6f6f6fff·404040ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b2b2b2ff·323232ff·070707ff·212121ff·808080ff·fbfbfbff·ffffffff·ffffffff·000000ff·9b9b9bff·505050ff·090909ff·242424ff·b1b1b1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·8d8d8dff·343434ff·ffffffff·ffffffff·bfbfbfff·000000ff·000000ff·000000ff·000000ff·bfbfbfff·9f9f9fff·0f0f0fff·ffffffff·9f9f9fff·000000ff·000000ff·000000ff·000000ff·9f9f9fff·ffffffff·ffffffff·ffffffff·ffffffff·7f7f7fff·000000ff·000000ff·000000ff·000000ff·bfbfbfff·dfdfdfff·000000ff·cfcfcfff·ffffffff·bfbfbfff·000000ff·b8b8b8ff·303030ff·080808ff·414141ff·e9e9e9ff·b6b6b6ff·282828ff·0d0d0dff·585858ff·f5f5f5ff·ffffffff·ffffffff·fefefeff·898989ff·212121ff·080808ff·2e2e2eff·abababff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b6b6b6ff·020202ff·e5e5e5ff·ffffffff·ffffffff·a7a7a7ff·070707ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· | 108 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·000000ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·f7f7f7ff·d6d6d6ff·f7f7f7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·9f9f9fff·0f0f0fff·ffffffff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·adadadff·404040ff·090909ff·2e2e2eff·c6c6c6ff·ffffffff·ffffffff·ffffffff·c5c5c5ff·3d3d3dff·080808ff·1c1c1cff·6d6d6dff·f4f4f4ff·ffffffff·ffffffff·1f1f1fff·8f8f8fff·ffffffff·ffffffff·000000ff·afafafff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·6f6f6fff·404040ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b2b2b2ff·323232ff·070707ff·212121ff·808080ff·fbfbfbff·ffffffff·ffffffff·000000ff·9b9b9bff·505050ff·090909ff·242424ff·b1b1b1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·8d8d8dff·343434ff·ffffffff·ffffffff·bfbfbfff·000000ff·000000ff·000000ff·000000ff·bfbfbfff·9f9f9fff·0f0f0fff·ffffffff·9f9f9fff·000000ff·000000ff·000000ff·000000ff·9f9f9fff·ffffffff·ffffffff·ffffffff·ffffffff·7f7f7fff·000000ff·000000ff·000000ff·000000ff·bfbfbfff·dfdfdfff·000000ff·cfcfcfff·ffffffff·bfbfbfff·000000ff·b8b8b8ff·303030ff·080808ff·414141ff·e9e9e9ff·b6b6b6ff·282828ff·0d0d0dff·585858ff·f5f5f5ff·ffffffff·ffffffff·fefefeff·898989ff·212121ff·080808ff·2e2e2eff·abababff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b6b6b6ff·020202ff·e5e5e5ff·ffffffff·ffffffff·a7a7a7ff·070707ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·3f3f3fff·6f6f6fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fbfbfbff·1b1b1bff·9c9c9cff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·eeeeeeff·5a5a5aff·141414ff·080808ff·242424ff·9e9e9eff·ffffffff·ffffffff·ffffffff·202020ff·9d9d9dff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f7f7f7ff·d6d6d6ff·f7f7f7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fff3b8ff·ffda15ff·ffd700ff·ffd700ff·ffd703ff·ffec87ff·fffefdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fbfefbff·c4f6c4ff·91ee91ff·90ee90ff·90ee90ff·94ee94ff·edfce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| 109 | 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ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·000000ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·f7f7f7ff·d6d6d6ff·f7f7f7ff·ffffffff·ffffffff·ffffffff·ffdb1bff·ffd700ff·ffd700ff·ffd700ff·ffd700ff·ffd700ff·ffd700ff·ffd700ff·ffd700ff·ffd700ff·ffd700ff·ffd700ff·ffd700ff·ffd700ff·ffd700ff·ffd700ff·ffd700ff·ffd700ff·ffd700ff·ffd700ff·ffd700ff·ffd700ff·ffd700ff·ffd700ff·ffd700ff·ffd700ff·ffd700ff·ffd700ff·ffd700ff·ffdb1bff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·9f9f9fff·0f0f0fff·ffffffff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·9c9c9cff·ffffffff·ffffffff·d5d5d5ff·000000ff·d7d7d7ff·ffffffff·5d5d5dff·666666ff·ffffffff·ffffffff·ffffffff·c3c3c3ff·020202ff·f7f7f7ff·ffffffff·1f1f1fff·8f8f8fff·ffffffff·ffffffff·000000ff·afafafff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f4f4f4ff·4a4a4aff·000000ff·1f1f1fff·575757ff·9d9d9dff·f8f8f8ff·ffffffff·ffffffff·3d3d3dff·868686ff·ffffffff·ffffffff·ffffffff·a3a3a3ff·191919ff·ffffffff·ffffffff·000000ff·7c7c7cff·ffffffff·ffffffff·f4f4f4ff·010101ff·b7b7b7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·2f2f2fff·828282ff·ffffffff·ffffffff·ffffffff·efefefff·000000ff·bfbfbfff·ffffffff·ffffffff·9f9f9fff·0f0f0fff·ffffffff·ffffffff·7f7f7fff·2f2f2fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·5f5f5fff·4f4f4fff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·cfcfcfff·ffffffff·bfbfbfff·000000ff·bcbcbcff·ffffffff·ffffffff·878787ff·000000ff·ddddddff·ffffffff·ffffffff·676767ff·474747ff·ffffffff·f4f4f4ff·080808ff·c6c6c6ff·ffffffff·ffffffff·ffffffff·636363ff·595959ff·ffffffff·ffffffff·424242ff·939393ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·656565ff·454545ff·ffffffff·ffffffff·ffffffff·ffffffff·060606ff·a6a6a6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· 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ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·000000ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·f7f7f7ff·d6d6d6ff·f7f7f7ff·ffffffff·ffffffff·ffffffff·ffdb1bff·ffd700ff·ffd700ff·ffd700ff·ffd700ff·ffd700ff·ffd700ff·ffd700ff·ffd700ff·ffd700ff·ffd700ff·ffd700ff·ffd700ff·ffd700ff·ffd700ff·ffd700ff·ffd700ff·ffd700ff·ffd700ff·ffd700ff·ffd700ff·ffd700ff·ffd700ff·ffd700ff·ffd700ff·ffd700ff·ffd700ff·ffd700ff·ffd700ff·ffdb1bff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·9f9f9fff·0f0f0fff·ffffffff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·9c9c9cff·ffffffff·ffffffff·d5d5d5ff·000000ff·d7d7d7ff·ffffffff·5d5d5dff·666666ff·ffffffff·ffffffff·ffffffff·c3c3c3ff·020202ff·f7f7f7ff·ffffffff·1f1f1fff·8f8f8fff·ffffffff·ffffffff·000000ff·afafafff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f4f4f4ff·4a4a4aff·000000ff·1f1f1fff·575757ff·9d9d9dff·f8f8f8ff·ffffffff·ffffffff·3d3d3dff·868686ff·ffffffff·ffffffff·ffffffff·a3a3a3ff·191919ff·ffffffff·ffffffff·000000ff·7c7c7cff·ffffffff·ffffffff·f4f4f4ff·010101ff·b7b7b7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·2f2f2fff·828282ff·ffffffff·ffffffff·ffffffff·efefefff·000000ff·bfbfbfff·ffffffff·ffffffff·9f9f9fff·0f0f0fff·ffffffff·ffffffff·7f7f7fff·2f2f2fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·5f5f5fff·4f4f4fff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·cfcfcfff·ffffffff·bfbfbfff·000000ff·bcbcbcff·ffffffff·ffffffff·878787ff·000000ff·ddddddff·ffffffff·ffffffff·676767ff·474747ff·ffffffff·f4f4f4ff·080808ff·c6c6c6ff·ffffffff·ffffffff·ffffffff·636363ff·595959ff·ffffffff·ffffffff·424242ff·939393ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·656565ff·454545ff·ffffffff·ffffffff·ffffffff·ffffffff·060606ff·a6a6a6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·9a9a9aff·bbbbbbff·d3d3d3ff·a7a7a7ff·202020ff·444444ff·ffffffff·ffffffff·a7a7a7ff·000000ff·1e1e1eff·acacacff·ccccccff·595959ff·131313ff·edededff·ffffffff·4d4d4dff·616161ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·717171ff·404040ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f7f7f7ff·d6d6d6ff·f7f7f7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fffae2ff·ffe03bff·ffd700ff·ffd700ff·ffd700ff·ffe24bff·fffbebff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·cbb6dbff·4f0784ff·788291ff·92ed92ff·90ee90ff·90ee90ff·92ee92ff·bfe7c2ff·632592ff·4e0484ff·cbb6d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ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·000000ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·f7f7f7ff·d6d6d6ff·f7f7f7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·9f9f9fff·0f0f0fff·ffffffff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·cfcfcfff·ffffffff·ffffffff·efefefff·000000ff·bfbfbfff·ffffffff·282828ff·6d6d6dff·dbdbdbff·dbdbdbff·dbdbdbff·dbdbdbff·dbdbdbff·f9f9f9ff·ffffffff·1f1f1fff·8f8f8fff·ffffffff·ffffffff·000000ff·afafafff·ffffffff·e4e4e4ff·dbdbdbff·dbdbdbff·e0e0e0ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·dededeff·040404ff·9e9e9eff·ffffffff·080808ff·898989ff·dbdbdbff·dbdbdbff·dbdbdbff·dbdbdbff·dbdbdbff·fdfdfdff·ffffffff·000000ff·afafafff·ffffffff·ffffffff·ffffffff·0f0f0fff·9f9f9fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·3a3a3aff·797979ff·ffffffff·ffffffff·ffffffff·efefefff·000000ff·bfbfbfff·ffffffff·ffffffff·9f9f9fff·0f0f0fff·ffffffff·ffffffff·7f7f7fff·2f2f2fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·5f5f5fff·4f4f4fff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·cfcfcfff·ffffffff·bfbfbfff·000000ff·efefefff·ffffffff·ffffffff·9f9f9fff·0f0f0fff·ffffffff·ffffffff·ffffffff·7f7f7fff·2f2f2fff·ffffffff·c8c8c8ff·000000ff·c0c0c0ff·dbdbdbff·dbdbdbff·dbdbdbff·dbdbdbff·e2e2e2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·7d7d7dff·2e2e2eff·ffffffff·ffffffff·ffffffff·eeeeeeff·000000ff·bebebeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fefefeff·050505ff·a8a8a8ff·ffffffff·bebebeff·000000ff·c3c3c3ff·ffffffff·ffffffff·ffffffff·363636ff·7a7a7aff·ffffffff·ffffffff·eaeaeaff·9f9f9fff·5b5b5bff·080808ff·737373ff·ffffffff·ffffffff·ffffffff·686868ff·4b4b4bff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f7f7f7ff·d6d6d6ff·f7f7f7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fffefaff·ffe974ff·ffd700ff·ffd700ff·ffd700ff·ffdb1fff·fff6c7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fefefeff·d0f7d0ff·94ee94ff·90ee90ff·90ee90ff·8feb8fff·7a8d91ff·d4c6dfff·632293ff·4b0082ff·632293ff·eae2f0ff·fffff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ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·000000ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·f7f7f7ff·d6d6d6ff·f7f7f7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·9f9f9fff·0f0f0fff·ffffffff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·cfcfcfff·ffffffff·ffffffff·efefefff·000000ff·bfbfbfff·ffffffff·5a5a5aff·424242ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·8f8f8fff·ffffffff·ffffffff·000000ff·afafafff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fefefeff·0e0e0eff·939393ff·ffffffff·3a3a3aff·626262ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·000000ff·afafafff·ffffffff·ffffffff·ffffffff·0f0f0fff·9f9f9fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·6b6b6bff·4f4f4fff·ffffffff·ffffffff·ffffffff·efefefff·000000ff·bfbfbfff·ffffffff·ffffffff·9f9f9fff·0f0f0fff·ffffffff·ffffffff·858585ff·2c2c2cff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·656565ff·4c4c4cff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·cfcfcfff·ffffffff·bfbfbfff·000000ff·efefefff·ffffffff·ffffffff·9f9f9fff·0f0f0fff·ffffffff·ffffffff·ffffffff·7f7f7fff·2f2f2fff·ffffffff·f2f2f2ff·070707ff·a2a2a2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b6b6b6ff·020202ff·e6e6e6ff·ffffffff·ffffffff·a8a8a8ff·070707ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f 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ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·000000ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·f7f7f7ff·d6d6d6ff·f7f7f7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·9f9f9fff·0f0f0fff·ffffffff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·cfcfcfff·ffffffff·ffffffff·efefefff·000000ff·bfbfbfff·ffffffff·5a5a5aff·424242ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·8f8f8fff·ffffffff·ffffffff·000000ff·afafafff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fefefeff·0e0e0eff·939393ff·ffffffff·3a3a3aff·626262ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·000000ff·afafafff·ffffffff·ffffffff·ffffffff·0f0f0fff·9f9f9fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·6b6b6bff·4f4f4fff·ffffffff·ffffffff·ffffffff·efefefff·000000ff·bfbfbfff·ffffffff·ffffffff·9f9f9fff·0f0f0fff·ffffffff·ffffffff·858585ff·2c2c2cff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·656565ff·4c4c4cff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·cfcfcfff·ffffffff·bfbfbfff·000000ff·efefefff·ffffffff·ffffffff·9f9f9fff·0f0f0fff·ffffffff·ffffffff·ffffffff·7f7f7fff·2f2f2fff·ffffffff·f2f2f2ff·070707ff·a2a2a2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b6b6b6ff·020202ff·e6e6e6ff·ffffffff·ffffffff·a8a8a8ff·070707ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·d3d3d3ff·000000ff·c1c1c1ff·ffffffff·f1f1f1ff·070707ff·9c9c9cff·ffffffff·ffffffff·fafafaff·161616ff·999999ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·989898ff·0d0d0dff·ffffffff·ffffffff·ffffffff·3c3c3cff·7c7c7cff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f7f7f7ff·d6d6d6ff·f7f7f7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fffae0ff·ffdf37ff·ffd700ff·ffd700ff·ffd700ff·ffe34fff·fffceeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f2fdf2ff·aef2aeff·90ee90ff·90ee90ff·90ee90ff·9cec9dff·6d5092ff·4b0082ff·4b0082ff·4b0082ff·632293ff·eae2f0ff·ffffffff·fffff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ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·000000ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·f7f7f7ff·d6d6d6ff·f7f7f7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·9f9f9fff·0f0f0fff·ffffffff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·cfcfcfff·ffffffff·ffffffff·efefefff·000000ff·bfbfbfff·ffffffff·d1d1d1ff·090909ff·6a6a6aff·cfcfcfff·dadadaff·b1b1b1ff·6c6c6cff·ffffffff·ffffffff·1f1f1fff·8f8f8fff·ffffffff·ffffffff·000000ff·afafafff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·7f7f7fff·757575ff·bfbfbfff·dededeff·cececeff·606060ff·090909ff·d8d8d8ff·ffffffff·b8b8b8ff·040404ff·7f7f7fff·d4d4d4ff·d6d6d6ff·a8a8a8ff·7b7b7bff·ffffffff·ffffffff·000000ff·afafafff·ffffffff·ffffffff·ffffffff·0f0f0fff·9f9f9fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b2b2b2ff·161616ff·fcfcfcff·ffffffff·ffffffff·efefefff·000000ff·bfbfbfff·ffffffff·ffffffff·9f9f9fff·0f0f0fff·ffffffff·ffffffff·a5a5a5ff·0b0b0bff·cfcfcfff·ebebebff·f8f8f8ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·858585ff·1e1e1eff·d8d8d8ff·ebebebff·fafafaff·dfdfdfff·000000ff·cfcfcfff·ffffffff·bfbfbfff·000000ff·efefefff·ffffffff·ffffffff·9f9f9fff·0f0f0fff·ffffffff·ffffffff·ffffffff·7f7f7fff·2f2f2fff·ffffffff·ffffffff·7b7b7bff·131313ff·a0a0a0ff·dcdcdcff·cececeff·949494ff·a0a0a0ff·ffffffff·ffffffff·424242ff·939393ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fcfcfcff·2c2c2cff·434343ff·cececeff·bcbcbcff·1c1c1cff·6c6c6cff·ffffffff·ffffffff·e4e4e4ff·272727ff·c9c9c9ff·ffffffff· | 114 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·000000ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·f7f7f7ff·d6d6d6ff·f7f7f7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·9f9f9fff·0f0f0fff·ffffffff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·cfcfcfff·ffffffff·ffffffff·efefefff·000000ff·bfbfbfff·ffffffff·d1d1d1ff·090909ff·6a6a6aff·cfcfcfff·dadadaff·b1b1b1ff·6c6c6cff·ffffffff·ffffffff·1f1f1fff·8f8f8fff·ffffffff·ffffffff·000000ff·afafafff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·7f7f7fff·757575ff·bfbfbfff·dededeff·cececeff·606060ff·090909ff·d8d8d8ff·ffffffff·b8b8b8ff·040404ff·7f7f7fff·d4d4d4ff·d6d6d6ff·a8a8a8ff·7b7b7bff·ffffffff·ffffffff·000000ff·afafafff·ffffffff·ffffffff·ffffffff·0f0f0fff·9f9f9fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b2b2b2ff·161616ff·fcfcfcff·ffffffff·ffffffff·efefefff·000000ff·bfbfbfff·ffffffff·ffffffff·9f9f9fff·0f0f0fff·ffffffff·ffffffff·a5a5a5ff·0b0b0bff·cfcfcfff·ebebebff·f8f8f8ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·858585ff·1e1e1eff·d8d8d8ff·ebebebff·fafafaff·dfdfdfff·000000ff·cfcfcfff·ffffffff·bfbfbfff·000000ff·efefefff·ffffffff·ffffffff·9f9f9fff·0f0f0fff·ffffffff·ffffffff·ffffffff·7f7f7fff·2f2f2fff·ffffffff·ffffffff·7b7b7bff·131313ff·a0a0a0ff·dcdcdcff·cececeff·949494ff·a0a0a0ff·ffffffff·ffffffff·424242ff·939393ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fcfcfcff·2c2c2cff·434343ff·cececeff·bcbcbcff·1c1c1cff·6c6c6cff·ffffffff·ffffffff·e4e4e4ff·272727ff·c9c9c9ff·ffffffff·dcdcdcff·818181ff·cbcbcbff·dfdfdfff·b5b5b5ff·282828ff·313131ff·fcfcfcff·ffffffff·ffffffff·6f6f6fff·1b1b1bff·b9b9b9ff·d8d8d8ff·636363ff·161616ff·eeeeeeff·ffffffff·7d7d7dff·b0b0b0ff·dbdbdbff·d4d4d4ff·4c4c4cff·363636ff·ffffffff·ffffffff·f5f5f5ff·090909ff·c2c2c2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f7f7f7ff·d6d6d6ff·f7f7f7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fff2afff·ffd910ff·ffd700ff·ffd700ff·ffd705ff·ffed90ff·fffefeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fefefeff·d6f8d6ff·96ef96ff·90ee90ff·90ee90ff·90ee90ff·a8d6afff·e6e2ebff·d6c5e2ff·4b0082ff·4b0082ff·4b0082ff·d6c5e2ff·eae2f0ff·cbb6dbff·fffff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| 115 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·000000ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·f7f7f7ff·d6d6d6ff·f7f7f7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·9f9f9fff·0f0f0fff·ffffffff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·cfcfcfff·ffffffff·ffffffff·efefefff·000000ff·bfbfbfff·ffffffff·ffffffff·cacacaff·454545ff·0c0c0cff·0b0b0bff·2e2e2eff·858585ff·ffffffff·ffffffff·1f1f1fff·8f8f8fff·ffffffff·ffffffff·000000ff·afafafff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·bebebeff·535353ff·1d1d1dff·060606ff·171717ff·484848ff·c3c3c3ff·ffffffff·ffffffff·ffffffff·b8b8b8ff·3a3a3aff·090909ff·0e0e0eff·363636ff·9a9a9aff·ffffffff·ffffffff·000000ff·afafafff·ffffffff·ffffffff·ffffffff·0f0f0fff·9f9f9fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fcfcfcff·1b1b1bff·b8b8b8ff·ffffffff·ffffffff·efefefff·000000ff·bfbfbfff·ffffffff·ffffffff·9f9f9fff·0f0f0fff·ffffffff·ffffffff·f8f8f8ff·535353ff·101010ff·000000ff·9f9f9fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·eaeaeaff·454545ff·0c0c0cff·000000ff·bfbfbfff·dfdfdfff·000000ff·cfcfcfff·ffffffff·bfbfbfff·000000ff·efefefff·ffffffff·ffffffff·9f9f9fff·0f0f0fff·ffffffff·ffffffff·ffffffff·7f7f7fff·2f2f2fff·ffffffff·ffffffff·fefefeff·919191ff·272727ff·050505ff·151515ff·474747ff·c1c1c1ff·ffffffff·ffffffff·1f1f1fff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e1e1e1ff·4b4b4bff·090909ff·121212ff·6c6c6cff·f8f8f8ff·ffffffff·ffffffff·dfdfdfff·000000ff·bfbfbfff·ffffffff· | 115 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·000000ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·f7f7f7ff·d6d6d6ff·f7f7f7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·9f9f9fff·0f0f0fff·ffffffff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·cfcfcfff·ffffffff·ffffffff·efefefff·000000ff·bfbfbfff·ffffffff·ffffffff·cacacaff·454545ff·0c0c0cff·0b0b0bff·2e2e2eff·858585ff·ffffffff·ffffffff·1f1f1fff·8f8f8fff·ffffffff·ffffffff·000000ff·afafafff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·bebebeff·535353ff·1d1d1dff·060606ff·171717ff·484848ff·c3c3c3ff·ffffffff·ffffffff·ffffffff·b8b8b8ff·3a3a3aff·090909ff·0e0e0eff·363636ff·9a9a9aff·ffffffff·ffffffff·000000ff·afafafff·ffffffff·ffffffff·ffffffff·0f0f0fff·9f9f9fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fcfcfcff·1b1b1bff·b8b8b8ff·ffffffff·ffffffff·efefefff·000000ff·bfbfbfff·ffffffff·ffffffff·9f9f9fff·0f0f0fff·ffffffff·ffffffff·f8f8f8ff·535353ff·101010ff·000000ff·9f9f9fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·eaeaeaff·454545ff·0c0c0cff·000000ff·bfbfbfff·dfdfdfff·000000ff·cfcfcfff·ffffffff·bfbfbfff·000000ff·efefefff·ffffffff·ffffffff·9f9f9fff·0f0f0fff·ffffffff·ffffffff·ffffffff·7f7f7fff·2f2f2fff·ffffffff·ffffffff·fefefeff·919191ff·272727ff·050505ff·151515ff·474747ff·c1c1c1ff·ffffffff·ffffffff·1f1f1fff·7f7f7fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e1e1e1ff·4b4b4bff·090909ff·121212ff·6c6c6cff·f8f8f8ff·ffffffff·ffffffff·dfdfdfff·000000ff·bfbfbfff·ffffffff·e2e2e2ff·3e3e3eff·121212ff·060606ff·232323ff·6e6e6eff·edededff·ffffffff·ffffffff·ffffffff·fafafaff·737373ff·161616ff·0d0d0dff·444444ff·d4d4d4ff·ffffffff·ffffffff·838383ff·292929ff·090909ff·121212ff·4f4f4fff·dededeff·ffffffff·ffffffff·a6a6a6ff·272727ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f7f7f7ff·d6d6d6ff·f7f7f7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fffdf8ff·ffe86fff·ffd700ff·ffd700ff·ffd700ff·ffdc22ff·fff6cbff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f5fdf5ff·b3f3b3ff·90ee90ff·90ee90ff·90ee90ff·9cef9cff·bac5c6ff·4e0484ff·601e90ff·601e91ff·4b0082ff·4b0082ff·4b0082ff·601e91ff·601e90ff·4e0484ff·cbb6d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| 116 | ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·000000ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·f7f7f7ff·d6d6d6ff·f7f7f7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·959595ff·464646ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·353535ff·a5a5a5ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f7f7f7ff·d6d6d6ff·f7f7f7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fff9ddff·ffdf33ff·ffd700ff·ffd700ff·ffd700ff·ffe454ff·fffcf0ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ddf9ddff·99ef99ff·90ee90ff·90ee90ff·90ee90ff·b7f4b7ff·f7fdf7ff·eae2f0ff·601e90ff·4b0082ff·4b0082ff·601e91ff·d6c5e2ff·601e91ff·4b0082ff·4b0082ff·601e90ff·eae2f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| 64 | 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| 66 | 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| 83 | 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| 84 | 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| 84 | ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·939393ff·b6b6b6ff·ffffffff·ffffffff·f5f5f5ff·e0e0e0ff·f3f3f3ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f6f6f6ff·e5e5e5ff·ecececff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·a2a2a2ff·a6a6a6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00·ffffff00· 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| 85 | 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| 384 | These·aspects·are·related·to·model·generalization·and·avoiding·model | 384 | These·aspects·are·related·to·model·generalization·and·avoiding·model |
| 385 | under-fitting·or·over-fitting. | 385 | under-fitting·or·over-fitting. |
| 386 | ..·rst-class::·sphx-glr-timing | 386 | ..·rst-class::·sphx-glr-timing |
| 387 | ···**Total·running·time·of·the·script:**·(0·minutes·0.00 | 387 | ···**Total·running·time·of·the·script:**·(0·minutes·0.006·seconds) |
| 388 | ..·_sphx_glr_download_auto_examples_applications_plot_model_complexity_influence.py: | 388 | ..·_sphx_glr_download_auto_examples_applications_plot_model_complexity_influence.py: |
| 389 | ..·only::·html | 389 | ..·only::·html |
| 390 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 390 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 210 | ..·rst-class::·sphx-glr-timing | 210 | ..·rst-class::·sphx-glr-timing |
| 211 | ···**Total·running·time·of·the·script:**·(0·minutes·0.4 | 211 | ···**Total·running·time·of·the·script:**·(0·minutes·0.407·seconds) |
| 212 | ..·_sphx_glr_download_auto_examples_applications_plot_outlier_detection_wine.py: | 212 | ..·_sphx_glr_download_auto_examples_applications_plot_outlier_detection_wine.py: |
| 213 | ..·only::·html | 213 | ..·only::·html |
| 214 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 214 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 469 | ..·rst-class::·sphx-glr-timing | 469 | ..·rst-class::·sphx-glr-timing |
| 470 | ···**Total·running·time·of·the·script:**·(0·minutes· | 470 | ···**Total·running·time·of·the·script:**·(0·minutes·19.619·seconds) |
| 471 | ..·_sphx_glr_download_auto_examples_applications_plot_prediction_latency.py: | 471 | ..·_sphx_glr_download_auto_examples_applications_plot_prediction_latency.py: |
| 472 | ..·only::·html | 472 | ..·only::·html |
| 473 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 473 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 176 | ····plt.subplots_adjust(hspace=0.01,·wspace=0.01,·top=1,·bottom=0,·left=0,·right=1) | 176 | ····plt.subplots_adjust(hspace=0.01,·wspace=0.01,·top=1,·bottom=0,·left=0,·right=1) |
| 177 | ····plt.show() | 177 | ····plt.show() |
| 178 | ..·rst-class::·sphx-glr-timing | 178 | ..·rst-class::·sphx-glr-timing |
| 179 | ···**Total·running·time·of·the·script:**·(0·minutes·8.96 | 179 | ···**Total·running·time·of·the·script:**·(0·minutes·8.964·seconds) |
| 180 | ..·_sphx_glr_download_auto_examples_applications_plot_tomography_l1_reconstruction.py: | 180 | ..·_sphx_glr_download_auto_examples_applications_plot_tomography_l1_reconstruction.py: |
| 181 | ..·only::·html | 181 | ..·only::·html |
| 182 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 182 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 257 | The·outer·product·of·the·row·and·column·label·vectors·shows·a·representation | 257 | The·outer·product·of·the·row·and·column·label·vectors·shows·a·representation |
| 258 | of·the·checkerboard·structure,·where·different·combinations·of·row·and·column | 258 | of·the·checkerboard·structure,·where·different·combinations·of·row·and·column |
| 259 | labels·are·represented·by·different·shades·of·blue. | 259 | labels·are·represented·by·different·shades·of·blue. |
| 260 | ..·rst-class::·sphx-glr-timing | 260 | ..·rst-class::·sphx-glr-timing |
| 261 | ···**Total·running·time·of·the·script:**·(0·minutes·0.59 | 261 | ···**Total·running·time·of·the·script:**·(0·minutes·0.595·seconds) |
| 262 | ..·_sphx_glr_download_auto_examples_bicluster_plot_spectral_biclustering.py: | 262 | ..·_sphx_glr_download_auto_examples_bicluster_plot_spectral_biclustering.py: |
| 263 | ..·only::·html | 263 | ..·only::·html |
| 264 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 264 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 116 | ····plt.title("After·biclustering;·rearranged·to·show·biclusters") | 116 | ····plt.title("After·biclustering;·rearranged·to·show·biclusters") |
| 117 | ····plt.show() | 117 | ····plt.show() |
| 118 | ..·rst-class::·sphx-glr-timing | 118 | ..·rst-class::·sphx-glr-timing |
| 119 | ···**Total·running·time·of·the·script:**·(0·minutes·0. | 119 | ···**Total·running·time·of·the·script:**·(0·minutes·0.438·seconds) |
| 120 | ..·_sphx_glr_download_auto_examples_bicluster_plot_spectral_coclustering.py: | 120 | ..·_sphx_glr_download_auto_examples_bicluster_plot_spectral_coclustering.py: |
| 121 | ..·only::·html | 121 | ..·only::·html |
| 122 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 122 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 235 | ..·rst-class::·sphx-glr-timing | 235 | ..·rst-class::·sphx-glr-timing |
| 236 | ···**Total·running·time·of·the·script:**·(0·minutes·0.4 | 236 | ···**Total·running·time·of·the·script:**·(0·minutes·0.406·seconds) |
| 237 | ..·_sphx_glr_download_auto_examples_calibration_plot_calibration.py: | 237 | ..·_sphx_glr_download_auto_examples_calibration_plot_calibration.py: |
| 238 | ..·only::·html | 238 | ..·only::·html |
| 239 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 239 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 629 | ..·[1]·`Predicting·Good·Probabilities·with·Supervised·Learning | 629 | ..·[1]·`Predicting·Good·Probabilities·with·Supervised·Learning |
| 630 | ·······<https://dl.acm.org/doi/pdf/10.1145/1102351.1102430>`_, | 630 | ·······<https://dl.acm.org/doi/pdf/10.1145/1102351.1102430>`_, |
| 631 | ·······A.·Niculescu-Mizil·&·R.·Caruana,·ICML·2005 | 631 | ·······A.·Niculescu-Mizil·&·R.·Caruana,·ICML·2005 |
| 632 | ..·rst-class::·sphx-glr-timing | 632 | ..·rst-class::·sphx-glr-timing |
| 633 | ···**Total·running·time·of·the·script:**·(0·minutes·2.7 | 633 | ···**Total·running·time·of·the·script:**·(0·minutes·2.723·seconds) |
| 634 | ..·_sphx_glr_download_auto_examples_calibration_plot_calibration_curve.py: | 634 | ..·_sphx_glr_download_auto_examples_calibration_plot_calibration_curve.py: |
| 635 | ..·only::·html | 635 | ..·only::·html |
| 636 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 636 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 1207 | ..·rst-class::·sphx-glr-timing | 1207 | ..·rst-class::·sphx-glr-timing |
| 1208 | ···**Total·running·time·of·the·script:**·(0·minutes·1. | 1208 | ···**Total·running·time·of·the·script:**·(0·minutes·1.571·seconds) |
| 1209 | ..·_sphx_glr_download_auto_examples_calibration_plot_calibration_multiclass.py: | 1209 | ..·_sphx_glr_download_auto_examples_calibration_plot_calibration_multiclass.py: |
| 1210 | ..·only::·html | 1210 | ..·only::·html |
| 1211 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 1211 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 164 | -·x)·/·2],·"k",·alpha=0.2)·plt.title("Learned·sigmoid·calibration·map") | 164 | -·x)·/·2],·"k",·alpha=0.2)·plt.title("Learned·sigmoid·calibration·map") |
| 165 | plt.xlabel("Probability·class·1")·plt.ylabel("Probability·class·2")·plt.xlim(- | 165 | plt.xlabel("Probability·class·1")·plt.ylabel("Probability·class·2")·plt.xlim(- |
| 166 | 0.05,·1.05)·plt.ylim(-0.05,·1.05)·plt.show()·..·image-sg::·/auto_examples/ | 166 | 0.05,·1.05)·plt.ylim(-0.05,·1.05)·plt.show()·..·image-sg::·/auto_examples/ |
| 167 | calibration/images/sphx_glr_plot_calibration_multiclass_002.png·:alt:·Learned | 167 | calibration/images/sphx_glr_plot_calibration_multiclass_002.png·:alt:·Learned |
| 168 | sigmoid·calibration·map·:srcset:·/auto_examples/calibration/images/ | 168 | sigmoid·calibration·map·:srcset:·/auto_examples/calibration/images/ |
| 169 | sphx_glr_plot_calibration_multiclass_002.png·:class:·sphx-glr-single-img·.. | 169 | sphx_glr_plot_calibration_multiclass_002.png·:class:·sphx-glr-single-img·.. |
| 170 | rst-class::·sphx-glr-timing·**Total·running·time·of·the·script:**·(0·minutes | 170 | rst-class::·sphx-glr-timing·**Total·running·time·of·the·script:**·(0·minutes |
| 171 | 1. | 171 | 1.571·seconds)·.. |
| 172 | _sphx_glr_download_auto_examples_calibration_plot_calibration_multiclass.py:·.. | 172 | _sphx_glr_download_auto_examples_calibration_plot_calibration_multiclass.py:·.. |
| 173 | only::·html·..·container::·sphx-glr-footer·sphx-glr-footer-example·.. | 173 | only::·html·..·container::·sphx-glr-footer·sphx-glr-footer-example·.. |
| 174 | container::·sphx-glr-download·sphx-glr-download-jupyter·:download:`Download | 174 | container::·sphx-glr-download·sphx-glr-download-jupyter·:download:`Download |
| 175 | Jupyter·notebook:·plot_calibration_multiclass.ipynb·`·..·container::·sphx-glr- | 175 | Jupyter·notebook:·plot_calibration_multiclass.ipynb·`·..·container::·sphx-glr- |
| 176 | download·sphx-glr-download-python·:download:`Download·Python·source·code: | 176 | download·sphx-glr-download-python·:download:`Download·Python·source·code: |
| 177 | plot_calibration_multiclass.py·`·..·container::·sphx-glr-download·sphx-glr- | 177 | plot_calibration_multiclass.py·`·..·container::·sphx-glr-download·sphx-glr- |
| 178 | download-zip·:download:`Download·zipped:·plot_calibration_multiclass.zip·`·.. | 178 | download-zip·:download:`Download·zipped:·plot_calibration_multiclass.zip·`·.. |
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| 347 | ·······naive·Bayesian·classifiers | 347 | ·······naive·Bayesian·classifiers |
| 348 | ·······<https://citeseerx.ist.psu.edu/doc_view/pid/4f67a122ec3723f08ad5cbefecad119b432b3304>`_ | 348 | ·······<https://citeseerx.ist.psu.edu/doc_view/pid/4f67a122ec3723f08ad5cbefecad119b432b3304>`_ |
| 349 | ·······Zadrozny,·Bianca,·and·Charles·Elkan.·Icml.·Vol.·1.·2001. | 349 | ·······Zadrozny,·Bianca,·and·Charles·Elkan.·Icml.·Vol.·1.·2001. |
| 350 | ..·rst-class::·sphx-glr-timing | 350 | ..·rst-class::·sphx-glr-timing |
| 351 | ···**Total·running·time·of·the·script:**·(0·minutes·3. | 351 | ···**Total·running·time·of·the·script:**·(0·minutes·3.182·seconds) |
| 352 | ..·_sphx_glr_download_auto_examples_calibration_plot_compare_calibration.py: | 352 | ..·_sphx_glr_download_auto_examples_calibration_plot_compare_calibration.py: |
| 353 | ..·only::·html | 353 | ..·only::·html |
| 354 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 354 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 141 | ····) | 141 | ····) |
| 142 | ····plt.show() | 142 | ····plt.show() |
| 143 | ..·rst-class::·sphx-glr-timing | 143 | ..·rst-class::·sphx-glr-timing |
| 144 | ···**Total·running·time·of·the·script:**·(0·minutes·2.43 | 144 | ···**Total·running·time·of·the·script:**·(0·minutes·2.434·seconds) |
| 145 | ..·_sphx_glr_download_auto_examples_classification_plot_classification_probability.py: | 145 | ..·_sphx_glr_download_auto_examples_classification_plot_classification_probability.py: |
| 146 | ..·only::·html | 146 | ..·only::·html |
| 147 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 147 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 190 | ····plt.tight_layout() | 190 | ····plt.tight_layout() |
| 191 | ····plt.show() | 191 | ····plt.show() |
| 192 | ..·rst-class::·sphx-glr-timing | 192 | ..·rst-class::·sphx-glr-timing |
| 193 | ···**Total·running·time·of·the·script:**·(0·minutes·2.3 | 193 | ···**Total·running·time·of·the·script:**·(0·minutes·2.376·seconds) |
| 194 | ..·_sphx_glr_download_auto_examples_classification_plot_classifier_comparison.py: | 194 | ..·_sphx_glr_download_auto_examples_classification_plot_classifier_comparison.py: |
| 195 | ..·only::·html | 195 | ..·only::·html |
| 196 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 196 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 311 | ..·rst-class::·sphx-glr-timing | 311 | ..·rst-class::·sphx-glr-timing |
| 312 | ···**Total·running·time·of·the·script:**·(0·minutes·0. | 312 | ···**Total·running·time·of·the·script:**·(0·minutes·0.499·seconds) |
| 313 | ..·_sphx_glr_download_auto_examples_classification_plot_digits_classification.py: | 313 | ..·_sphx_glr_download_auto_examples_classification_plot_digits_classification.py: |
| 314 | ..·only::·html | 314 | ..·only::·html |
| 315 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 315 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 135 | ········+·"LDA·with·OAS·(1·discriminative·feature)" | 135 | ········+·"LDA·with·OAS·(1·discriminative·feature)" |
| 136 | ····) | 136 | ····) |
| 137 | ····plt.show() | 137 | ····plt.show() |
| 138 | ..·rst-class::·sphx-glr-timing | 138 | ..·rst-class::·sphx-glr-timing |
| 139 | ···**Total·running·time·of·the·script:**·(0·minutes·8.63 | 139 | ···**Total·running·time·of·the·script:**·(0·minutes·8.563·seconds) |
| 140 | ..·_sphx_glr_download_auto_examples_classification_plot_lda.py: | 140 | ..·_sphx_glr_download_auto_examples_classification_plot_lda.py: |
| 141 | ..·only::·html | 141 | ..·only::·html |
| 142 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 142 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 299 | QDA.·QDA·fits·two·covariance·matrices·and·provides·a·non-linear·discriminant | 299 | QDA.·QDA·fits·two·covariance·matrices·and·provides·a·non-linear·discriminant |
| 300 | boundary,·whereas·LDA·underfits·since·it·assumes·that·both·classes·share·a | 300 | boundary,·whereas·LDA·underfits·since·it·assumes·that·both·classes·share·a |
| 301 | single·covariance·matrix. | 301 | single·covariance·matrix. |
| 302 | ..·rst-class::·sphx-glr-timing | 302 | ..·rst-class::·sphx-glr-timing |
| 303 | ···**Total·running·time·of·the·script:**·(0·minutes·0.44 | 303 | ···**Total·running·time·of·the·script:**·(0·minutes·0.440·seconds) |
| 304 | ..·_sphx_glr_download_auto_examples_classification_plot_lda_qda.py: | 304 | ..·_sphx_glr_download_auto_examples_classification_plot_lda_qda.py: |
| 305 | ..·only::·html | 305 | ..·only::·html |
| 306 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 306 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 347 | random.·In·particular,·such·non-adjusted·metrics·should·not·be·used·to·compare | 347 | random.·In·particular,·such·non-adjusted·metrics·should·not·be·used·to·compare |
| 348 | the·results·of·different·clustering·algorithms·that·output·a·different·number | 348 | the·results·of·different·clustering·algorithms·that·output·a·different·number |
| 349 | of·clusters. | 349 | of·clusters. |
| 350 | ..·rst-class::·sphx-glr-timing | 350 | ..·rst-class::·sphx-glr-timing |
| 351 | ···**Total·running·time·of·the·script:**·(0·minutes·1.1 | 351 | ···**Total·running·time·of·the·script:**·(0·minutes·1.129·seconds) |
| 352 | ..·_sphx_glr_download_auto_examples_cluster_plot_adjusted_for_chance_measures.py: | 352 | ..·_sphx_glr_download_auto_examples_cluster_plot_adjusted_for_chance_measures.py: |
| 353 | ..·only::·html | 353 | ..·only::·html |
| 354 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 354 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 156 | ..·rst-class::·sphx-glr-timing | 156 | ..·rst-class::·sphx-glr-timing |
| 157 | ···**Total·running·time·of·the·script:**·(0·minutes·0.3 | 157 | ···**Total·running·time·of·the·script:**·(0·minutes·0.334·seconds) |
| 158 | ..·_sphx_glr_download_auto_examples_cluster_plot_affinity_propagation.py: | 158 | ..·_sphx_glr_download_auto_examples_cluster_plot_affinity_propagation.py: |
| 159 | ..·only::·html | 159 | ..·only::·html |
| 160 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 160 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 47 | ..·rst-class::·sphx-glr-horizontal | 47 | ..·rst-class::·sphx-glr-horizontal |
| 48 | ····* | 48 | ····* |
| 49 | ······..·image-sg::·/auto_examples/cluster/images/sphx_glr_plot_agglomerative_clustering_001.png | 49 | ······..·image-sg::·/auto_examples/cluster/images/sphx_glr_plot_agglomerative_clustering_001.png |
| 50 | ·········:alt:·n_cluster=30,·connectivity=False,·linkage=average·(time·0.0 | 50 | ·········:alt:·n_cluster=30,·connectivity=False,·linkage=average·(time·0.03s),·linkage=complete·(time·0.03s),·linkage=ward·(time·0.04s),·linkage=single·(time·0.01s) |
| 51 | ·········:srcset:·/auto_examples/cluster/images/sphx_glr_plot_agglomerative_clustering_001.png | 51 | ·········:srcset:·/auto_examples/cluster/images/sphx_glr_plot_agglomerative_clustering_001.png |
| 52 | ·········:class:·sphx-glr-multi-img | 52 | ·········:class:·sphx-glr-multi-img |
| 53 | ····* | 53 | ····* |
| 54 | ······..·image-sg::·/auto_examples/cluster/images/sphx_glr_plot_agglomerative_clustering_002.png | 54 | ······..·image-sg::·/auto_examples/cluster/images/sphx_glr_plot_agglomerative_clustering_002.png |
| 55 | ·········:alt:·n_cluster=3,·connectivity=False,·linkage=average·(time·0.0 | 55 | ·········:alt:·n_cluster=3,·connectivity=False,·linkage=average·(time·0.03s),·linkage=complete·(time·0.03s),·linkage=ward·(time·0.04s),·linkage=single·(time·0.01s) |
| 56 | ·········:srcset:·/auto_examples/cluster/images/sphx_glr_plot_agglomerative_clustering_002.png | 56 | ·········:srcset:·/auto_examples/cluster/images/sphx_glr_plot_agglomerative_clustering_002.png |
| 57 | ·········:class:·sphx-glr-multi-img | 57 | ·········:class:·sphx-glr-multi-img |
| 58 | ····* | 58 | ····* |
| 59 | ······..·image-sg::·/auto_examples/cluster/images/sphx_glr_plot_agglomerative_clustering_003.png | 59 | ······..·image-sg::·/auto_examples/cluster/images/sphx_glr_plot_agglomerative_clustering_003.png |
| 60 | ·········:alt:·n_cluster=30,·connectivity=True,·linkage=average·(time·0.11s),·linkage=complete·(time·0.11s),·linkage=ward·(time·0.16s),·linkage=single·(time·0.02s) | 60 | ·········:alt:·n_cluster=30,·connectivity=True,·linkage=average·(time·0.11s),·linkage=complete·(time·0.11s),·linkage=ward·(time·0.16s),·linkage=single·(time·0.02s) |
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| 141 | ····plt.show() | 141 | ····plt.show() |
| 142 | ..·rst-class::·sphx-glr-timing | 142 | ..·rst-class::·sphx-glr-timing |
| 143 | ···**Total·running·time·of·the·script:**·(0·minutes·2.0 | 143 | ···**Total·running·time·of·the·script:**·(0·minutes·2.018·seconds) |
| 144 | ..·_sphx_glr_download_auto_examples_cluster_plot_agglomerative_clustering.py: | 144 | ..·_sphx_glr_download_auto_examples_cluster_plot_agglomerative_clustering.py: |
| 145 | ..·only::·html | 145 | ..·only::·html |
| 146 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 146 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 224 | ····plt.show() | 224 | ····plt.show() |
| 225 | ..·rst-class::·sphx-glr-timing | 225 | ..·rst-class::·sphx-glr-timing |
| 226 | ···**Total·running·time·of·the·script:**·(0·minutes·1.2 | 226 | ···**Total·running·time·of·the·script:**·(0·minutes·1.223·seconds) |
| 227 | ..·_sphx_glr_download_auto_examples_cluster_plot_agglomerative_clustering_metrics.py: | 227 | ..·_sphx_glr_download_auto_examples_cluster_plot_agglomerative_clustering_metrics.py: |
| 228 | ..·only::·html | 228 | ..·only::·html |
| 229 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 229 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 83 | ····plot_dendrogram(model,·truncate_mode="level",·p=3) | 83 | ····plot_dendrogram(model,·truncate_mode="level",·p=3) |
| 84 | ····plt.xlabel("Number·of·points·in·node·(or·index·of·point·if·no·parenthesis).") | 84 | ····plt.xlabel("Number·of·points·in·node·(or·index·of·point·if·no·parenthesis).") |
| 85 | ····plt.show() | 85 | ····plt.show() |
| 86 | ..·rst-class::·sphx-glr-timing | 86 | ..·rst-class::·sphx-glr-timing |
| 87 | ···**Total·running·time·of·the·script:**·(0·minutes·0.09 | 87 | ···**Total·running·time·of·the·script:**·(0·minutes·0.096·seconds) |
| 88 | ..·_sphx_glr_download_auto_examples_cluster_plot_agglomerative_dendrogram.py: | 88 | ..·_sphx_glr_download_auto_examples_cluster_plot_agglomerative_dendrogram.py: |
| 89 | ..·only::·html | 89 | ..·only::·html |
| 90 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 90 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 48 | ···:class:·sphx-glr-single-img | 48 | ···:class:·sphx-glr-single-img |
| 49 | ..·rst-class::·sphx-glr-script-out | 49 | ..·rst-class::·sphx-glr-script-out |
| 50 | ·..·code-block::·none | 50 | ·..·code-block::·none |
| 51 | ····BIRCH·without·global·clustering·as·the·final·step·took·0. | 51 | ····BIRCH·without·global·clustering·as·the·final·step·took·0.55·seconds |
| 52 | ····n_clusters·:·158 | 52 | ····n_clusters·:·158 |
| 53 | ····BIRCH·with·global·clustering·as·the·final·step·took·0. | 53 | ····BIRCH·with·global·clustering·as·the·final·step·took·0.55·seconds |
| 54 | ····n_clusters·:·100 | 54 | ····n_clusters·:·100 |
| 55 | ····Time·taken·to·run·MiniBatchKMeans·0.25·seconds | 55 | ····Time·taken·to·run·MiniBatchKMeans·0.25·seconds |
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| 154 | ····ax.set_title("MiniBatchKMeans") | 154 | ····ax.set_title("MiniBatchKMeans") |
| 155 | ····ax.set_autoscaley_on(False) | 155 | ····ax.set_autoscaley_on(False) |
| 156 | ····plt.show() | 156 | ····plt.show() |
| 157 | ..·rst-class::·sphx-glr-timing | 157 | ..·rst-class::·sphx-glr-timing |
| 158 | ···**Total·running·time·of·the·script:**·(0·minutes·4. | 158 | ···**Total·running·time·of·the·script:**·(0·minutes·4.087·seconds) |
| 159 | ..·_sphx_glr_download_auto_examples_cluster_plot_birch_vs_minibatchkmeans.py: | 159 | ..·_sphx_glr_download_auto_examples_cluster_plot_birch_vs_minibatchkmeans.py: |
| 160 | ..·only::·html | 160 | ..·only::·html |
| 161 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 161 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 95 | ········ax.set_yticks([]) | 95 | ········ax.set_yticks([]) |
| 96 | ····plt.show() | 96 | ····plt.show() |
| 97 | ..·rst-class::·sphx-glr-timing | 97 | ..·rst-class::·sphx-glr-timing |
| 98 | ···**Total·running·time·of·the·script:**·(0·minutes·1.2 | 98 | ···**Total·running·time·of·the·script:**·(0·minutes·1.268·seconds) |
| 99 | ..·_sphx_glr_download_auto_examples_cluster_plot_bisect_kmeans.py: | 99 | ..·_sphx_glr_download_auto_examples_cluster_plot_bisect_kmeans.py: |
| 100 | ..·only::·html | 100 | ..·only::·html |
| 101 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 101 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 315 | ············plot_num·+=·1 | 315 | ············plot_num·+=·1 |
| 316 | ····plt.show() | 316 | ····plt.show() |
| 317 | ..·rst-class::·sphx-glr-timing | 317 | ..·rst-class::·sphx-glr-timing |
| 318 | ···**Total·running·time·of·the·script:**·(0·minutes·6.2 | 318 | ···**Total·running·time·of·the·script:**·(0·minutes·6.216·seconds) |
| 319 | ..·_sphx_glr_download_auto_examples_cluster_plot_cluster_comparison.py: | 319 | ..·_sphx_glr_download_auto_examples_cluster_plot_cluster_comparison.py: |
| 320 | ..·only::·html | 320 | ..·only::·html |
| 321 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 321 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 119 | ····plt.subplots_adjust(wspace=0.25,·hspace=0.25) | 119 | ····plt.subplots_adjust(wspace=0.25,·hspace=0.25) |
| 120 | ····plt.show() | 120 | ····plt.show() |
| 121 | ..·rst-class::·sphx-glr-timing | 121 | ..·rst-class::·sphx-glr-timing |
| 122 | ···**Total·running·time·of·the·script:**·(0·minutes·0.34 | 122 | ···**Total·running·time·of·the·script:**·(0·minutes·0.340·seconds) |
| 123 | ..·_sphx_glr_download_auto_examples_cluster_plot_cluster_iris.py: | 123 | ..·_sphx_glr_download_auto_examples_cluster_plot_cluster_iris.py: |
| 124 | ..·only::·html | 124 | ..·only::·html |
| 125 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 125 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 145 | ..·rst-class::·sphx-glr-horizontal | 145 | ..·rst-class::·sphx-glr-horizontal |
| 146 | ····* | 146 | ····* |
| 147 | ······..·image-sg::·/auto_examples/cluster/images/sphx_glr_plot_coin_segmentation_001.png | 147 | ······..·image-sg::·/auto_examples/cluster/images/sphx_glr_plot_coin_segmentation_001.png |
| 148 | ·········:alt:·Spectral·clustering:·kmeans,·2. | 148 | ·········:alt:·Spectral·clustering:·kmeans,·2.68s |
| 149 | ·········:srcset:·/auto_examples/cluster/images/sphx_glr_plot_coin_segmentation_001.png | 149 | ·········:srcset:·/auto_examples/cluster/images/sphx_glr_plot_coin_segmentation_001.png |
| 150 | ·········:class:·sphx-glr-multi-img | 150 | ·········:class:·sphx-glr-multi-img |
| 151 | ····* | 151 | ····* |
| 152 | ······..·image-sg::·/auto_examples/cluster/images/sphx_glr_plot_coin_segmentation_002.png | 152 | ······..·image-sg::·/auto_examples/cluster/images/sphx_glr_plot_coin_segmentation_002.png |
| 153 | ·········:alt:·Spectral·clustering:·discretize,·2.2 | 153 | ·········:alt:·Spectral·clustering:·discretize,·2.25s |
| 154 | ·········:srcset:·/auto_examples/cluster/images/sphx_glr_plot_coin_segmentation_002.png | 154 | ·········:srcset:·/auto_examples/cluster/images/sphx_glr_plot_coin_segmentation_002.png |
| 155 | ·········:class:·sphx-glr-multi-img | 155 | ·········:class:·sphx-glr-multi-img |
| 156 | ····* | 156 | ····* |
| 157 | ······..·image-sg::·/auto_examples/cluster/images/sphx_glr_plot_coin_segmentation_003.png | 157 | ······..·image-sg::·/auto_examples/cluster/images/sphx_glr_plot_coin_segmentation_003.png |
| 158 | ·········:alt:·Spectral·clustering:·cluster_qr,·2.2 | 158 | ·········:alt:·Spectral·clustering:·cluster_qr,·2.23s |
| 159 | ·········:srcset:·/auto_examples/cluster/images/sphx_glr_plot_coin_segmentation_003.png | 159 | ·········:srcset:·/auto_examples/cluster/images/sphx_glr_plot_coin_segmentation_003.png |
| 160 | ·········:class:·sphx-glr-multi-img | 160 | ·········:class:·sphx-glr-multi-img |
| 161 | ..·rst-class::·sphx-glr-script-out | 161 | ..·rst-class::·sphx-glr-script-out |
| 162 | ·..·code-block::·none | 162 | ·..·code-block::·none |
| 163 | ····Spectral·clustering:·kmeans,·2. | 163 | ····Spectral·clustering:·kmeans,·2.68s |
| 164 | ····Spectral·clustering:·discretize,·2.2 | 164 | ····Spectral·clustering:·discretize,·2.25s |
| 165 | ····Spectral·clustering:·cluster_qr,·2.2 | 165 | ····Spectral·clustering:·cluster_qr,·2.23s |
| 166 | ..·rst-class::·sphx-glr-timing | 166 | ..·rst-class::·sphx-glr-timing |
| 167 | ···**Total·running·time·of·the·script:**·(0·minutes·7. | 167 | ···**Total·running·time·of·the·script:**·(0·minutes·7.585·seconds) |
| 168 | ..·_sphx_glr_download_auto_examples_cluster_plot_coin_segmentation.py: | 168 | ..·_sphx_glr_download_auto_examples_cluster_plot_coin_segmentation.py: |
| 169 | ..·only::·html | 169 | ..·only::·html |
| 170 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 170 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 198 | ..·rst-class::·sphx-glr-timing | 198 | ..·rst-class::·sphx-glr-timing |
| 199 | ···**Total·running·time·of·the·script:**·(0·minutes·0. | 199 | ···**Total·running·time·of·the·script:**·(0·minutes·0.413·seconds) |
| 200 | ..·_sphx_glr_download_auto_examples_cluster_plot_coin_ward_segmentation.py: | 200 | ..·_sphx_glr_download_auto_examples_cluster_plot_coin_ward_segmentation.py: |
| 201 | ..·only::·html | 201 | ..·only::·html |
| 202 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 202 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 161 | ····plt.title(f"Quantized·image·({n_colors}·colors,·Random)") | 161 | ····plt.title(f"Quantized·image·({n_colors}·colors,·Random)") |
| 162 | ····plt.imshow(recreate_image(codebook_random,·labels_random,·w,·h)) | 162 | ····plt.imshow(recreate_image(codebook_random,·labels_random,·w,·h)) |
| 163 | ····plt.show() | 163 | ····plt.show() |
| 164 | ..·rst-class::·sphx-glr-timing | 164 | ..·rst-class::·sphx-glr-timing |
| 165 | ···**Total·running·time·of·the·script:**·(0·minutes·0.57 | 165 | ···**Total·running·time·of·the·script:**·(0·minutes·0.570·seconds) |
| 166 | ..·_sphx_glr_download_auto_examples_cluster_plot_color_quantization.py: | 166 | ..·_sphx_glr_download_auto_examples_cluster_plot_color_quantization.py: |
| 167 | ..·only::·html | 167 | ..·only::·html |
| 168 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 168 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 236 | ..·rst-class::·sphx-glr-timing | 236 | ..·rst-class::·sphx-glr-timing |
| 237 | ···**Total·running·time·of·the·script:**·(0·minutes·0.1 | 237 | ···**Total·running·time·of·the·script:**·(0·minutes·0.196·seconds) |
| 238 | ..·_sphx_glr_download_auto_examples_cluster_plot_dbscan.py: | 238 | ..·_sphx_glr_download_auto_examples_cluster_plot_dbscan.py: |
| 239 | ..·only::·html | 239 | ..·only::·html |
| 240 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 240 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 90 | ····plt.yticks(()) | 90 | ····plt.yticks(()) |
| 91 | ····plt.title("Labels") | 91 | ····plt.title("Labels") |
| 92 | ····plt.show() | 92 | ····plt.show() |
| 93 | ..·rst-class::·sphx-glr-timing | 93 | ..·rst-class::·sphx-glr-timing |
| 94 | ···**Total·running·time·of·the·script:**·(0·minutes·0.13 | 94 | ···**Total·running·time·of·the·script:**·(0·minutes·0.136·seconds) |
| 95 | ..·_sphx_glr_download_auto_examples_cluster_plot_digits_agglomeration.py: | 95 | ..·_sphx_glr_download_auto_examples_cluster_plot_digits_agglomeration.py: |
| 96 | ..·only::·html | 96 | ..·only::·html |
| 97 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 97 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 82 | ..·rst-class::·sphx-glr-script-out | 82 | ..·rst-class::·sphx-glr-script-out |
| 83 | ·..·code-block::·none | 83 | ·..·code-block::·none |
| 84 | ····Computing·embedding | 84 | ····Computing·embedding |
| 85 | ····Done. | 85 | ····Done. |
| 86 | ····ward·:··0.0 | 86 | ····ward·:··0.05s |
| 87 | ····average·:·······0.05s | 87 | ····average·:·······0.05s |
| 88 | ····complete·:······0.05s | 88 | ····complete·:······0.05s |
| 89 | ····single·:········0.02s | 89 | ····single·:········0.02s |
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| 160 | ····plt.show() | 160 | ····plt.show() |
| 161 | ..·rst-class::·sphx-glr-timing | 161 | ..·rst-class::·sphx-glr-timing |
| 162 | ···**Total·running·time·of·the·script:**·(0·minutes·2. | 162 | ···**Total·running·time·of·the·script:**·(0·minutes·2.210·seconds) |
| 163 | ..·_sphx_glr_download_auto_examples_cluster_plot_digits_linkage.py: | 163 | ..·_sphx_glr_download_auto_examples_cluster_plot_digits_linkage.py: |
| 164 | ..·only::·html | 164 | ..·only::·html |
| 165 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 165 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 105 | ···············~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ | 105 | ···············~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ |
| 106 | ······File·"requests/sessions.py",·line·589,·in·request | 106 | ······File·"requests/sessions.py",·line·589,·in·request |
| 107 | ········resp·=·self.send(prep,·**send_kwargs) | 107 | ········resp·=·self.send(prep,·**send_kwargs) |
| 108 | ······File·"requests/sessions.py",·line·703,·in·send | 108 | ······File·"requests/sessions.py",·line·703,·in·send |
| 109 | ········r·=·adapter.send(request,·**kwargs) | 109 | ········r·=·adapter.send(request,·**kwargs) |
| 110 | ······File·"requests/adapters.py",·line·694,·in·send | 110 | ······File·"requests/adapters.py",·line·694,·in·send |
| 111 | ········raise·ProxyError(e,·request=request) | 111 | ········raise·ProxyError(e,·request=request) |
| 112 | ····requests.exceptions.ProxyError:·HTTPSConnectionPool(host='raw.githubusercontent.com',·port=443):·Max·retries·exceeded·with·url:·/scipy/dataset-face/main/face.dat·(Caused·by·ProxyError('Unable·to·connect·to·proxy',·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0x7f | 112 | ····requests.exceptions.ProxyError:·HTTPSConnectionPool(host='raw.githubusercontent.com',·port=443):·Max·retries·exceeded·with·url:·/scipy/dataset-face/main/face.dat·(Caused·by·ProxyError('Unable·to·connect·to·proxy',·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0x7f74d10d8ad0>:·Failed·to·resolve·'127.0.0.1.9'·([Errno·-3]·Temporary·failure·in·name·resolution)"))) |
| 113 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·37-44 | 113 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·37-44 |
| 114 | Thus·the·image·is·a·2D·array·of·768·pixels·in·height·and·1024·pixels·in·width.·Each | 114 | Thus·the·image·is·a·2D·array·of·768·pixels·in·height·and·1024·pixels·in·width.·Each |
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| 327 | In·practice,·observing·a·memory·gain·would·require·the·original·image·to·be·in | 327 | In·practice,·observing·a·memory·gain·would·require·the·original·image·to·be·in |
| 328 | a·64-bit·float·representation. | 328 | a·64-bit·float·representation. |
| 329 | ..·rst-class::·sphx-glr-timing | 329 | ..·rst-class::·sphx-glr-timing |
| 330 | ···**Total·running·time·of·the·script:**·(0·minutes·0.0 | 330 | ···**Total·running·time·of·the·script:**·(0·minutes·0.019·seconds) |
| 331 | ..·_sphx_glr_download_auto_examples_cluster_plot_face_compress.py: | 331 | ..·_sphx_glr_download_auto_examples_cluster_plot_face_compress.py: |
| 332 | ..·only::·html | 332 | ..·only::·html |
| 333 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 333 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 310 | ..·rst-class::·sphx-glr-timing | 310 | ..·rst-class::·sphx-glr-timing |
| 311 | ···**Total·running·time·of·the·script:**·(0·minutes·0.6 | 311 | ···**Total·running·time·of·the·script:**·(0·minutes·0.665·seconds) |
| 312 | ..·_sphx_glr_download_auto_examples_cluster_plot_feature_agglomeration_vs_univariate_selection.py: | 312 | ..·_sphx_glr_download_auto_examples_cluster_plot_feature_agglomeration_vs_univariate_selection.py: |
| 313 | ..·only::·html | 313 | ..·only::·html |
| 314 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 314 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 451 | ..·rst-class::·sphx-glr-timing | 451 | ..·rst-class::·sphx-glr-timing |
| 452 | ···**Total·running·time·of·the·script:**·(0·minutes·1 | 452 | ···**Total·running·time·of·the·script:**·(0·minutes·14.776·seconds) |
| 453 | ..·_sphx_glr_download_auto_examples_cluster_plot_hdbscan.py: | 453 | ..·_sphx_glr_download_auto_examples_cluster_plot_hdbscan.py: |
| 454 | ..·only::·html | 454 | ..·only::·html |
| 455 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 455 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 160 | ····plt.title("Classify·unknown·instances") | 160 | ····plt.title("Classify·unknown·instances") |
| 161 | ····plt.show() | 161 | ····plt.show() |
| 162 | ..·rst-class::·sphx-glr-timing | 162 | ..·rst-class::·sphx-glr-timing |
| 163 | ···**Total·running·time·of·the·script:**·(0·minutes·2.0 | 163 | ···**Total·running·time·of·the·script:**·(0·minutes·2.023·seconds) |
| 164 | ..·_sphx_glr_download_auto_examples_cluster_plot_inductive_clustering.py: | 164 | ..·_sphx_glr_download_auto_examples_cluster_plot_inductive_clustering.py: |
| 165 | ..·only::·html | 165 | ..·only::·html |
| 166 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 166 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 310 | and·are·not·too·sparse,·the·k-means·algorithm·is·quite·effective·and·is·one·of | 310 | and·are·not·too·sparse,·the·k-means·algorithm·is·quite·effective·and·is·one·of |
| 311 | the·fastest·clustering·algorithms·available.·This·advantage·is·lost·if·one·has | 311 | the·fastest·clustering·algorithms·available.·This·advantage·is·lost·if·one·has |
| 312 | to·restart·it·several·times·to·avoid·convergence·to·a·local·minimum. | 312 | to·restart·it·several·times·to·avoid·convergence·to·a·local·minimum. |
| 313 | ..·rst-class::·sphx-glr-timing | 313 | ..·rst-class::·sphx-glr-timing |
| 314 | ···**Total·running·time·of·the·script:**·(0·minutes·1.2 | 314 | ···**Total·running·time·of·the·script:**·(0·minutes·1.269·seconds) |
| 315 | ..·_sphx_glr_download_auto_examples_cluster_plot_kmeans_assumptions.py: | 315 | ..·_sphx_glr_download_auto_examples_cluster_plot_kmeans_assumptions.py: |
| 316 | ..·only::·html | 316 | ..·only::·html |
| 317 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 317 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 203 | ..·rst-class::·sphx-glr-script-out | 203 | ..·rst-class::·sphx-glr-script-out |
| 204 | ·..·code-block::·none | 204 | ·..·code-block::·none |
| 205 | ····__________________________________________________________________________________ | 205 | ····__________________________________________________________________________________ |
| 206 | ····init············time····inertia·homo····compl···v-meas··ARI·····AMI·····silhouette | 206 | ····init············time····inertia·homo····compl···v-meas··ARI·····AMI·····silhouette |
| 207 | ····k-means++·······0.10 | 207 | ····k-means++·······0.105s··69545···0.598···0.645···0.621···0.469···0.617···0.152 |
| 208 | ····random··········0.13 | 208 | ····random··········0.138s··69735···0.681···0.723···0.701···0.574···0.698···0.170 |
| 209 | ····PCA-based·······0.037s··72686···0.636···0.658···0.647···0.521···0.643···0.142 | 209 | ····PCA-based·······0.037s··72686···0.636···0.658···0.647···0.521···0.643···0.142 |
| 210 | ····__________________________________________________________________________________ | 210 | ····__________________________________________________________________________________ |
| 211 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·146-153 | 211 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·146-153 |
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| 291 | ..·rst-class::·sphx-glr-timing | 291 | ..·rst-class::·sphx-glr-timing |
| 292 | ···**Total·running·time·of·the·script:**·(0·minutes·1.6 | 292 | ···**Total·running·time·of·the·script:**·(0·minutes·1.688·seconds) |
| 293 | ..·_sphx_glr_download_auto_examples_cluster_plot_kmeans_digits.py: | 293 | ..·_sphx_glr_download_auto_examples_cluster_plot_kmeans_digits.py: |
| 294 | ..·only::·html | 294 | ..·only::·html |
| 295 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 295 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 73 | ····plt.xticks([]) | 73 | ····plt.xticks([]) |
| 74 | ····plt.yticks([]) | 74 | ····plt.yticks([]) |
| 75 | ····plt.show() | 75 | ····plt.show() |
| 76 | ..·rst-class::·sphx-glr-timing | 76 | ..·rst-class::·sphx-glr-timing |
| 77 | ···**Total·running·time·of·the·script:**·(0·minutes·0.06 | 77 | ···**Total·running·time·of·the·script:**·(0·minutes·0.067·seconds) |
| 78 | ..·_sphx_glr_download_auto_examples_cluster_plot_kmeans_plusplus.py: | 78 | ..·_sphx_glr_download_auto_examples_cluster_plot_kmeans_plusplus.py: |
| 79 | ..·only::·html | 79 | ..·only::·html |
| 80 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 80 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 237 | ········) | 237 | ········) |
| 238 | ····plt.show() | 238 | ····plt.show() |
| 239 | ..·rst-class::·sphx-glr-timing | 239 | ..·rst-class::·sphx-glr-timing |
| 240 | ···**Total·running·time·of·the·script:**·(0·minutes·1. | 240 | ···**Total·running·time·of·the·script:**·(0·minutes·1.349·seconds) |
| 241 | ..·_sphx_glr_download_auto_examples_cluster_plot_kmeans_silhouette_analysis.py: | 241 | ..·_sphx_glr_download_auto_examples_cluster_plot_kmeans_silhouette_analysis.py: |
| 242 | ..·only::·html | 242 | ..·only::·html |
| 243 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 243 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 188 | ········) | 188 | ········) |
| 189 | ····plt.show() | 189 | ····plt.show() |
| 190 | ..·rst-class::·sphx-glr-timing | 190 | ..·rst-class::·sphx-glr-timing |
| 191 | ···**Total·running·time·of·the·script:**·(0·minutes·1.6 | 191 | ···**Total·running·time·of·the·script:**·(0·minutes·1.655·seconds) |
| 192 | ..·_sphx_glr_download_auto_examples_cluster_plot_kmeans_stability_low_dim_dense.py: | 192 | ..·_sphx_glr_download_auto_examples_cluster_plot_kmeans_stability_low_dim_dense.py: |
| 193 | ..·only::·html | 193 | ..·only::·html |
| 194 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 194 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 232 | ..·rst-class::·sphx-glr-timing | 232 | ..·rst-class::·sphx-glr-timing |
| 233 | ···**Total·running·time·of·the·script:**·(0·minutes· | 233 | ···**Total·running·time·of·the·script:**·(0·minutes·2.008·seconds) |
| 234 | ..·_sphx_glr_download_auto_examples_cluster_plot_linkage_comparison.py: | 234 | ..·_sphx_glr_download_auto_examples_cluster_plot_linkage_comparison.py: |
| 235 | ..·only::·html | 235 | ..·only::·html |
| 236 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 236 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 142 | ..·rst-class::·sphx-glr-timing | 142 | ..·rst-class::·sphx-glr-timing |
| 143 | ···**Total·running·time·of·the·script:**·(0·minutes·0.4 | 143 | ···**Total·running·time·of·the·script:**·(0·minutes·0.434·seconds) |
| 144 | ..·_sphx_glr_download_auto_examples_cluster_plot_mean_shift.py: | 144 | ..·_sphx_glr_download_auto_examples_cluster_plot_mean_shift.py: |
| 145 | ..·only::·html | 145 | ..·only::·html |
| 146 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 146 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 228 | ..·rst-class::·sphx-glr-timing | 228 | ..·rst-class::·sphx-glr-timing |
| 229 | ···**Total·running·time·of·the·script:**·(0·minutes·0. | 229 | ···**Total·running·time·of·the·script:**·(0·minutes·0.207·seconds) |
| 230 | ..·_sphx_glr_download_auto_examples_cluster_plot_mini_batch_kmeans.py: | 230 | ..·_sphx_glr_download_auto_examples_cluster_plot_mini_batch_kmeans.py: |
| 231 | ..·only::·html | 231 | ..·only::·html |
| 232 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 232 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 140 | ····plt.tight_layout() | 140 | ····plt.tight_layout() |
| 141 | ····plt.show() | 141 | ····plt.show() |
| 142 | ..·rst-class::·sphx-glr-timing | 142 | ..·rst-class::·sphx-glr-timing |
| 143 | ···**Total·running·time·of·the·script:**·(0·minutes·1.7 | 143 | ···**Total·running·time·of·the·script:**·(0·minutes·1.722·seconds) |
| 144 | ..·_sphx_glr_download_auto_examples_cluster_plot_optics.py: | 144 | ..·_sphx_glr_download_auto_examples_cluster_plot_optics.py: |
| 145 | ..·only::·html | 145 | ..·only::·html |
| 146 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 146 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 233 | ..·rst-class::·sphx-glr-timing | 233 | ..·rst-class::·sphx-glr-timing |
| 234 | ···**Total·running·time·of·the·script:**·(0·minutes·0.5 | 234 | ···**Total·running·time·of·the·script:**·(0·minutes·0.505·seconds) |
| 235 | ..·_sphx_glr_download_auto_examples_cluster_plot_segmentation_toy.py: | 235 | ..·_sphx_glr_download_auto_examples_cluster_plot_segmentation_toy.py: |
| 236 | ..·only::·html | 236 | ..·only::·html |
| 237 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 237 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 260 | ..·rst-class::·sphx-glr-timing | 260 | ..·rst-class::·sphx-glr-timing |
| 261 | ···**Total·running·time·of·the·script:**·(0·minutes·0.43 | 261 | ···**Total·running·time·of·the·script:**·(0·minutes·0.433·seconds) |
| 262 | ..·_sphx_glr_download_auto_examples_cluster_plot_ward_structured_vs_unstructured.py: | 262 | ..·_sphx_glr_download_auto_examples_cluster_plot_ward_structured_vs_unstructured.py: |
| 263 | ..·only::·html | 263 | ..·only::·html |
| 264 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 264 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 286 | ····pipeline.fit(X_train,·y_train) | 286 | ····pipeline.fit(X_train,·y_train) |
| 287 | ····y_pred·=·pipeline.predict(X_test) | 287 | ····y_pred·=·pipeline.predict(X_test) |
| 288 | ····print("Classification·report:\n\n{}".format(classification_report(y_test,·y_pred))) | 288 | ····print("Classification·report:\n\n{}".format(classification_report(y_test,·y_pred))) |
| 289 | ..·rst-class::·sphx-glr-timing | 289 | ..·rst-class::·sphx-glr-timing |
| 290 | ···**Total·running·time·of·the·script:**·(0·minutes·0.00 | 290 | ···**Total·running·time·of·the·script:**·(0·minutes·0.005·seconds) |
| 291 | ..·_sphx_glr_download_auto_examples_compose_plot_column_transformer.py: | 291 | ..·_sphx_glr_download_auto_examples_compose_plot_column_transformer.py: |
| 292 | ..·only::·html | 292 | ..·only::·html |
| 293 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 293 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 382 | ········"accuracy·of·the·best·model·from·randomized·search:·" | 382 | ········"accuracy·of·the·best·model·from·randomized·search:·" |
| 383 | ········f"{search_cv.score(X_test,·y_test):.3f}" | 383 | ········f"{search_cv.score(X_test,·y_test):.3f}" |
| 384 | ····) | 384 | ····) |
| 385 | ..·rst-class::·sphx-glr-timing | 385 | ..·rst-class::·sphx-glr-timing |
| 386 | ···**Total·running·time·of·the·script:**·(0·minutes·0.00 | 386 | ···**Total·running·time·of·the·script:**·(0·minutes·0.004·seconds) |
| 387 | ..·_sphx_glr_download_auto_examples_compose_plot_column_transformer_mixed_types.py: | 387 | ..·_sphx_glr_download_auto_examples_compose_plot_column_transformer_mixed_types.py: |
| 388 | ..·only::·html | 388 | ..·only::·html |
| 389 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 389 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 523 | ······················································max_iter=10000))]), | 523 | ······················································max_iter=10000))]), |
| 524 | ·················n_jobs=1, | 524 | ·················n_jobs=1, |
| 525 | ·················param_grid=[{'classify__C':·[1,·10,·100,·1000], | 525 | ·················param_grid=[{'classify__C':·[1,·10,·100,·1000], |
| 526 | ······························'reduce_dim':·[PCA(iterated_power=7), | 526 | ······························'reduce_dim':·[PCA(iterated_power=7), |
| 527 | ·············································NMF(max_iter=1000)], | 527 | ·············································NMF(max_iter=1000)], |
| 528 | ······························'reduce_dim__n_components':·[2,·4,·8]}, | 528 | ······························'reduce_dim__n_components':·[2,·4,·8]}, |
| 529 | ·····························{'classify__C':·[1,·10,·100,·1000], | 529 | ·····························{'classify__C':·[1,·10,·100,·1000], |
| 530 | ······························'reduce_dim':·[SelectKBest(score_func=<function·mutual_info_classif·at·0x7f | 530 | ······························'reduce_dim':·[SelectKBest(score_func=<function·mutual_info_classif·at·0x7f74ed53ec00>)], |
| 531 | ······························'reduce_dim__k':·[2,·4,·8]}])</pre><b>In·a·Jupyter·environment,·please·rerun·this·cell·to·show·the·HTML·representation·or·trust·the·notebook.·<br·/>On·GitHub,·the·HTML·representation·is·unable·to·render,·please·try·loading·this·page·with·nbviewer.org.</b></div><div·class="sk-container"·hidden><div·class="sk-item·sk-dashed-wrapped"><div·class="sk-label-container"><div·class="sk-label·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-117"·type="checkbox"·><label·for="sk-estimator-id-117"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> GridSearchCV<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.model_selection.GridSearchCV.html">?<span>Documentation·for·GridSearchCV</span></a><span·class="sk-estimator-doc-link·fitted">i<span>Fitted</span></span></label><div·class="sk-toggleable__content·fitted"><pre>GridSearchCV(estimator=Pipeline(steps=[('scaling',·MinMaxScaler()), | 531 | ······························'reduce_dim__k':·[2,·4,·8]}])</pre><b>In·a·Jupyter·environment,·please·rerun·this·cell·to·show·the·HTML·representation·or·trust·the·notebook.·<br·/>On·GitHub,·the·HTML·representation·is·unable·to·render,·please·try·loading·this·page·with·nbviewer.org.</b></div><div·class="sk-container"·hidden><div·class="sk-item·sk-dashed-wrapped"><div·class="sk-label-container"><div·class="sk-label·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-117"·type="checkbox"·><label·for="sk-estimator-id-117"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> GridSearchCV<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.model_selection.GridSearchCV.html">?<span>Documentation·for·GridSearchCV</span></a><span·class="sk-estimator-doc-link·fitted">i<span>Fitted</span></span></label><div·class="sk-toggleable__content·fitted"><pre>GridSearchCV(estimator=Pipeline(steps=[('scaling',·MinMaxScaler()), |
| 532 | ···········································('reduce_dim',·'passthrough'), | 532 | ···········································('reduce_dim',·'passthrough'), |
| 533 | ···········································('classify', | 533 | ···········································('classify', |
| 534 | ············································LinearSVC(dual=False, | 534 | ············································LinearSVC(dual=False, |
| 535 | ······················································max_iter=10000))]), | 535 | ······················································max_iter=10000))]), |
| 536 | ·················n_jobs=1, | 536 | ·················n_jobs=1, |
| 537 | ·················param_grid=[{'classify__C':·[1,·10,·100,·1000], | 537 | ·················param_grid=[{'classify__C':·[1,·10,·100,·1000], |
| 538 | ······························'reduce_dim':·[PCA(iterated_power=7), | 538 | ······························'reduce_dim':·[PCA(iterated_power=7), |
| 539 | ·············································NMF(max_iter=1000)], | 539 | ·············································NMF(max_iter=1000)], |
| 540 | ······························'reduce_dim__n_components':·[2,·4,·8]}, | 540 | ······························'reduce_dim__n_components':·[2,·4,·8]}, |
| 541 | ·····························{'classify__C':·[1,·10,·100,·1000], | 541 | ·····························{'classify__C':·[1,·10,·100,·1000], |
| 542 | ······························'reduce_dim':·[SelectKBest(score_func=<function·mutual_info_classif·at·0x7f | 542 | ······························'reduce_dim':·[SelectKBest(score_func=<function·mutual_info_classif·at·0x7f74ed53ec00>)], |
| 543 | ······························'reduce_dim__k':·[2,·4,·8]}])</pre></div>·</div></div><div·class="sk-parallel"><div·class="sk-parallel-item"><div·class="sk-item"><div·class="sk-label-container"><div·class="sk-label·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-118"·type="checkbox"·><label·for="sk-estimator-id-118"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted">estimator:·Pipeline</label><div·class="sk-toggleable__content·fitted"><pre>Pipeline(steps=[('scaling',·MinMaxScaler()),·('reduce_dim',·'passthrough'), | 543 | ······························'reduce_dim__k':·[2,·4,·8]}])</pre></div>·</div></div><div·class="sk-parallel"><div·class="sk-parallel-item"><div·class="sk-item"><div·class="sk-label-container"><div·class="sk-label·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-118"·type="checkbox"·><label·for="sk-estimator-id-118"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted">estimator:·Pipeline</label><div·class="sk-toggleable__content·fitted"><pre>Pipeline(steps=[('scaling',·MinMaxScaler()),·('reduce_dim',·'passthrough'), |
| 544 | ····················('classify',·LinearSVC(dual=False,·max_iter=10000))])</pre></div>·</div></div><div·class="sk-serial"><div·class="sk-item"><div·class="sk-serial"><div·class="sk-item"><div·class="sk-estimator·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-119"·type="checkbox"·><label·for="sk-estimator-id-119"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> MinMaxScaler<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.preprocessing.MinMaxScaler.html">?<span>Documentation·for·MinMaxScaler</span></a></label><div·class="sk-toggleable__content·fitted"><pre>MinMaxScaler()</pre></div>·</div></div><div·class="sk-item"><div·class="sk-estimator·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-120"·type="checkbox"·><label·for="sk-estimator-id-120"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted">passthrough</label><div·class="sk-toggleable__content·fitted"><pre>passthrough</pre></div>·</div></div><div·class="sk-item"><div·class="sk-estimator·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-121"·type="checkbox"·><label·for="sk-estimator-id-121"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> LinearSVC<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.svm.LinearSVC.html">?<span>Documentation·for·LinearSVC</span></a></label><div·class="sk-toggleable__content·fitted"><pre>LinearSVC(dual=False,·max_iter=10000)</pre></div>·</div></div></div></div></div></div></div></div></div></div></div> | 544 | ····················('classify',·LinearSVC(dual=False,·max_iter=10000))])</pre></div>·</div></div><div·class="sk-serial"><div·class="sk-item"><div·class="sk-serial"><div·class="sk-item"><div·class="sk-estimator·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-119"·type="checkbox"·><label·for="sk-estimator-id-119"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> MinMaxScaler<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.preprocessing.MinMaxScaler.html">?<span>Documentation·for·MinMaxScaler</span></a></label><div·class="sk-toggleable__content·fitted"><pre>MinMaxScaler()</pre></div>·</div></div><div·class="sk-item"><div·class="sk-estimator·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-120"·type="checkbox"·><label·for="sk-estimator-id-120"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted">passthrough</label><div·class="sk-toggleable__content·fitted"><pre>passthrough</pre></div>·</div></div><div·class="sk-item"><div·class="sk-estimator·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-121"·type="checkbox"·><label·for="sk-estimator-id-121"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> LinearSVC<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.svm.LinearSVC.html">?<span>Documentation·for·LinearSVC</span></a></label><div·class="sk-toggleable__content·fitted"><pre>LinearSVC(dual=False,·max_iter=10000)</pre></div>·</div></div></div></div></div></div></div></div></div></div></div> |
| 545 | ····</div> | 545 | ····</div> |
| 546 | ····<br·/> | 546 | ····<br·/> |
| 547 | ····<br·/> | 547 | ····<br·/> |
| 548 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·73-94 | 548 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·73-94 |
| Offset 636, 15 lines modified | Offset 636, 15 lines modified | ||
| 636 | estimator·data,·leading·to·save·processing·time.·Therefore,·the·use·of | 636 | estimator·data,·leading·to·save·processing·time.·Therefore,·the·use·of |
| 637 | caching·the·pipeline·using·``memory``·is·highly·beneficial·when·fitting | 637 | caching·the·pipeline·using·``memory``·is·highly·beneficial·when·fitting |
| 638 | a·transformer·is·costly. | 638 | a·transformer·is·costly. |
| 639 | ..·rst-class::·sphx-glr-timing | 639 | ..·rst-class::·sphx-glr-timing |
| 640 | ···**Total·running·time·of·the·script:**·(1·minutes· | 640 | ···**Total·running·time·of·the·script:**·(1·minutes·8.544·seconds) |
| 641 | ..·_sphx_glr_download_auto_examples_compose_plot_compare_reduction.py: | 641 | ..·_sphx_glr_download_auto_examples_compose_plot_compare_reduction.py: |
| 642 | ..·only::·html | 642 | ..·only::·html |
| 643 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 643 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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3.39 KB
| Offset 45, 15 lines modified | Offset 45, 15 lines modified | ||
| 45 | ·················n_jobs=1, | 45 | ·················n_jobs=1, |
| 46 | ·················param_grid=[{'classify__C':·[1,·10,·100,·1000], | 46 | ·················param_grid=[{'classify__C':·[1,·10,·100,·1000], |
| 47 | ······························'reduce_dim':·[PCA(iterated_power=7), | 47 | ······························'reduce_dim':·[PCA(iterated_power=7), |
| 48 | ·············································NMF(max_iter=1000)], | 48 | ·············································NMF(max_iter=1000)], |
| 49 | ······························'reduce_dim__n_components':·[2,·4,·8]}, | 49 | ······························'reduce_dim__n_components':·[2,·4,·8]}, |
| 50 | ·····························{'classify__C':·[1,·10,·100,·1000], | 50 | ·····························{'classify__C':·[1,·10,·100,·1000], |
| 51 | ······························'reduce_dim':·[SelectKBest(score_func=<function | 51 | ······························'reduce_dim':·[SelectKBest(score_func=<function |
| 52 | mutual_info_classif·at·0x7f | 52 | mutual_info_classif·at·0x7f74ed53ec00>)], |
| 53 | ······························'reduce_dim__k':·[2,·4,·8]}]) | 53 | ······························'reduce_dim__k':·[2,·4,·8]}]) |
| 54 | I\x8In\x8n·a\x8a·J\x8Ju\x8up\x8py\x8yt\x8te\x8er\x8r·e\x8en\x8nv\x8vi\x8ir\x8ro\x8on\x8nm\x8me\x8en\x8nt\x8t,\x8,·p\x8pl\x8le\x8ea\x8as\x8se\x8e·r\x8re\x8er\x8ru\x8un\x8n·t\x8th\x8hi\x8is\x8s·c\x8ce\x8el\x8ll\x8l·t\x8to\x8o·s\x8sh\x8ho\x8ow\x8w·t\x8th\x8he\x8e·H\x8HT\x8TM\x8ML\x8L | 54 | I\x8In\x8n·a\x8a·J\x8Ju\x8up\x8py\x8yt\x8te\x8er\x8r·e\x8en\x8nv\x8vi\x8ir\x8ro\x8on\x8nm\x8me\x8en\x8nt\x8t,\x8,·p\x8pl\x8le\x8ea\x8as\x8se\x8e·r\x8re\x8er\x8ru\x8un\x8n·t\x8th\x8hi\x8is\x8s·c\x8ce\x8el\x8ll\x8l·t\x8to\x8o·s\x8sh\x8ho\x8ow\x8w·t\x8th\x8he\x8e·H\x8HT\x8TM\x8ML\x8L |
| 55 | r\x8re\x8ep\x8pr\x8re\x8es\x8se\x8en\x8nt\x8ta\x8at\x8ti\x8io\x8on\x8n·o\x8or\x8r·t\x8tr\x8ru\x8us\x8st\x8t·t\x8th\x8he\x8e·n\x8no\x8ot\x8te\x8eb\x8bo\x8oo\x8ok\x8k.\x8. | 55 | r\x8re\x8ep\x8pr\x8re\x8es\x8se\x8en\x8nt\x8ta\x8at\x8ti\x8io\x8on\x8n·o\x8or\x8r·t\x8tr\x8ru\x8us\x8st\x8t·t\x8th\x8he\x8e·n\x8no\x8ot\x8te\x8eb\x8bo\x8oo\x8ok\x8k.\x8. |
| 56 | O\x8On\x8n·G\x8Gi\x8it\x8tH\x8Hu\x8ub\x8b,\x8,·t\x8th\x8he\x8e·H\x8HT\x8TM\x8ML\x8L·r\x8re\x8ep\x8pr\x8re\x8es\x8se\x8en\x8nt\x8ta\x8at\x8ti\x8io\x8on\x8n·i\x8is\x8s·u\x8un\x8na\x8ab\x8bl\x8le\x8e·t\x8to\x8o·r\x8re\x8en\x8nd\x8de\x8er\x8r,\x8,·p\x8pl\x8le\x8ea\x8as\x8se\x8e·t\x8tr\x8ry\x8y·l\x8lo\x8oa\x8ad\x8di\x8in\x8ng\x8g·t\x8th\x8hi\x8is\x8s | 56 | O\x8On\x8n·G\x8Gi\x8it\x8tH\x8Hu\x8ub\x8b,\x8,·t\x8th\x8he\x8e·H\x8HT\x8TM\x8ML\x8L·r\x8re\x8ep\x8pr\x8re\x8es\x8se\x8en\x8nt\x8ta\x8at\x8ti\x8io\x8on\x8n·i\x8is\x8s·u\x8un\x8na\x8ab\x8bl\x8le\x8e·t\x8to\x8o·r\x8re\x8en\x8nd\x8de\x8er\x8r,\x8,·p\x8pl\x8le\x8ea\x8as\x8se\x8e·t\x8tr\x8ry\x8y·l\x8lo\x8oa\x8ad\x8di\x8in\x8ng\x8g·t\x8th\x8hi\x8is\x8s |
| 57 | p\x8pa\x8ag\x8ge\x8e·w\x8wi\x8it\x8th\x8h·n\x8nb\x8bv\x8vi\x8ie\x8ew\x8we\x8er\x8r.\x8.o\x8or\x8rg\x8g.\x8. | 57 | p\x8pa\x8ag\x8ge\x8e·w\x8wi\x8it\x8th\x8h·n\x8nb\x8bv\x8vi\x8ie\x8ew\x8we\x8er\x8r.\x8.o\x8or\x8rg\x8g.\x8. |
| 58 | [·] GridSearchCV_\x8?_\x8D_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8G_\x8r_\x8i_\x8d_\x8S_\x8e_\x8a_\x8r_\x8c_\x8h_\x8C_\x8ViFitted | 58 | [·] GridSearchCV_\x8?_\x8D_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8G_\x8r_\x8i_\x8d_\x8S_\x8e_\x8a_\x8r_\x8c_\x8h_\x8C_\x8ViFitted |
| 59 | GridSearchCV(estimator=Pipeline(steps=[('scaling',·MinMaxScaler()), | 59 | GridSearchCV(estimator=Pipeline(steps=[('scaling',·MinMaxScaler()), |
| Offset 64, 15 lines modified | Offset 64, 15 lines modified | ||
| 64 | ·················n_jobs=1, | 64 | ·················n_jobs=1, |
| 65 | ·················param_grid=[{'classify__C':·[1,·10,·100,·1000], | 65 | ·················param_grid=[{'classify__C':·[1,·10,·100,·1000], |
| 66 | ······························'reduce_dim':·[PCA(iterated_power=7), | 66 | ······························'reduce_dim':·[PCA(iterated_power=7), |
| 67 | ·············································NMF(max_iter=1000)], | 67 | ·············································NMF(max_iter=1000)], |
| 68 | ······························'reduce_dim__n_components':·[2,·4,·8]}, | 68 | ······························'reduce_dim__n_components':·[2,·4,·8]}, |
| 69 | ·····························{'classify__C':·[1,·10,·100,·1000], | 69 | ·····························{'classify__C':·[1,·10,·100,·1000], |
| 70 | ······························'reduce_dim':·[SelectKBest(score_func=<function | 70 | ······························'reduce_dim':·[SelectKBest(score_func=<function |
| 71 | mutual_info_classif·at·0x7f | 71 | mutual_info_classif·at·0x7f74ed53ec00>)], |
| 72 | ······························'reduce_dim__k':·[2,·4,·8]}]) | 72 | ······························'reduce_dim__k':·[2,·4,·8]}]) |
| 73 | [·]estimator:·Pipeline | 73 | [·]estimator:·Pipeline |
| 74 | Pipeline(steps=[('scaling',·MinMaxScaler()),·('reduce_dim',·'passthrough'), | 74 | Pipeline(steps=[('scaling',·MinMaxScaler()),·('reduce_dim',·'passthrough'), |
| 75 | ····················('classify',·LinearSVC(dual=False,·max_iter=10000))]) | 75 | ····················('classify',·LinearSVC(dual=False,·max_iter=10000))]) |
| 76 | [·] MinMaxScaler_\x8?_\x8D_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8M_\x8i_\x8n_\x8M_\x8a_\x8x_\x8S_\x8c_\x8a_\x8l_\x8e_\x8r | 76 | [·] MinMaxScaler_\x8?_\x8D_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8M_\x8i_\x8n_\x8M_\x8a_\x8x_\x8S_\x8c_\x8a_\x8l_\x8e_\x8r |
| 77 | MinMaxScaler() | 77 | MinMaxScaler() |
| 78 | [·]passthrough | 78 | [·]passthrough |
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| 113 | (warn=False)·rmtree(location)·..·GENERATED·FROM·PYTHON·SOURCE·LINES·127-133·The | 113 | (warn=False)·rmtree(location)·..·GENERATED·FROM·PYTHON·SOURCE·LINES·127-133·The |
| 114 | ``PCA``·fitting·is·only·computed·at·the·evaluation·of·the·first·configuration | 114 | ``PCA``·fitting·is·only·computed·at·the·evaluation·of·the·first·configuration |
| 115 | of·the·``C``·parameter·of·the·``LinearSVC``·classifier.·The·other | 115 | of·the·``C``·parameter·of·the·``LinearSVC``·classifier.·The·other |
| 116 | configurations·of·``C``·will·trigger·the·loading·of·the·cached·``PCA`` | 116 | configurations·of·``C``·will·trigger·the·loading·of·the·cached·``PCA`` |
| 117 | estimator·data,·leading·to·save·processing·time.·Therefore,·the·use·of·caching | 117 | estimator·data,·leading·to·save·processing·time.·Therefore,·the·use·of·caching |
| 118 | the·pipeline·using·``memory``·is·highly·beneficial·when·fitting·a·transformer | 118 | the·pipeline·using·``memory``·is·highly·beneficial·when·fitting·a·transformer |
| 119 | is·costly.·..·rst-class::·sphx-glr-timing·**Total·running·time·of·the·script:** | 119 | is·costly.·..·rst-class::·sphx-glr-timing·**Total·running·time·of·the·script:** |
| 120 | (1·minutes· | 120 | (1·minutes·8.544·seconds)·.. |
| 121 | _sphx_glr_download_auto_examples_compose_plot_compare_reduction.py:·..·only:: | 121 | _sphx_glr_download_auto_examples_compose_plot_compare_reduction.py:·..·only:: |
| 122 | html·..·container::·sphx-glr-footer·sphx-glr-footer-example·..·container:: | 122 | html·..·container::·sphx-glr-footer·sphx-glr-footer-example·..·container:: |
| 123 | sphx-glr-download·sphx-glr-download-jupyter·:download:`Download·Jupyter | 123 | sphx-glr-download·sphx-glr-download-jupyter·:download:`Download·Jupyter |
| 124 | notebook:·plot_compare_reduction.ipynb·`·..·container::·sphx-glr-download·sphx- | 124 | notebook:·plot_compare_reduction.ipynb·`·..·container::·sphx-glr-download·sphx- |
| 125 | glr-download-python·:download:`Download·Python·source·code: | 125 | glr-download-python·:download:`Download·Python·source·code: |
| 126 | plot_compare_reduction.py·`·..·container::·sphx-glr-download·sphx-glr-download- | 126 | plot_compare_reduction.py·`·..·container::·sphx-glr-download·sphx-glr-download- |
| 127 | zip·:download:`Download·zipped:·plot_compare_reduction.zip·`·..·only::·html·.. | 127 | zip·:download:`Download·zipped:·plot_compare_reduction.zip·`·..·only::·html·.. |
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| 124 | ····plt.tight_layout() | 124 | ····plt.tight_layout() |
| 125 | ····plt.show() | 125 | ····plt.show() |
| 126 | ..·rst-class::·sphx-glr-timing | 126 | ..·rst-class::·sphx-glr-timing |
| 127 | ···**Total·running·time·of·the·script:**·(0·minutes·4.84 | 127 | ···**Total·running·time·of·the·script:**·(0·minutes·4.784·seconds) |
| 128 | ..·_sphx_glr_download_auto_examples_compose_plot_digits_pipe.py: | 128 | ..·_sphx_glr_download_auto_examples_compose_plot_digits_pipe.py: |
| 129 | ..·only::·html | 129 | ..·only::·html |
| 130 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 130 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 284 | ····grid_search·=·GridSearchCV(pipeline,·param_grid=param_grid,·verbose=10) | 284 | ····grid_search·=·GridSearchCV(pipeline,·param_grid=param_grid,·verbose=10) |
| 285 | ····grid_search.fit(X,·y) | 285 | ····grid_search.fit(X,·y) |
| 286 | ····print(grid_search.best_estimator_) | 286 | ····print(grid_search.best_estimator_) |
| 287 | ..·rst-class::·sphx-glr-timing | 287 | ..·rst-class::·sphx-glr-timing |
| 288 | ···**Total·running·time·of·the·script:**·(0·minutes·0.4 | 288 | ···**Total·running·time·of·the·script:**·(0·minutes·0.436·seconds) |
| 289 | ..·_sphx_glr_download_auto_examples_compose_plot_feature_union.py: | 289 | ..·_sphx_glr_download_auto_examples_compose_plot_feature_union.py: |
| 290 | ..·only::·html | 290 | ..·only::·html |
| 291 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 291 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 360 | ····f.suptitle("Ames·housing·data:·selling·price",·y=1.05) | 360 | ····f.suptitle("Ames·housing·data:·selling·price",·y=1.05) |
| 361 | ····plt.tight_layout() | 361 | ····plt.tight_layout() |
| 362 | ····plt.show() | 362 | ····plt.show() |
| 363 | ..·rst-class::·sphx-glr-timing | 363 | ..·rst-class::·sphx-glr-timing |
| 364 | ···**Total·running·time·of·the·script:**·(0·minutes·1. | 364 | ···**Total·running·time·of·the·script:**·(0·minutes·1.065·seconds) |
| 365 | ..·_sphx_glr_download_auto_examples_compose_plot_transformed_target.py: | 365 | ..·_sphx_glr_download_auto_examples_compose_plot_transformed_target.py: |
| 366 | ..·only::·html | 366 | ..·only::·html |
| 367 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 367 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 230 | ···example,·the·OAS·estimate·is·a·bit·further·away.·Interestingly,·both | 230 | ···example,·the·OAS·estimate·is·a·bit·further·away.·Interestingly,·both |
| 231 | ···approaches·outperform·cross-validation,·which·is·significantly·most | 231 | ···approaches·outperform·cross-validation,·which·is·significantly·most |
| 232 | ···computationally·costly. | 232 | ···computationally·costly. |
| 233 | ..·rst-class::·sphx-glr-timing | 233 | ..·rst-class::·sphx-glr-timing |
| 234 | ···**Total·running·time·of·the·script:**·(0·minutes·0. | 234 | ···**Total·running·time·of·the·script:**·(0·minutes·0.510·seconds) |
| 235 | ..·_sphx_glr_download_auto_examples_covariance_plot_covariance_estimation.py: | 235 | ..·_sphx_glr_download_auto_examples_covariance_plot_covariance_estimation.py: |
| 236 | ..·only::·html | 236 | ..·only::·html |
| 237 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 237 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 146 | ..·rst-class::·sphx-glr-timing | 146 | ..·rst-class::·sphx-glr-timing |
| 147 | ···**Total·running·time·of·the·script:**·(0·minutes· | 147 | ···**Total·running·time·of·the·script:**·(0·minutes·4.019·seconds) |
| 148 | ..·_sphx_glr_download_auto_examples_covariance_plot_lw_vs_oas.py: | 148 | ..·_sphx_glr_download_auto_examples_covariance_plot_lw_vs_oas.py: |
| 149 | ..·only::·html | 149 | ..·only::·html |
| 150 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 150 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 301 | ..·rst-class::·sphx-glr-timing | 301 | ..·rst-class::·sphx-glr-timing |
| 302 | ···**Total·running·time·of·the·script:**·(0·minutes·0.3 | 302 | ···**Total·running·time·of·the·script:**·(0·minutes·0.322·seconds) |
| 303 | ..·_sphx_glr_download_auto_examples_covariance_plot_mahalanobis_distances.py: | 303 | ..·_sphx_glr_download_auto_examples_covariance_plot_mahalanobis_distances.py: |
| 304 | ..·only::·html | 304 | ..·only::·html |
| 305 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 305 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 216 | ····plt.legend(loc="upper·center",·prop=font_prop) | 216 | ····plt.legend(loc="upper·center",·prop=font_prop) |
| 217 | ····plt.show() | 217 | ····plt.show() |
| 218 | ..·rst-class::·sphx-glr-timing | 218 | ..·rst-class::·sphx-glr-timing |
| 219 | ···**Total·running·time·of·the·script:**·(0·minutes·3.2 | 219 | ···**Total·running·time·of·the·script:**·(0·minutes·3.238·seconds) |
| 220 | ..·_sphx_glr_download_auto_examples_covariance_plot_robust_vs_empirical_covariance.py: | 220 | ..·_sphx_glr_download_auto_examples_covariance_plot_robust_vs_empirical_covariance.py: |
| 221 | ..·only::·html | 221 | ..·only::·html |
| 222 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 222 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 244 | ..·rst-class::·sphx-glr-timing | 244 | ..·rst-class::·sphx-glr-timing |
| 245 | ···**Total·running·time·of·the·script:**·(0·minutes·0.6 | 245 | ···**Total·running·time·of·the·script:**·(0·minutes·0.672·seconds) |
| 246 | ..·_sphx_glr_download_auto_examples_covariance_plot_sparse_cov.py: | 246 | ..·_sphx_glr_download_auto_examples_covariance_plot_sparse_cov.py: |
| 247 | ..·only::·html | 247 | ..·only::·html |
| 248 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 248 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 317 | ..·rst-class::·sphx-glr-timing | 317 | ..·rst-class::·sphx-glr-timing |
| 318 | ···**Total·running·time·of·the·script:**·(0·minutes·0. | 318 | ···**Total·running·time·of·the·script:**·(0·minutes·0.231·seconds) |
| 319 | ..·_sphx_glr_download_auto_examples_cross_decomposition_plot_compare_cross_decomposition.py: | 319 | ..·_sphx_glr_download_auto_examples_cross_decomposition_plot_compare_cross_decomposition.py: |
| 320 | ..·only::·html | 320 | ..·only::·html |
| 321 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 321 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 273 | ..·rst-class::·sphx-glr-timing | 273 | ..·rst-class::·sphx-glr-timing |
| 274 | ···**Total·running·time·of·the·script:**·(0·minutes·0.6 | 274 | ···**Total·running·time·of·the·script:**·(0·minutes·0.625·seconds) |
| 275 | ..·_sphx_glr_download_auto_examples_cross_decomposition_plot_pcr_vs_pls.py: | 275 | ..·_sphx_glr_download_auto_examples_cross_decomposition_plot_pcr_vs_pls.py: |
| 276 | ..·only::·html | 276 | ..·only::·html |
| 277 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 277 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 167 | 4·original·features.·In·addition,·this·transform·maximizes·the·variance. | 167 | 4·original·features.·In·addition,·this·transform·maximizes·the·variance. |
| 168 | With·this·transformation,·we·see·that·we·can·identify·each·species·using | 168 | With·this·transformation,·we·see·that·we·can·identify·each·species·using |
| 169 | only·the·first·feature·(i.e.·first·eigenvalues). | 169 | only·the·first·feature·(i.e.·first·eigenvalues). |
| 170 | ..·rst-class::·sphx-glr-timing | 170 | ..·rst-class::·sphx-glr-timing |
| 171 | ···**Total·running·time·of·the·script:**·(0·minutes·0.20 | 171 | ···**Total·running·time·of·the·script:**·(0·minutes·0.205·seconds) |
| 172 | ..·_sphx_glr_download_auto_examples_datasets_plot_iris_dataset.py: | 172 | ..·_sphx_glr_download_auto_examples_datasets_plot_iris_dataset.py: |
| 173 | ..·only::·html | 173 | ..·only::·html |
| 174 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 174 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 91 | ····plt.scatter(X1[:,·0],·X1[:,·1],·marker="o",·c=Y1,·s=25,·edgecolor="k") | 91 | ····plt.scatter(X1[:,·0],·X1[:,·1],·marker="o",·c=Y1,·s=25,·edgecolor="k") |
| 92 | ····plt.show() | 92 | ····plt.show() |
| 93 | ..·rst-class::·sphx-glr-timing | 93 | ..·rst-class::·sphx-glr-timing |
| 94 | ···**Total·running·time·of·the·script:**·(0·minutes·0.34 | 94 | ···**Total·running·time·of·the·script:**·(0·minutes·0.344·seconds) |
| 95 | ..·_sphx_glr_download_auto_examples_datasets_plot_random_dataset.py: | 95 | ..·_sphx_glr_download_auto_examples_datasets_plot_random_dataset.py: |
| 96 | ..·only::·html | 96 | ..·only::·html |
| 97 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 97 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 151 | ····print("Class",·"P(C)",·"P(w0|C)",·"P(w1|C)",·sep="\t") | 151 | ····print("Class",·"P(C)",·"P(w0|C)",·"P(w1|C)",·sep="\t") |
| 152 | ····for·k,·p,·p_w·in·zip(["red",·"blue",·"yellow"],·p_c,·p_w_c.T): | 152 | ····for·k,·p,·p_w·in·zip(["red",·"blue",·"yellow"],·p_c,·p_w_c.T): |
| 153 | ········print("%s\t%0.2f\t%0.2f\t%0.2f"·%·(k,·p,·p_w[0],·p_w[1])) | 153 | ········print("%s\t%0.2f\t%0.2f\t%0.2f"·%·(k,·p,·p_w[0],·p_w[1])) |
| 154 | ..·rst-class::·sphx-glr-timing | 154 | ..·rst-class::·sphx-glr-timing |
| 155 | ···**Total·running·time·of·the·script:**·(0·minutes·0.14 | 155 | ···**Total·running·time·of·the·script:**·(0·minutes·0.147·seconds) |
| 156 | ..·_sphx_glr_download_auto_examples_datasets_plot_random_multilabel_dataset.py: | 156 | ..·_sphx_glr_download_auto_examples_datasets_plot_random_multilabel_dataset.py: |
| 157 | ..·only::·html | 157 | ..·only::·html |
| 158 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 158 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 140 | ..·rst-class::·sphx-glr-timing | 140 | ..·rst-class::·sphx-glr-timing |
| 141 | ···**Total·running·time·of·the·script:**·(0·minutes·0.4 | 141 | ···**Total·running·time·of·the·script:**·(0·minutes·0.414·seconds) |
| 142 | ..·_sphx_glr_download_auto_examples_decomposition_plot_ica_blind_source_separation.py: | 142 | ..·_sphx_glr_download_auto_examples_decomposition_plot_ica_blind_source_separation.py: |
| 143 | ..·only::·html | 143 | ..·only::·html |
| 144 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 144 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 172 | ..·rst-class::·sphx-glr-timing | 172 | ..·rst-class::·sphx-glr-timing |
| 173 | ···**Total·running·time·of·the·script:**·(0·minutes·0.4 | 173 | ···**Total·running·time·of·the·script:**·(0·minutes·0.431·seconds) |
| 174 | ..·_sphx_glr_download_auto_examples_decomposition_plot_ica_vs_pca.py: | 174 | ..·_sphx_glr_download_auto_examples_decomposition_plot_ica_vs_pca.py: |
| 175 | ..·only::·html | 175 | ..·only::·html |
| 176 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 176 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 123 | ···············~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ | 123 | ···············~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ |
| 124 | ······File·"requests/sessions.py",·line·589,·in·request | 124 | ······File·"requests/sessions.py",·line·589,·in·request |
| 125 | ········resp·=·self.send(prep,·**send_kwargs) | 125 | ········resp·=·self.send(prep,·**send_kwargs) |
| 126 | ······File·"requests/sessions.py",·line·703,·in·send | 126 | ······File·"requests/sessions.py",·line·703,·in·send |
| 127 | ········r·=·adapter.send(request,·**kwargs) | 127 | ········r·=·adapter.send(request,·**kwargs) |
| 128 | ······File·"requests/adapters.py",·line·694,·in·send | 128 | ······File·"requests/adapters.py",·line·694,·in·send |
| 129 | ········raise·ProxyError(e,·request=request) | 129 | ········raise·ProxyError(e,·request=request) |
| 130 | ····requests.exceptions.ProxyError:·HTTPSConnectionPool(host='raw.githubusercontent.com',·port=443):·Max·retries·exceeded·with·url:·/scipy/dataset-face/main/face.dat·(Caused·by·ProxyError('Unable·to·connect·to·proxy',·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0x7f | 130 | ····requests.exceptions.ProxyError:·HTTPSConnectionPool(host='raw.githubusercontent.com',·port=443):·Max·retries·exceeded·with·url:·/scipy/dataset-face/main/face.dat·(Caused·by·ProxyError('Unable·to·connect·to·proxy',·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0x7f74d1052850>:·Failed·to·resolve·'127.0.0.1.9'·([Errno·-3]·Temporary·failure·in·name·resolution)"))) |
| 131 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·68-70 | 131 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·68-70 |
| 132 | Display·the·distorted·image | 132 | Display·the·distorted·image |
| Offset 282, 15 lines modified | Offset 282, 15 lines modified | ||
| 282 | ········show_with_diff(reconstructions[title],·raccoon_face,·title·+·"·(time:·%.1fs)"·%·dt) | 282 | ········show_with_diff(reconstructions[title],·raccoon_face,·title·+·"·(time:·%.1fs)"·%·dt) |
| 283 | ····plt.show() | 283 | ····plt.show() |
| 284 | ..·rst-class::·sphx-glr-timing | 284 | ..·rst-class::·sphx-glr-timing |
| 285 | ···**Total·running·time·of·the·script:**·(0·minutes·0.00 | 285 | ···**Total·running·time·of·the·script:**·(0·minutes·0.005·seconds) |
| 286 | ..·_sphx_glr_download_auto_examples_decomposition_plot_image_denoising.py: | 286 | ..·_sphx_glr_download_auto_examples_decomposition_plot_image_denoising.py: |
| 287 | ..·only::·html | 287 | ..·only::·html |
| 288 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 288 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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620 B
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| 105 | ········plt.axis([-4,·4,·-1.5,·1.5]) | 105 | ········plt.axis([-4,·4,·-1.5,·1.5]) |
| 106 | ····plt.show() | 106 | ····plt.show() |
| 107 | ..·rst-class::·sphx-glr-timing | 107 | ..·rst-class::·sphx-glr-timing |
| 108 | ···**Total·running·time·of·the·script:**·(0·minutes·0.2 | 108 | ···**Total·running·time·of·the·script:**·(0·minutes·0.257·seconds) |
| 109 | ..·_sphx_glr_download_auto_examples_decomposition_plot_incremental_pca.py: | 109 | ..·_sphx_glr_download_auto_examples_decomposition_plot_incremental_pca.py: |
| 110 | ..·only::·html | 110 | ..·only::·html |
| 111 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 111 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 281 | `alpha`·in·:class:`~sklearn.decomposition.KernelPCA`,·the·regularization·term | 281 | `alpha`·in·:class:`~sklearn.decomposition.KernelPCA`,·the·regularization·term |
| 282 | which·controls·the·reliance·on·the·training·data·during·the·training·of | 282 | which·controls·the·reliance·on·the·training·data·during·the·training·of |
| 283 | the·mapping. | 283 | the·mapping. |
| 284 | ..·rst-class::·sphx-glr-timing | 284 | ..·rst-class::·sphx-glr-timing |
| 285 | ···**Total·running·time·of·the·script:**·(0·minutes·1.4 | 285 | ···**Total·running·time·of·the·script:**·(0·minutes·1.419·seconds) |
| 286 | ..·_sphx_glr_download_auto_examples_decomposition_plot_kernel_pca.py: | 286 | ..·_sphx_glr_download_auto_examples_decomposition_plot_kernel_pca.py: |
| 287 | ..·only::·html | 287 | ..·only::·html |
| 288 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 288 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 90 | ····ax.zaxis.set_ticklabels([]) | 90 | ····ax.zaxis.set_ticklabels([]) |
| 91 | ····plt.show() | 91 | ····plt.show() |
| 92 | ..·rst-class::·sphx-glr-timing | 92 | ..·rst-class::·sphx-glr-timing |
| 93 | ···**Total·running·time·of·the·script:**·(0·minutes·0.09 | 93 | ···**Total·running·time·of·the·script:**·(0·minutes·0.091·seconds) |
| 94 | ..·_sphx_glr_download_auto_examples_decomposition_plot_pca_iris.py: | 94 | ..·_sphx_glr_download_auto_examples_decomposition_plot_pca_iris.py: |
| 95 | ..·only::·html | 95 | ..·only::·html |
| 96 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 96 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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600 B
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| 224 | ..·rst-class::·sphx-glr-timing | 224 | ..·rst-class::·sphx-glr-timing |
| 225 | ···**Total·running·time·of·the·script:**·(0·minutes·7.2 | 225 | ···**Total·running·time·of·the·script:**·(0·minutes·7.216·seconds) |
| 226 | ..·_sphx_glr_download_auto_examples_decomposition_plot_pca_vs_fa_model_selection.py: | 226 | ..·_sphx_glr_download_auto_examples_decomposition_plot_pca_vs_fa_model_selection.py: |
| 227 | ..·only::·html | 227 | ..·only::·html |
| 228 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 228 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 117 | ····plt.title("LDA·of·IRIS·dataset") | 117 | ····plt.title("LDA·of·IRIS·dataset") |
| 118 | ····plt.show() | 118 | ····plt.show() |
| 119 | ..·rst-class::·sphx-glr-timing | 119 | ..·rst-class::·sphx-glr-timing |
| 120 | ···**Total·running·time·of·the·script:**·(0·minutes·0.2 | 120 | ···**Total·running·time·of·the·script:**·(0·minutes·0.217·seconds) |
| 121 | ..·_sphx_glr_download_auto_examples_decomposition_plot_pca_vs_lda.py: | 121 | ..·_sphx_glr_download_auto_examples_decomposition_plot_pca_vs_lda.py: |
| 122 | ..·only::·html | 122 | ..·only::·html |
| 123 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 123 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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680 B
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| 151 | ········plt.legend(shadow=False,·loc="best") | 151 | ········plt.legend(shadow=False,·loc="best") |
| 152 | ····plt.subplots_adjust(0.04,·0.07,·0.97,·0.90,·0.09,·0.2) | 152 | ····plt.subplots_adjust(0.04,·0.07,·0.97,·0.90,·0.09,·0.2) |
| 153 | ····plt.show() | 153 | ····plt.show() |
| 154 | ..·rst-class::·sphx-glr-timing | 154 | ..·rst-class::·sphx-glr-timing |
| 155 | ···**Total·running·time·of·the·script:**·(0·minutes·0.5 | 155 | ···**Total·running·time·of·the·script:**·(0·minutes·0.575·seconds) |
| 156 | ..·_sphx_glr_download_auto_examples_decomposition_plot_sparse_coding.py: | 156 | ..·_sphx_glr_download_auto_examples_decomposition_plot_sparse_coding.py: |
| 157 | ..·only::·html | 157 | ..·only::·html |
| 158 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 158 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 182 | ..·rst-class::·sphx-glr-timing | 182 | ..·rst-class::·sphx-glr-timing |
| 183 | ···**Total·running·time·of·the·script:**·(0·minutes·0. | 183 | ···**Total·running·time·of·the·script:**·(0·minutes·0.481·seconds) |
| 184 | ..·_sphx_glr_download_auto_examples_decomposition_plot_varimax_fa.py: | 184 | ..·_sphx_glr_download_auto_examples_decomposition_plot_varimax_fa.py: |
| 185 | ..·only::·html | 185 | ..·only::·html |
| 186 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 186 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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792 B
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| 377 | noisy·samples·and·to·ignore·already·well·classified·samples.·Therefore,·the | 377 | noisy·samples·and·to·ignore·already·well·classified·samples.·Therefore,·the |
| 378 | overall·error·on·the·training·set·will·increase.·That's·why·the·weak·learner's | 378 | overall·error·on·the·training·set·will·increase.·That's·why·the·weak·learner's |
| 379 | weights·are·built·to·counter-balance·the·worse·performing·weak·learners. | 379 | weights·are·built·to·counter-balance·the·worse·performing·weak·learners. |
| 380 | ..·rst-class::·sphx-glr-timing | 380 | ..·rst-class::·sphx-glr-timing |
| 381 | ···**Total·running·time·of·the·script:**·(0·minutes· | 381 | ···**Total·running·time·of·the·script:**·(0·minutes·4.812·seconds) |
| 382 | ..·_sphx_glr_download_auto_examples_ensemble_plot_adaboost_multiclass.py: | 382 | ..·_sphx_glr_download_auto_examples_ensemble_plot_adaboost_multiclass.py: |
| 383 | ..·only::·html | 383 | ..·only::·html |
| 384 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 384 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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567 B
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| 134 | ..·rst-class::·sphx-glr-timing | 134 | ..·rst-class::·sphx-glr-timing |
| 135 | ···**Total·running·time·of·the·script:**·(0·minutes·0.5 | 135 | ···**Total·running·time·of·the·script:**·(0·minutes·0.516·seconds) |
| 136 | ..·_sphx_glr_download_auto_examples_ensemble_plot_adaboost_regression.py: | 136 | ..·_sphx_glr_download_auto_examples_ensemble_plot_adaboost_regression.py: |
| 137 | ..·only::·html | 137 | ..·only::·html |
| 138 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 138 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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633 B
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| 153 | ····plt.tight_layout() | 153 | ····plt.tight_layout() |
| 154 | ····plt.subplots_adjust(wspace=0.35) | 154 | ····plt.subplots_adjust(wspace=0.35) |
| 155 | ····plt.show() | 155 | ····plt.show() |
| 156 | ..·rst-class::·sphx-glr-timing | 156 | ..·rst-class::·sphx-glr-timing |
| 157 | ···**Total·running·time·of·the·script:**·(0·minutes·0.7 | 157 | ···**Total·running·time·of·the·script:**·(0·minutes·0.736·seconds) |
| 158 | ..·_sphx_glr_download_auto_examples_ensemble_plot_adaboost_twoclass.py: | 158 | ..·_sphx_glr_download_auto_examples_ensemble_plot_adaboost_twoclass.py: |
| 159 | ..·only::·html | 159 | ..·only::·html |
| 160 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 160 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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598 B
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| 233 | ····plt.subplots_adjust(right=0.75) | 233 | ····plt.subplots_adjust(right=0.75) |
| 234 | ····plt.show() | 234 | ····plt.show() |
| 235 | ..·rst-class::·sphx-glr-timing | 235 | ..·rst-class::·sphx-glr-timing |
| 236 | ···**Total·running·time·of·the·script:**·(0·minutes·1. | 236 | ···**Total·running·time·of·the·script:**·(0·minutes·1.362·seconds) |
| 237 | ..·_sphx_glr_download_auto_examples_ensemble_plot_bias_variance.py: | 237 | ..·_sphx_glr_download_auto_examples_ensemble_plot_bias_variance.py: |
| 238 | ..·only::·html | 238 | ..·only::·html |
| 239 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 239 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 136 | ····plt.ylabel("OOB·error·rate") | 136 | ····plt.ylabel("OOB·error·rate") |
| 137 | ····plt.legend(loc="upper·right") | 137 | ····plt.legend(loc="upper·right") |
| 138 | ····plt.show() | 138 | ····plt.show() |
| 139 | ..·rst-class::·sphx-glr-timing | 139 | ..·rst-class::·sphx-glr-timing |
| 140 | ···**Total·running·time·of·the·script:**·(0·minutes·4. | 140 | ···**Total·running·time·of·the·script:**·(0·minutes·4.447·seconds) |
| 141 | ..·_sphx_glr_download_auto_examples_ensemble_plot_ensemble_oob.py: | 141 | ..·_sphx_glr_download_auto_examples_ensemble_plot_ensemble_oob.py: |
| 142 | ..·only::·html | 142 | ..·only::·html |
| 143 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 143 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 1047 | ····} | 1047 | ····} |
| 1048 | ····#sk-container-id-9·a.estimator_doc_link.fitted:hover·{ | 1048 | ····#sk-container-id-9·a.estimator_doc_link.fitted:hover·{ |
| 1049 | ······/*·fitted·*/ | 1049 | ······/*·fitted·*/ |
| 1050 | ······background-color:·var(--sklearn-color-fitted-level-3); | 1050 | ······background-color:·var(--sklearn-color-fitted-level-3); |
| 1051 | ····} | 1051 | ····} |
| 1052 | ····</style><div·id="sk-container-id-9"·class="sk-top-container"><div·class="sk-text-repr-fallback"><pre>Pipeline(steps=[('functiontransformer', | 1052 | ····</style><div·id="sk-container-id-9"·class="sk-top-container"><div·class="sk-text-repr-fallback"><pre>Pipeline(steps=[('functiontransformer', |
| 1053 | ·····················FunctionTransformer(func=<function·rf_apply·at·0x7f | 1053 | ·····················FunctionTransformer(func=<function·rf_apply·at·0x7f74d10d1f80>, |
| 1054 | ·········································kw_args={'model':·RandomForestClassifier(max_depth=3, | 1054 | ·········································kw_args={'model':·RandomForestClassifier(max_depth=3, |
| 1055 | ··················································································n_estimators=10, | 1055 | ··················································································n_estimators=10, |
| 1056 | ··················································································random_state=10)})), | 1056 | ··················································································random_state=10)})), |
| 1057 | ····················('onehotencoder',·OneHotEncoder(handle_unknown='ignore')), | 1057 | ····················('onehotencoder',·OneHotEncoder(handle_unknown='ignore')), |
| 1058 | ····················('logisticregression',·LogisticRegression(max_iter=1000))])</pre><b>In·a·Jupyter·environment,·please·rerun·this·cell·to·show·the·HTML·representation·or·trust·the·notebook.·<br·/>On·GitHub,·the·HTML·representation·is·unable·to·render,·please·try·loading·this·page·with·nbviewer.org.</b></div><div·class="sk-container"·hidden><div·class="sk-item·sk-dashed-wrapped"><div·class="sk-label-container"><div·class="sk-label·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-23"·type="checkbox"·><label·for="sk-estimator-id-23"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> Pipeline<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.pipeline.Pipeline.html">?<span>Documentation·for·Pipeline</span></a><span·class="sk-estimator-doc-link·fitted">i<span>Fitted</span></span></label><div·class="sk-toggleable__content·fitted"><pre>Pipeline(steps=[('functiontransformer', | 1058 | ····················('logisticregression',·LogisticRegression(max_iter=1000))])</pre><b>In·a·Jupyter·environment,·please·rerun·this·cell·to·show·the·HTML·representation·or·trust·the·notebook.·<br·/>On·GitHub,·the·HTML·representation·is·unable·to·render,·please·try·loading·this·page·with·nbviewer.org.</b></div><div·class="sk-container"·hidden><div·class="sk-item·sk-dashed-wrapped"><div·class="sk-label-container"><div·class="sk-label·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-23"·type="checkbox"·><label·for="sk-estimator-id-23"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> Pipeline<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.pipeline.Pipeline.html">?<span>Documentation·for·Pipeline</span></a><span·class="sk-estimator-doc-link·fitted">i<span>Fitted</span></span></label><div·class="sk-toggleable__content·fitted"><pre>Pipeline(steps=[('functiontransformer', |
| 1059 | ·····················FunctionTransformer(func=<function·rf_apply·at·0x7f | 1059 | ·····················FunctionTransformer(func=<function·rf_apply·at·0x7f74d10d1f80>, |
| 1060 | ·········································kw_args={'model':·RandomForestClassifier(max_depth=3, | 1060 | ·········································kw_args={'model':·RandomForestClassifier(max_depth=3, |
| 1061 | ··················································································n_estimators=10, | 1061 | ··················································································n_estimators=10, |
| 1062 | ··················································································random_state=10)})), | 1062 | ··················································································random_state=10)})), |
| 1063 | ····················('onehotencoder',·OneHotEncoder(handle_unknown='ignore')), | 1063 | ····················('onehotencoder',·OneHotEncoder(handle_unknown='ignore')), |
| 1064 | ····················('logisticregression',·LogisticRegression(max_iter=1000))])</pre></div>·</div></div><div·class="sk-serial"><div·class="sk-item"><div·class="sk-estimator·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-24"·type="checkbox"·><label·for="sk-estimator-id-24"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> FunctionTransformer<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.preprocessing.FunctionTransformer.html">?<span>Documentation·for·FunctionTransformer</span></a></label><div·class="sk-toggleable__content·fitted"><pre>FunctionTransformer(func=<function·rf_apply·at·0x7f | 1064 | ····················('logisticregression',·LogisticRegression(max_iter=1000))])</pre></div>·</div></div><div·class="sk-serial"><div·class="sk-item"><div·class="sk-estimator·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-24"·type="checkbox"·><label·for="sk-estimator-id-24"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> FunctionTransformer<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.preprocessing.FunctionTransformer.html">?<span>Documentation·for·FunctionTransformer</span></a></label><div·class="sk-toggleable__content·fitted"><pre>FunctionTransformer(func=<function·rf_apply·at·0x7f74d10d1f80>, |
| 1065 | ························kw_args={'model':·RandomForestClassifier(max_depth=3, | 1065 | ························kw_args={'model':·RandomForestClassifier(max_depth=3, |
| 1066 | ·································································n_estimators=10, | 1066 | ·································································n_estimators=10, |
| 1067 | ·································································random_state=10)})</pre></div>·</div></div><div·class="sk-item"><div·class="sk-estimator·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-25"·type="checkbox"·><label·for="sk-estimator-id-25"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> OneHotEncoder<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.preprocessing.OneHotEncoder.html">?<span>Documentation·for·OneHotEncoder</span></a></label><div·class="sk-toggleable__content·fitted"><pre>OneHotEncoder(handle_unknown='ignore')</pre></div>·</div></div><div·class="sk-item"><div·class="sk-estimator·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-26"·type="checkbox"·><label·for="sk-estimator-id-26"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> LogisticRegression<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.linear_model.LogisticRegression.html">?<span>Documentation·for·LogisticRegression</span></a></label><div·class="sk-toggleable__content·fitted"><pre>LogisticRegression(max_iter=1000)</pre></div>·</div></div></div></div></div></div> | 1067 | ·································································random_state=10)})</pre></div>·</div></div><div·class="sk-item"><div·class="sk-estimator·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-25"·type="checkbox"·><label·for="sk-estimator-id-25"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> OneHotEncoder<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.preprocessing.OneHotEncoder.html">?<span>Documentation·for·OneHotEncoder</span></a></label><div·class="sk-toggleable__content·fitted"><pre>OneHotEncoder(handle_unknown='ignore')</pre></div>·</div></div><div·class="sk-item"><div·class="sk-estimator·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-26"·type="checkbox"·><label·for="sk-estimator-id-26"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> LogisticRegression<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.linear_model.LogisticRegression.html">?<span>Documentation·for·LogisticRegression</span></a></label><div·class="sk-toggleable__content·fitted"><pre>LogisticRegression(max_iter=1000)</pre></div>·</div></div></div></div></div></div> |
| 1068 | ····</div> | 1068 | ····</div> |
| 1069 | ····<br·/> | 1069 | ····<br·/> |
| 1070 | ····<br·/> | 1070 | ····<br·/> |
| Offset 1498, 24 lines modified | Offset 1498, 24 lines modified | ||
| 1498 | ····} | 1498 | ····} |
| 1499 | ····#sk-container-id-10·a.estimator_doc_link.fitted:hover·{ | 1499 | ····#sk-container-id-10·a.estimator_doc_link.fitted:hover·{ |
| 1500 | ······/*·fitted·*/ | 1500 | ······/*·fitted·*/ |
| 1501 | ······background-color:·var(--sklearn-color-fitted-level-3); | 1501 | ······background-color:·var(--sklearn-color-fitted-level-3); |
| 1502 | ····} | 1502 | ····} |
| 1503 | ····</style><div·id="sk-container-id-10"·class="sk-top-container"><div·class="sk-text-repr-fallback"><pre>Pipeline(steps=[('functiontransformer', | 1503 | ····</style><div·id="sk-container-id-10"·class="sk-top-container"><div·class="sk-text-repr-fallback"><pre>Pipeline(steps=[('functiontransformer', |
| 1504 | ·····················FunctionTransformer(func=<function·gbdt_apply·at·0x7f | 1504 | ·····················FunctionTransformer(func=<function·gbdt_apply·at·0x7f74d10d0ea0>, |
| 1505 | ·········································kw_args={'model':·GradientBoostingClassifier(n_estimators=10, | 1505 | ·········································kw_args={'model':·GradientBoostingClassifier(n_estimators=10, |
| 1506 | ······················································································random_state=10)})), | 1506 | ······················································································random_state=10)})), |
| 1507 | ····················('onehotencoder',·OneHotEncoder(handle_unknown='ignore')), | 1507 | ····················('onehotencoder',·OneHotEncoder(handle_unknown='ignore')), |
| 1508 | ····················('logisticregression',·LogisticRegression(max_iter=1000))])</pre><b>In·a·Jupyter·environment,·please·rerun·this·cell·to·show·the·HTML·representation·or·trust·the·notebook.·<br·/>On·GitHub,·the·HTML·representation·is·unable·to·render,·please·try·loading·this·page·with·nbviewer.org.</b></div><div·class="sk-container"·hidden><div·class="sk-item·sk-dashed-wrapped"><div·class="sk-label-container"><div·class="sk-label·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-27"·type="checkbox"·><label·for="sk-estimator-id-27"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> Pipeline<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.pipeline.Pipeline.html">?<span>Documentation·for·Pipeline</span></a><span·class="sk-estimator-doc-link·fitted">i<span>Fitted</span></span></label><div·class="sk-toggleable__content·fitted"><pre>Pipeline(steps=[('functiontransformer', | 1508 | ····················('logisticregression',·LogisticRegression(max_iter=1000))])</pre><b>In·a·Jupyter·environment,·please·rerun·this·cell·to·show·the·HTML·representation·or·trust·the·notebook.·<br·/>On·GitHub,·the·HTML·representation·is·unable·to·render,·please·try·loading·this·page·with·nbviewer.org.</b></div><div·class="sk-container"·hidden><div·class="sk-item·sk-dashed-wrapped"><div·class="sk-label-container"><div·class="sk-label·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-27"·type="checkbox"·><label·for="sk-estimator-id-27"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> Pipeline<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.pipeline.Pipeline.html">?<span>Documentation·for·Pipeline</span></a><span·class="sk-estimator-doc-link·fitted">i<span>Fitted</span></span></label><div·class="sk-toggleable__content·fitted"><pre>Pipeline(steps=[('functiontransformer', |
| 1509 | ·····················FunctionTransformer(func=<function·gbdt_apply·at·0x7f | 1509 | ·····················FunctionTransformer(func=<function·gbdt_apply·at·0x7f74d10d0ea0>, |
| 1510 | ·········································kw_args={'model':·GradientBoostingClassifier(n_estimators=10, | 1510 | ·········································kw_args={'model':·GradientBoostingClassifier(n_estimators=10, |
| 1511 | ······················································································random_state=10)})), | 1511 | ······················································································random_state=10)})), |
| 1512 | ····················('onehotencoder',·OneHotEncoder(handle_unknown='ignore')), | 1512 | ····················('onehotencoder',·OneHotEncoder(handle_unknown='ignore')), |
| 1513 | ····················('logisticregression',·LogisticRegression(max_iter=1000))])</pre></div>·</div></div><div·class="sk-serial"><div·class="sk-item"><div·class="sk-estimator·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-28"·type="checkbox"·><label·for="sk-estimator-id-28"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> FunctionTransformer<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.preprocessing.FunctionTransformer.html">?<span>Documentation·for·FunctionTransformer</span></a></label><div·class="sk-toggleable__content·fitted"><pre>FunctionTransformer(func=<function·gbdt_apply·at·0x7f | 1513 | ····················('logisticregression',·LogisticRegression(max_iter=1000))])</pre></div>·</div></div><div·class="sk-serial"><div·class="sk-item"><div·class="sk-estimator·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-28"·type="checkbox"·><label·for="sk-estimator-id-28"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> FunctionTransformer<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.preprocessing.FunctionTransformer.html">?<span>Documentation·for·FunctionTransformer</span></a></label><div·class="sk-toggleable__content·fitted"><pre>FunctionTransformer(func=<function·gbdt_apply·at·0x7f74d10d0ea0>, |
| 1514 | ························kw_args={'model':·GradientBoostingClassifier(n_estimators=10, | 1514 | ························kw_args={'model':·GradientBoostingClassifier(n_estimators=10, |
| 1515 | ·····································································random_state=10)})</pre></div>·</div></div><div·class="sk-item"><div·class="sk-estimator·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-29"·type="checkbox"·><label·for="sk-estimator-id-29"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> OneHotEncoder<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.preprocessing.OneHotEncoder.html">?<span>Documentation·for·OneHotEncoder</span></a></label><div·class="sk-toggleable__content·fitted"><pre>OneHotEncoder(handle_unknown='ignore')</pre></div>·</div></div><div·class="sk-item"><div·class="sk-estimator·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-30"·type="checkbox"·><label·for="sk-estimator-id-30"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> LogisticRegression<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.linear_model.LogisticRegression.html">?<span>Documentation·for·LogisticRegression</span></a></label><div·class="sk-toggleable__content·fitted"><pre>LogisticRegression(max_iter=1000)</pre></div>·</div></div></div></div></div></div> | 1515 | ·····································································random_state=10)})</pre></div>·</div></div><div·class="sk-item"><div·class="sk-estimator·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-29"·type="checkbox"·><label·for="sk-estimator-id-29"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> OneHotEncoder<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.preprocessing.OneHotEncoder.html">?<span>Documentation·for·OneHotEncoder</span></a></label><div·class="sk-toggleable__content·fitted"><pre>OneHotEncoder(handle_unknown='ignore')</pre></div>·</div></div><div·class="sk-item"><div·class="sk-estimator·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-30"·type="checkbox"·><label·for="sk-estimator-id-30"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> LogisticRegression<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.linear_model.LogisticRegression.html">?<span>Documentation·for·LogisticRegression</span></a></label><div·class="sk-toggleable__content·fitted"><pre>LogisticRegression(max_iter=1000)</pre></div>·</div></div></div></div></div></div> |
| 1516 | ····</div> | 1516 | ····</div> |
| 1517 | ····<br·/> | 1517 | ····<br·/> |
| 1518 | ····<br·/> | 1518 | ····<br·/> |
| 1519 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·142-143 | 1519 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·142-143 |
| Offset 1582, 15 lines modified | Offset 1582, 15 lines modified | ||
| 1582 | ..·rst-class::·sphx-glr-timing | 1582 | ..·rst-class::·sphx-glr-timing |
| 1583 | ···**Total·running·time·of·the·script:**·(0·minutes·2.9 | 1583 | ···**Total·running·time·of·the·script:**·(0·minutes·2.946·seconds) |
| 1584 | ..·_sphx_glr_download_auto_examples_ensemble_plot_feature_transformation.py: | 1584 | ..·_sphx_glr_download_auto_examples_ensemble_plot_feature_transformation.py: |
| 1585 | ..·only::·html | 1585 | ..·only::·html |
| 1586 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 1586 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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3.41 KB
| Offset 610, 15 lines modified | Offset 610, 15 lines modified | ||
| 610 | ..·rst-class::·sphx-glr-script-out | 610 | ..·rst-class::·sphx-glr-script-out |
| 611 | ·..·code-block::·none | 611 | ·..·code-block::·none |
| 612 | ····Elapsed·time·to·compute·the·importances:·0.6 | 612 | ····Elapsed·time·to·compute·the·importances:·0.654·seconds |
| 613 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·102-106 | 613 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·102-106 |
| 614 | The·computation·for·full·permutation·importance·is·more·costly.·Features·are | 614 | The·computation·for·full·permutation·importance·is·more·costly.·Features·are |
| Offset 655, 15 lines modified | Offset 655, 15 lines modified | ||
| 655 | The·same·features·are·detected·as·most·important·using·both·methods.·Although | 655 | The·same·features·are·detected·as·most·important·using·both·methods.·Although |
| 656 | the·relative·importances·vary.·As·seen·on·the·plots,·MDI·is·less·likely·than | 656 | the·relative·importances·vary.·As·seen·on·the·plots,·MDI·is·less·likely·than |
| 657 | permutation·importance·to·fully·omit·a·feature. | 657 | permutation·importance·to·fully·omit·a·feature. |
| 658 | ..·rst-class::·sphx-glr-timing | 658 | ..·rst-class::·sphx-glr-timing |
| 659 | ···**Total·running·time·of·the·script:**·(0·minutes·1.2 | 659 | ···**Total·running·time·of·the·script:**·(0·minutes·1.234·seconds) |
| 660 | ..·_sphx_glr_download_auto_examples_ensemble_plot_forest_importances.py: | 660 | ..·_sphx_glr_download_auto_examples_ensemble_plot_forest_importances.py: |
| 661 | ..·only::·html | 661 | ..·only::·html |
| 662 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 662 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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2.32 KB
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| 68 | FROM·PYTHON·SOURCE·LINES·90-101·..·code-block::·Python·from·sklearn.inspection | 68 | FROM·PYTHON·SOURCE·LINES·90-101·..·code-block::·Python·from·sklearn.inspection |
| 69 | import·permutation_importance·start_time·=·time.time()·result·= | 69 | import·permutation_importance·start_time·=·time.time()·result·= |
| 70 | permutation_importance(·forest,·X_test,·y_test,·n_repeats=10,·random_state=42, | 70 | permutation_importance(·forest,·X_test,·y_test,·n_repeats=10,·random_state=42, |
| 71 | n_jobs=2·)·elapsed_time·=·time.time()·-·start_time·print(f"Elapsed·time·to | 71 | n_jobs=2·)·elapsed_time·=·time.time()·-·start_time·print(f"Elapsed·time·to |
| 72 | compute·the·importances:·{elapsed_time:.3f}·seconds")·forest_importances·= | 72 | compute·the·importances:·{elapsed_time:.3f}·seconds")·forest_importances·= |
| 73 | pd.Series(result.importances_mean,·index=feature_names)·..·rst-class::·sphx- | 73 | pd.Series(result.importances_mean,·index=feature_names)·..·rst-class::·sphx- |
| 74 | glr-script-out·..·code-block::·none·Elapsed·time·to·compute·the·importances: | 74 | glr-script-out·..·code-block::·none·Elapsed·time·to·compute·the·importances: |
| 75 | 0.6 | 75 | 0.654·seconds·..·GENERATED·FROM·PYTHON·SOURCE·LINES·102-106·The·computation·for |
| 76 | full·permutation·importance·is·more·costly.·Features·are·shuffled·n·times·and | 76 | full·permutation·importance·is·more·costly.·Features·are·shuffled·n·times·and |
| 77 | the·model·refitted·to·estimate·the·importance·of·it.·Please·see·:ref: | 77 | the·model·refitted·to·estimate·the·importance·of·it.·Please·see·:ref: |
| 78 | `permutation_importance`·for·more·details.·We·can·now·plot·the·importance | 78 | `permutation_importance`·for·more·details.·We·can·now·plot·the·importance |
| 79 | ranking.·..·GENERATED·FROM·PYTHON·SOURCE·LINES·106-114·..·code-block::·Python | 79 | ranking.·..·GENERATED·FROM·PYTHON·SOURCE·LINES·106-114·..·code-block::·Python |
| 80 | fig,·ax·=·plt.subplots()·forest_importances.plot.bar | 80 | fig,·ax·=·plt.subplots()·forest_importances.plot.bar |
| 81 | (yerr=result.importances_std,·ax=ax)·ax.set_title("Feature·importances·using | 81 | (yerr=result.importances_std,·ax=ax)·ax.set_title("Feature·importances·using |
| 82 | permutation·on·full·model")·ax.set_ylabel("Mean·accuracy·decrease") | 82 | permutation·on·full·model")·ax.set_ylabel("Mean·accuracy·decrease") |
| Offset 84, 15 lines modified | Offset 84, 15 lines modified | ||
| 84 | sphx_glr_plot_forest_importances_002.png·:alt:·Feature·importances·using | 84 | sphx_glr_plot_forest_importances_002.png·:alt:·Feature·importances·using |
| 85 | permutation·on·full·model·:srcset:·/auto_examples/ensemble/images/ | 85 | permutation·on·full·model·:srcset:·/auto_examples/ensemble/images/ |
| 86 | sphx_glr_plot_forest_importances_002.png·:class:·sphx-glr-single-img·.. | 86 | sphx_glr_plot_forest_importances_002.png·:class:·sphx-glr-single-img·.. |
| 87 | GENERATED·FROM·PYTHON·SOURCE·LINES·115-118·The·same·features·are·detected·as | 87 | GENERATED·FROM·PYTHON·SOURCE·LINES·115-118·The·same·features·are·detected·as |
| 88 | most·important·using·both·methods.·Although·the·relative·importances·vary.·As | 88 | most·important·using·both·methods.·Although·the·relative·importances·vary.·As |
| 89 | seen·on·the·plots,·MDI·is·less·likely·than·permutation·importance·to·fully·omit | 89 | seen·on·the·plots,·MDI·is·less·likely·than·permutation·importance·to·fully·omit |
| 90 | a·feature.·..·rst-class::·sphx-glr-timing·**Total·running·time·of·the·script:** | 90 | a·feature.·..·rst-class::·sphx-glr-timing·**Total·running·time·of·the·script:** |
| 91 | (0·minutes·1.2 | 91 | (0·minutes·1.234·seconds)·.. |
| 92 | _sphx_glr_download_auto_examples_ensemble_plot_forest_importances.py:·..·only:: | 92 | _sphx_glr_download_auto_examples_ensemble_plot_forest_importances.py:·..·only:: |
| 93 | html·..·container::·sphx-glr-footer·sphx-glr-footer-example·..·container:: | 93 | html·..·container::·sphx-glr-footer·sphx-glr-footer-example·..·container:: |
| 94 | sphx-glr-download·sphx-glr-download-jupyter·:download:`Download·Jupyter | 94 | sphx-glr-download·sphx-glr-download-jupyter·:download:`Download·Jupyter |
| 95 | notebook:·plot_forest_importances.ipynb·`·..·container::·sphx-glr-download | 95 | notebook:·plot_forest_importances.ipynb·`·..·container::·sphx-glr-download |
| 96 | sphx-glr-download-python·:download:`Download·Python·source·code: | 96 | sphx-glr-download-python·:download:`Download·Python·source·code: |
| 97 | plot_forest_importances.py·`·..·container::·sphx-glr-download·sphx-glr- | 97 | plot_forest_importances.py·`·..·container::·sphx-glr-download·sphx-glr- |
| 98 | download-zip·:download:`Download·zipped:·plot_forest_importances.zip·`·.. | 98 | download-zip·:download:`Download·zipped:·plot_forest_importances.zip·`·.. |
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| 229 | ····plt.axis("tight") | 229 | ····plt.axis("tight") |
| 230 | ····plt.tight_layout(h_pad=0.2,·w_pad=0.2,·pad=2.5) | 230 | ····plt.tight_layout(h_pad=0.2,·w_pad=0.2,·pad=2.5) |
| 231 | ····plt.show() | 231 | ····plt.show() |
| 232 | ..·rst-class::·sphx-glr-timing | 232 | ..·rst-class::·sphx-glr-timing |
| 233 | ···**Total·running·time·of·the·script:**·(0·minutes·6. | 233 | ···**Total·running·time·of·the·script:**·(0·minutes·6.804·seconds) |
| 234 | ..·_sphx_glr_download_auto_examples_ensemble_plot_forest_iris.py: | 234 | ..·_sphx_glr_download_auto_examples_ensemble_plot_forest_iris.py: |
| 235 | ..·only::·html | 235 | ..·only::·html |
| 236 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 236 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 186 | ····plt.xlabel("number·of·iterations") | 186 | ····plt.xlabel("number·of·iterations") |
| 187 | ····plt.show() | 187 | ····plt.show() |
| 188 | ..·rst-class::·sphx-glr-timing | 188 | ..·rst-class::·sphx-glr-timing |
| 189 | ···**Total·running·time·of·the·script:**·(0·minutes·10. | 189 | ···**Total·running·time·of·the·script:**·(0·minutes·10.533·seconds) |
| 190 | ..·_sphx_glr_download_auto_examples_ensemble_plot_gradient_boosting_oob.py: | 190 | ..·_sphx_glr_download_auto_examples_ensemble_plot_gradient_boosting_oob.py: |
| 191 | ..·only::·html | 191 | ..·only::·html |
| 192 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 192 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 373 | ..·raw::·html | 373 | ..·raw::·html |
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| 399 | ··········<th·id="T_ | 399 | ··········<th·id="T_ea2ab_level0_row0"·class="row_heading·level0·row0"·>mse</th> |
| 400 | ··········<td·id="T_ | 400 | ··········<td·id="T_ea2ab_row0_col0"·class="data·row0·col0"·>0.917281</td> |
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| 404 | ········</tr> | 404 | ········</tr> |
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| 406 | ··········<th·id="T_ | 406 | ··········<th·id="T_ea2ab_level0_row1"·class="row_heading·level0·row1"·>q·0.05</th> |
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| 418 | ········</tr> | 418 | ········</tr> |
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| 425 | ········</tr> | 425 | ········</tr> |
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| 427 | ····</table> | 427 | ····</table> |
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| 269 | ..·rst-class::·sphx-glr-timing | 269 | ..·rst-class::·sphx-glr-timing |
| 270 | ···**Total·running·time·of·the·script:**·(0·minutes·1. | 270 | ···**Total·running·time·of·the·script:**·(0·minutes·1.471·seconds) |
| 271 | ..·_sphx_glr_download_auto_examples_ensemble_plot_gradient_boosting_regression.py: | 271 | ..·_sphx_glr_download_auto_examples_ensemble_plot_gradient_boosting_regression.py: |
| 272 | ..·only::·html | 272 | ..·only::·html |
| 273 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 273 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 122 | ····plt.ylabel("Test·Set·Deviance") | 122 | ····plt.ylabel("Test·Set·Deviance") |
| 123 | ····plt.show() | 123 | ····plt.show() |
| 124 | ..·rst-class::·sphx-glr-timing | 124 | ..·rst-class::·sphx-glr-timing |
| 125 | ···**Total·running·time·of·the·script:**·(0·minutes·9.36 | 125 | ···**Total·running·time·of·the·script:**·(0·minutes·9.036·seconds) |
| 126 | ..·_sphx_glr_download_auto_examples_ensemble_plot_gradient_boosting_regularization.py: | 126 | ..·_sphx_glr_download_auto_examples_ensemble_plot_gradient_boosting_regularization.py: |
| 127 | ..·only::·html | 127 | ..·only::·html |
| 128 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 128 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 627 | ..·rst-class::·sphx-glr-timing | 627 | ..·rst-class::·sphx-glr-timing |
| 628 | ···**Total·running·time·of·the·script:**·(0·minutes·0. | 628 | ···**Total·running·time·of·the·script:**·(0·minutes·0.478·seconds) |
| 629 | ..·_sphx_glr_download_auto_examples_ensemble_plot_isolation_forest.py: | 629 | ..·_sphx_glr_download_auto_examples_ensemble_plot_isolation_forest.py: |
| 630 | ..·only::·html | 630 | ..·only::·html |
| 631 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 631 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 81 | [:,·0],·X[:,·1],·c=y,·s=20,·edgecolor="k")·disp.ax_.set_title("Path·length | 81 | [:,·0],·X[:,·1],·c=y,·s=20,·edgecolor="k")·disp.ax_.set_title("Path·length |
| 82 | decision·boundary·\nof·IsolationForest")·plt.axis("square")·plt.legend | 82 | decision·boundary·\nof·IsolationForest")·plt.axis("square")·plt.legend |
| 83 | (handles=handles,·labels=["outliers",·"inliers"],·title="true·class") | 83 | (handles=handles,·labels=["outliers",·"inliers"],·title="true·class") |
| 84 | plt.colorbar(disp.ax_.collections[1])·plt.show()·..·image-sg::·/auto_examples/ | 84 | plt.colorbar(disp.ax_.collections[1])·plt.show()·..·image-sg::·/auto_examples/ |
| 85 | ensemble/images/sphx_glr_plot_isolation_forest_003.png·:alt:·Path·length | 85 | ensemble/images/sphx_glr_plot_isolation_forest_003.png·:alt:·Path·length |
| 86 | decision·boundary·of·IsolationForest·:srcset:·/auto_examples/ensemble/images/ | 86 | decision·boundary·of·IsolationForest·:srcset:·/auto_examples/ensemble/images/ |
| 87 | sphx_glr_plot_isolation_forest_003.png·:class:·sphx-glr-single-img·..·rst- | 87 | sphx_glr_plot_isolation_forest_003.png·:class:·sphx-glr-single-img·..·rst- |
| 88 | class::·sphx-glr-timing·**Total·running·time·of·the·script:**·(0·minutes·0. | 88 | class::·sphx-glr-timing·**Total·running·time·of·the·script:**·(0·minutes·0.478 |
| 89 | seconds)·..·_sphx_glr_download_auto_examples_ensemble_plot_isolation_forest.py: | 89 | seconds)·..·_sphx_glr_download_auto_examples_ensemble_plot_isolation_forest.py: |
| 90 | ..·only::·html·..·container::·sphx-glr-footer·sphx-glr-footer-example·.. | 90 | ..·only::·html·..·container::·sphx-glr-footer·sphx-glr-footer-example·.. |
| 91 | container::·sphx-glr-download·sphx-glr-download-jupyter·:download:`Download | 91 | container::·sphx-glr-download·sphx-glr-download-jupyter·:download:`Download |
| 92 | Jupyter·notebook:·plot_isolation_forest.ipynb·`·..·container::·sphx-glr- | 92 | Jupyter·notebook:·plot_isolation_forest.ipynb·`·..·container::·sphx-glr- |
| 93 | download·sphx-glr-download-python·:download:`Download·Python·source·code: | 93 | download·sphx-glr-download-python·:download:`Download·Python·source·code: |
| 94 | plot_isolation_forest.py·`·..·container::·sphx-glr-download·sphx-glr-download- | 94 | plot_isolation_forest.py·`·..·container::·sphx-glr-download·sphx-glr-download- |
| 95 | zip·:download:`Download·zipped:·plot_isolation_forest.zip·`·..·only::·html·.. | 95 | zip·:download:`Download·zipped:·plot_isolation_forest.zip·`·..·only::·html·.. |
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| 1017 | ····True | 1017 | ····True |
| 1018 | ..·rst-class::·sphx-glr-timing | 1018 | ..·rst-class::·sphx-glr-timing |
| 1019 | ···**Total·running·time·of·the·script:**·(0·minutes·0.67 | 1019 | ···**Total·running·time·of·the·script:**·(0·minutes·0.670·seconds) |
| 1020 | ..·_sphx_glr_download_auto_examples_ensemble_plot_monotonic_constraints.py: | 1020 | ..·_sphx_glr_download_auto_examples_ensemble_plot_monotonic_constraints.py: |
| 1021 | ..·only::·html | 1021 | ..·only::·html |
| 1022 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 1022 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 74 | specify·the·monotonic·constraints·by·passing·a·dictionary:·..·GENERATED·FROM | 74 | specify·the·monotonic·constraints·by·passing·a·dictionary:·..·GENERATED·FROM |
| 75 | PYTHON·SOURCE·LINES·98-109·..·code-block::·Python·import·pandas·as·pd·X_df·= | 75 | PYTHON·SOURCE·LINES·98-109·..·code-block::·Python·import·pandas·as·pd·X_df·= |
| 76 | pd.DataFrame(X,·columns=["f_0",·"f_1"])·gbdt_with_monotonic_cst_df·= | 76 | pd.DataFrame(X,·columns=["f_0",·"f_1"])·gbdt_with_monotonic_cst_df·= |
| 77 | HistGradientBoostingRegressor(·monotonic_cst={"f_0":·1,·"f_1":·-1}·).fit(X_df, | 77 | HistGradientBoostingRegressor(·monotonic_cst={"f_0":·1,·"f_1":·-1}·).fit(X_df, |
| 78 | y)·np.allclose(·gbdt_with_monotonic_cst_df.predict(X_df), | 78 | y)·np.allclose(·gbdt_with_monotonic_cst_df.predict(X_df), |
| 79 | gbdt_with_monotonic_cst.predict(X)·)·..·rst-class::·sphx-glr-script-out·.. | 79 | gbdt_with_monotonic_cst.predict(X)·)·..·rst-class::·sphx-glr-script-out·.. |
| 80 | code-block::·none·True·..·rst-class::·sphx-glr-timing·**Total·running·time·of | 80 | code-block::·none·True·..·rst-class::·sphx-glr-timing·**Total·running·time·of |
| 81 | the·script:**·(0·minutes·0.67 | 81 | the·script:**·(0·minutes·0.670·seconds)·.. |
| 82 | _sphx_glr_download_auto_examples_ensemble_plot_monotonic_constraints.py:·.. | 82 | _sphx_glr_download_auto_examples_ensemble_plot_monotonic_constraints.py:·.. |
| 83 | only::·html·..·container::·sphx-glr-footer·sphx-glr-footer-example·.. | 83 | only::·html·..·container::·sphx-glr-footer·sphx-glr-footer-example·.. |
| 84 | container::·sphx-glr-download·sphx-glr-download-jupyter·:download:`Download | 84 | container::·sphx-glr-download·sphx-glr-download-jupyter·:download:`Download |
| 85 | Jupyter·notebook:·plot_monotonic_constraints.ipynb·`·..·container::·sphx-glr- | 85 | Jupyter·notebook:·plot_monotonic_constraints.ipynb·`·..·container::·sphx-glr- |
| 86 | download·sphx-glr-download-python·:download:`Download·Python·source·code: | 86 | download·sphx-glr-download-python·:download:`Download·Python·source·code: |
| 87 | plot_monotonic_constraints.py·`·..·container::·sphx-glr-download·sphx-glr- | 87 | plot_monotonic_constraints.py·`·..·container::·sphx-glr-download·sphx-glr- |
| 88 | download-zip·:download:`Download·zipped:·plot_monotonic_constraints.zip·`·.. | 88 | download-zip·:download:`Download·zipped:·plot_monotonic_constraints.zip·`·.. |
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| 139 | ····plt.tight_layout() | 139 | ····plt.tight_layout() |
| 140 | ····plt.show() | 140 | ····plt.show() |
| 141 | ..·rst-class::·sphx-glr-timing | 141 | ..·rst-class::·sphx-glr-timing |
| 142 | ···**Total·running·time·of·the·script:**·(0·minutes·0.36 | 142 | ···**Total·running·time·of·the·script:**·(0·minutes·0.360·seconds) |
| 143 | ..·_sphx_glr_download_auto_examples_ensemble_plot_random_forest_embedding.py: | 143 | ..·_sphx_glr_download_auto_examples_ensemble_plot_random_forest_embedding.py: |
| 144 | ..·only::·html | 144 | ..·only::·html |
| 145 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 145 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 128 | ····plt.title("Comparing·random·forests·and·the·multi-output·meta·estimator") | 128 | ····plt.title("Comparing·random·forests·and·the·multi-output·meta·estimator") |
| 129 | ····plt.legend() | 129 | ····plt.legend() |
| 130 | ····plt.show() | 130 | ····plt.show() |
| 131 | ..·rst-class::·sphx-glr-timing | 131 | ..·rst-class::·sphx-glr-timing |
| 132 | ···**Total·running·time·of·the·script:**·(0·minutes·0.6 | 132 | ···**Total·running·time·of·the·script:**·(0·minutes·0.604·seconds) |
| 133 | ..·_sphx_glr_download_auto_examples_ensemble_plot_random_forest_regression_multioutput.py: | 133 | ..·_sphx_glr_download_auto_examples_ensemble_plot_random_forest_regression_multioutput.py: |
| 134 | ..·only::·html | 134 | ..·only::·html |
| 135 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 135 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 101 | ········axarr[idx[0],·idx[1]].set_title(tt) | 101 | ········axarr[idx[0],·idx[1]].set_title(tt) |
| 102 | ····plt.show() | 102 | ····plt.show() |
| 103 | ..·rst-class::·sphx-glr-timing | 103 | ..·rst-class::·sphx-glr-timing |
| 104 | ···**Total·running·time·of·the·script:**·(0·minutes·0.7 | 104 | ···**Total·running·time·of·the·script:**·(0·minutes·0.745·seconds) |
| 105 | ..·_sphx_glr_download_auto_examples_ensemble_plot_voting_decision_regions.py: | 105 | ..·_sphx_glr_download_auto_examples_ensemble_plot_voting_decision_regions.py: |
| 106 | ..·only::·html | 106 | ..·only::·html |
| 107 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 107 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 125 | ····plt.legend([p1[0],·p2[0]],·["class·1",·"class·2"],·loc="upper·left") | 125 | ····plt.legend([p1[0],·p2[0]],·["class·1",·"class·2"],·loc="upper·left") |
| 126 | ····plt.tight_layout() | 126 | ····plt.tight_layout() |
| 127 | ····plt.show() | 127 | ····plt.show() |
| 128 | ..·rst-class::·sphx-glr-timing | 128 | ..·rst-class::·sphx-glr-timing |
| 129 | ···**Total·running·time·of·the·script:**·(0·minutes·0.3 | 129 | ···**Total·running·time·of·the·script:**·(0·minutes·0.370·seconds) |
| 130 | ..·_sphx_glr_download_auto_examples_ensemble_plot_voting_probas.py: | 130 | ..·_sphx_glr_download_auto_examples_ensemble_plot_voting_probas.py: |
| 131 | ..·only::·html | 131 | ..·only::·html |
| 132 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 132 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 574 | ..·rst-class::·sphx-glr-timing | 574 | ..·rst-class::·sphx-glr-timing |
| 575 | ···**Total·running·time·of·the·script:**·(0·minutes·1. | 575 | ···**Total·running·time·of·the·script:**·(0·minutes·1.095·seconds) |
| 576 | ..·_sphx_glr_download_auto_examples_ensemble_plot_voting_regressor.py: | 576 | ..·_sphx_glr_download_auto_examples_ensemble_plot_voting_regressor.py: |
| 577 | ..·only::·html | 577 | ..·only::·html |
| 578 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 578 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 67 | which="both",·bottom=False,·top=False,·labelbottom=False)·plt.ylabel | 67 | which="both",·bottom=False,·top=False,·labelbottom=False)·plt.ylabel |
| 68 | ("predicted")·plt.xlabel("training·samples")·plt.legend(loc="best")·plt.title | 68 | ("predicted")·plt.xlabel("training·samples")·plt.legend(loc="best")·plt.title |
| 69 | ("Regressor·predictions·and·their·average")·plt.show()·..·image-sg::·/ | 69 | ("Regressor·predictions·and·their·average")·plt.show()·..·image-sg::·/ |
| 70 | auto_examples/ensemble/images/sphx_glr_plot_voting_regressor_001.png·:alt: | 70 | auto_examples/ensemble/images/sphx_glr_plot_voting_regressor_001.png·:alt: |
| 71 | Regressor·predictions·and·their·average·:srcset:·/auto_examples/ensemble/ | 71 | Regressor·predictions·and·their·average·:srcset:·/auto_examples/ensemble/ |
| 72 | images/sphx_glr_plot_voting_regressor_001.png·:class:·sphx-glr-single-img·.. | 72 | images/sphx_glr_plot_voting_regressor_001.png·:class:·sphx-glr-single-img·.. |
| 73 | rst-class::·sphx-glr-timing·**Total·running·time·of·the·script:**·(0·minutes | 73 | rst-class::·sphx-glr-timing·**Total·running·time·of·the·script:**·(0·minutes |
| 74 | 1. | 74 | 1.095·seconds)·.. |
| 75 | _sphx_glr_download_auto_examples_ensemble_plot_voting_regressor.py:·..·only:: | 75 | _sphx_glr_download_auto_examples_ensemble_plot_voting_regressor.py:·..·only:: |
| 76 | html·..·container::·sphx-glr-footer·sphx-glr-footer-example·..·container:: | 76 | html·..·container::·sphx-glr-footer·sphx-glr-footer-example·..·container:: |
| 77 | sphx-glr-download·sphx-glr-download-jupyter·:download:`Download·Jupyter | 77 | sphx-glr-download·sphx-glr-download-jupyter·:download:`Download·Jupyter |
| 78 | notebook:·plot_voting_regressor.ipynb·`·..·container::·sphx-glr-download·sphx- | 78 | notebook:·plot_voting_regressor.ipynb·`·..·container::·sphx-glr-download·sphx- |
| 79 | glr-download-python·:download:`Download·Python·source·code: | 79 | glr-download-python·:download:`Download·Python·source·code: |
| 80 | plot_voting_regressor.py·`·..·container::·sphx-glr-download·sphx-glr-download- | 80 | plot_voting_regressor.py·`·..·container::·sphx-glr-download·sphx-glr-download- |
| 81 | zip·:download:`Download·zipped:·plot_voting_regressor.zip·`·..·only::·html·.. | 81 | zip·:download:`Download·zipped:·plot_voting_regressor.zip·`·..·only::·html·.. |
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| 170 | ..·rst-class::·sphx-glr-timing | 170 | ..·rst-class::·sphx-glr-timing |
| 171 | ···**Total·running·time·of·the·script:**·(0·minutes·0.6 | 171 | ···**Total·running·time·of·the·script:**·(0·minutes·0.643·seconds) |
| 172 | ..·_sphx_glr_download_auto_examples_exercises_plot_cv_diabetes.py: | 172 | ..·_sphx_glr_download_auto_examples_exercises_plot_cv_diabetes.py: |
| 173 | ..·only::·html | 173 | ..·only::·html |
| 174 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 174 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 71 | ········"LogisticRegression·score:·%f" | 71 | ········"LogisticRegression·score:·%f" |
| 72 | ········%·logistic.fit(X_train,·y_train).score(X_test,·y_test) | 72 | ········%·logistic.fit(X_train,·y_train).score(X_test,·y_test) |
| 73 | ····) | 73 | ····) |
| 74 | ..·rst-class::·sphx-glr-timing | 74 | ..·rst-class::·sphx-glr-timing |
| 75 | ···**Total·running·time·of·the·script:**·(0·minutes·0.21 | 75 | ···**Total·running·time·of·the·script:**·(0·minutes·0.212·seconds) |
| 76 | ..·_sphx_glr_download_auto_examples_exercises_plot_digits_classification_exercise.py: | 76 | ..·_sphx_glr_download_auto_examples_exercises_plot_digits_classification_exercise.py: |
| 77 | ..·only::·html | 77 | ..·only::·html |
| 78 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 78 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 125 | ········plt.title(kernel) | 125 | ········plt.title(kernel) |
| 126 | ····plt.show() | 126 | ····plt.show() |
| 127 | ..·rst-class::·sphx-glr-timing | 127 | ..·rst-class::·sphx-glr-timing |
| 128 | ···**Total·running·time·of·the·script:**·(0·minutes·6. | 128 | ···**Total·running·time·of·the·script:**·(0·minutes·6.688·seconds) |
| 129 | ..·_sphx_glr_download_auto_examples_exercises_plot_iris_exercise.py: | 129 | ..·_sphx_glr_download_auto_examples_exercises_plot_iris_exercise.py: |
| 130 | ..·only::·html | 130 | ..·only::·html |
| 131 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 131 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 80 | ············plt.ylabel("$y$",·fontsize=14) | 80 | ············plt.ylabel("$y$",·fontsize=14) |
| 81 | ········plt.title("F-test={:.2f},·MI={:.2f}".format(f_test[i],·mi[i]),·fontsize=16) | 81 | ········plt.title("F-test={:.2f},·MI={:.2f}".format(f_test[i],·mi[i]),·fontsize=16) |
| 82 | ····plt.show() | 82 | ····plt.show() |
| 83 | ..·rst-class::·sphx-glr-timing | 83 | ..·rst-class::·sphx-glr-timing |
| 84 | ···**Total·running·time·of·the·script:**·(0·minutes·0.2 | 84 | ···**Total·running·time·of·the·script:**·(0·minutes·0.245·seconds) |
| 85 | ..·_sphx_glr_download_auto_examples_feature_selection_plot_f_test_vs_mi.py: | 85 | ..·_sphx_glr_download_auto_examples_feature_selection_plot_f_test_vs_mi.py: |
| 86 | ..·only::·html | 86 | ..·only::·html |
| 87 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 87 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 243 | non-informative·features.·Applying·univariate·feature·selection·before | 243 | non-informative·features.·Applying·univariate·feature·selection·before |
| 244 | the·SVM·increases·the·SVM·weight·attributed·to·the·significant·features, | 244 | the·SVM·increases·the·SVM·weight·attributed·to·the·significant·features, |
| 245 | and·will·thus·improve·classification. | 245 | and·will·thus·improve·classification. |
| 246 | ..·rst-class::·sphx-glr-timing | 246 | ..·rst-class::·sphx-glr-timing |
| 247 | ···**Total·running·time·of·the·script:**·(0·minutes·0.2 | 247 | ···**Total·running·time·of·the·script:**·(0·minutes·0.205·seconds) |
| 248 | ..·_sphx_glr_download_auto_examples_feature_selection_plot_feature_selection.py: | 248 | ..·_sphx_glr_download_auto_examples_feature_selection_plot_feature_selection.py: |
| 249 | ..·only::·html | 249 | ..·only::·html |
| 250 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 250 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 67 | ····plt.colorbar() | 67 | ····plt.colorbar() |
| 68 | ····plt.title("Ranking·of·pixels·with·RFE") | 68 | ····plt.title("Ranking·of·pixels·with·RFE") |
| 69 | ····plt.show() | 69 | ····plt.show() |
| 70 | ..·rst-class::·sphx-glr-timing | 70 | ..·rst-class::·sphx-glr-timing |
| 71 | ···**Total·running·time·of·the·script:**·(0·minutes· | 71 | ···**Total·running·time·of·the·script:**·(0·minutes·6.605·seconds) |
| 72 | ..·_sphx_glr_download_auto_examples_feature_selection_plot_rfe_digits.py: | 72 | ..·_sphx_glr_download_auto_examples_feature_selection_plot_rfe_digits.py: |
| 73 | ..·only::·html | 73 | ..·only::·html |
| 74 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 74 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 155 | cross-validation·technique.·The·test·accuracy·decreases·above·5·selected | 155 | cross-validation·technique.·The·test·accuracy·decreases·above·5·selected |
| 156 | features,·this·is,·keeping·non-informative·features·leads·to·over-fitting·and | 156 | features,·this·is,·keeping·non-informative·features·leads·to·over-fitting·and |
| 157 | is·therefore·detrimental·for·the·statistical·performance·of·the·models. | 157 | is·therefore·detrimental·for·the·statistical·performance·of·the·models. |
| 158 | ..·rst-class::·sphx-glr-timing | 158 | ..·rst-class::·sphx-glr-timing |
| 159 | ···**Total·running·time·of·the·script:**·(0·minutes·0.8 | 159 | ···**Total·running·time·of·the·script:**·(0·minutes·0.885·seconds) |
| 160 | ..·_sphx_glr_download_auto_examples_feature_selection_plot_rfe_with_cross_validation.py: | 160 | ..·_sphx_glr_download_auto_examples_feature_selection_plot_rfe_with_cross_validation.py: |
| 161 | ..·only::·html | 161 | ..·only::·html |
| 162 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 162 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 244 | ..·rst-class::·sphx-glr-script-out | 244 | ..·rst-class::·sphx-glr-script-out |
| 245 | ·..·code-block::·none | 245 | ·..·code-block::·none |
| 246 | ····Features·selected·by·forward·sequential·selection:·['bmi'·'s5'] | 246 | ····Features·selected·by·forward·sequential·selection:·['bmi'·'s5'] |
| 247 | ····Done·in·0.1 | 247 | ····Done·in·0.187s |
| 248 | ····Features·selected·by·backward·sequential·selection:·['bmi'·'s5'] | 248 | ····Features·selected·by·backward·sequential·selection:·['bmi'·'s5'] |
| 249 | ····Done·in·0.5 | 249 | ····Done·in·0.547s |
| 250 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·125-156 | 250 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·125-156 |
| 251 | Interestingly,·forward·and·backward·selection·have·selected·the·same·set·of | 251 | Interestingly,·forward·and·backward·selection·have·selected·the·same·set·of |
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| 478 | ·..·code-block::·none | 478 | ·..·code-block::·none |
| 479 | ····tol:·-0.01 | 479 | ····tol:·-0.01 |
| 480 | ····Features·selected:·['worst·perimeter'] | 480 | ····Features·selected:·['worst·perimeter'] |
| 481 | ····ROC·AUC·score:·0.975 | 481 | ····ROC·AUC·score:·0.975 |
| 482 | ····Done·in·12. | 482 | ····Done·in·12.032s |
| 483 | ····tol:·-0.001 | 483 | ····tol:·-0.001 |
| 484 | ····Features·selected:·['radius·error'·'fractal·dimension·error'·'worst·texture' | 484 | ····Features·selected:·['radius·error'·'fractal·dimension·error'·'worst·texture' |
| 485 | ·····'worst·perimeter'·'worst·concave·points'] | 485 | ·····'worst·perimeter'·'worst·concave·points'] |
| 486 | ····ROC·AUC·score:·0.997 | 486 | ····ROC·AUC·score:·0.997 |
| 487 | ····Done·in·1 | 487 | ····Done·in·13.182s |
| 488 | ····tol:·-0.0001 | 488 | ····tol:·-0.0001 |
| 489 | ····Features·selected:·['mean·compactness'·'mean·concavity'·'mean·concave·points'·'radius·error' | 489 | ····Features·selected:·['mean·compactness'·'mean·concavity'·'mean·concave·points'·'radius·error' |
| 490 | ·····'area·error'·'concave·points·error'·'symmetry·error' | 490 | ·····'area·error'·'concave·points·error'·'symmetry·error' |
| 491 | ·····'fractal·dimension·error'·'worst·texture'·'worst·perimeter'·'worst·area' | 491 | ·····'fractal·dimension·error'·'worst·texture'·'worst·perimeter'·'worst·area' |
| 492 | ·····'worst·concave·points'·'worst·symmetry'] | 492 | ·····'worst·concave·points'·'worst·symmetry'] |
| 493 | ····ROC·AUC·score:·0.998 | 493 | ····ROC·AUC·score:·0.998 |
| 494 | ····Done·in·10. | 494 | ····Done·in·10.891s |
| 495 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·193-196 | 495 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·193-196 |
| 496 | We·can·see·that·the·number·of·features·selected·tend·to·increase·as·negative | 496 | We·can·see·that·the·number·of·features·selected·tend·to·increase·as·negative |
| 497 | values·of·`tol`·approach·to·zero.·The·time·taken·for·feature·selection·also | 497 | values·of·`tol`·approach·to·zero.·The·time·taken·for·feature·selection·also |
| 498 | decreases·as·the·values·of·`tol`·come·closer·to·zero. | 498 | decreases·as·the·values·of·`tol`·come·closer·to·zero. |
| 499 | ..·rst-class::·sphx-glr-timing | 499 | ..·rst-class::·sphx-glr-timing |
| 500 | ···**Total·running·time·of·the·script:**·(0·minutes·3 | 500 | ···**Total·running·time·of·the·script:**·(0·minutes·36.941·seconds) |
| 501 | ..·_sphx_glr_download_auto_examples_feature_selection_plot_select_from_model_diabetes.py: | 501 | ..·_sphx_glr_download_auto_examples_feature_selection_plot_select_from_model_diabetes.py: |
| 502 | ..·only::·html | 502 | ..·only::·html |
| 503 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 503 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 239 | ..·rst-class::·sphx-glr-script-out | 239 | ..·rst-class::·sphx-glr-script-out |
| 240 | ·..·code-block::·none | 240 | ·..·code-block::·none |
| 241 | ····Fitting·KernelRidge·with·default·kernel:·0.00 | 241 | ····Fitting·KernelRidge·with·default·kernel:·0.002·seconds |
| 242 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·141-163 | 242 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·141-163 |
| 243 | ..·code-block::·Python | 243 | ..·code-block::·Python |
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| 349 | ..·rst-class::·sphx-glr-script-out | 349 | ..·rst-class::·sphx-glr-script-out |
| 350 | ·..·code-block::·none | 350 | ·..·code-block::·none |
| 351 | ····Time·for·KernelRidge·fitting:·4. | 351 | ····Time·for·KernelRidge·fitting:·4.930·seconds |
| 352 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·200-203 | 352 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·200-203 |
| 353 | Fitting·the·model·is·now·more·computationally·expensive·since·we·have·to·try | 353 | Fitting·the·model·is·now·more·computationally·expensive·since·we·have·to·try |
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| 711 | As·testing·samples·get·further·away·from·the·training·ones,·predictions | 711 | As·testing·samples·get·further·away·from·the·training·ones,·predictions |
| 712 | are·converging·towards·their·mean·and·their·standard·deviation | 712 | are·converging·towards·their·mean·and·their·standard·deviation |
| 713 | also·increases. | 713 | also·increases. |
| 714 | ..·rst-class::·sphx-glr-timing | 714 | ..·rst-class::·sphx-glr-timing |
| 715 | ···**Total·running·time·of·the·script:**·(0·minutes· | 715 | ···**Total·running·time·of·the·script:**·(0·minutes·6.004·seconds) |
| 716 | ..·_sphx_glr_download_auto_examples_gaussian_process_plot_compare_gpr_krr.py: | 716 | ..·_sphx_glr_download_auto_examples_gaussian_process_plot_compare_gpr_krr.py: |
| 717 | ..·only::·html | 717 | ..·only::·html |
| 718 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 718 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 184 | ····plt.title("Log-marginal-likelihood") | 184 | ····plt.title("Log-marginal-likelihood") |
| 185 | ····plt.show() | 185 | ····plt.show() |
| 186 | ..·rst-class::·sphx-glr-timing | 186 | ..·rst-class::·sphx-glr-timing |
| 187 | ···**Total·running·time·of·the·script:**·(0·minutes· | 187 | ···**Total·running·time·of·the·script:**·(0·minutes·6.982·seconds) |
| 188 | ..·_sphx_glr_download_auto_examples_gaussian_process_plot_gpc.py: | 188 | ..·_sphx_glr_download_auto_examples_gaussian_process_plot_gpc.py: |
| 189 | ..·only::·html | 189 | ..·only::·html |
| 190 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 190 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 94 | ····plt.tight_layout() | 94 | ····plt.tight_layout() |
| 95 | ····plt.show() | 95 | ····plt.show() |
| 96 | ..·rst-class::·sphx-glr-timing | 96 | ..·rst-class::·sphx-glr-timing |
| 97 | ···**Total·running·time·of·the·script:**·(0·minutes· | 97 | ···**Total·running·time·of·the·script:**·(0·minutes·10.564·seconds) |
| 98 | ..·_sphx_glr_download_auto_examples_gaussian_process_plot_gpc_iris.py: | 98 | ..·_sphx_glr_download_auto_examples_gaussian_process_plot_gpc_iris.py: |
| 99 | ..·only::·html | 99 | ..·only::·html |
| 100 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 100 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 140 | ····plt.clabel(cs,·fontsize=11) | 140 | ····plt.clabel(cs,·fontsize=11) |
| 141 | ····plt.show() | 141 | ····plt.show() |
| 142 | ..·rst-class::·sphx-glr-timing | 142 | ..·rst-class::·sphx-glr-timing |
| 143 | ···**Total·running·time·of·the·script:**·(0·minutes·0. | 143 | ···**Total·running·time·of·the·script:**·(0·minutes·0.258·seconds) |
| 144 | ..·_sphx_glr_download_auto_examples_gaussian_process_plot_gpc_isoprobability.py: | 144 | ..·_sphx_glr_download_auto_examples_gaussian_process_plot_gpc_isoprobability.py: |
| 145 | ..·only::·html | 145 | ..·only::·html |
| 146 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 146 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 103 | ····plt.tight_layout() | 103 | ····plt.tight_layout() |
| 104 | ····plt.show() | 104 | ····plt.show() |
| 105 | ..·rst-class::·sphx-glr-timing | 105 | ..·rst-class::·sphx-glr-timing |
| 106 | ···**Total·running·time·of·the·script:**·(0·minutes· | 106 | ···**Total·running·time·of·the·script:**·(0·minutes·1.462·seconds) |
| 107 | ..·_sphx_glr_download_auto_examples_gaussian_process_plot_gpc_xor.py: | 107 | ..·_sphx_glr_download_auto_examples_gaussian_process_plot_gpc_xor.py: |
| 108 | ..·only::·html | 108 | ..·only::·html |
| 109 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 109 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 388 | hyperparameters,·the·gradient-based·optimization·might·converge·whether·or | 388 | hyperparameters,·the·gradient-based·optimization·might·converge·whether·or |
| 389 | not·to·the·best·model.·It·is·thus·important·to·repeat·the·optimization | 389 | not·to·the·best·model.·It·is·thus·important·to·repeat·the·optimization |
| 390 | several·times·for·different·initializations. | 390 | several·times·for·different·initializations. |
| 391 | ..·rst-class::·sphx-glr-timing | 391 | ..·rst-class::·sphx-glr-timing |
| 392 | ···**Total·running·time·of·the·script:**·(0·minutes· | 392 | ···**Total·running·time·of·the·script:**·(0·minutes·2.952·seconds) |
| 393 | ..·_sphx_glr_download_auto_examples_gaussian_process_plot_gpr_noisy.py: | 393 | ..·_sphx_glr_download_auto_examples_gaussian_process_plot_gpr_noisy.py: |
| 394 | ..·only::·html | 394 | ..·only::·html |
| 395 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 395 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 304 | predictive·uncertainty·near·to·the·training·samples·is·larger·because·we | 304 | predictive·uncertainty·near·to·the·training·samples·is·larger·because·we |
| 305 | explicitly·model·a·given·level·target·noise·independent·of·the·input | 305 | explicitly·model·a·given·level·target·noise·independent·of·the·input |
| 306 | variable. | 306 | variable. |
| 307 | ..·rst-class::·sphx-glr-timing | 307 | ..·rst-class::·sphx-glr-timing |
| 308 | ···**Total·running·time·of·the·script:**·(0·minutes·0.5 | 308 | ···**Total·running·time·of·the·script:**·(0·minutes·0.567·seconds) |
| 309 | ..·_sphx_glr_download_auto_examples_gaussian_process_plot_gpr_noisy_targets.py: | 309 | ..·_sphx_glr_download_auto_examples_gaussian_process_plot_gpr_noisy_targets.py: |
| 310 | ..·only::·html | 310 | ..·only::·html |
| 311 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 311 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 283 | ..·rst-class::·sphx-glr-timing | 283 | ..·rst-class::·sphx-glr-timing |
| 284 | ···**Total·running·time·of·the·script:**·(0·minutes·0. | 284 | ···**Total·running·time·of·the·script:**·(0·minutes·0.441·seconds) |
| 285 | ..·_sphx_glr_download_auto_examples_gaussian_process_plot_gpr_on_structured_data.py: | 285 | ..·_sphx_glr_download_auto_examples_gaussian_process_plot_gpr_on_structured_data.py: |
| 286 | ..·only::·html | 286 | ..·only::·html |
| 287 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 287 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 518 | ..·rst-class::·sphx-glr-timing | 518 | ..·rst-class::·sphx-glr-timing |
| 519 | ···**Total·running·time·of·the·script:**·(0·minutes· | 519 | ···**Total·running·time·of·the·script:**·(0·minutes·4.015·seconds) |
| 520 | ..·_sphx_glr_download_auto_examples_gaussian_process_plot_gpr_prior_posterior.py: | 520 | ..·_sphx_glr_download_auto_examples_gaussian_process_plot_gpr_prior_posterior.py: |
| 521 | ..·only::·html | 521 | ..·only::·html |
| 522 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 522 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 321 | such·as·`Instrumental·Variables | 321 | such·as·`Instrumental·Variables |
| 322 | <https://en.wikipedia.org/wiki/Instrumental_variables_estimation>`_·(IV) | 322 | <https://en.wikipedia.org/wiki/Instrumental_variables_estimation>`_·(IV) |
| 323 | estimations. | 323 | estimations. |
| 324 | ..·rst-class::·sphx-glr-timing | 324 | ..·rst-class::·sphx-glr-timing |
| 325 | ···**Total·running·time·of·the·script:**·(0·minutes· | 325 | ···**Total·running·time·of·the·script:**·(0·minutes·5.356·seconds) |
| 326 | ..·_sphx_glr_download_auto_examples_inspection_plot_causal_interpretation.py: | 326 | ..·_sphx_glr_download_auto_examples_inspection_plot_causal_interpretation.py: |
| 327 | ..·only::·html | 327 | ..·only::·html |
| 328 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 328 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 1053 | ··to·be·biased·by·unobserved·confounders. | 1053 | ··to·be·biased·by·unobserved·confounders. |
| 1054 | *·Inspection·tools·may·not·necessarily·provide·insights·on·the·true | 1054 | *·Inspection·tools·may·not·necessarily·provide·insights·on·the·true |
| 1055 | ··data·generating·process. | 1055 | ··data·generating·process. |
| 1056 | ..·rst-class::·sphx-glr-timing | 1056 | ..·rst-class::·sphx-glr-timing |
| 1057 | ···**Total·running·time·of·the·script:**·(0·minutes·0.00 | 1057 | ···**Total·running·time·of·the·script:**·(0·minutes·0.003·seconds) |
| 1058 | ..·_sphx_glr_download_auto_examples_inspection_plot_linear_model_coefficient_interpretation.py: | 1058 | ..·_sphx_glr_download_auto_examples_inspection_plot_linear_model_coefficient_interpretation.py: |
| 1059 | ..·only::·html | 1059 | ..·only::·html |
| 1060 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 1060 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 744 | ····clb.ax.set_title("Partial\ndependence") | 744 | ····clb.ax.set_title("Partial\ndependence") |
| 745 | ····plt.show() | 745 | ····plt.show() |
| 746 | ..·rst-class::·sphx-glr-timing | 746 | ..·rst-class::·sphx-glr-timing |
| 747 | ···**Total·running·time·of·the·script:**·(0·minutes·0.00 | 747 | ···**Total·running·time·of·the·script:**·(0·minutes·0.004·seconds) |
| 748 | ..·_sphx_glr_download_auto_examples_inspection_plot_partial_dependence.py: | 748 | ..·_sphx_glr_download_auto_examples_inspection_plot_partial_dependence.py: |
| 749 | ..·only::·html | 749 | ..·only::·html |
| 750 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 750 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 348 | features·have·a·lower·importance·compared·to·the·overfitting·random·forest. | 348 | features·have·a·lower·importance·compared·to·the·overfitting·random·forest. |
| 349 | However,·the·conclusions·regarding·the·importance·of·the·other·features·are | 349 | However,·the·conclusions·regarding·the·importance·of·the·other·features·are |
| 350 | still·valid. | 350 | still·valid. |
| 351 | ..·rst-class::·sphx-glr-timing | 351 | ..·rst-class::·sphx-glr-timing |
| 352 | ···**Total·running·time·of·the·script:**·(0·minutes·0.00 | 352 | ···**Total·running·time·of·the·script:**·(0·minutes·0.004·seconds) |
| 353 | ..·_sphx_glr_download_auto_examples_inspection_plot_permutation_importance.py: | 353 | ..·_sphx_glr_download_auto_examples_inspection_plot_permutation_importance.py: |
| 354 | ..·only::·html | 354 | ..·only::·html |
| 355 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 355 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 339 | ..·rst-class::·sphx-glr-timing | 339 | ..·rst-class::·sphx-glr-timing |
| 340 | ···**Total·running·time·of·the·script:**·(0·minutes· | 340 | ···**Total·running·time·of·the·script:**·(0·minutes·13.490·seconds) |
| 341 | ..·_sphx_glr_download_auto_examples_inspection_plot_permutation_importance_multicollinear.py: | 341 | ..·_sphx_glr_download_auto_examples_inspection_plot_permutation_importance_multicollinear.py: |
| 342 | ..·only::·html | 342 | ..·only::·html |
| 343 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 343 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 348 | [2]·LIBSVM·binary·datasets·repository | 348 | [2]·LIBSVM·binary·datasets·repository |
| 349 | https://www.csie.ntu.edu.tw/~cjlin/libsvmtools/datasets/binary.html | 349 | https://www.csie.ntu.edu.tw/~cjlin/libsvmtools/datasets/binary.html |
| 350 | ..·rst-class::·sphx-glr-timing | 350 | ..·rst-class::·sphx-glr-timing |
| 351 | ···**Total·running·time·of·the·script:**·(0·minutes·0. | 351 | ···**Total·running·time·of·the·script:**·(0·minutes·0.186·seconds) |
| 352 | ..·_sphx_glr_download_auto_examples_kernel_approximation_plot_scalable_poly_kernels.py: | 352 | ..·_sphx_glr_download_auto_examples_kernel_approximation_plot_scalable_poly_kernels.py: |
| 353 | ..·only::·html | 353 | ..·only::·html |
| 354 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 354 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 346 | :ref:`sphx_glr_auto_examples_linear_model_plot_bayesian_ridge_curvefit.py`). | 346 | :ref:`sphx_glr_auto_examples_linear_model_plot_bayesian_ridge_curvefit.py`). |
| 347 | Finally,·due·to·the·intrinsic·limitations·of·a·polynomial·regression,·both | 347 | Finally,·due·to·the·intrinsic·limitations·of·a·polynomial·regression,·both |
| 348 | models·fail·when·extrapolating. | 348 | models·fail·when·extrapolating. |
| 349 | ..·rst-class::·sphx-glr-timing | 349 | ..·rst-class::·sphx-glr-timing |
| 350 | ···**Total·running·time·of·the·script:**·(0·minutes·1. | 350 | ···**Total·running·time·of·the·script:**·(0·minutes·1.301·seconds) |
| 351 | ..·_sphx_glr_download_auto_examples_linear_model_plot_ard.py: | 351 | ..·_sphx_glr_download_auto_examples_linear_model_plot_ard.py: |
| 352 | ..·only::·html | 352 | ..·only::·html |
| 353 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 353 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 162 | ..·rst-class::·sphx-glr-timing | 162 | ..·rst-class::·sphx-glr-timing |
| 163 | ···**Total·running·time·of·the·script:**·(0·minutes·0. | 163 | ···**Total·running·time·of·the·script:**·(0·minutes·0.719·seconds) |
| 164 | ..·_sphx_glr_download_auto_examples_linear_model_plot_bayesian_ridge_curvefit.py: | 164 | ..·_sphx_glr_download_auto_examples_linear_model_plot_bayesian_ridge_curvefit.py: |
| 165 | ..·only::·html | 165 | ..·only::·html |
| 166 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 166 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 543 | ····</div> | 543 | ····</div> |
| 544 | ····<br·/> | 544 | ····<br·/> |
| 545 | ····<br·/> | 545 | ····<br·/> |
| 546 | ..·rst-class::·sphx-glr-timing | 546 | ..·rst-class::·sphx-glr-timing |
| 547 | ···**Total·running·time·of·the·script:**·(0·minutes· | 547 | ···**Total·running·time·of·the·script:**·(0·minutes·3.194·seconds) |
| 548 | ..·_sphx_glr_download_auto_examples_linear_model_plot_elastic_net_precomputed_gram_matrix_with_weighted_samples.py: | 548 | ..·_sphx_glr_download_auto_examples_linear_model_plot_elastic_net_precomputed_gram_matrix_with_weighted_samples.py: |
| 549 | ..·only::·html | 549 | ..·only::·html |
| 550 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 550 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 73 | ············-4.58195950e+02,··9.98350372e+04,··5.60836363e+02], | 73 | ············-4.58195950e+02,··9.98350372e+04,··5.60836363e+02], |
| 74 | ···········[-1.67451144e+02,·-5.76195467e+02,··2.65799352e+02,·..., | 74 | ···········[-1.67451144e+02,·-5.76195467e+02,··2.65799352e+02,·..., |
| 75 | ············-1.58667835e+02,··5.60836363e+02,··1.00911944e+05]], | 75 | ············-1.58667835e+02,··5.60836363e+02,··1.00911944e+05]], |
| 76 | ··········shape=(100,·100))) | 76 | ··········shape=(100,·100))) |
| 77 | ..·rst-class::·sphx-glr-timing·**Total·running·time·of·the·script:**·(0·minutes | 77 | ..·rst-class::·sphx-glr-timing·**Total·running·time·of·the·script:**·(0·minutes |
| 78 | 78 | 3.194·seconds)·.. | |
| 79 | _sphx_glr_download_auto_examples_linear_model_plot_elastic_net_precomputed_gram_matrix_with_weighted_samples.py: | 79 | _sphx_glr_download_auto_examples_linear_model_plot_elastic_net_precomputed_gram_matrix_with_weighted_samples.py: |
| 80 | ..·only::·html·..·container::·sphx-glr-footer·sphx-glr-footer-example·.. | 80 | ..·only::·html·..·container::·sphx-glr-footer·sphx-glr-footer-example·.. |
| 81 | container::·sphx-glr-download·sphx-glr-download-jupyter·:download:`Download | 81 | container::·sphx-glr-download·sphx-glr-download-jupyter·:download:`Download |
| 82 | Jupyter·notebook: | 82 | Jupyter·notebook: |
| 83 | plot_elastic_net_precomputed_gram_matrix_with_weighted_samples.ipynb·`·.. | 83 | plot_elastic_net_precomputed_gram_matrix_with_weighted_samples.ipynb·`·.. |
| 84 | container::·sphx-glr-download·sphx-glr-download-python·:download:`Download | 84 | container::·sphx-glr-download·sphx-glr-download-python·:download:`Download |
| 85 | Python·source·code: | 85 | Python·source·code: |
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| 95 | ····plt.ylabel("y") | 95 | ····plt.ylabel("y") |
| 96 | ····plt.legend(loc=0) | 96 | ····plt.legend(loc=0) |
| 97 | ····plt.show() | 97 | ····plt.show() |
| 98 | ..·rst-class::·sphx-glr-timing | 98 | ..·rst-class::·sphx-glr-timing |
| 99 | ···**Total·running·time·of·the·script:**·(0·minutes·0.1 | 99 | ···**Total·running·time·of·the·script:**·(0·minutes·0.174·seconds) |
| 100 | ..·_sphx_glr_download_auto_examples_linear_model_plot_huber_vs_ridge.py: | 100 | ..·_sphx_glr_download_auto_examples_linear_model_plot_huber_vs_ridge.py: |
| 101 | ..·only::·html | 101 | ..·only::·html |
| 102 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 102 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 84 | ····plt.yticks(()) | 84 | ····plt.yticks(()) |
| 85 | ····plt.show() | 85 | ····plt.show() |
| 86 | ..·rst-class::·sphx-glr-timing | 86 | ..·rst-class::·sphx-glr-timing |
| 87 | ···**Total·running·time·of·the·script:**·(0·minutes·0. | 87 | ···**Total·running·time·of·the·script:**·(0·minutes·0.132·seconds) |
| 88 | ..·_sphx_glr_download_auto_examples_linear_model_plot_iris_logistic.py: | 88 | ..·_sphx_glr_download_auto_examples_linear_model_plot_iris_logistic.py: |
| 89 | ..·only::·html | 89 | ..·only::·html |
| 90 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 90 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 242 | ..·rst-class::·sphx-glr-script-out | 242 | ..·rst-class::·sphx-glr-script-out |
| 243 | ·..·code-block::·none | 243 | ·..·code-block::·none |
| 244 | ····Lasso·fit·done·in·0.00 | 244 | ····Lasso·fit·done·in·0.002s |
| 245 | ····Lasso·r^2·on·test·data·:·0.480 | 245 | ····Lasso·r^2·on·test·data·:·0.480 |
| 246 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·129-138 | 246 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·129-138 |
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| 283 | ..·rst-class::·sphx-glr-script-out | 283 | ..·rst-class::·sphx-glr-script-out |
| 284 | ·..·code-block::·none | 284 | ·..·code-block::·none |
| 285 | ····ARD·fit·done·in·0.1 | 285 | ····ARD·fit·done·in·0.183s |
| 286 | ····ARD·r^2·on·test·data·:·0.542 | 286 | ····ARD·r^2·on·test·data·:·0.542 |
| 287 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·150-166 | 287 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·150-166 |
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| 331 | ..·rst-class::·sphx-glr-script-out | 331 | ..·rst-class::·sphx-glr-script-out |
| 332 | ·..·code-block::·none | 332 | ·..·code-block::·none |
| 333 | ····ElasticNet·fit·done·in·0.00 | 333 | ····ElasticNet·fit·done·in·0.002s |
| 334 | ····ElasticNet·r^2·on·test·data·:·0.636 | 334 | ····ElasticNet·r^2·on·test·data·:·0.636 |
| 335 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·178-183 | 335 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·178-183 |
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| 432 | ··..·[1]·:doi:`"Lasso-type·recovery·of·sparse·representations·for | 432 | ··..·[1]·:doi:`"Lasso-type·recovery·of·sparse·representations·for |
| 433 | ···high-dimensional·data"·N.·Meinshausen,·B.·Yu·-·The·Annals·of·Statistics | 433 | ···high-dimensional·data"·N.·Meinshausen,·B.·Yu·-·The·Annals·of·Statistics |
| 434 | ···2009,·Vol.·37,·No.·1,·246-270·<10.1214/07-AOS582>` | 434 | ···2009,·Vol.·37,·No.·1,·246-270·<10.1214/07-AOS582>` |
| 435 | ..·rst-class::·sphx-glr-timing | 435 | ..·rst-class::·sphx-glr-timing |
| 436 | ···**Total·running·time·of·the·script:**·(0·minutes·0. | 436 | ···**Total·running·time·of·the·script:**·(0·minutes·0.914·seconds) |
| 437 | ..·_sphx_glr_download_auto_examples_linear_model_plot_lasso_and_elasticnet.py: | 437 | ..·_sphx_glr_download_auto_examples_linear_model_plot_lasso_and_elasticnet.py: |
| 438 | ..·only::·html | 438 | ..·only::·html |
| 439 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 439 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 152 | ····plt.legend((l1[-1],·l2[-1]),·("Elastic-Net",·"positive·Elastic-Net"),·loc="lower·left") | 152 | ····plt.legend((l1[-1],·l2[-1]),·("Elastic-Net",·"positive·Elastic-Net"),·loc="lower·left") |
| 153 | ····plt.axis("tight") | 153 | ····plt.axis("tight") |
| 154 | ····plt.show() | 154 | ····plt.show() |
| 155 | ..·rst-class::·sphx-glr-timing | 155 | ..·rst-class::·sphx-glr-timing |
| 156 | ···**Total·running·time·of·the·script:**·(0·minutes·0. | 156 | ···**Total·running·time·of·the·script:**·(0·minutes·0.589·seconds) |
| 157 | ..·_sphx_glr_download_auto_examples_linear_model_plot_lasso_coordinate_descent_path.py: | 157 | ..·_sphx_glr_download_auto_examples_linear_model_plot_lasso_coordinate_descent_path.py: |
| 158 | ..·only::·html | 158 | ..·only::·html |
| 159 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 159 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 87 | ..·rst-class::·sphx-glr-script-out | 87 | ..·rst-class::·sphx-glr-script-out |
| 88 | ·..·code-block::·none | 88 | ·..·code-block::·none |
| 89 | ····Sparse·Lasso·done·in·0.1 | 89 | ····Sparse·Lasso·done·in·0.189s |
| 90 | ····Dense·Lasso·done·in·0. | 90 | ····Dense·Lasso·done·in·0.110s |
| 91 | ····Distance·between·coefficients·:·7.72e-14 | 91 | ····Distance·between·coefficients·:·7.72e-14 |
| 92 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·52-58 | 92 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·52-58 |
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| 144 | ..·rst-class::·sphx-glr-script-out | 144 | ..·rst-class::·sphx-glr-script-out |
| 145 | ·..·code-block::·none | 145 | ·..·code-block::·none |
| 146 | ····Matrix·density·:·0.626% | 146 | ····Matrix·density·:·0.626% |
| 147 | ····Sparse·Lasso·done·in·0. | 147 | ····Sparse·Lasso·done·in·0.229s |
| 148 | ····Dense·Lasso·done·in·· | 148 | ····Dense·Lasso·done·in··2.685s |
| 149 | ····Distance·between·coefficients·:·9.95e-12 | 149 | ····Distance·between·coefficients·:·9.95e-12 |
| 150 | ..·rst-class::·sphx-glr-timing | 150 | ..·rst-class::·sphx-glr-timing |
| 151 | ···**Total·running·time·of·the·script:**·(0·minutes· | 151 | ···**Total·running·time·of·the·script:**·(0·minutes·3.360·seconds) |
| 152 | ..·_sphx_glr_download_auto_examples_linear_model_plot_lasso_dense_vs_sparse_data.py: | 152 | ..·_sphx_glr_download_auto_examples_linear_model_plot_lasso_dense_vs_sparse_data.py: |
| 153 | ..·only::·html | 153 | ..·only::·html |
| 154 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 154 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 78 | ····plt.title("LASSO·Path") | 78 | ····plt.title("LASSO·Path") |
| 79 | ····plt.axis("tight") | 79 | ····plt.axis("tight") |
| 80 | ····plt.show() | 80 | ····plt.show() |
| 81 | ..·rst-class::·sphx-glr-timing | 81 | ..·rst-class::·sphx-glr-timing |
| 82 | ···**Total·running·time·of·the·script:**·(0·minutes·0. | 82 | ···**Total·running·time·of·the·script:**·(0·minutes·0.150·seconds) |
| 83 | ..·_sphx_glr_download_auto_examples_linear_model_plot_lasso_lars.py: | 83 | ..·_sphx_glr_download_auto_examples_linear_model_plot_lasso_lars.py: |
| 84 | ..·only::·html | 84 | ..·only::·html |
| 85 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 85 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 343 | ..·rst-class::·sphx-glr-timing | 343 | ..·rst-class::·sphx-glr-timing |
| 344 | ···**Total·running·time·of·the·script:**·(0·minutes·0. | 344 | ···**Total·running·time·of·the·script:**·(0·minutes·0.220·seconds) |
| 345 | ..·_sphx_glr_download_auto_examples_linear_model_plot_lasso_lars_ic.py: | 345 | ..·_sphx_glr_download_auto_examples_linear_model_plot_lasso_lars_ic.py: |
| 346 | ..·only::·html | 346 | ..·only::·html |
| 347 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 347 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 77 | plt.vlines(·index_alpha_path_bic,·aic_criterion.min(),·aic_criterion.max(), | 77 | plt.vlines(·index_alpha_path_bic,·aic_criterion.min(),·aic_criterion.max(), |
| 78 | color="black",·linestyle="--",·label="Selected·alpha",·)·plt.legend() | 78 | color="black",·linestyle="--",·label="Selected·alpha",·)·plt.legend() |
| 79 | plt.ylabel("Information·criterion")·plt.xlabel("Lasso·model·sequence")·_·= | 79 | plt.ylabel("Information·criterion")·plt.xlabel("Lasso·model·sequence")·_·= |
| 80 | plt.title("Lasso·model·selection·via·AIC·and·BIC")·..·image-sg::·/ | 80 | plt.title("Lasso·model·selection·via·AIC·and·BIC")·..·image-sg::·/ |
| 81 | auto_examples/linear_model/images/sphx_glr_plot_lasso_lars_ic_001.png·:alt: | 81 | auto_examples/linear_model/images/sphx_glr_plot_lasso_lars_ic_001.png·:alt: |
| 82 | Lasso·model·selection·via·AIC·and·BIC·:srcset:·/auto_examples/linear_model/ | 82 | Lasso·model·selection·via·AIC·and·BIC·:srcset:·/auto_examples/linear_model/ |
| 83 | images/sphx_glr_plot_lasso_lars_ic_001.png·:class:·sphx-glr-single-img·..·rst- | 83 | images/sphx_glr_plot_lasso_lars_ic_001.png·:class:·sphx-glr-single-img·..·rst- |
| 84 | class::·sphx-glr-timing·**Total·running·time·of·the·script:**·(0·minutes·0. | 84 | class::·sphx-glr-timing·**Total·running·time·of·the·script:**·(0·minutes·0.220 |
| 85 | seconds)·.. | 85 | seconds)·.. |
| 86 | _sphx_glr_download_auto_examples_linear_model_plot_lasso_lars_ic.py:·..·only:: | 86 | _sphx_glr_download_auto_examples_linear_model_plot_lasso_lars_ic.py:·..·only:: |
| 87 | html·..·container::·sphx-glr-footer·sphx-glr-footer-example·..·container:: | 87 | html·..·container::·sphx-glr-footer·sphx-glr-footer-example·..·container:: |
| 88 | sphx-glr-download·sphx-glr-download-jupyter·:download:`Download·Jupyter | 88 | sphx-glr-download·sphx-glr-download-jupyter·:download:`Download·Jupyter |
| 89 | notebook:·plot_lasso_lars_ic.ipynb·`·..·container::·sphx-glr-download·sphx-glr- | 89 | notebook:·plot_lasso_lars_ic.ipynb·`·..·container::·sphx-glr-download·sphx-glr- |
| 90 | download-python·:download:`Download·Python·source·code:·plot_lasso_lars_ic.py·` | 90 | download-python·:download:`Download·Python·source·code:·plot_lasso_lars_ic.py·` |
| 91 | ..·container::·sphx-glr-download·sphx-glr-download-zip·:download:`Download | 91 | ..·container::·sphx-glr-download·sphx-glr-download-zip·:download:`Download |
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| 396 | ..·raw::·html | 396 | ..·raw::·html |
| 397 | ····<div·class="output_subarea·output_html·rendered_html·output_result"> | 397 | ····<div·class="output_subarea·output_html·rendered_html·output_result"> |
| 398 | ····<style·type="text/css"> | 398 | ····<style·type="text/css"> |
| 399 | ····#T_ | 399 | ····#T_0dc97_row6_col1,·#T_0dc97_row21_col0·{ |
| 400 | ······font-weight:·bold; | 400 | ······font-weight:·bold; |
| 401 | ····} | 401 | ····} |
| 402 | ····</style> | 402 | ····</style> |
| 403 | ····<table·id="T_ | 403 | ····<table·id="T_0dc97"> |
| 404 | ······<thead> | 404 | ······<thead> |
| 405 | ········<tr> | 405 | ········<tr> |
| 406 | ··········<th·class="blank·level0"·> </th> | 406 | ··········<th·class="blank·level0"·> </th> |
| 407 | ··········<th·id="T_ | 407 | ··········<th·id="T_0dc97_level0_col0"·class="col_heading·level0·col0"·>AIC·criterion</th> |
| 408 | ··········<th·id="T_ | 408 | ··········<th·id="T_0dc97_level0_col1"·class="col_heading·level0·col1"·>BIC·criterion</th> |
| 409 | ········</tr> | 409 | ········</tr> |
| 410 | ········<tr> | 410 | ········<tr> |
| 411 | ··········<th·class="index_name·level0"·>alphas</th> | 411 | ··········<th·class="index_name·level0"·>alphas</th> |
| 412 | ··········<th·class="blank·col0"·> </th> | 412 | ··········<th·class="blank·col0"·> </th> |
| 413 | ··········<th·class="blank·col1"·> </th> | 413 | ··········<th·class="blank·col1"·> </th> |
| 414 | ········</tr> | 414 | ········</tr> |
| 415 | ······</thead> | 415 | ······</thead> |
| 416 | ······<tbody> | 416 | ······<tbody> |
| 417 | ········<tr> | 417 | ········<tr> |
| 418 | ··········<th·id="T_ | 418 | ··········<th·id="T_0dc97_level0_row0"·class="row_heading·level0·row0"·>45.160030</th> |
| 419 | ··········<td·id="T_ | 419 | ··········<td·id="T_0dc97_row0_col0"·class="data·row0·col0"·>5244.764779</td> |
| 420 | ··········<td·id="T_ | 420 | ··········<td·id="T_0dc97_row0_col1"·class="data·row0·col1"·>5244.764779</td> |
| 421 | ········</tr> | 421 | ········</tr> |
| 422 | ········<tr> | 422 | ········<tr> |
| 423 | ··········<th·id="T_ | 423 | ··········<th·id="T_0dc97_level0_row1"·class="row_heading·level0·row1"·>42.300343</th> |
| 424 | ··········<td·id="T_ | 424 | ··········<td·id="T_0dc97_row1_col0"·class="data·row1·col0"·>5208.250639</td> |
| 425 | ··········<td·id="T_ | 425 | ··········<td·id="T_0dc97_row1_col1"·class="data·row1·col1"·>5212.341949</td> |
| 426 | ········</tr> | 426 | ········</tr> |
| 427 | ········<tr> | 427 | ········<tr> |
| 428 | ··········<th·id="T_ | 428 | ··········<th·id="T_0dc97_level0_row2"·class="row_heading·level0·row2"·>21.542052</th> |
| 429 | ··········<td·id="T_ | 429 | ··········<td·id="T_0dc97_row2_col0"·class="data·row2·col0"·>4928.018900</td> |
| 430 | ··········<td·id="T_ | 430 | ··········<td·id="T_0dc97_row2_col1"·class="data·row2·col1"·>4936.201520</td> |
| 431 | ········</tr> | 431 | ········</tr> |
| 432 | ········<tr> | 432 | ········<tr> |
| 433 | ··········<th·id="T_ | 433 | ··········<th·id="T_0dc97_level0_row3"·class="row_heading·level0·row3"·>15.034077</th> |
| 434 | ··········<td·id="T_ | 434 | ··········<td·id="T_0dc97_row3_col0"·class="data·row3·col0"·>4869.678359</td> |
| 435 | ··········<td·id="T_ | 435 | ··········<td·id="T_0dc97_row3_col1"·class="data·row3·col1"·>4881.952289</td> |
| 436 | ········</tr> | 436 | ········</tr> |
| 437 | ········<tr> | 437 | ········<tr> |
| 438 | ··········<th·id="T_ | 438 | ··········<th·id="T_0dc97_level0_row4"·class="row_heading·level0·row4"·>6.189631</th> |
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| 441 | ········</tr> | 441 | ········</tr> |
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| 446 | ········</tr> | 446 | ········</tr> |
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| 450 | ··········<td·id="T_ | 450 | ··········<td·id="T_0dc97_row6_col1"·class="data·row6·col1"·>4828.121351</td> |
| 451 | ········</tr> | 451 | ········</tr> |
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| Offset 121, 15 lines modified | Offset 121, 15 lines modified | ||
| 121 | criterion"].max(),·label="alpha:·AIC·estimate",·linestyles="--",·color="tab: | 121 | criterion"].max(),·label="alpha:·AIC·estimate",·linestyles="--",·color="tab: |
| 122 | blue",·)·ax.vlines(·alpha_bic,·results["BIC·criterion"].min(),·results["BIC | 122 | blue",·)·ax.vlines(·alpha_bic,·results["BIC·criterion"].min(),·results["BIC |
| 123 | criterion"].max(),·label="alpha:·BIC·estimate",·linestyle="--",·color="tab: | 123 | criterion"].max(),·label="alpha:·BIC·estimate",·linestyle="--",·color="tab: |
| 124 | orange",·)·ax.set_xlabel(r"$\alpha$")·ax.set_ylabel("criterion")·ax.set_xscale | 124 | orange",·)·ax.set_xlabel(r"$\alpha$")·ax.set_ylabel("criterion")·ax.set_xscale |
| 125 | ("log")·ax.legend()·_·=·ax.set_title(·f"Information-criterion·for·model | 125 | ("log")·ax.legend()·_·=·ax.set_title(·f"Information-criterion·for·model |
| 126 | selection·(training·time·{fit_time:.2f}s)"·)·..·image-sg::·/auto_examples/ | 126 | selection·(training·time·{fit_time:.2f}s)"·)·..·image-sg::·/auto_examples/ |
| 127 | linear_model/images/sphx_glr_plot_lasso_model_selection_001.png·:alt: | 127 | linear_model/images/sphx_glr_plot_lasso_model_selection_001.png·:alt: |
| 128 | Information-criterion·for·model·selection·(training·time·0.0 | 128 | Information-criterion·for·model·selection·(training·time·0.02s)·:srcset:·/ |
| 129 | auto_examples/linear_model/images/sphx_glr_plot_lasso_model_selection_001.png·: | 129 | auto_examples/linear_model/images/sphx_glr_plot_lasso_model_selection_001.png·: |
| 130 | class:·sphx-glr-single-img·..·GENERATED·FROM·PYTHON·SOURCE·LINES·128-158·Model | 130 | class:·sphx-glr-single-img·..·GENERATED·FROM·PYTHON·SOURCE·LINES·128-158·Model |
| 131 | selection·with·an·information-criterion·is·very·fast.·It·relies·on·computing | 131 | selection·with·an·information-criterion·is·very·fast.·It·relies·on·computing |
| 132 | the·criterion·on·the·in-sample·set·provided·to·`fit`.·Both·criteria·estimate | 132 | the·criterion·on·the·in-sample·set·provided·to·`fit`.·Both·criteria·estimate |
| 133 | the·model·generalization·error·based·on·the·training·set·error·and·penalize | 133 | the·model·generalization·error·based·on·the·training·set·error·and·penalize |
| 134 | this·overly·optimistic·error.·However,·this·penalty·relies·on·a·proper | 134 | this·overly·optimistic·error.·However,·this·penalty·relies·on·a·proper |
| 135 | estimation·of·the·degrees·of·freedom·and·the·noise·variance.·Both·are·derived | 135 | estimation·of·the·degrees·of·freedom·and·the·noise·variance.·Both·are·derived |
| Offset 156, 15 lines modified | Offset 156, 15 lines modified | ||
| 156 | lasso.mse_path_,·linestyle=":")·plt.plot(·lasso.alphas_,·lasso.mse_path_.mean | 156 | lasso.mse_path_,·linestyle=":")·plt.plot(·lasso.alphas_,·lasso.mse_path_.mean |
| 157 | (axis=-1),·color="black",·label="Average·across·the·folds",·linewidth=2,·) | 157 | (axis=-1),·color="black",·label="Average·across·the·folds",·linewidth=2,·) |
| 158 | plt.axvline(lasso.alpha_,·linestyle="--",·color="black",·label="alpha:·CV | 158 | plt.axvline(lasso.alpha_,·linestyle="--",·color="black",·label="alpha:·CV |
| 159 | estimate")·plt.ylim(ymin,·ymax)·plt.xlabel(r"$\alpha$")·plt.ylabel("Mean·square | 159 | estimate")·plt.ylim(ymin,·ymax)·plt.xlabel(r"$\alpha$")·plt.ylabel("Mean·square |
| 160 | error")·plt.legend()·_·=·plt.title(·f"Mean·square·error·on·each·fold: | 160 | error")·plt.legend()·_·=·plt.title(·f"Mean·square·error·on·each·fold: |
| 161 | coordinate·descent·(train·time:·{fit_time:.2f}s)"·)·..·image-sg::·/ | 161 | coordinate·descent·(train·time:·{fit_time:.2f}s)"·)·..·image-sg::·/ |
| 162 | auto_examples/linear_model/images/sphx_glr_plot_lasso_model_selection_002.png·: | 162 | auto_examples/linear_model/images/sphx_glr_plot_lasso_model_selection_002.png·: |
| 163 | alt:·Mean·square·error·on·each·fold:·coordinate·descent·(train·time:·0. | 163 | alt:·Mean·square·error·on·each·fold:·coordinate·descent·(train·time:·0.53s)·: |
| 164 | srcset:·/auto_examples/linear_model/images/ | 164 | srcset:·/auto_examples/linear_model/images/ |
| 165 | sphx_glr_plot_lasso_model_selection_002.png·:class:·sphx-glr-single-img·.. | 165 | sphx_glr_plot_lasso_model_selection_002.png·:class:·sphx-glr-single-img·.. |
| 166 | GENERATED·FROM·PYTHON·SOURCE·LINES·188-192·Lasso·via·least·angle·regression | 166 | GENERATED·FROM·PYTHON·SOURCE·LINES·188-192·Lasso·via·least·angle·regression |
| 167 | ................................·Let's·start·by·making·the·hyperparameter | 167 | ................................·Let's·start·by·making·the·hyperparameter |
| 168 | tuning·using·:class:`~sklearn.linear_model.LassoLarsCV`.·..·GENERATED·FROM | 168 | tuning·using·:class:`~sklearn.linear_model.LassoLarsCV`.·..·GENERATED·FROM |
| 169 | PYTHON·SOURCE·LINES·192-198·..·code-block::·Python·from·sklearn.linear_model | 169 | PYTHON·SOURCE·LINES·192-198·..·code-block::·Python·from·sklearn.linear_model |
| 170 | import·LassoLarsCV·start_time·=·time.time()·model·=·make_pipeline | 170 | import·LassoLarsCV·start_time·=·time.time()·model·=·make_pipeline |
| Offset 174, 15 lines modified | Offset 174, 15 lines modified | ||
| 174 | plt.semilogx(·lasso.cv_alphas_,·lasso.mse_path_.mean(axis=-1),·color="black", | 174 | plt.semilogx(·lasso.cv_alphas_,·lasso.mse_path_.mean(axis=-1),·color="black", |
| 175 | label="Average·across·the·folds",·linewidth=2,·)·plt.axvline(lasso.alpha_, | 175 | label="Average·across·the·folds",·linewidth=2,·)·plt.axvline(lasso.alpha_, |
| 176 | linestyle="--",·color="black",·label="alpha·CV")·plt.ylim(ymin,·ymax) | 176 | linestyle="--",·color="black",·label="alpha·CV")·plt.ylim(ymin,·ymax) |
| 177 | plt.xlabel(r"$\alpha$")·plt.ylabel("Mean·square·error")·plt.legend()·_·= | 177 | plt.xlabel(r"$\alpha$")·plt.ylabel("Mean·square·error")·plt.legend()·_·= |
| 178 | plt.title(f"Mean·square·error·on·each·fold:·Lars·(train·time: | 178 | plt.title(f"Mean·square·error·on·each·fold:·Lars·(train·time: |
| 179 | {fit_time:.2f}s)")·..·image-sg::·/auto_examples/linear_model/images/ | 179 | {fit_time:.2f}s)")·..·image-sg::·/auto_examples/linear_model/images/ |
| 180 | sphx_glr_plot_lasso_model_selection_003.png·:alt:·Mean·square·error·on·each | 180 | sphx_glr_plot_lasso_model_selection_003.png·:alt:·Mean·square·error·on·each |
| 181 | fold:·Lars·(train·time:·0.1 | 181 | fold:·Lars·(train·time:·0.17s)·:srcset:·/auto_examples/linear_model/images/ |
| 182 | sphx_glr_plot_lasso_model_selection_003.png·:class:·sphx-glr-single-img·.. | 182 | sphx_glr_plot_lasso_model_selection_003.png·:class:·sphx-glr-single-img·.. |
| 183 | GENERATED·FROM·PYTHON·SOURCE·LINES·217-253·Summary·of·cross-validation·approach | 183 | GENERATED·FROM·PYTHON·SOURCE·LINES·217-253·Summary·of·cross-validation·approach |
| 184 | ....................................·Both·algorithms·give·roughly·the·same | 184 | ....................................·Both·algorithms·give·roughly·the·same |
| 185 | results.·Lars·computes·a·solution·path·only·for·each·kink·in·the·path.·As·a | 185 | results.·Lars·computes·a·solution·path·only·for·each·kink·in·the·path.·As·a |
| 186 | result,·it·is·very·efficient·when·there·are·only·of·few·kinks,·which·is·the | 186 | result,·it·is·very·efficient·when·there·are·only·of·few·kinks,·which·is·the |
| 187 | case·if·there·are·few·features·or·samples.·Also,·it·is·able·to·compute·the·full | 187 | case·if·there·are·few·features·or·samples.·Also,·it·is·able·to·compute·the·full |
| 188 | path·without·setting·any·hyperparameter.·On·the·opposite,·coordinate·descent | 188 | path·without·setting·any·hyperparameter.·On·the·opposite,·coordinate·descent |
| Offset 202, 15 lines modified | Offset 202, 15 lines modified | ||
| 202 | of·`alpha`·by·only·using·the·training·set·and·some·information·criterion,·and | 202 | of·`alpha`·by·only·using·the·training·set·and·some·information·criterion,·and |
| 203 | another·strategy·is·based·on·cross-validation.·In·this·example,·both·approaches | 203 | another·strategy·is·based·on·cross-validation.·In·this·example,·both·approaches |
| 204 | are·working·similarly.·The·in-sample·hyperparameter·selection·even·shows·its | 204 | are·working·similarly.·The·in-sample·hyperparameter·selection·even·shows·its |
| 205 | efficacy·in·terms·of·computational·performance.·However,·it·can·only·be·used | 205 | efficacy·in·terms·of·computational·performance.·However,·it·can·only·be·used |
| 206 | when·the·number·of·samples·is·large·enough·compared·to·the·number·of·features. | 206 | when·the·number·of·samples·is·large·enough·compared·to·the·number·of·features. |
| 207 | That's·why·hyperparameter·optimization·via·cross-validation·is·a·safe·strategy: | 207 | That's·why·hyperparameter·optimization·via·cross-validation·is·a·safe·strategy: |
| 208 | it·works·in·different·settings.·..·rst-class::·sphx-glr-timing·**Total·running | 208 | it·works·in·different·settings.·..·rst-class::·sphx-glr-timing·**Total·running |
| 209 | time·of·the·script:**·(0·minutes· | 209 | time·of·the·script:**·(0·minutes·3.331·seconds)·.. |
| 210 | _sphx_glr_download_auto_examples_linear_model_plot_lasso_model_selection.py:·.. | 210 | _sphx_glr_download_auto_examples_linear_model_plot_lasso_model_selection.py:·.. |
| 211 | only::·html·..·container::·sphx-glr-footer·sphx-glr-footer-example·.. | 211 | only::·html·..·container::·sphx-glr-footer·sphx-glr-footer-example·.. |
| 212 | container::·sphx-glr-download·sphx-glr-download-jupyter·:download:`Download | 212 | container::·sphx-glr-download·sphx-glr-download-jupyter·:download:`Download |
| 213 | Jupyter·notebook:·plot_lasso_model_selection.ipynb·`·..·container::·sphx-glr- | 213 | Jupyter·notebook:·plot_lasso_model_selection.ipynb·`·..·container::·sphx-glr- |
| 214 | download·sphx-glr-download-python·:download:`Download·Python·source·code: | 214 | download·sphx-glr-download-python·:download:`Download·Python·source·code: |
| 215 | plot_lasso_model_selection.py·`·..·container::·sphx-glr-download·sphx-glr- | 215 | plot_lasso_model_selection.py·`·..·container::·sphx-glr-download·sphx-glr- |
| 216 | download-zip·:download:`Download·zipped:·plot_lasso_model_selection.zip·`·.. | 216 | download-zip·:download:`Download·zipped:·plot_lasso_model_selection.zip·`·.. |
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| 97 | ····) | 97 | ····) |
| 98 | ····plt.tight_layout() | 98 | ····plt.tight_layout() |
| 99 | ····plt.show() | 99 | ····plt.show() |
| 100 | ..·rst-class::·sphx-glr-timing | 100 | ..·rst-class::·sphx-glr-timing |
| 101 | ···**Total·running·time·of·the·script:**·(0·minutes·0. | 101 | ···**Total·running·time·of·the·script:**·(0·minutes·0.234·seconds) |
| 102 | ..·_sphx_glr_download_auto_examples_linear_model_plot_logistic.py: | 102 | ..·_sphx_glr_download_auto_examples_linear_model_plot_logistic.py: |
| 103 | ..·only::·html | 103 | ..·only::·html |
| 104 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 104 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 153 | ········axes_row[0].set_ylabel("C·=·%s"·%·C) | 153 | ········axes_row[0].set_ylabel("C·=·%s"·%·C) |
| 154 | ····plt.show() | 154 | ····plt.show() |
| 155 | ..·rst-class::·sphx-glr-timing | 155 | ..·rst-class::·sphx-glr-timing |
| 156 | ···**Total·running·time·of·the·script:**·(0·minutes·0. | 156 | ···**Total·running·time·of·the·script:**·(0·minutes·0.861·seconds) |
| 157 | ..·_sphx_glr_download_auto_examples_linear_model_plot_logistic_l1_l2_sparsity.py: | 157 | ..·_sphx_glr_download_auto_examples_linear_model_plot_logistic_l1_l2_sparsity.py: |
| 158 | ..·only::·html | 158 | ..·only::·html |
| 159 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 159 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 124 | ············plot_hyperplane(i,·color) | 124 | ············plot_hyperplane(i,·color) |
| 125 | ····plt.show() | 125 | ····plt.show() |
| 126 | ..·rst-class::·sphx-glr-timing | 126 | ..·rst-class::·sphx-glr-timing |
| 127 | ···**Total·running·time·of·the·script:**·(0·minutes·0. | 127 | ···**Total·running·time·of·the·script:**·(0·minutes·0.596·seconds) |
| 128 | ..·_sphx_glr_download_auto_examples_linear_model_plot_logistic_multinomial.py: | 128 | ..·_sphx_glr_download_auto_examples_linear_model_plot_logistic_multinomial.py: |
| 129 | ..·only::·html | 129 | ..·only::·html |
| 130 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 130 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 155 | ..·rst-class::·sphx-glr-timing | 155 | ..·rst-class::·sphx-glr-timing |
| 156 | ···**Total·running·time·of·the·script:**·(0·minutes· | 156 | ···**Total·running·time·of·the·script:**·(0·minutes·1.663·seconds) |
| 157 | ..·_sphx_glr_download_auto_examples_linear_model_plot_logistic_path.py: | 157 | ..·_sphx_glr_download_auto_examples_linear_model_plot_logistic_path.py: |
| 158 | ..·only::·html | 158 | ..·only::·html |
| 159 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 159 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 164 | ..·rst-class::·sphx-glr-timing | 164 | ..·rst-class::·sphx-glr-timing |
| 165 | ···**Total·running·time·of·the·script:**·(0·minutes·0. | 165 | ···**Total·running·time·of·the·script:**·(0·minutes·0.500·seconds) |
| 166 | ..·_sphx_glr_download_auto_examples_linear_model_plot_multi_task_lasso_support.py: | 166 | ..·_sphx_glr_download_auto_examples_linear_model_plot_multi_task_lasso_support.py: |
| 167 | ..·only::·html | 167 | ..·only::·html |
| 168 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 168 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 183 | ····Text(55.847222222222214,·0.5,·'NNLS·regression·coefficients') | 183 | ····Text(55.847222222222214,·0.5,·'NNLS·regression·coefficients') |
| 184 | ..·rst-class::·sphx-glr-timing | 184 | ..·rst-class::·sphx-glr-timing |
| 185 | ···**Total·running·time·of·the·script:**·(0·minutes·0. | 185 | ···**Total·running·time·of·the·script:**·(0·minutes·0.113·seconds) |
| 186 | ..·_sphx_glr_download_auto_examples_linear_model_plot_nnls.py: | 186 | ..·_sphx_glr_download_auto_examples_linear_model_plot_nnls.py: |
| 187 | ..·only::·html | 187 | ..·only::·html |
| 188 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 188 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 107 | ····plt.yticks(()) | 107 | ····plt.yticks(()) |
| 108 | ····plt.show() | 108 | ····plt.show() |
| 109 | ..·rst-class::·sphx-glr-timing | 109 | ..·rst-class::·sphx-glr-timing |
| 110 | ···**Total·running·time·of·the·script:**·(0·minutes·0.0 | 110 | ···**Total·running·time·of·the·script:**·(0·minutes·0.065·seconds) |
| 111 | ..·_sphx_glr_download_auto_examples_linear_model_plot_ols.py: | 111 | ..·_sphx_glr_download_auto_examples_linear_model_plot_ols.py: |
| 112 | ..·only::·html | 112 | ..·only::·html |
| 113 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 113 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 174 | ..·rst-class::·sphx-glr-timing | 174 | ..·rst-class::·sphx-glr-timing |
| 175 | ···**Total·running·time·of·the·script:**·(0·minutes·0. | 175 | ···**Total·running·time·of·the·script:**·(0·minutes·0.371·seconds) |
| 176 | ..·_sphx_glr_download_auto_examples_linear_model_plot_ols_3d.py: | 176 | ..·_sphx_glr_download_auto_examples_linear_model_plot_ols_3d.py: |
| 177 | ..·only::·html | 177 | ..·only::·html |
| 178 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 178 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 107 | ········fig.tight_layout() | 107 | ········fig.tight_layout() |
| 108 | ····plt.show() | 108 | ····plt.show() |
| 109 | ..·rst-class::·sphx-glr-timing | 109 | ..·rst-class::·sphx-glr-timing |
| 110 | ···**Total·running·time·of·the·script:**·(0·minutes·0. | 110 | ···**Total·running·time·of·the·script:**·(0·minutes·0.535·seconds) |
| 111 | ..·_sphx_glr_download_auto_examples_linear_model_plot_ols_ridge_variance.py: | 111 | ..·_sphx_glr_download_auto_examples_linear_model_plot_ols_ridge_variance.py: |
| 112 | ..·only::·html | 112 | ..·only::·html |
| 113 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 113 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 108 | ····plt.subplots_adjust(0.06,·0.04,·0.94,·0.90,·0.20,·0.38) | 108 | ····plt.subplots_adjust(0.06,·0.04,·0.94,·0.90,·0.20,·0.38) |
| 109 | ····plt.suptitle("Sparse·signal·recovery·with·Orthogonal·Matching·Pursuit",·fontsize=16) | 109 | ····plt.suptitle("Sparse·signal·recovery·with·Orthogonal·Matching·Pursuit",·fontsize=16) |
| 110 | ····plt.show() | 110 | ····plt.show() |
| 111 | ..·rst-class::·sphx-glr-timing | 111 | ..·rst-class::·sphx-glr-timing |
| 112 | ···**Total·running·time·of·the·script:**·(0·minutes·0. | 112 | ···**Total·running·time·of·the·script:**·(0·minutes·0.464·seconds) |
| 113 | ..·_sphx_glr_download_auto_examples_linear_model_plot_omp.py: | 113 | ..·_sphx_glr_download_auto_examples_linear_model_plot_omp.py: |
| 114 | ..·only::·html | 114 | ..·only::·html |
| 115 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 115 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 729 | ····plt.show() | 729 | ····plt.show() |
| 730 | ..·rst-class::·sphx-glr-timing | 730 | ..·rst-class::·sphx-glr-timing |
| 731 | ···**Total·running·time·of·the·script:**·(0·minutes·0.00 | 731 | ···**Total·running·time·of·the·script:**·(0·minutes·0.004·seconds) |
| 732 | ..·_sphx_glr_download_auto_examples_linear_model_plot_poisson_regression_non_normal_loss.py: | 732 | ..·_sphx_glr_download_auto_examples_linear_model_plot_poisson_regression_non_normal_loss.py: |
| 733 | ..·only::·html | 733 | ..·only::·html |
| 734 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 734 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 334 | ..·rst-class::·sphx-glr-timing | 334 | ..·rst-class::·sphx-glr-timing |
| 335 | ···**Total·running·time·of·the·script:**·(0·minutes·0. | 335 | ···**Total·running·time·of·the·script:**·(0·minutes·0.845·seconds) |
| 336 | ..·_sphx_glr_download_auto_examples_linear_model_plot_polynomial_interpolation.py: | 336 | ..·_sphx_glr_download_auto_examples_linear_model_plot_polynomial_interpolation.py: |
| 337 | ..·only::·html | 337 | ..·only::·html |
| 338 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 338 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 504 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·311-312 | 504 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·311-312 |
| 505 | We·reach·similar·conclusions·on·the·out-of-sample·evaluation. | 505 | We·reach·similar·conclusions·on·the·out-of-sample·evaluation. |
| 506 | ..·rst-class::·sphx-glr-timing | 506 | ..·rst-class::·sphx-glr-timing |
| 507 | ···**Total·running·time·of·the·script:**·(0·minutes· | 507 | ···**Total·running·time·of·the·script:**·(0·minutes·1.184·seconds) |
| 508 | ..·_sphx_glr_download_auto_examples_linear_model_plot_quantile_regression.py: | 508 | ..·_sphx_glr_download_auto_examples_linear_model_plot_quantile_regression.py: |
| 509 | ..·only::·html | 509 | ..·only::·html |
| 510 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 510 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 119 | ····plt.xlabel("Input") | 119 | ····plt.xlabel("Input") |
| 120 | ····plt.ylabel("Response") | 120 | ····plt.ylabel("Response") |
| 121 | ····plt.show() | 121 | ····plt.show() |
| 122 | ..·rst-class::·sphx-glr-timing | 122 | ..·rst-class::·sphx-glr-timing |
| 123 | ···**Total·running·time·of·the·script:**·(0·minutes·0.1 | 123 | ···**Total·running·time·of·the·script:**·(0·minutes·0.195·seconds) |
| 124 | ..·_sphx_glr_download_auto_examples_linear_model_plot_ransac.py: | 124 | ..·_sphx_glr_download_auto_examples_linear_model_plot_ransac.py: |
| 125 | ..·only::·html | 125 | ..·only::·html |
| 126 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 126 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 261 | Some·other·linear·models·are·formulated·to·be·robust·to·outliers·such·as·the | 261 | Some·other·linear·models·are·formulated·to·be·robust·to·outliers·such·as·the |
| 262 | :class:`~sklearn.linear_model.HuberRegressor`.·You·can·learn·more·about·it·in | 262 | :class:`~sklearn.linear_model.HuberRegressor`.·You·can·learn·more·about·it·in |
| 263 | the·:ref:`sphx_glr_auto_examples_linear_model_plot_huber_vs_ridge.py`·example. | 263 | the·:ref:`sphx_glr_auto_examples_linear_model_plot_huber_vs_ridge.py`·example. |
| 264 | ..·rst-class::·sphx-glr-timing | 264 | ..·rst-class::·sphx-glr-timing |
| 265 | ···**Total·running·time·of·the·script:**·(0·minutes· | 265 | ···**Total·running·time·of·the·script:**·(0·minutes·1.188·seconds) |
| 266 | ..·_sphx_glr_download_auto_examples_linear_model_plot_ridge_coeffs.py: | 266 | ..·_sphx_glr_download_auto_examples_linear_model_plot_ridge_coeffs.py: |
| 267 | ..·only::·html | 267 | ..·only::·html |
| 268 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 268 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 125 | ..·rst-class::·sphx-glr-timing | 125 | ..·rst-class::·sphx-glr-timing |
| 126 | ···**Total·running·time·of·the·script:**·(0·minutes·0. | 126 | ···**Total·running·time·of·the·script:**·(0·minutes·0.618·seconds) |
| 127 | ..·_sphx_glr_download_auto_examples_linear_model_plot_ridge_path.py: | 127 | ..·_sphx_glr_download_auto_examples_linear_model_plot_ridge_path.py: |
| 128 | ..·only::·html | 128 | ..·only::·html |
| 129 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 129 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 180 | ········plt.ylim(-2,·10.2) | 180 | ········plt.ylim(-2,·10.2) |
| 181 | ········plt.title(title) | 181 | ········plt.title(title) |
| 182 | ····plt.show() | 182 | ····plt.show() |
| 183 | ..·rst-class::·sphx-glr-timing | 183 | ..·rst-class::·sphx-glr-timing |
| 184 | ···**Total·running·time·of·the·script:**·(0·minutes· | 184 | ···**Total·running·time·of·the·script:**·(0·minutes·4.205·seconds) |
| 185 | ..·_sphx_glr_download_auto_examples_linear_model_plot_robust_fit.py: | 185 | ..·_sphx_glr_download_auto_examples_linear_model_plot_robust_fit.py: |
| 186 | ..·only::·html | 186 | ..·only::·html |
| 187 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 187 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 117 | ····plt.xlabel("Proportion·train") | 117 | ····plt.xlabel("Proportion·train") |
| 118 | ····plt.ylabel("Test·Error·Rate") | 118 | ····plt.ylabel("Test·Error·Rate") |
| 119 | ····plt.show() | 119 | ····plt.show() |
| 120 | ..·rst-class::·sphx-glr-timing | 120 | ..·rst-class::·sphx-glr-timing |
| 121 | ···**Total·running·time·of·the·script:**·(0·minutes·8. | 121 | ···**Total·running·time·of·the·script:**·(0·minutes·18.197·seconds) |
| 122 | ..·_sphx_glr_download_auto_examples_linear_model_plot_sgd_comparison.py: | 122 | ..·_sphx_glr_download_auto_examples_linear_model_plot_sgd_comparison.py: |
| 123 | ..·only::·html | 123 | ..·only::·html |
| 124 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 124 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 199 | ····fig.tight_layout() | 199 | ····fig.tight_layout() |
| 200 | ····plt.show() | 200 | ····plt.show() |
| 201 | ..·rst-class::·sphx-glr-timing | 201 | ..·rst-class::·sphx-glr-timing |
| 202 | ···**Total·running·time·of·the·script:**·(0·minutes·0.00 | 202 | ···**Total·running·time·of·the·script:**·(0·minutes·0.006·seconds) |
| 203 | ..·_sphx_glr_download_auto_examples_linear_model_plot_sgd_early_stopping.py: | 203 | ..·_sphx_glr_download_auto_examples_linear_model_plot_sgd_early_stopping.py: |
| 204 | ..·only::·html | 204 | ..·only::·html |
| 205 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 205 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 127 | ········plot_hyperplane(i,·color) | 127 | ········plot_hyperplane(i,·color) |
| 128 | ····plt.legend() | 128 | ····plt.legend() |
| 129 | ····plt.show() | 129 | ····plt.show() |
| 130 | ..·rst-class::·sphx-glr-timing | 130 | ..·rst-class::·sphx-glr-timing |
| 131 | ···**Total·running·time·of·the·script:**·(0·minutes·0. | 131 | ···**Total·running·time·of·the·script:**·(0·minutes·0.236·seconds) |
| 132 | ..·_sphx_glr_download_auto_examples_linear_model_plot_sgd_iris.py: | 132 | ..·_sphx_glr_download_auto_examples_linear_model_plot_sgd_iris.py: |
| 133 | ..·only::·html | 133 | ..·only::·html |
| 134 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 134 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 80 | ····plt.xlabel(r"Decision·function·$f(x)$") | 80 | ····plt.xlabel(r"Decision·function·$f(x)$") |
| 81 | ····plt.ylabel("$L(y=1,·f(x))$") | 81 | ····plt.ylabel("$L(y=1,·f(x))$") |
| 82 | ····plt.show() | 82 | ····plt.show() |
| 83 | ..·rst-class::·sphx-glr-timing | 83 | ..·rst-class::·sphx-glr-timing |
| 84 | ···**Total·running·time·of·the·script:**·(0·minutes·0. | 84 | ···**Total·running·time·of·the·script:**·(0·minutes·0.326·seconds) |
| 85 | ..·_sphx_glr_download_auto_examples_linear_model_plot_sgd_loss_functions.py: | 85 | ..·_sphx_glr_download_auto_examples_linear_model_plot_sgd_loss_functions.py: |
| 86 | ..·only::·html | 86 | ..·only::·html |
| 87 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 87 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 85 | ····plt.tight_layout() | 85 | ····plt.tight_layout() |
| 86 | ····plt.show() | 86 | ····plt.show() |
| 87 | ..·rst-class::·sphx-glr-timing | 87 | ..·rst-class::·sphx-glr-timing |
| 88 | ···**Total·running·time·of·the·script:**·(0·minutes·0. | 88 | ···**Total·running·time·of·the·script:**·(0·minutes·0.626·seconds) |
| 89 | ..·_sphx_glr_download_auto_examples_linear_model_plot_sgd_penalties.py: | 89 | ..·_sphx_glr_download_auto_examples_linear_model_plot_sgd_penalties.py: |
| 90 | ..·only::·html | 90 | ..·only::·html |
| 91 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 91 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 75 | ····plt.axis("tight") | 75 | ····plt.axis("tight") |
| 76 | ····plt.show() | 76 | ····plt.show() |
| 77 | ..·rst-class::·sphx-glr-timing | 77 | ..·rst-class::·sphx-glr-timing |
| 78 | ···**Total·running·time·of·the·script:**·(0·minutes·0. | 78 | ···**Total·running·time·of·the·script:**·(0·minutes·0.144·seconds) |
| 79 | ..·_sphx_glr_download_auto_examples_linear_model_plot_sgd_separating_hyperplane.py: | 79 | ..·_sphx_glr_download_auto_examples_linear_model_plot_sgd_separating_hyperplane.py: |
| 80 | ..·only::·html | 80 | ..·only::·html |
| 81 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 81 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 91 | ····ax.set(xticks=(),·yticks=()) | 91 | ····ax.set(xticks=(),·yticks=()) |
| 92 | ····plt.show() | 92 | ····plt.show() |
| 93 | ..·rst-class::·sphx-glr-timing | 93 | ..·rst-class::·sphx-glr-timing |
| 94 | ···**Total·running·time·of·the·script:**·(0·minutes·0.1 | 94 | ···**Total·running·time·of·the·script:**·(0·minutes·0.133·seconds) |
| 95 | ..·_sphx_glr_download_auto_examples_linear_model_plot_sgd_weighted_samples.py: | 95 | ..·_sphx_glr_download_auto_examples_linear_model_plot_sgd_weighted_samples.py: |
| 96 | ..·only::·html | 96 | ..·only::·html |
| 97 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 97 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 251 | ..·rst-class::·sphx-glr-timing | 251 | ..·rst-class::·sphx-glr-timing |
| 252 | ···**Total·running·time·of·the·script:**·(0·minutes· | 252 | ···**Total·running·time·of·the·script:**·(0·minutes·1.863·seconds) |
| 253 | ..·_sphx_glr_download_auto_examples_linear_model_plot_sgdocsvm_vs_ocsvm.py: | 253 | ..·_sphx_glr_download_auto_examples_linear_model_plot_sgdocsvm_vs_ocsvm.py: |
| 254 | ..·only::·html | 254 | ..·only::·html |
| 255 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 255 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 181 | ····run_time·=·timeit.default_timer()·-·t0 | 181 | ····run_time·=·timeit.default_timer()·-·t0 |
| 182 | ····print("Example·run·in·%.3f·s"·%·run_time) | 182 | ····print("Example·run·in·%.3f·s"·%·run_time) |
| 183 | ····plt.show() | 183 | ····plt.show() |
| 184 | ..·rst-class::·sphx-glr-timing | 184 | ..·rst-class::·sphx-glr-timing |
| 185 | ···**Total·running·time·of·the·script:**·(0·minutes·0.0 | 185 | ···**Total·running·time·of·the·script:**·(0·minutes·0.011·seconds) |
| 186 | ..·_sphx_glr_download_auto_examples_linear_model_plot_sparse_logistic_regression_20newsgroups.py: | 186 | ..·_sphx_glr_download_auto_examples_linear_model_plot_sparse_logistic_regression_20newsgroups.py: |
| 187 | ..·only::·html | 187 | ..·only::·html |
| 188 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 188 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 125 | ····run_time·=·time.time()·-·t0 | 125 | ····run_time·=·time.time()·-·t0 |
| 126 | ····print("Example·run·in·%.3f·s"·%·run_time) | 126 | ····print("Example·run·in·%.3f·s"·%·run_time) |
| 127 | ····plt.show() | 127 | ····plt.show() |
| 128 | ..·rst-class::·sphx-glr-timing | 128 | ..·rst-class::·sphx-glr-timing |
| 129 | ···**Total·running·time·of·the·script:**·(0·minutes·0.00 | 129 | ···**Total·running·time·of·the·script:**·(0·minutes·0.005·seconds) |
| 130 | ..·_sphx_glr_download_auto_examples_linear_model_plot_sparse_logistic_regression_mnist.py: | 130 | ..·_sphx_glr_download_auto_examples_linear_model_plot_sparse_logistic_regression_mnist.py: |
| 131 | ..·only::·html | 131 | ..·only::·html |
| 132 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 132 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 187 | ..·rst-class::·sphx-glr-timing | 187 | ..·rst-class::·sphx-glr-timing |
| 188 | ···**Total·running·time·of·the·script:**·(0·minutes· | 188 | ···**Total·running·time·of·the·script:**·(0·minutes·1.651·seconds) |
| 189 | ..·_sphx_glr_download_auto_examples_linear_model_plot_theilsen.py: | 189 | ..·_sphx_glr_download_auto_examples_linear_model_plot_theilsen.py: |
| 190 | ..·only::·html | 190 | ..·only::·html |
| 191 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 191 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 834 | ····) | 834 | ····) |
| 835 | ····ax.legend(loc="upper·left") | 835 | ····ax.legend(loc="upper·left") |
| 836 | ····plt.plot() | 836 | ····plt.plot() |
| 837 | ..·rst-class::·sphx-glr-timing | 837 | ..·rst-class::·sphx-glr-timing |
| 838 | ···**Total·running·time·of·the·script:**·(0·minutes·0.00 | 838 | ···**Total·running·time·of·the·script:**·(0·minutes·0.008·seconds) |
| 839 | ..·_sphx_glr_download_auto_examples_linear_model_plot_tweedie_regression_insurance_claims.py: | 839 | ..·_sphx_glr_download_auto_examples_linear_model_plot_tweedie_regression_insurance_claims.py: |
| 840 | ..·only::·html | 840 | ..·only::·html |
| 841 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 841 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 381 | ..·rst-class::·sphx-glr-timing | 381 | ..·rst-class::·sphx-glr-timing |
| 382 | ···**Total·running·time·of·the·script:**·(0·minutes·2 | 382 | ···**Total·running·time·of·the·script:**·(0·minutes·26.311·seconds) |
| 383 | ..·_sphx_glr_download_auto_examples_manifold_plot_compare_methods.py: | 383 | ..·_sphx_glr_download_auto_examples_manifold_plot_compare_methods.py: |
| 384 | ..·only::·html | 384 | ..·only::·html |
| 385 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 385 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 330 | ·········:alt:·Linear·Discriminant·Analysis·embedding·(time·0.016s) | 330 | ·········:alt:·Linear·Discriminant·Analysis·embedding·(time·0.016s) |
| 331 | ·········:srcset:·/auto_examples/manifold/images/sphx_glr_plot_lle_digits_004.png | 331 | ·········:srcset:·/auto_examples/manifold/images/sphx_glr_plot_lle_digits_004.png |
| 332 | ·········:class:·sphx-glr-multi-img | 332 | ·········:class:·sphx-glr-multi-img |
| 333 | ····* | 333 | ····* |
| 334 | ······..·image-sg::·/auto_examples/manifold/images/sphx_glr_plot_lle_digits_005.png | 334 | ······..·image-sg::·/auto_examples/manifold/images/sphx_glr_plot_lle_digits_005.png |
| 335 | ·········:alt:·Isomap·embedding·(time·0.9 | 335 | ·········:alt:·Isomap·embedding·(time·0.951s) |
| 336 | ·········:srcset:·/auto_examples/manifold/images/sphx_glr_plot_lle_digits_005.png | 336 | ·········:srcset:·/auto_examples/manifold/images/sphx_glr_plot_lle_digits_005.png |
| 337 | ·········:class:·sphx-glr-multi-img | 337 | ·········:class:·sphx-glr-multi-img |
| 338 | ····* | 338 | ····* |
| 339 | ······..·image-sg::·/auto_examples/manifold/images/sphx_glr_plot_lle_digits_006.png | 339 | ······..·image-sg::·/auto_examples/manifold/images/sphx_glr_plot_lle_digits_006.png |
| 340 | ·········:alt:·Standard·LLE·embedding·(time·0.31 | 340 | ·········:alt:·Standard·LLE·embedding·(time·0.315s) |
| 341 | ·········:srcset:·/auto_examples/manifold/images/sphx_glr_plot_lle_digits_006.png | 341 | ·········:srcset:·/auto_examples/manifold/images/sphx_glr_plot_lle_digits_006.png |
| 342 | ·········:class:·sphx-glr-multi-img | 342 | ·········:class:·sphx-glr-multi-img |
| 343 | ····* | 343 | ····* |
| 344 | ······..·image-sg::·/auto_examples/manifold/images/sphx_glr_plot_lle_digits_007.png | 344 | ······..·image-sg::·/auto_examples/manifold/images/sphx_glr_plot_lle_digits_007.png |
| 345 | ·········:alt:·Modified·LLE·embedding·(time·0.5 | 345 | ·········:alt:·Modified·LLE·embedding·(time·0.589s) |
| 346 | ·········:srcset:·/auto_examples/manifold/images/sphx_glr_plot_lle_digits_007.png | 346 | ·········:srcset:·/auto_examples/manifold/images/sphx_glr_plot_lle_digits_007.png |
| 347 | ·········:class:·sphx-glr-multi-img | 347 | ·········:class:·sphx-glr-multi-img |
| 348 | ····* | 348 | ····* |
| 349 | ······..·image-sg::·/auto_examples/manifold/images/sphx_glr_plot_lle_digits_008.png | 349 | ······..·image-sg::·/auto_examples/manifold/images/sphx_glr_plot_lle_digits_008.png |
| 350 | ·········:alt:·Hessian·LLE·embedding·(time·0.7 | 350 | ·········:alt:·Hessian·LLE·embedding·(time·0.708s) |
| 351 | ·········:srcset:·/auto_examples/manifold/images/sphx_glr_plot_lle_digits_008.png | 351 | ·········:srcset:·/auto_examples/manifold/images/sphx_glr_plot_lle_digits_008.png |
| 352 | ·········:class:·sphx-glr-multi-img | 352 | ·········:class:·sphx-glr-multi-img |
| 353 | ····* | 353 | ····* |
| 354 | ······..·image-sg::·/auto_examples/manifold/images/sphx_glr_plot_lle_digits_009.png | 354 | ······..·image-sg::·/auto_examples/manifold/images/sphx_glr_plot_lle_digits_009.png |
| 355 | ·········:alt:·LTSA·LLE·embedding·(time·0.7 | 355 | ·········:alt:·LTSA·LLE·embedding·(time·0.782s) |
| 356 | ·········:srcset:·/auto_examples/manifold/images/sphx_glr_plot_lle_digits_009.png | 356 | ·········:srcset:·/auto_examples/manifold/images/sphx_glr_plot_lle_digits_009.png |
| 357 | ·········:class:·sphx-glr-multi-img | 357 | ·········:class:·sphx-glr-multi-img |
| 358 | ····* | 358 | ····* |
| 359 | ······..·image-sg::·/auto_examples/manifold/images/sphx_glr_plot_lle_digits_010.png | 359 | ······..·image-sg::·/auto_examples/manifold/images/sphx_glr_plot_lle_digits_010.png |
| 360 | ·········:alt:·MDS·embedding·(time· | 360 | ·········:alt:·MDS·embedding·(time·3.329s) |
| 361 | ·········:srcset:·/auto_examples/manifold/images/sphx_glr_plot_lle_digits_010.png | 361 | ·········:srcset:·/auto_examples/manifold/images/sphx_glr_plot_lle_digits_010.png |
| 362 | ·········:class:·sphx-glr-multi-img | 362 | ·········:class:·sphx-glr-multi-img |
| 363 | ····* | 363 | ····* |
| 364 | ······..·image-sg::·/auto_examples/manifold/images/sphx_glr_plot_lle_digits_011.png | 364 | ······..·image-sg::·/auto_examples/manifold/images/sphx_glr_plot_lle_digits_011.png |
| 365 | ·········:alt:·Random·Trees·embedding·(time·0.2 | 365 | ·········:alt:·Random·Trees·embedding·(time·0.232s) |
| 366 | ·········:srcset:·/auto_examples/manifold/images/sphx_glr_plot_lle_digits_011.png | 366 | ·········:srcset:·/auto_examples/manifold/images/sphx_glr_plot_lle_digits_011.png |
| 367 | ·········:class:·sphx-glr-multi-img | 367 | ·········:class:·sphx-glr-multi-img |
| 368 | ····* | 368 | ····* |
| 369 | ······..·image-sg::·/auto_examples/manifold/images/sphx_glr_plot_lle_digits_012.png | 369 | ······..·image-sg::·/auto_examples/manifold/images/sphx_glr_plot_lle_digits_012.png |
| 370 | ·········:alt:·Spectral·embedding·(time·0.27 | 370 | ·········:alt:·Spectral·embedding·(time·0.271s) |
| 371 | ·········:srcset:·/auto_examples/manifold/images/sphx_glr_plot_lle_digits_012.png | 371 | ·········:srcset:·/auto_examples/manifold/images/sphx_glr_plot_lle_digits_012.png |
| 372 | ·········:class:·sphx-glr-multi-img | 372 | ·········:class:·sphx-glr-multi-img |
| 373 | ····* | 373 | ····* |
| 374 | ······..·image-sg::·/auto_examples/manifold/images/sphx_glr_plot_lle_digits_013.png | 374 | ······..·image-sg::·/auto_examples/manifold/images/sphx_glr_plot_lle_digits_013.png |
| 375 | ·········:alt:·t-SNE·embedding·(time· | 375 | ·········:alt:·t-SNE·embedding·(time·3.046s) |
| 376 | ·········:srcset:·/auto_examples/manifold/images/sphx_glr_plot_lle_digits_013.png | 376 | ·········:srcset:·/auto_examples/manifold/images/sphx_glr_plot_lle_digits_013.png |
| 377 | ·········:class:·sphx-glr-multi-img | 377 | ·········:class:·sphx-glr-multi-img |
| 378 | ····* | 378 | ····* |
| 379 | ······..·image-sg::·/auto_examples/manifold/images/sphx_glr_plot_lle_digits_014.png | 379 | ······..·image-sg::·/auto_examples/manifold/images/sphx_glr_plot_lle_digits_014.png |
| 380 | ·········:alt:·NCA·embedding·(time· | 380 | ·········:alt:·NCA·embedding·(time·3.054s) |
| 381 | ·········:srcset:·/auto_examples/manifold/images/sphx_glr_plot_lle_digits_014.png | 381 | ·········:srcset:·/auto_examples/manifold/images/sphx_glr_plot_lle_digits_014.png |
| 382 | ·········:class:·sphx-glr-multi-img | 382 | ·········:class:·sphx-glr-multi-img |
| 383 | ..·rst-class::·sphx-glr-timing | 383 | ..·rst-class::·sphx-glr-timing |
| 384 | ···**Total·running·time·of·the·script:**·(0·minutes·1 | 384 | ···**Total·running·time·of·the·script:**·(0·minutes·18.753·seconds) |
| 385 | ..·_sphx_glr_download_auto_examples_manifold_plot_lle_digits.py: | 385 | ..·_sphx_glr_download_auto_examples_manifold_plot_lle_digits.py: |
| 386 | ..·only::·html | 386 | ..·only::·html |
| 387 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 387 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 43 | `map·projection·<https://en.wikipedia.org/wiki/Map_projection>`_ | 43 | `map·projection·<https://en.wikipedia.org/wiki/Map_projection>`_ |
| 44 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·27-158 | 44 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·27-158 |
| 45 | ..·image-sg::·/auto_examples/manifold/images/sphx_glr_plot_manifold_sphere_001.png | 45 | ..·image-sg::·/auto_examples/manifold/images/sphx_glr_plot_manifold_sphere_001.png |
| 46 | ···:alt:·Manifold·Learning·with·1000·points,·10·neighbors,·LLE·(0.07 | 46 | ···:alt:·Manifold·Learning·with·1000·points,·10·neighbors,·LLE·(0.071·sec),·LTSA·(0.2·sec),·Hessian·LLE·(0.2·sec),·Modified·LLE·(0.14·sec),·Isomap·(0.23·sec),·MDS·(1.1·sec),·Spectral·Embedding·(0.044·sec),·t-SNE·(4·sec) |
| 47 | ···:srcset:·/auto_examples/manifold/images/sphx_glr_plot_manifold_sphere_001.png | 47 | ···:srcset:·/auto_examples/manifold/images/sphx_glr_plot_manifold_sphere_001.png |
| 48 | ···:class:·sphx-glr-single-img | 48 | ···:class:·sphx-glr-single-img |
| 49 | ..·rst-class::·sphx-glr-script-out | 49 | ..·rst-class::·sphx-glr-script-out |
| 50 | ·..·code-block::·none | 50 | ·..·code-block::·none |
| 51 | ····standard:·0.07 | 51 | ····standard:·0.071·sec |
| 52 | ····ltsa:·0.2·sec | 52 | ····ltsa:·0.2·sec |
| 53 | ····hessian:·0.2·sec | 53 | ····hessian:·0.2·sec |
| 54 | ····modified:·0.14·sec | 54 | ····modified:·0.14·sec |
| 55 | ····ISO:·0.23·sec | 55 | ····ISO:·0.23·sec |
| 56 | ····MDS:· | 56 | ····MDS:·1.1·sec |
| 57 | ····Spectral·Embedding:·0.04 | 57 | ····Spectral·Embedding:·0.044·sec |
| 58 | ····t-SNE:·4 | 58 | ····t-SNE:·4·sec |
| 59 | | | 59 | | |
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| 205 | ····plt.axis("tight") | 205 | ····plt.axis("tight") |
| 206 | ····plt.show() | 206 | ····plt.show() |
| 207 | ..·rst-class::·sphx-glr-timing | 207 | ..·rst-class::·sphx-glr-timing |
| 208 | ···**Total·running·time·of·the·script:**·(0·minutes·6. | 208 | ···**Total·running·time·of·the·script:**·(0·minutes·6.893·seconds) |
| 209 | ..·_sphx_glr_download_auto_examples_manifold_plot_manifold_sphere.py: | 209 | ..·_sphx_glr_download_auto_examples_manifold_plot_manifold_sphere.py: |
| 210 | ..·only::·html | 210 | ..·only::·html |
| 211 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 211 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 131 | ····ax.add_collection(lc) | 131 | ····ax.add_collection(lc) |
| 132 | ····plt.show() | 132 | ····plt.show() |
| 133 | ..·rst-class::·sphx-glr-timing | 133 | ..·rst-class::·sphx-glr-timing |
| 134 | ···**Total·running·time·of·the·script:**·(0·minutes·0. | 134 | ···**Total·running·time·of·the·script:**·(0·minutes·0.668·seconds) |
| 135 | ..·_sphx_glr_download_auto_examples_manifold_plot_mds.py: | 135 | ..·_sphx_glr_download_auto_examples_manifold_plot_mds.py: |
| 136 | ..·only::·html | 136 | ..·only::·html |
| 137 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 137 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 222 | We·observe·that,·as·seen·in·the·"Manifold·learning·on | 222 | We·observe·that,·as·seen·in·the·"Manifold·learning·on |
| 223 | handwritten·digits"·example,·t-SNE·generally·performs·better·than·LLE | 223 | handwritten·digits"·example,·t-SNE·generally·performs·better·than·LLE |
| 224 | on·real·world·data. | 224 | on·real·world·data. |
| 225 | ..·rst-class::·sphx-glr-timing | 225 | ..·rst-class::·sphx-glr-timing |
| 226 | ···**Total·running·time·of·the·script:**·(0·minutes· | 226 | ···**Total·running·time·of·the·script:**·(0·minutes·19.059·seconds) |
| 227 | ..·_sphx_glr_download_auto_examples_manifold_plot_swissroll.py: | 227 | ..·_sphx_glr_download_auto_examples_manifold_plot_swissroll.py: |
| 228 | ..·only::·html | 228 | ..·only::·html |
| 229 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 229 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 51 | ···:class:·sphx-glr-single-img | 51 | ···:class:·sphx-glr-single-img |
| 52 | ..·rst-class::·sphx-glr-script-out | 52 | ..·rst-class::·sphx-glr-script-out |
| 53 | ·..·code-block::·none | 53 | ·..·code-block::·none |
| 54 | ····circles,·perplexity=5·in·0.1 | 54 | ····circles,·perplexity=5·in·0.16·sec |
| 55 | ····circles,·perplexity=30·in·0.24·sec | 55 | ····circles,·perplexity=30·in·0.24·sec |
| 56 | ····circles,·perplexity=50·in·0.26·sec | 56 | ····circles,·perplexity=50·in·0.26·sec |
| 57 | ····circles,·perplexity=100·in·0.26·sec | 57 | ····circles,·perplexity=100·in·0.26·sec |
| 58 | ····S-curve,·perplexity=5·in·0.1 | 58 | ····S-curve,·perplexity=5·in·0.16·sec |
| 59 | ····S-curve,·perplexity=30·in·0.2 | 59 | ····S-curve,·perplexity=30·in·0.22·sec |
| 60 | ····S-curve,·perplexity=50·in·0. | 60 | ····S-curve,·perplexity=50·in·0.26·sec |
| 61 | ····S-curve,·perplexity=100·in·0. | 61 | ····S-curve,·perplexity=100·in·0.26·sec |
| 62 | ····uniform·grid,·perplexity=5·in·0.2 | 62 | ····uniform·grid,·perplexity=5·in·0.2·sec |
| 63 | ····uniform·grid,·perplexity=30·in·0.2 | 63 | ····uniform·grid,·perplexity=30·in·0.28·sec |
| 64 | ····uniform·grid,·perplexity=50·in·0.3 | 64 | ····uniform·grid,·perplexity=50·in·0.31·sec |
| 65 | ····uniform·grid,·perplexity=100·in·0.3 | 65 | ····uniform·grid,·perplexity=100·in·0.31·sec |
| 66 | | | 66 | | |
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| 198 | ····plt.show() | 198 | ····plt.show() |
| 199 | ..·rst-class::·sphx-glr-timing | 199 | ..·rst-class::·sphx-glr-timing |
| 200 | ···**Total·running·time·of·the·script:**·(0·minutes· | 200 | ···**Total·running·time·of·the·script:**·(0·minutes·3.609·seconds) |
| 201 | ..·_sphx_glr_download_auto_examples_manifold_plot_t_sne_perplexity.py: | 201 | ..·_sphx_glr_download_auto_examples_manifold_plot_t_sne_perplexity.py: |
| 202 | ..·only::·html | 202 | ..·only::·html |
| 203 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 203 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 221 | ············plot_num·+=·1 | 221 | ············plot_num·+=·1 |
| 222 | ····plt.show() | 222 | ····plt.show() |
| 223 | ..·rst-class::·sphx-glr-timing | 223 | ..·rst-class::·sphx-glr-timing |
| 224 | ···**Total·running·time·of·the·script:**·(0·minutes·6. | 224 | ···**Total·running·time·of·the·script:**·(0·minutes·6.326·seconds) |
| 225 | ..·_sphx_glr_download_auto_examples_miscellaneous_plot_anomaly_comparison.py: | 225 | ..·_sphx_glr_download_auto_examples_miscellaneous_plot_anomaly_comparison.py: |
| 226 | ..·only::·html | 226 | ..·only::·html |
| 227 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 227 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 545 | `IsotonicRegression`·to·control·the·way·the·model·extrapolates·outside·of·the | 545 | `IsotonicRegression`·to·control·the·way·the·model·extrapolates·outside·of·the |
| 546 | range·of·data·observed·in·the·training·set.·This·"clipping"·extrapolation·can | 546 | range·of·data·observed·in·the·training·set.·This·"clipping"·extrapolation·can |
| 547 | be·seen·on·the·plot·of·the·decision·function·on·the·right-hand. | 547 | be·seen·on·the·plot·of·the·decision·function·on·the·right-hand. |
| 548 | ..·rst-class::·sphx-glr-timing | 548 | ..·rst-class::·sphx-glr-timing |
| 549 | ···**Total·running·time·of·the·script:**·(0·minutes·0. | 549 | ···**Total·running·time·of·the·script:**·(0·minutes·0.235·seconds) |
| 550 | ..·_sphx_glr_download_auto_examples_miscellaneous_plot_isotonic_regression.py: | 550 | ..·_sphx_glr_download_auto_examples_miscellaneous_plot_isotonic_regression.py: |
| 551 | ..·only::·html | 551 | ..·only::·html |
| 552 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 552 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 54 | srcset:·/auto_examples/miscellaneous/images/ | 54 | srcset:·/auto_examples/miscellaneous/images/ |
| 55 | sphx_glr_plot_isotonic_regression_001.png·:class:·sphx-glr-single-img·.. | 55 | sphx_glr_plot_isotonic_regression_001.png·:class:·sphx-glr-single-img·.. |
| 56 | GENERATED·FROM·PYTHON·SOURCE·LINES·73-77·Note·that·we·explicitly·passed | 56 | GENERATED·FROM·PYTHON·SOURCE·LINES·73-77·Note·that·we·explicitly·passed |
| 57 | `out_of_bounds="clip"`·to·the·constructor·of·`IsotonicRegression`·to·control | 57 | `out_of_bounds="clip"`·to·the·constructor·of·`IsotonicRegression`·to·control |
| 58 | the·way·the·model·extrapolates·outside·of·the·range·of·data·observed·in·the | 58 | the·way·the·model·extrapolates·outside·of·the·range·of·data·observed·in·the |
| 59 | training·set.·This·"clipping"·extrapolation·can·be·seen·on·the·plot·of·the | 59 | training·set.·This·"clipping"·extrapolation·can·be·seen·on·the·plot·of·the |
| 60 | decision·function·on·the·right-hand.·..·rst-class::·sphx-glr-timing·**Total | 60 | decision·function·on·the·right-hand.·..·rst-class::·sphx-glr-timing·**Total |
| 61 | running·time·of·the·script:**·(0·minutes·0. | 61 | running·time·of·the·script:**·(0·minutes·0.235·seconds)·.. |
| 62 | _sphx_glr_download_auto_examples_miscellaneous_plot_isotonic_regression.py:·.. | 62 | _sphx_glr_download_auto_examples_miscellaneous_plot_isotonic_regression.py:·.. |
| 63 | only::·html·..·container::·sphx-glr-footer·sphx-glr-footer-example·.. | 63 | only::·html·..·container::·sphx-glr-footer·sphx-glr-footer-example·.. |
| 64 | container::·sphx-glr-download·sphx-glr-download-jupyter·:download:`Download | 64 | container::·sphx-glr-download·sphx-glr-download-jupyter·:download:`Download |
| 65 | Jupyter·notebook:·plot_isotonic_regression.ipynb·`·..·container::·sphx-glr- | 65 | Jupyter·notebook:·plot_isotonic_regression.ipynb·`·..·container::·sphx-glr- |
| 66 | download·sphx-glr-download-python·:download:`Download·Python·source·code: | 66 | download·sphx-glr-download-python·:download:`Download·Python·source·code: |
| 67 | plot_isotonic_regression.py·`·..·container::·sphx-glr-download·sphx-glr- | 67 | plot_isotonic_regression.py·`·..·container::·sphx-glr-download·sphx-glr- |
| 68 | download-zip·:download:`Download·zipped:·plot_isotonic_regression.zip·`·.. | 68 | download-zip·:download:`Download·zipped:·plot_isotonic_regression.zip·`·.. |
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| 318 | On·the·twenty·newsgroups·on·the·other·hand·the·dimensionality·can·be | 318 | On·the·twenty·newsgroups·on·the·other·hand·the·dimensionality·can·be |
| 319 | decreased·from·56,436·down·to·10,000·while·reasonably·preserving | 319 | decreased·from·56,436·down·to·10,000·while·reasonably·preserving |
| 320 | pairwise·distances. | 320 | pairwise·distances. |
| 321 | ..·rst-class::·sphx-glr-timing | 321 | ..·rst-class::·sphx-glr-timing |
| 322 | ···**Total·running·time·of·the·script:**·(0·minutes·0.5 | 322 | ···**Total·running·time·of·the·script:**·(0·minutes·0.547·seconds) |
| 323 | ..·_sphx_glr_download_auto_examples_miscellaneous_plot_johnson_lindenstrauss_bound.py: | 323 | ..·_sphx_glr_download_auto_examples_miscellaneous_plot_johnson_lindenstrauss_bound.py: |
| 324 | ..·only::·html | 324 | ..·only::·html |
| 325 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 325 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 323 | ..·rst-class::·sphx-glr-timing | 323 | ..·rst-class::·sphx-glr-timing |
| 324 | ···**Total·running·time·of·the·script:**·(0·minutes·2. | 324 | ···**Total·running·time·of·the·script:**·(0·minutes·2.947·seconds) |
| 325 | ..·_sphx_glr_download_auto_examples_miscellaneous_plot_kernel_approximation.py: | 325 | ..·_sphx_glr_download_auto_examples_miscellaneous_plot_kernel_approximation.py: |
| 326 | ..·only::·html | 326 | ..·only::·html |
| 327 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 327 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 143 | ..·rst-class::·sphx-glr-script-out | 143 | ..·rst-class::·sphx-glr-script-out |
| 144 | ·..·code-block::·none | 144 | ·..·code-block::·none |
| 145 | ····Best·SVR·with·params:·{'C':·1.0,·'gamma':·np.float64(0.1)}·and·R2·score:·0.737 | 145 | ····Best·SVR·with·params:·{'C':·1.0,·'gamma':·np.float64(0.1)}·and·R2·score:·0.737 |
| 146 | ····SVR·complexity·and·bandwidth·selected·and·model·fitted·in·0.65 | 146 | ····SVR·complexity·and·bandwidth·selected·and·model·fitted·in·0.658·s |
| 147 | ····Best·KRR·with·params:·{'alpha':·0.1,·'gamma':·np.float64(0.1)}·and·R2·score:·0.723 | 147 | ····Best·KRR·with·params:·{'alpha':·0.1,·'gamma':·np.float64(0.1)}·and·R2·score:·0.723 |
| 148 | ····KRR·complexity·and·bandwidth·selected·and·model·fitted·in·0.21 | 148 | ····KRR·complexity·and·bandwidth·selected·and·model·fitted·in·0.210·s |
| 149 | ····Support·vector·ratio:·0.340 | 149 | ····Support·vector·ratio:·0.340 |
| 150 | ····SVR·prediction·for·100000·inputs·in·0. | 150 | ····SVR·prediction·for·100000·inputs·in·0.099·s |
| 151 | ····KRR·prediction·for·100000·inputs·in·0.1 | 151 | ····KRR·prediction·for·100000·inputs·in·0.193·s |
| 152 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·91-93 | 152 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·91-93 |
| 153 | Look·at·the·results | 153 | Look·at·the·results |
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| 339 | ..·rst-class::·sphx-glr-timing | 339 | ..·rst-class::·sphx-glr-timing |
| 340 | ···**Total·running·time·of·the·script:**·( | 340 | ···**Total·running·time·of·the·script:**·(1·minutes·4.324·seconds) |
| 341 | ..·_sphx_glr_download_auto_examples_miscellaneous_plot_kernel_ridge_regression.py: | 341 | ..·_sphx_glr_download_auto_examples_miscellaneous_plot_kernel_ridge_regression.py: |
| 342 | ..·only::·html | 342 | ..·only::·html |
| 343 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 343 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 2992 | ··``*args``·or·``*kwargs``. | 2992 | ··``*args``·or·``*kwargs``. |
| 2993 | -·you·do·not·route·any·metadata·to·the·underlying·objects,·i.e.·you're·not·a | 2993 | -·you·do·not·route·any·metadata·to·the·underlying·objects,·i.e.·you're·not·a |
| 2994 | ··*router*. | 2994 | ··*router*. |
| 2995 | ..·rst-class::·sphx-glr-timing | 2995 | ..·rst-class::·sphx-glr-timing |
| 2996 | ···**Total·running·time·of·the·script:**·(0·minutes·0.0 | 2996 | ···**Total·running·time·of·the·script:**·(0·minutes·0.049·seconds) |
| 2997 | ..·_sphx_glr_download_auto_examples_miscellaneous_plot_metadata_routing.py: | 2997 | ..·_sphx_glr_download_auto_examples_miscellaneous_plot_metadata_routing.py: |
| 2998 | ..·only::·html | 2998 | ..·only::·html |
| 2999 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 2999 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 161 | ····plt.subplots_adjust(0.04,·0.02,·0.97,·0.94,·0.09,·0.2) | 161 | ····plt.subplots_adjust(0.04,·0.02,·0.97,·0.94,·0.09,·0.2) |
| 162 | ····plt.show() | 162 | ····plt.show() |
| 163 | ..·rst-class::·sphx-glr-timing | 163 | ..·rst-class::·sphx-glr-timing |
| 164 | ···**Total·running·time·of·the·script:**·(0·minutes·0.2 | 164 | ···**Total·running·time·of·the·script:**·(0·minutes·0.259·seconds) |
| 165 | ..·_sphx_glr_download_auto_examples_miscellaneous_plot_multilabel.py: | 165 | ..·_sphx_glr_download_auto_examples_miscellaneous_plot_multilabel.py: |
| 166 | ..·only::·html | 166 | ..·only::·html |
| 167 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 167 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 595 | ········"Fixed·n_neighbors·with·varying·preprocessing\non·cardiotocography·dataset" | 595 | ········"Fixed·n_neighbors·with·varying·preprocessing\non·cardiotocography·dataset" |
| 596 | ····) | 596 | ····) |
| 597 | ····plt.show() | 597 | ····plt.show() |
| 598 | ..·rst-class::·sphx-glr-timing | 598 | ..·rst-class::·sphx-glr-timing |
| 599 | ···**Total·running·time·of·the·script:**·(0·minutes·0.0 | 599 | ···**Total·running·time·of·the·script:**·(0·minutes·0.021·seconds) |
| 600 | ..·_sphx_glr_download_auto_examples_miscellaneous_plot_outlier_detection_bench.py: | 600 | ..·_sphx_glr_download_auto_examples_miscellaneous_plot_outlier_detection_bench.py: |
| 601 | ..·only::·html | 601 | ..·only::·html |
| 602 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 602 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 641 | ..·rst-class::·sphx-glr-script-out | 641 | ..·rst-class::·sphx-glr-script-out |
| 642 | ·..·code-block::·none | 642 | ·..·code-block::·none |
| 643 | ····<matplotlib.legend.Legend·object·at·0x7f | 643 | ····<matplotlib.legend.Legend·object·at·0x7f74d0431d10> |
| 644 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·111-117 | 644 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·111-117 |
| 645 | `tree_disp.axes_`·is·a·numpy·array·container·the·axes·used·to·draw·the | 645 | `tree_disp.axes_`·is·a·numpy·array·container·the·axes·used·to·draw·the |
| 646 | partial·dependence·plots.·This·can·be·passed·to·`mlp_disp`·to·have·the·same | 646 | partial·dependence·plots.·This·can·be·passed·to·`mlp_disp`·to·have·the·same |
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| 712 | ..·rst-class::·sphx-glr-timing | 712 | ..·rst-class::·sphx-glr-timing |
| 713 | ···**Total·running·time·of·the·script:**·(0·minutes·9. | 713 | ···**Total·running·time·of·the·script:**·(0·minutes·9.062·seconds) |
| 714 | ..·_sphx_glr_download_auto_examples_miscellaneous_plot_partial_dependence_visualization_api.py: | 714 | ..·_sphx_glr_download_auto_examples_miscellaneous_plot_partial_dependence_visualization_api.py: |
| 715 | ..·only::·html | 715 | ..·only::·html |
| 716 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 716 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 102 | [ax1,·ax2],·line_kw={"label":·"Decision·Tree"})·mlp_disp.plot(·ax=[ax1,·ax2], | 102 | [ax1,·ax2],·line_kw={"label":·"Decision·Tree"})·mlp_disp.plot(·ax=[ax1,·ax2], |
| 103 | line_kw={"label":·"Multi-layer·Perceptron",·"color":·"red"}·)·ax1.legend() | 103 | line_kw={"label":·"Multi-layer·Perceptron",·"color":·"red"}·)·ax1.legend() |
| 104 | ax2.legend()·..·image-sg::·/auto_examples/miscellaneous/images/ | 104 | ax2.legend()·..·image-sg::·/auto_examples/miscellaneous/images/ |
| 105 | sphx_glr_plot_partial_dependence_visualization_api_004.png·:alt:·plot·partial | 105 | sphx_glr_plot_partial_dependence_visualization_api_004.png·:alt:·plot·partial |
| 106 | dependence·visualization·api·:srcset:·/auto_examples/miscellaneous/images/ | 106 | dependence·visualization·api·:srcset:·/auto_examples/miscellaneous/images/ |
| 107 | sphx_glr_plot_partial_dependence_visualization_api_004.png·:class:·sphx-glr- | 107 | sphx_glr_plot_partial_dependence_visualization_api_004.png·:class:·sphx-glr- |
| 108 | single-img·..·rst-class::·sphx-glr-script-out·..·code-block::·none | 108 | single-img·..·rst-class::·sphx-glr-script-out·..·code-block::·none |
| 109 | x7f | 109 | x7f74d0431d10>·..·GENERATED·FROM·PYTHON·SOURCE·LINES·111-117·`tree_disp.axes_` |
| 110 | is·a·numpy·array·container·the·axes·used·to·draw·the·partial·dependence·plots. | 110 | is·a·numpy·array·container·the·axes·used·to·draw·the·partial·dependence·plots. |
| 111 | This·can·be·passed·to·`mlp_disp`·to·have·the·same·affect·of·drawing·the·plots | 111 | This·can·be·passed·to·`mlp_disp`·to·have·the·same·affect·of·drawing·the·plots |
| 112 | on·top·of·each·other.·Furthermore,·the·`mlp_disp.figure_`·stores·the·figure, | 112 | on·top·of·each·other.·Furthermore,·the·`mlp_disp.figure_`·stores·the·figure, |
| 113 | which·allows·for·resizing·the·figure·after·calling·`plot`.·In·this·case | 113 | which·allows·for·resizing·the·figure·after·calling·`plot`.·In·this·case |
| 114 | `tree_disp.axes_`·has·two·dimensions,·thus·`plot`·will·only·show·the·y·label | 114 | `tree_disp.axes_`·has·two·dimensions,·thus·`plot`·will·only·show·the·y·label |
| 115 | and·y·ticks·on·the·left·most·plot.·..·GENERATED·FROM·PYTHON·SOURCE·LINES·117- | 115 | and·y·ticks·on·the·left·most·plot.·..·GENERATED·FROM·PYTHON·SOURCE·LINES·117- |
| 116 | 127·..·code-block::·Python·tree_disp.plot(line_kw={"label":·"Decision·Tree"}) | 116 | 127·..·code-block::·Python·tree_disp.plot(line_kw={"label":·"Decision·Tree"}) |
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| 129 | =·PartialDependenceDisplay.from_estimator(tree,·X,·["age"])·mlp_disp·= | 129 | =·PartialDependenceDisplay.from_estimator(tree,·X,·["age"])·mlp_disp·= |
| 130 | PartialDependenceDisplay.from_estimator(·mlp,·X,·["age"],·ax=tree_disp.axes_, | 130 | PartialDependenceDisplay.from_estimator(·mlp,·X,·["age"],·ax=tree_disp.axes_, |
| 131 | line_kw={"color":·"red"}·)·..·image-sg::·/auto_examples/miscellaneous/images/ | 131 | line_kw={"color":·"red"}·)·..·image-sg::·/auto_examples/miscellaneous/images/ |
| 132 | sphx_glr_plot_partial_dependence_visualization_api_006.png·:alt:·plot·partial | 132 | sphx_glr_plot_partial_dependence_visualization_api_006.png·:alt:·plot·partial |
| 133 | dependence·visualization·api·:srcset:·/auto_examples/miscellaneous/images/ | 133 | dependence·visualization·api·:srcset:·/auto_examples/miscellaneous/images/ |
| 134 | sphx_glr_plot_partial_dependence_visualization_api_006.png·:class:·sphx-glr- | 134 | sphx_glr_plot_partial_dependence_visualization_api_006.png·:class:·sphx-glr- |
| 135 | single-img·..·rst-class::·sphx-glr-timing·**Total·running·time·of·the·script:** | 135 | single-img·..·rst-class::·sphx-glr-timing·**Total·running·time·of·the·script:** |
| 136 | (0·minutes·9. | 136 | (0·minutes·9.062·seconds)·.. |
| 137 | _sphx_glr_download_auto_examples_miscellaneous_plot_partial_dependence_visualization_api.py: | 137 | _sphx_glr_download_auto_examples_miscellaneous_plot_partial_dependence_visualization_api.py: |
| 138 | ..·only::·html·..·container::·sphx-glr-footer·sphx-glr-footer-example·.. | 138 | ..·only::·html·..·container::·sphx-glr-footer·sphx-glr-footer-example·.. |
| 139 | container::·sphx-glr-download·sphx-glr-download-jupyter·:download:`Download | 139 | container::·sphx-glr-download·sphx-glr-download-jupyter·:download:`Download |
| 140 | Jupyter·notebook:·plot_partial_dependence_visualization_api.ipynb·`·.. | 140 | Jupyter·notebook:·plot_partial_dependence_visualization_api.ipynb·`·.. |
| 141 | container::·sphx-glr-download·sphx-glr-download-python·:download:`Download | 141 | container::·sphx-glr-download·sphx-glr-download-python·:download:`Download |
| 142 | Python·source·code:·plot_partial_dependence_visualization_api.py·`·.. | 142 | Python·source·code:·plot_partial_dependence_visualization_api.py·`·.. |
| 143 | container::·sphx-glr-download·sphx-glr-download-zip·:download:`Download·zipped: | 143 | container::·sphx-glr-download·sphx-glr-download-zip·:download:`Download·zipped: |
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| 2472 | ····</div> | 2472 | ····</div> |
| 2473 | ····<br·/> | 2473 | ····<br·/> |
| 2474 | ····<br·/> | 2474 | ····<br·/> |
| 2475 | ..·rst-class::·sphx-glr-timing | 2475 | ..·rst-class::·sphx-glr-timing |
| 2476 | ···**Total·running·time·of·the·script:**·(0·minutes·0.14 | 2476 | ···**Total·running·time·of·the·script:**·(0·minutes·0.146·seconds) |
| 2477 | ..·_sphx_glr_download_auto_examples_miscellaneous_plot_pipeline_display.py: | 2477 | ..·_sphx_glr_download_auto_examples_miscellaneous_plot_pipeline_display.py: |
| 2478 | ..·only::·html | 2478 | ..·only::·html |
| 2479 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 2479 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 376 | [·] StandardScaler_\x8?_\x8D_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8S_\x8t_\x8a_\x8n_\x8d_\x8a_\x8r_\x8d_\x8S_\x8c_\x8a_\x8l_\x8e_\x8r | 376 | [·] StandardScaler_\x8?_\x8D_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8S_\x8t_\x8a_\x8n_\x8d_\x8a_\x8r_\x8d_\x8S_\x8c_\x8a_\x8l_\x8e_\x8r |
| 377 | StandardScaler() | 377 | StandardScaler() |
| 378 | [·] RandomForestClassifier_\x8?_\x8D_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8R_\x8a_\x8n_\x8d_\x8o_\x8m_\x8F_\x8o_\x8r_\x8e_\x8s_\x8t_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r | 378 | [·] RandomForestClassifier_\x8?_\x8D_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8R_\x8a_\x8n_\x8d_\x8o_\x8m_\x8F_\x8o_\x8r_\x8e_\x8s_\x8t_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r |
| 379 | RandomForestClassifier() | 379 | RandomForestClassifier() |
| 380 | ..·rst-class::·sphx-glr-timing·**Total·running·time·of·the·script:**·(0·minutes | 380 | ..·rst-class::·sphx-glr-timing·**Total·running·time·of·the·script:**·(0·minutes |
| 381 | 0.14 | 381 | 0.146·seconds)·.. |
| 382 | _sphx_glr_download_auto_examples_miscellaneous_plot_pipeline_display.py:·.. | 382 | _sphx_glr_download_auto_examples_miscellaneous_plot_pipeline_display.py:·.. |
| 383 | only::·html·..·container::·sphx-glr-footer·sphx-glr-footer-example·.. | 383 | only::·html·..·container::·sphx-glr-footer·sphx-glr-footer-example·.. |
| 384 | container::·sphx-glr-download·sphx-glr-download-jupyter·:download:`Download | 384 | container::·sphx-glr-download·sphx-glr-download-jupyter·:download:`Download |
| 385 | Jupyter·notebook:·plot_pipeline_display.ipynb·`·..·container::·sphx-glr- | 385 | Jupyter·notebook:·plot_pipeline_display.ipynb·`·..·container::·sphx-glr- |
| 386 | download·sphx-glr-download-python·:download:`Download·Python·source·code: | 386 | download·sphx-glr-download-python·:download:`Download·Python·source·code: |
| 387 | plot_pipeline_display.py·`·..·container::·sphx-glr-download·sphx-glr-download- | 387 | plot_pipeline_display.py·`·..·container::·sphx-glr-download·sphx-glr-download- |
| 388 | zip·:download:`Download·zipped:·plot_pipeline_display.zip·`·..·only::·html·.. | 388 | zip·:download:`Download·zipped:·plot_pipeline_display.zip·`·..·only::·html·.. |
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| 529 | ..·rst-class::·sphx-glr-timing | 529 | ..·rst-class::·sphx-glr-timing |
| 530 | ···**Total·running·time·of·the·script:**·(0·minutes·0.1 | 530 | ···**Total·running·time·of·the·script:**·(0·minutes·0.166·seconds) |
| 531 | ..·_sphx_glr_download_auto_examples_miscellaneous_plot_roc_curve_visualization_api.py: | 531 | ..·_sphx_glr_download_auto_examples_miscellaneous_plot_roc_curve_visualization_api.py: |
| 532 | ..·only::·html | 532 | ..·only::·html |
| 533 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 533 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 49 | random_state=42)·rfc.fit(X_train,·y_train)·ax·=·plt.gca()·rfc_disp·= | 49 | random_state=42)·rfc.fit(X_train,·y_train)·ax·=·plt.gca()·rfc_disp·= |
| 50 | RocCurveDisplay.from_estimator(rfc,·X_test,·y_test,·ax=ax,·alpha=0.8) | 50 | RocCurveDisplay.from_estimator(rfc,·X_test,·y_test,·ax=ax,·alpha=0.8) |
| 51 | svc_disp.plot(ax=ax,·alpha=0.8)·plt.show()·..·image-sg::·/auto_examples/ | 51 | svc_disp.plot(ax=ax,·alpha=0.8)·plt.show()·..·image-sg::·/auto_examples/ |
| 52 | miscellaneous/images/sphx_glr_plot_roc_curve_visualization_api_002.png·:alt: | 52 | miscellaneous/images/sphx_glr_plot_roc_curve_visualization_api_002.png·:alt: |
| 53 | plot·roc·curve·visualization·api·:srcset:·/auto_examples/miscellaneous/images/ | 53 | plot·roc·curve·visualization·api·:srcset:·/auto_examples/miscellaneous/images/ |
| 54 | sphx_glr_plot_roc_curve_visualization_api_002.png·:class:·sphx-glr-single-img | 54 | sphx_glr_plot_roc_curve_visualization_api_002.png·:class:·sphx-glr-single-img |
| 55 | ..·rst-class::·sphx-glr-timing·**Total·running·time·of·the·script:**·(0·minutes | 55 | ..·rst-class::·sphx-glr-timing·**Total·running·time·of·the·script:**·(0·minutes |
| 56 | 0.1 | 56 | 0.166·seconds)·.. |
| 57 | _sphx_glr_download_auto_examples_miscellaneous_plot_roc_curve_visualization_api.py: | 57 | _sphx_glr_download_auto_examples_miscellaneous_plot_roc_curve_visualization_api.py: |
| 58 | ..·only::·html·..·container::·sphx-glr-footer·sphx-glr-footer-example·.. | 58 | ..·only::·html·..·container::·sphx-glr-footer·sphx-glr-footer-example·.. |
| 59 | container::·sphx-glr-download·sphx-glr-download-jupyter·:download:`Download | 59 | container::·sphx-glr-download·sphx-glr-download-jupyter·:download:`Download |
| 60 | Jupyter·notebook:·plot_roc_curve_visualization_api.ipynb·`·..·container::·sphx- | 60 | Jupyter·notebook:·plot_roc_curve_visualization_api.ipynb·`·..·container::·sphx- |
| 61 | glr-download·sphx-glr-download-python·:download:`Download·Python·source·code: | 61 | glr-download·sphx-glr-download-python·:download:`Download·Python·source·code: |
| 62 | plot_roc_curve_visualization_api.py·`·..·container::·sphx-glr-download·sphx- | 62 | plot_roc_curve_visualization_api.py·`·..·container::·sphx-glr-download·sphx- |
| 63 | glr-download-zip·:download:`Download·zipped: | 63 | glr-download-zip·:download:`Download·zipped: |
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| 844 | ····X_test_scaled·=·scaler.transform(X_test[num_cols]) | 844 | ····X_test_scaled·=·scaler.transform(X_test[num_cols]) |
| 845 | ····X_test_scaled[:5] | 845 | ····X_test_scaled[:5] |
| 846 | ..·rst-class::·sphx-glr-timing | 846 | ..·rst-class::·sphx-glr-timing |
| 847 | ···**Total·running·time·of·the·script:**·(0·minutes·0.0 | 847 | ···**Total·running·time·of·the·script:**·(0·minutes·0.027·seconds) |
| 848 | ..·_sphx_glr_download_auto_examples_miscellaneous_plot_set_output.py: | 848 | ..·_sphx_glr_download_auto_examples_miscellaneous_plot_set_output.py: |
| 849 | ..·only::·html | 849 | ..·only::·html |
| 850 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 850 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 130 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·128-133·..·code-block::·Python·with | 130 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·128-133·..·code-block::·Python·with |
| 131 | config_context(transform_output="pandas"):·#·the·output·of·transform·will·be·a | 131 | config_context(transform_output="pandas"):·#·the·output·of·transform·will·be·a |
| 132 | Pandas·DataFrame·X_test_scaled·=·scaler.transform(X_test[num_cols]) | 132 | Pandas·DataFrame·X_test_scaled·=·scaler.transform(X_test[num_cols]) |
| 133 | X_test_scaled.head()·..·GENERATED·FROM·PYTHON·SOURCE·LINES·134-135·outside·of | 133 | X_test_scaled.head()·..·GENERATED·FROM·PYTHON·SOURCE·LINES·134-135·outside·of |
| 134 | the·context·manager,·the·output·will·be·a·NumPy·array·..·GENERATED·FROM·PYTHON | 134 | the·context·manager,·the·output·will·be·a·NumPy·array·..·GENERATED·FROM·PYTHON |
| 135 | SOURCE·LINES·135-137·..·code-block::·Python·X_test_scaled·=·scaler.transform | 135 | SOURCE·LINES·135-137·..·code-block::·Python·X_test_scaled·=·scaler.transform |
| 136 | (X_test[num_cols])·X_test_scaled[:5]·..·rst-class::·sphx-glr-timing·**Total | 136 | (X_test[num_cols])·X_test_scaled[:5]·..·rst-class::·sphx-glr-timing·**Total |
| 137 | running·time·of·the·script:**·(0·minutes·0.0 | 137 | running·time·of·the·script:**·(0·minutes·0.027·seconds)·.. |
| 138 | _sphx_glr_download_auto_examples_miscellaneous_plot_set_output.py:·..·only:: | 138 | _sphx_glr_download_auto_examples_miscellaneous_plot_set_output.py:·..·only:: |
| 139 | html·..·container::·sphx-glr-footer·sphx-glr-footer-example·..·container:: | 139 | html·..·container::·sphx-glr-footer·sphx-glr-footer-example·..·container:: |
| 140 | sphx-glr-download·sphx-glr-download-jupyter·:download:`Download·Jupyter | 140 | sphx-glr-download·sphx-glr-download-jupyter·:download:`Download·Jupyter |
| 141 | notebook:·plot_set_output.ipynb·`·..·container::·sphx-glr-download·sphx-glr- | 141 | notebook:·plot_set_output.ipynb·`·..·container::·sphx-glr-download·sphx-glr- |
| 142 | download-python·:download:`Download·Python·source·code:·plot_set_output.py·`·.. | 142 | download-python·:download:`Download·Python·source·code:·plot_set_output.py·`·.. |
| 143 | container::·sphx-glr-download·sphx-glr-download-zip·:download:`Download·zipped: | 143 | container::·sphx-glr-download·sphx-glr-download-zip·:download:`Download·zipped: |
| 144 | plot_set_output.zip·`·..·only::·html·..·rst-class::·sphx-glr-signature·`Gallery | 144 | plot_set_output.zip·`·..·only::·html·..·rst-class::·sphx-glr-signature·`Gallery |
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| 207 | ············) | 207 | ············) |
| 208 | ····plt.show() | 208 | ····plt.show() |
| 209 | ..·rst-class::·sphx-glr-timing | 209 | ..·rst-class::·sphx-glr-timing |
| 210 | ···**Total·running·time·of·the·script:**·(0·minutes·8. | 210 | ···**Total·running·time·of·the·script:**·(0·minutes·8.380·seconds) |
| 211 | ..·_sphx_glr_download_auto_examples_mixture_plot_concentration_prior.py: | 211 | ..·_sphx_glr_download_auto_examples_mixture_plot_concentration_prior.py: |
| 212 | ..·only::·html | 212 | ..·only::·html |
| 213 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 213 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 135 | ····) | 135 | ····) |
| 136 | ····plt.show() | 136 | ····plt.show() |
| 137 | ..·rst-class::·sphx-glr-timing | 137 | ..·rst-class::·sphx-glr-timing |
| 138 | ···**Total·running·time·of·the·script:**·(0·minutes·0. | 138 | ···**Total·running·time·of·the·script:**·(0·minutes·0.266·seconds) |
| 139 | ..·_sphx_glr_download_auto_examples_mixture_plot_gmm.py: | 139 | ..·_sphx_glr_download_auto_examples_mixture_plot_gmm.py: |
| 140 | ..·only::·html | 140 | ..·only::·html |
| 141 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 141 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 170 | ····plt.show() | 170 | ····plt.show() |
| 171 | ..·rst-class::·sphx-glr-timing | 171 | ..·rst-class::·sphx-glr-timing |
| 172 | ···**Total·running·time·of·the·script:**·(0·minutes·0.2 | 172 | ···**Total·running·time·of·the·script:**·(0·minutes·0.224·seconds) |
| 173 | ..·_sphx_glr_download_auto_examples_mixture_plot_gmm_covariances.py: | 173 | ..·_sphx_glr_download_auto_examples_mixture_plot_gmm_covariances.py: |
| 174 | ..·only::·html | 174 | ..·only::·html |
| 175 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 175 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 52 | time·to·initialize·and·low·number·of·GaussianMixture·iterations·to·converge. | 52 | time·to·initialize·and·low·number·of·GaussianMixture·iterations·to·converge. |
| 53 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·35-112 | 53 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·35-112 |
| 54 | ..·image-sg::·/auto_examples/mixture/images/sphx_glr_plot_gmm_init_001.png | 54 | ..·image-sg::·/auto_examples/mixture/images/sphx_glr_plot_gmm_init_001.png |
| 55 | ···:alt:·GMM·iterations·and·relative·time·taken·to·initialize,·kmeans,·Iter·8·|·Init·Time·1.00x,·random_from_data,·Iter·137·|·Init·Time·0.5 | 55 | ···:alt:·GMM·iterations·and·relative·time·taken·to·initialize,·kmeans,·Iter·8·|·Init·Time·1.00x,·random_from_data,·Iter·137·|·Init·Time·0.54x,·k-means++,·Iter·11·|·Init·Time·0.75x,·random,·Iter·47·|·Init·Time·0.59x |
| 56 | ···:srcset:·/auto_examples/mixture/images/sphx_glr_plot_gmm_init_001.png | 56 | ···:srcset:·/auto_examples/mixture/images/sphx_glr_plot_gmm_init_001.png |
| 57 | ···:class:·sphx-glr-single-img | 57 | ···:class:·sphx-glr-single-img |
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| 143 | ········) | 143 | ········) |
| 144 | ····plt.suptitle("GMM·iterations·and·relative·time·taken·to·initialize") | 144 | ····plt.suptitle("GMM·iterations·and·relative·time·taken·to·initialize") |
| 145 | ····plt.show() | 145 | ····plt.show() |
| 146 | ..·rst-class::·sphx-glr-timing | 146 | ..·rst-class::·sphx-glr-timing |
| 147 | ···**Total·running·time·of·the·script:**·(0·minutes·0.8 | 147 | ···**Total·running·time·of·the·script:**·(0·minutes·0.840·seconds) |
| 148 | ..·_sphx_glr_download_auto_examples_mixture_plot_gmm_init.py: | 148 | ..·_sphx_glr_download_auto_examples_mixture_plot_gmm_init.py: |
| 149 | ..·only::·html | 149 | ..·only::·html |
| 150 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 150 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 84 | ····plt.title("Negative·log-likelihood·predicted·by·a·GMM") | 84 | ····plt.title("Negative·log-likelihood·predicted·by·a·GMM") |
| 85 | ····plt.axis("tight") | 85 | ····plt.axis("tight") |
| 86 | ····plt.show() | 86 | ····plt.show() |
| 87 | ..·rst-class::·sphx-glr-timing | 87 | ..·rst-class::·sphx-glr-timing |
| 88 | ···**Total·running·time·of·the·script:**·(0·minutes·0.13 | 88 | ···**Total·running·time·of·the·script:**·(0·minutes·0.130·seconds) |
| 89 | ..·_sphx_glr_download_auto_examples_mixture_plot_gmm_pdf.py: | 89 | ..·_sphx_glr_download_auto_examples_mixture_plot_gmm_pdf.py: |
| 90 | ..·only::·html | 90 | ..·only::·html |
| 91 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 91 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 550 | ······/*·fitted·*/ | 550 | ······/*·fitted·*/ |
| 551 | ······background-color:·var(--sklearn-color-fitted-level-3); | 551 | ······background-color:·var(--sklearn-color-fitted-level-3); |
| 552 | ····} | 552 | ····} |
| 553 | ····</style><div·id="sk-container-id-16"·class="sk-top-container"><div·class="sk-text-repr-fallback"><pre>GridSearchCV(estimator=GaussianMixture(), | 553 | ····</style><div·id="sk-container-id-16"·class="sk-top-container"><div·class="sk-text-repr-fallback"><pre>GridSearchCV(estimator=GaussianMixture(), |
| 554 | ·················param_grid={'covariance_type':·['spherical',·'tied',·'diag', | 554 | ·················param_grid={'covariance_type':·['spherical',·'tied',·'diag', |
| 555 | ·················································'full'], | 555 | ·················································'full'], |
| 556 | ·····························'n_components':·range(1,·7)}, | 556 | ·····························'n_components':·range(1,·7)}, |
| 557 | ·················scoring=<function·gmm_bic_score·at·0x7f | 557 | ·················scoring=<function·gmm_bic_score·at·0x7f74d10eb740>)</pre><b>In·a·Jupyter·environment,·please·rerun·this·cell·to·show·the·HTML·representation·or·trust·the·notebook.·<br·/>On·GitHub,·the·HTML·representation·is·unable·to·render,·please·try·loading·this·page·with·nbviewer.org.</b></div><div·class="sk-container"·hidden><div·class="sk-item·sk-dashed-wrapped"><div·class="sk-label-container"><div·class="sk-label·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-41"·type="checkbox"·><label·for="sk-estimator-id-41"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> GridSearchCV<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.model_selection.GridSearchCV.html">?<span>Documentation·for·GridSearchCV</span></a><span·class="sk-estimator-doc-link·fitted">i<span>Fitted</span></span></label><div·class="sk-toggleable__content·fitted"><pre>GridSearchCV(estimator=GaussianMixture(), |
| 558 | ·················param_grid={'covariance_type':·['spherical',·'tied',·'diag', | 558 | ·················param_grid={'covariance_type':·['spherical',·'tied',·'diag', |
| 559 | ·················································'full'], | 559 | ·················································'full'], |
| 560 | ·····························'n_components':·range(1,·7)}, | 560 | ·····························'n_components':·range(1,·7)}, |
| 561 | ·················scoring=<function·gmm_bic_score·at·0x7f | 561 | ·················scoring=<function·gmm_bic_score·at·0x7f74d10eb740>)</pre></div>·</div></div><div·class="sk-parallel"><div·class="sk-parallel-item"><div·class="sk-item"><div·class="sk-label-container"><div·class="sk-label·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-42"·type="checkbox"·><label·for="sk-estimator-id-42"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted">estimator:·GaussianMixture</label><div·class="sk-toggleable__content·fitted"><pre>GaussianMixture()</pre></div>·</div></div><div·class="sk-serial"><div·class="sk-item"><div·class="sk-estimator·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-43"·type="checkbox"·><label·for="sk-estimator-id-43"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> GaussianMixture<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.mixture.GaussianMixture.html">?<span>Documentation·for·GaussianMixture</span></a></label><div·class="sk-toggleable__content·fitted"><pre>GaussianMixture()</pre></div>·</div></div></div></div></div></div></div></div></div> |
| 562 | ····</div> | 562 | ····</div> |
| 563 | ····<br·/> | 563 | ····<br·/> |
| 564 | ····<br·/> | 564 | ····<br·/> |
| 565 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·88-94 | 565 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·88-94 |
| 566 | Plot·the·BIC·scores | 566 | Plot·the·BIC·scores |
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| 757 | ..·rst-class::·sphx-glr-timing | 757 | ..·rst-class::·sphx-glr-timing |
| 758 | ···**Total·running·time·of·the·script:**·(0·minutes· | 758 | ···**Total·running·time·of·the·script:**·(0·minutes·1.821·seconds) |
| 759 | ..·_sphx_glr_download_auto_examples_mixture_plot_gmm_selection.py: | 759 | ..·_sphx_glr_download_auto_examples_mixture_plot_gmm_selection.py: |
| 760 | ..·only::·html | 760 | ..·only::·html |
| 761 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 761 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 218 | ····) | 218 | ····) |
| 219 | ····plt.show() | 219 | ····plt.show() |
| 220 | ..·rst-class::·sphx-glr-timing | 220 | ..·rst-class::·sphx-glr-timing |
| 221 | ···**Total·running·time·of·the·script:**·(0·minutes·0.5 | 221 | ···**Total·running·time·of·the·script:**·(0·minutes·0.516·seconds) |
| 222 | ..·_sphx_glr_download_auto_examples_mixture_plot_gmm_sin.py: | 222 | ..·_sphx_glr_download_auto_examples_mixture_plot_gmm_sin.py: |
| 223 | ..·only::·html | 223 | ..·only::·html |
| 224 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 224 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 128 | ········print(disp.confusion_matrix) | 128 | ········print(disp.confusion_matrix) |
| 129 | ····plt.show() | 129 | ····plt.show() |
| 130 | ..·rst-class::·sphx-glr-timing | 130 | ..·rst-class::·sphx-glr-timing |
| 131 | ···**Total·running·time·of·the·script:**·(0·minutes·0. | 131 | ···**Total·running·time·of·the·script:**·(0·minutes·0.249·seconds) |
| 132 | ..·_sphx_glr_download_auto_examples_model_selection_plot_confusion_matrix.py: | 132 | ..·_sphx_glr_download_auto_examples_model_selection_plot_confusion_matrix.py: |
| 133 | ..·only::·html | 133 | ..·only::·html |
| 134 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 134 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 404 | ..·rst-class::·sphx-glr-timing | 404 | ..·rst-class::·sphx-glr-timing |
| 405 | ···**Total·running·time·of·the·script:**·(0·minutes·1. | 405 | ···**Total·running·time·of·the·script:**·(0·minutes·1.977·seconds) |
| 406 | ..·_sphx_glr_download_auto_examples_model_selection_plot_cv_indices.py: | 406 | ..·_sphx_glr_download_auto_examples_model_selection_plot_cv_indices.py: |
| 407 | ..·only::·html | 407 | ..·only::·html |
| 408 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 408 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 140 | It·is·recommended·to·compute·per-fold·performance·metrics·using: | 140 | It·is·recommended·to·compute·per-fold·performance·metrics·using: |
| 141 | :func:`~sklearn.model_selection.cross_val_score`·or | 141 | :func:`~sklearn.model_selection.cross_val_score`·or |
| 142 | :func:`~sklearn.model_selection.cross_validate`·instead. | 142 | :func:`~sklearn.model_selection.cross_validate`·instead. |
| 143 | ..·rst-class::·sphx-glr-timing | 143 | ..·rst-class::·sphx-glr-timing |
| 144 | ···**Total·running·time·of·the·script:**·(0·minutes·0.2 | 144 | ···**Total·running·time·of·the·script:**·(0·minutes·0.208·seconds) |
| 145 | ..·_sphx_glr_download_auto_examples_model_selection_plot_cv_predict.py: | 145 | ..·_sphx_glr_download_auto_examples_model_selection_plot_cv_predict.py: |
| 146 | ..·only::·html | 146 | ..·only::·html |
| 147 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 147 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 176 | DET·curves·give·direct·feedback·of·the·detection·error·tradeoff·to·aid·in | 176 | DET·curves·give·direct·feedback·of·the·detection·error·tradeoff·to·aid·in |
| 177 | operating·point·analysis.·The·user·can·then·decide·the·FNR·they·are·willing·to | 177 | operating·point·analysis.·The·user·can·then·decide·the·FNR·they·are·willing·to |
| 178 | accept·at·the·expense·of·the·FPR·(or·vice-versa). | 178 | accept·at·the·expense·of·the·FPR·(or·vice-versa). |
| 179 | ..·rst-class::·sphx-glr-timing | 179 | ..·rst-class::·sphx-glr-timing |
| 180 | ···**Total·running·time·of·the·script:**·(0·minutes·0.2 | 180 | ···**Total·running·time·of·the·script:**·(0·minutes·0.224·seconds) |
| 181 | ..·_sphx_glr_download_auto_examples_model_selection_plot_det.py: | 181 | ..·_sphx_glr_download_auto_examples_model_selection_plot_det.py: |
| 182 | ..·only::·html | 182 | ..·only::·html |
| 183 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 183 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 315 | ····precision:·1.000·(±0.000),·recall:·0.877·(±0.069),·for·{'C':·1000,·'gamma':·0.001,·'kernel':·'rbf'} | 315 | ····precision:·1.000·(±0.000),·recall:·0.877·(±0.069),·for·{'C':·1000,·'gamma':·0.001,·'kernel':·'rbf'} |
| 316 | ····The·selected·final·model·is·the·fastest·to·predict·out·of·the·previously | 316 | ····The·selected·final·model·is·the·fastest·to·predict·out·of·the·previously |
| 317 | ····selected·subset·of·best·models·based·on·precision·and·recall. | 317 | ····selected·subset·of·best·models·based·on·precision·and·recall. |
| 318 | ····Its·scoring·time·is: | 318 | ····Its·scoring·time·is: |
| 319 | ····mean_score_time·········································0.006 | 319 | ····mean_score_time···········································0.006797 |
| 320 | ····mean_test_recall········································0.8 | 320 | ····mean_test_recall··········································0.877206 |
| 321 | ····std_test_recall·········································0.06 | 321 | ····std_test_recall···········································0.069196 |
| 322 | ····mean_test_precision··········································1.0 | 322 | ····mean_test_precision············································1.0 |
| 323 | ····std_test_precision···········································0.0 | 323 | ····std_test_precision·············································0.0 |
| 324 | ····rank_test_recall··············································· | 324 | ····rank_test_recall·················································3 |
| 325 | ····rank_test_precision············································1 | 325 | ····rank_test_precision··············································1 |
| 326 | ····params·················{'C':·1,·'gamma':·0.001,·'kernel':·'rbf'} | 326 | ····params·················{'C':·100,·'gamma':·0.001,·'kernel':·'rbf'} |
| 327 | ····Name:· | 327 | ····Name:·4,·dtype:·object |
| 328 | ..·raw::·html | 328 | ..·raw::·html |
| 329 | ····<div·class="output_subarea·output_html·rendered_html·output_result"> | 329 | ····<div·class="output_subarea·output_html·rendered_html·output_result"> |
| 330 | ····<style>#sk-container-id-32·{ | 330 | ····<style>#sk-container-id-32·{ |
| 331 | ······/*·Definition·of·color·scheme·common·for·light·and·dark·mode·*/ | 331 | ······/*·Definition·of·color·scheme·common·for·light·and·dark·mode·*/ |
| Offset 737, 20 lines modified | Offset 737, 20 lines modified | ||
| 737 | ······/*·fitted·*/ | 737 | ······/*·fitted·*/ |
| 738 | ······background-color:·var(--sklearn-color-fitted-level-3); | 738 | ······background-color:·var(--sklearn-color-fitted-level-3); |
| 739 | ····} | 739 | ····} |
| 740 | ····</style><div·id="sk-container-id-32"·class="sk-top-container"><div·class="sk-text-repr-fallback"><pre>GridSearchCV(estimator=SVC(), | 740 | ····</style><div·id="sk-container-id-32"·class="sk-top-container"><div·class="sk-text-repr-fallback"><pre>GridSearchCV(estimator=SVC(), |
| 741 | ·················param_grid=[{'C':·[1,·10,·100,·1000],·'gamma':·[0.001,·0.0001], | 741 | ·················param_grid=[{'C':·[1,·10,·100,·1000],·'gamma':·[0.001,·0.0001], |
| 742 | ······························'kernel':·['rbf']}, | 742 | ······························'kernel':·['rbf']}, |
| 743 | ·····························{'C':·[1,·10,·100,·1000],·'kernel':·['linear']}], | 743 | ·····························{'C':·[1,·10,·100,·1000],·'kernel':·['linear']}], |
| 744 | ·················refit=<function·refit_strategy·at·0x7f | 744 | ·················refit=<function·refit_strategy·at·0x7f74d114a5c0>, |
| 745 | ·················scoring=['precision',·'recall'])</pre><b>In·a·Jupyter·environment,·please·rerun·this·cell·to·show·the·HTML·representation·or·trust·the·notebook.·<br·/>On·GitHub,·the·HTML·representation·is·unable·to·render,·please·try·loading·this·page·with·nbviewer.org.</b></div><div·class="sk-container"·hidden><div·class="sk-item·sk-dashed-wrapped"><div·class="sk-label-container"><div·class="sk-label·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-104"·type="checkbox"·><label·for="sk-estimator-id-104"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> GridSearchCV<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.model_selection.GridSearchCV.html">?<span>Documentation·for·GridSearchCV</span></a><span·class="sk-estimator-doc-link·fitted">i<span>Fitted</span></span></label><div·class="sk-toggleable__content·fitted"><pre>GridSearchCV(estimator=SVC(), | 745 | ·················scoring=['precision',·'recall'])</pre><b>In·a·Jupyter·environment,·please·rerun·this·cell·to·show·the·HTML·representation·or·trust·the·notebook.·<br·/>On·GitHub,·the·HTML·representation·is·unable·to·render,·please·try·loading·this·page·with·nbviewer.org.</b></div><div·class="sk-container"·hidden><div·class="sk-item·sk-dashed-wrapped"><div·class="sk-label-container"><div·class="sk-label·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-104"·type="checkbox"·><label·for="sk-estimator-id-104"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> GridSearchCV<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.model_selection.GridSearchCV.html">?<span>Documentation·for·GridSearchCV</span></a><span·class="sk-estimator-doc-link·fitted">i<span>Fitted</span></span></label><div·class="sk-toggleable__content·fitted"><pre>GridSearchCV(estimator=SVC(), |
| 746 | ·················param_grid=[{'C':·[1,·10,·100,·1000],·'gamma':·[0.001,·0.0001], | 746 | ·················param_grid=[{'C':·[1,·10,·100,·1000],·'gamma':·[0.001,·0.0001], |
| 747 | ······························'kernel':·['rbf']}, | 747 | ······························'kernel':·['rbf']}, |
| 748 | ·····························{'C':·[1,·10,·100,·1000],·'kernel':·['linear']}], | 748 | ·····························{'C':·[1,·10,·100,·1000],·'kernel':·['linear']}], |
| 749 | ·················refit=<function·refit_strategy·at·0x7f | 749 | ·················refit=<function·refit_strategy·at·0x7f74d114a5c0>, |
| 750 | ·················scoring=['precision',·'recall'])</pre></div>·</div></div><div·class="sk-parallel"><div·class="sk-parallel-item"><div·class="sk-item"><div·class="sk-label-container"><div·class="sk-label·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-105"·type="checkbox"·><label·for="sk-estimator-id-105"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted">estimator:·SVC</label><div·class="sk-toggleable__content·fitted"><pre>SVC()</pre></div>·</div></div><div·class="sk-serial"><div·class="sk-item"><div·class="sk-estimator·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-106"·type="checkbox"·><label·for="sk-estimator-id-106"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> SVC<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.svm.SVC.html">?<span>Documentation·for·SVC</span></a></label><div·class="sk-toggleable__content·fitted"><pre>SVC()</pre></div>·</div></div></div></div></div></div></div></div></div> | 750 | ·················scoring=['precision',·'recall'])</pre></div>·</div></div><div·class="sk-parallel"><div·class="sk-parallel-item"><div·class="sk-item"><div·class="sk-label-container"><div·class="sk-label·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-105"·type="checkbox"·><label·for="sk-estimator-id-105"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted">estimator:·SVC</label><div·class="sk-toggleable__content·fitted"><pre>SVC()</pre></div>·</div></div><div·class="sk-serial"><div·class="sk-item"><div·class="sk-estimator·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-106"·type="checkbox"·><label·for="sk-estimator-id-106"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> SVC<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.svm.SVC.html">?<span>Documentation·for·SVC</span></a></label><div·class="sk-toggleable__content·fitted"><pre>SVC()</pre></div>·</div></div></div></div></div></div></div></div></div> |
| 751 | ····</div> | 751 | ····</div> |
| 752 | ····<br·/> | 752 | ····<br·/> |
| 753 | ····<br·/> | 753 | ····<br·/> |
| 754 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·188-189 | 754 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·188-189 |
| Offset 767, 15 lines modified | Offset 767, 15 lines modified | ||
| 767 | ..·rst-class::·sphx-glr-script-out | 767 | ..·rst-class::·sphx-glr-script-out |
| 768 | ·..·code-block::·none | 768 | ·..·code-block::·none |
| 769 | ····{'C':·1,·'gamma':·0.001,·'kernel':·'rbf'} | 769 | ····{'C':·100,·'gamma':·0.001,·'kernel':·'rbf'} |
| 770 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·193-199 | 770 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·193-199 |
| 771 | Finally,·we·evaluate·the·fine-tuned·model·on·the·left-out·evaluation·set:·the | 771 | Finally,·we·evaluate·the·fine-tuned·model·on·the·left-out·evaluation·set:·the |
| 772 | `grid_search`·object·**has·automatically·been·refit**·on·the·full·training | 772 | `grid_search`·object·**has·automatically·been·refit**·on·the·full·training |
| Offset 799, 35 lines modified | Offset 799, 35 lines modified | ||
| 799 | ..·rst-class::·sphx-glr-script-out | 799 | ..·rst-class::·sphx-glr-script-out |
| 800 | ·..·code-block::·none | 800 | ·..·code-block::·none |
| 801 | ··················precision····recall··f1-score···support | 801 | ··················precision····recall··f1-score···support |
| 802 | ···········False·······0.9 | 802 | ···········False·······0.99······1.00······0.99·······807 |
| 803 | ············True·······1.00······0.8 | 803 | ············True·······1.00······0.87······0.93········92 |
| 804 | ········accuracy···························0.9 | 804 | ········accuracy···························0.99·······899 |
| 805 | ·······macro·avg·······0.99······0.9 | 805 | ·······macro·avg·······0.99······0.93······0.96·······899 |
| 806 | ····weighted·avg·······0.9 | 806 | ····weighted·avg·······0.99······0.99······0.99·······899 |
| 807 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·206-209 | 807 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·206-209 |
| 808 | ..·note:: | 808 | ..·note:: |
| 809 | ···The·problem·is·too·easy:·the·hyperparameter·plateau·is·too·flat·and·the | 809 | ···The·problem·is·too·easy:·the·hyperparameter·plateau·is·too·flat·and·the |
| 810 | ···output·model·is·the·same·for·precision·and·recall·with·ties·in·quality. | 810 | ···output·model·is·the·same·for·precision·and·recall·with·ties·in·quality. |
| 811 | ..·rst-class::·sphx-glr-timing | 811 | ..·rst-class::·sphx-glr-timing |
| 812 | ···**Total·running·time·of·the·script:**·(0·minutes·1 | 812 | ···**Total·running·time·of·the·script:**·(0·minutes·13.688·seconds) |
| 813 | ..·_sphx_glr_download_auto_examples_model_selection_plot_grid_search_digits.py: | 813 | ..·_sphx_glr_download_auto_examples_model_selection_plot_grid_search_digits.py: |
| 814 | ..·only::·html | 814 | ..·only::·html |
| 815 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 815 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 169 | ········%·grid.cv_results_["mean_test_score"][best_index_] | 169 | ········%·grid.cv_results_["mean_test_score"][best_index_] |
| 170 | ····) | 170 | ····) |
| 171 | ····plt.show() | 171 | ····plt.show() |
| 172 | ..·rst-class::·sphx-glr-timing | 172 | ..·rst-class::·sphx-glr-timing |
| 173 | ···**Total·running·time·of·the·script:**·(0·minutes·2.6 | 173 | ···**Total·running·time·of·the·script:**·(0·minutes·2.639·seconds) |
| 174 | ..·_sphx_glr_download_auto_examples_model_selection_plot_grid_search_refit_callable.py: | 174 | ..·_sphx_glr_download_auto_examples_model_selection_plot_grid_search_refit_callable.py: |
| 175 | ..·only::·html | 175 | ..·only::·html |
| 176 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 176 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 1551 | ···..·[5]·Diebold,·F.X.·&·Mariano·R.S.·(1995).·`Comparing·predictive·accuracy | 1551 | ···..·[5]·Diebold,·F.X.·&·Mariano·R.S.·(1995).·`Comparing·predictive·accuracy |
| 1552 | ··········<http://www.est.uc3m.es/esp/nueva_docencia/comp_col_get/lade/tecnicas_prediccion/Practicas0708/Comparing%20Predictive%20Accuracy%20(Dielbold).pdf>`_ | 1552 | ··········<http://www.est.uc3m.es/esp/nueva_docencia/comp_col_get/lade/tecnicas_prediccion/Practicas0708/Comparing%20Predictive%20Accuracy%20(Dielbold).pdf>`_ |
| 1553 | ··········Journal·of·Business·&·economic·statistics,·20(1),·134-144. | 1553 | ··········Journal·of·Business·&·economic·statistics,·20(1),·134-144. |
| 1554 | ..·rst-class::·sphx-glr-timing | 1554 | ..·rst-class::·sphx-glr-timing |
| 1555 | ···**Total·running·time·of·the·script:**·(0·minutes·1. | 1555 | ···**Total·running·time·of·the·script:**·(0·minutes·1.807·seconds) |
| 1556 | ..·_sphx_glr_download_auto_examples_model_selection_plot_grid_search_stats.py: | 1556 | ..·_sphx_glr_download_auto_examples_model_selection_plot_grid_search_stats.py: |
| 1557 | ..·only::·html | 1557 | ..·only::·html |
| 1558 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 1558 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 408 | Learning·Research,·18(1).·See·the·Python·library·that·accompanies·this·paper | 408 | Learning·Research,·18(1).·See·the·Python·library·that·accompanies·this·paper |
| 409 | `here | 409 | `here |
| 410 | github.com/janezd/baycomp>`_.·..·[5]·Diebold,·F.X.·&·Mariano·R.S.·(1995). | 410 | github.com/janezd/baycomp>`_.·..·[5]·Diebold,·F.X.·&·Mariano·R.S.·(1995). |
| 411 | `Comparing·predictive·accuracy | 411 | `Comparing·predictive·accuracy |
| 412 | www.est.uc3m.es/esp/nueva_docencia/comp_col_get/lade/tecnicas_prediccion/ | 412 | www.est.uc3m.es/esp/nueva_docencia/comp_col_get/lade/tecnicas_prediccion/ |
| 413 | Practicas0708/Comparing%20Predictive%20Accuracy%20(Dielbold).pdf>`_·Journal·of | 413 | Practicas0708/Comparing%20Predictive%20Accuracy%20(Dielbold).pdf>`_·Journal·of |
| 414 | Business·&·economic·statistics,·20(1),·134-144.·..·rst-class::·sphx-glr-timing | 414 | Business·&·economic·statistics,·20(1),·134-144.·..·rst-class::·sphx-glr-timing |
| 415 | **Total·running·time·of·the·script:**·(0·minutes·1. | 415 | **Total·running·time·of·the·script:**·(0·minutes·1.807·seconds)·.. |
| 416 | _sphx_glr_download_auto_examples_model_selection_plot_grid_search_stats.py:·.. | 416 | _sphx_glr_download_auto_examples_model_selection_plot_grid_search_stats.py:·.. |
| 417 | only::·html·..·container::·sphx-glr-footer·sphx-glr-footer-example·.. | 417 | only::·html·..·container::·sphx-glr-footer·sphx-glr-footer-example·.. |
| 418 | container::·sphx-glr-download·sphx-glr-download-jupyter·:download:`Download | 418 | container::·sphx-glr-download·sphx-glr-download-jupyter·:download:`Download |
| 419 | Jupyter·notebook:·plot_grid_search_stats.ipynb·`·..·container::·sphx-glr- | 419 | Jupyter·notebook:·plot_grid_search_stats.ipynb·`·..·container::·sphx-glr- |
| 420 | download·sphx-glr-download-python·:download:`Download·Python·source·code: | 420 | download·sphx-glr-download-python·:download:`Download·Python·source·code: |
| 421 | plot_grid_search_stats.py·`·..·container::·sphx-glr-download·sphx-glr-download- | 421 | plot_grid_search_stats.py·`·..·container::·sphx-glr-download·sphx-glr-download- |
| 422 | zip·:download:`Download·zipped:·plot_grid_search_stats.zip·`·..·only::·html·.. | 422 | zip·:download:`Download·zipped:·plot_grid_search_stats.zip·`·..·only::·html·.. |
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| 274 | In·these·plots,·we·can·look·for·the·inflection·point·for·which·the | 274 | In·these·plots,·we·can·look·for·the·inflection·point·for·which·the |
| 275 | cross-validation·score·does·not·increase·anymore·and·only·the·training·time | 275 | cross-validation·score·does·not·increase·anymore·and·only·the·training·time |
| 276 | increases. | 276 | increases. |
| 277 | ..·rst-class::·sphx-glr-timing | 277 | ..·rst-class::·sphx-glr-timing |
| 278 | ···**Total·running·time·of·the·script:**·(1·minutes· | 278 | ···**Total·running·time·of·the·script:**·(1·minutes·25.398·seconds) |
| 279 | ..·_sphx_glr_download_auto_examples_model_selection_plot_learning_curve.py: | 279 | ..·_sphx_glr_download_auto_examples_model_selection_plot_learning_curve.py: |
| 280 | ..·only::·html | 280 | ..·only::·html |
| 281 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 281 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 797 | ..·rst-class::·sphx-glr-timing | 797 | ..·rst-class::·sphx-glr-timing |
| 798 | ···**Total·running·time·of·the·script:**·(0·minutes·2. | 798 | ···**Total·running·time·of·the·script:**·(0·minutes·2.468·seconds) |
| 799 | ..·_sphx_glr_download_auto_examples_model_selection_plot_likelihood_ratios.py: | 799 | ..·_sphx_glr_download_auto_examples_model_selection_plot_likelihood_ratios.py: |
| 800 | ..·only::·html | 800 | ..·only::·html |
| 801 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 801 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 173 | ..·rst-class::·sphx-glr-timing | 173 | ..·rst-class::·sphx-glr-timing |
| 174 | ···**Total·running·time·of·the·script:**·(0·minutes· | 174 | ···**Total·running·time·of·the·script:**·(0·minutes·20.942·seconds) |
| 175 | ..·_sphx_glr_download_auto_examples_model_selection_plot_multi_metric_evaluation.py: | 175 | ..·_sphx_glr_download_auto_examples_model_selection_plot_multi_metric_evaluation.py: |
| 176 | ..·only::·html | 176 | ..·only::·html |
| 177 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 177 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 168 | ····plt.ylabel("score·difference",·fontsize="14") | 168 | ····plt.ylabel("score·difference",·fontsize="14") |
| 169 | ····plt.show() | 169 | ····plt.show() |
| 170 | ..·rst-class::·sphx-glr-timing | 170 | ..·rst-class::·sphx-glr-timing |
| 171 | ···**Total·running·time·of·the·script:**·(0·minutes·6.7 | 171 | ···**Total·running·time·of·the·script:**·(0·minutes·6.767·seconds) |
| 172 | ..·_sphx_glr_download_auto_examples_model_selection_plot_nested_cross_validation_iris.py: | 172 | ..·_sphx_glr_download_auto_examples_model_selection_plot_nested_cross_validation_iris.py: |
| 173 | ..·only::·html | 173 | ..·only::·html |
| 174 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 174 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 240 | ·········<http://www.jmlr.org/papers/volume11/ojala10a/ojala10a.pdf>`_.·The | 240 | ·········<http://www.jmlr.org/papers/volume11/ojala10a/ojala10a.pdf>`_.·The |
| 241 | ·········Journal·of·Machine·Learning·Research·(2010)·vol.·11 | 241 | ·········Journal·of·Machine·Learning·Research·(2010)·vol.·11 |
| 242 | ..·rst-class::·sphx-glr-timing | 242 | ..·rst-class::·sphx-glr-timing |
| 243 | ···**Total·running·time·of·the·script:**·(0·minutes·1 | 243 | ···**Total·running·time·of·the·script:**·(0·minutes·14.275·seconds) |
| 244 | ..·_sphx_glr_download_auto_examples_model_selection_plot_permutation_tests_for_classification.py: | 244 | ..·_sphx_glr_download_auto_examples_model_selection_plot_permutation_tests_for_classification.py: |
| 245 | ..·only::·html | 245 | ..·only::·html |
| 246 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 246 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 578 | ····#sk-container-id-33·a.estimator_doc_link.fitted:hover·{ | 578 | ····#sk-container-id-33·a.estimator_doc_link.fitted:hover·{ |
| 579 | ······/*·fitted·*/ | 579 | ······/*·fitted·*/ |
| 580 | ······background-color:·var(--sklearn-color-fitted-level-3); | 580 | ······background-color:·var(--sklearn-color-fitted-level-3); |
| 581 | ····} | 581 | ····} |
| 582 | ····</style><div·id="sk-container-id-33"·class="sk-top-container"><div·class="sk-text-repr-fallback"><pre>Pipeline(steps=[('standardscaler',·StandardScaler()), | 582 | ····</style><div·id="sk-container-id-33"·class="sk-top-container"><div·class="sk-text-repr-fallback"><pre>Pipeline(steps=[('standardscaler',·StandardScaler()), |
| 583 | ····················('linearsvc', | 583 | ····················('linearsvc', |
| 584 | ·····················LinearSVC(dual='auto', | 584 | ·····················LinearSVC(dual='auto', |
| 585 | ·······························random_state=RandomState(MT19937)·at·0x7F | 585 | ·······························random_state=RandomState(MT19937)·at·0x7F74D159F140))])</pre><b>In·a·Jupyter·environment,·please·rerun·this·cell·to·show·the·HTML·representation·or·trust·the·notebook.·<br·/>On·GitHub,·the·HTML·representation·is·unable·to·render,·please·try·loading·this·page·with·nbviewer.org.</b></div><div·class="sk-container"·hidden><div·class="sk-item·sk-dashed-wrapped"><div·class="sk-label-container"><div·class="sk-label·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-107"·type="checkbox"·><label·for="sk-estimator-id-107"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> Pipeline<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.pipeline.Pipeline.html">?<span>Documentation·for·Pipeline</span></a><span·class="sk-estimator-doc-link·fitted">i<span>Fitted</span></span></label><div·class="sk-toggleable__content·fitted"><pre>Pipeline(steps=[('standardscaler',·StandardScaler()), |
| 586 | ····················('linearsvc', | 586 | ····················('linearsvc', |
| 587 | ·····················LinearSVC(dual='auto', | 587 | ·····················LinearSVC(dual='auto', |
| 588 | ·······························random_state=RandomState(MT19937)·at·0x7F | 588 | ·······························random_state=RandomState(MT19937)·at·0x7F74D159F140))])</pre></div>·</div></div><div·class="sk-serial"><div·class="sk-item"><div·class="sk-estimator·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-108"·type="checkbox"·><label·for="sk-estimator-i[·...·truncated·by·diffoscope;·len:·1035,·SHA:·3476a5c92ea1da2f260e45d7c24591d1a4098d4959e76fcbc04c2b4b5bab5694·...·]140)</pre></div>·</div></div></div></div></div></div> |
| 589 | ····</div> | 589 | ····</div> |
| 590 | ····<br·/> | 590 | ····<br·/> |
| 591 | ····<br·/> | 591 | ····<br·/> |
| 592 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·134-146 | 592 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·134-146 |
| 593 | Plot·the·Precision-Recall·curve | 593 | Plot·the·Precision-Recall·curve |
| Offset 844, 15 lines modified | Offset 844, 15 lines modified | ||
| 844 | ..·rst-class::·sphx-glr-timing | 844 | ..·rst-class::·sphx-glr-timing |
| 845 | ···**Total·running·time·of·the·script:**·(0·minutes·0.4 | 845 | ···**Total·running·time·of·the·script:**·(0·minutes·0.467·seconds) |
| 846 | ..·_sphx_glr_download_auto_examples_model_selection_plot_precision_recall.py: | 846 | ..·_sphx_glr_download_auto_examples_model_selection_plot_precision_recall.py: |
| 847 | ..·only::·html | 847 | ..·only::·html |
| 848 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 848 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 42 | ..·rst-class::·sphx-glr-script-out | 42 | ..·rst-class::·sphx-glr-script-out |
| 43 | ·..·code-block::·none | 43 | ·..·code-block::·none |
| 44 | ····RandomizedSearchCV·took·1.3 | 44 | ····RandomizedSearchCV·took·1.33·seconds·for·15·candidates·parameter·settings. |
| 45 | ····Model·with·rank:·1 | 45 | ····Model·with·rank:·1 |
| 46 | ····Mean·validation·score:·0.989·(std:·0.009) | 46 | ····Mean·validation·score:·0.989·(std:·0.009) |
| 47 | ····Parameters:·{'alpha':·np.float64(0.018851032596491145),·'average':·False,·'l1_ratio':·np.float64(0.06660350791530045)} | 47 | ····Parameters:·{'alpha':·np.float64(0.018851032596491145),·'average':·False,·'l1_ratio':·np.float64(0.06660350791530045)} |
| 48 | ····Model·with·rank:·2 | 48 | ····Model·with·rank:·2 |
| 49 | ····Mean·validation·score:·0.983·(std:·0.016) | 49 | ····Mean·validation·score:·0.983·(std:·0.016) |
| 50 | ····Parameters:·{'alpha':·np.float64(0.013037429051881391),·'average':·False,·'l1_ratio':·np.float64(0.8876186296675721)} | 50 | ····Parameters:·{'alpha':·np.float64(0.013037429051881391),·'average':·False,·'l1_ratio':·np.float64(0.8876186296675721)} |
| 51 | ····Model·with·rank:·3 | 51 | ····Model·with·rank:·3 |
| 52 | ····Mean·validation·score:·0.983·(std:·0.014) | 52 | ····Mean·validation·score:·0.983·(std:·0.014) |
| 53 | ····Parameters:·{'alpha':·np.float64(0.019460386635221996),·'average':·False,·'l1_ratio':·np.float64(0.5830731871403982)} | 53 | ····Parameters:·{'alpha':·np.float64(0.019460386635221996),·'average':·False,·'l1_ratio':·np.float64(0.5830731871403982)} |
| 54 | ····GridSearchCV·took·3.6 | 54 | ····GridSearchCV·took·3.60·seconds·for·60·candidate·parameter·settings. |
| 55 | ····Model·with·rank:·1 | 55 | ····Model·with·rank:·1 |
| 56 | ····Mean·validation·score:·0.993·(std:·0.009) | 56 | ····Mean·validation·score:·0.993·(std:·0.009) |
| 57 | ····Parameters:·{'alpha':·np.float64(1.0),·'average':·False,·'l1_ratio':·np.float64(0.0)} | 57 | ····Parameters:·{'alpha':·np.float64(1.0),·'average':·False,·'l1_ratio':·np.float64(0.0)} |
| 58 | ····Model·with·rank:·2 | 58 | ····Model·with·rank:·2 |
| 59 | ····Mean·validation·score:·0.991·(std:·0.008) | 59 | ····Mean·validation·score:·0.991·(std:·0.008) |
| 60 | ····Parameters:·{'alpha':·np.float64(0.01),·'average':·False,·'l1_ratio':·np.float64(0.0)} | 60 | ····Parameters:·{'alpha':·np.float64(0.01),·'average':·False,·'l1_ratio':·np.float64(0.0)} |
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| 153 | ········%·(time()·-·start,·len(grid_search.cv_results_["params"])) | 153 | ········%·(time()·-·start,·len(grid_search.cv_results_["params"])) |
| 154 | ····) | 154 | ····) |
| 155 | ····report(grid_search.cv_results_) | 155 | ····report(grid_search.cv_results_) |
| 156 | ..·rst-class::·sphx-glr-timing | 156 | ..·rst-class::·sphx-glr-timing |
| 157 | ···**Total·running·time·of·the·script:**·(0·minutes· | 157 | ···**Total·running·time·of·the·script:**·(0·minutes·4.944·seconds) |
| 158 | ..·_sphx_glr_download_auto_examples_model_selection_plot_randomized_search.py: | 158 | ..·_sphx_glr_download_auto_examples_model_selection_plot_randomized_search.py: |
| 159 | ..·only::·html | 159 | ..·only::·html |
| 160 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 160 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 793 | counts·are·pooled.·The·macro-averaged·alternative·better·reflects·the | 793 | counts·are·pooled.·The·macro-averaged·alternative·better·reflects·the |
| 794 | statistics·of·the·less·frequent·classes,·and·then·is·more·appropriate·when | 794 | statistics·of·the·less·frequent·classes,·and·then·is·more·appropriate·when |
| 795 | performance·on·all·the·classes·is·deemed·equally·important. | 795 | performance·on·all·the·classes·is·deemed·equally·important. |
| 796 | ..·rst-class::·sphx-glr-timing | 796 | ..·rst-class::·sphx-glr-timing |
| 797 | ···**Total·running·time·of·the·script:**·(0·minutes· | 797 | ···**Total·running·time·of·the·script:**·(0·minutes·1.144·seconds) |
| 798 | ..·_sphx_glr_download_auto_examples_model_selection_plot_roc.py: | 798 | ..·_sphx_glr_download_auto_examples_model_selection_plot_roc.py: |
| 799 | ..·only::·html | 799 | ..·only::·html |
| 800 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 800 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 189 | ..·rst-class::·sphx-glr-timing | 189 | ..·rst-class::·sphx-glr-timing |
| 190 | ···**Total·running·time·of·the·script:**·(0·minutes·0.3 | 190 | ···**Total·running·time·of·the·script:**·(0·minutes·0.374·seconds) |
| 191 | ..·_sphx_glr_download_auto_examples_model_selection_plot_roc_crossval.py: | 191 | ..·_sphx_glr_download_auto_examples_model_selection_plot_roc_crossval.py: |
| 192 | ..·only::·html | 192 | ..·only::·html |
| 193 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 193 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 164 | ····plt.show() | 164 | ····plt.show() |
| 165 | ..·image-sg::·/auto_examples/model_selection/images/sphx_glr_plot_successive_halving_heatmap_001.png | 165 | ..·image-sg::·/auto_examples/model_selection/images/sphx_glr_plot_successive_halving_heatmap_001.png |
| 166 | ···:alt:·Successive·Halving·time·=·1. | 166 | ···:alt:·Successive·Halving·time·=·1.595s,·GridSearch·time·=·8.034s |
| 167 | ···:srcset:·/auto_examples/model_selection/images/sphx_glr_plot_successive_halving_heatmap_001.png | 167 | ···:srcset:·/auto_examples/model_selection/images/sphx_glr_plot_successive_halving_heatmap_001.png |
| 168 | ···:class:·sphx-glr-single-img | 168 | ···:class:·sphx-glr-single-img |
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| 188 | We·can·see·that·the·:class:`~sklearn.model_selection.HalvingGridSearchCV` | 188 | We·can·see·that·the·:class:`~sklearn.model_selection.HalvingGridSearchCV` |
| 189 | class·is·able·to·find·parameter·combinations·that·are·just·as·accurate·as | 189 | class·is·able·to·find·parameter·combinations·that·are·just·as·accurate·as |
| 190 | :class:`~sklearn.model_selection.GridSearchCV`,·in·much·less·time. | 190 | :class:`~sklearn.model_selection.GridSearchCV`,·in·much·less·time. |
| 191 | ..·rst-class::·sphx-glr-timing | 191 | ..·rst-class::·sphx-glr-timing |
| 192 | ···**Total·running·time·of·the·script:**·(0·minutes· | 192 | ···**Total·running·time·of·the·script:**·(0·minutes·9.849·seconds) |
| 193 | ..·_sphx_glr_download_auto_examples_model_selection_plot_successive_halving_heatmap.py: | 193 | ..·_sphx_glr_download_auto_examples_model_selection_plot_successive_halving_heatmap.py: |
| 194 | ..·only::·html | 194 | ..·only::·html |
| 195 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 195 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 487 | ····} | 487 | ····} |
| 488 | ····#sk-container-id-35·a.estimator_doc_link.fitted:hover·{ | 488 | ····#sk-container-id-35·a.estimator_doc_link.fitted:hover·{ |
| 489 | ······/*·fitted·*/ | 489 | ······/*·fitted·*/ |
| 490 | ······background-color:·var(--sklearn-color-fitted-level-3); | 490 | ······background-color:·var(--sklearn-color-fitted-level-3); |
| 491 | ····} | 491 | ····} |
| 492 | ····</style><div·id="sk-container-id-35"·class="sk-top-container"><div·class="sk-text-repr-fallback"><pre>HalvingRandomSearchCV(estimator=RandomForestClassifier(n_estimators=20, | 492 | ····</style><div·id="sk-container-id-35"·class="sk-top-container"><div·class="sk-text-repr-fallback"><pre>HalvingRandomSearchCV(estimator=RandomForestClassifier(n_estimators=20, |
| 493 | ···························································random_state=RandomState(MT19937)·at·0x7F | 493 | ···························································random_state=RandomState(MT19937)·at·0x7F74D1DE1040), |
| 494 | ··························factor=2, | 494 | ··························factor=2, |
| 495 | ··························param_distributions={'bootstrap':·[True,·False], | 495 | ··························param_distributions={'bootstrap':·[True,·False], |
| 496 | ···············································'criterion':·['gini',·'entropy'], | 496 | ···············································'criterion':·['gini',·'entropy'], |
| 497 | ···············································'max_depth':·[3,·None], | 497 | ···············································'max_depth':·[3,·None], |
| 498 | ···············································'max_features':·<scipy.stats._distn_infrastructure.rv_discrete_frozen·object·at·0x7f | 498 | ···············································'max_features':·<scipy.stats._distn_infrastructure.rv_discrete_frozen·object·at·0x7f74d154fed0>, |
| 499 | ···············································'min_samples_split':·<scipy.stats._distn_infrastructure.rv_discrete_frozen·object·at·0x7f | 499 | ···············································'min_samples_split':·<scipy.stats._distn_infrastructure.rv_discrete_frozen·object·at·0x7f74d1543bb0>}, |
| 500 | ··························random_state=RandomState(MT19937)·at·0x7F | 500 | ··························random_state=RandomState(MT19937)·at·0x7F74D1DE1040)</pre><b>In·a·Jupyter·environment,·please·rerun·this·cell·to·show·the·HTML·representation·or·trust·the·notebook.·<br·/>On·GitHub,·the·HTML·representation·is·unable·to·render,·please·try·loading·this·page·with·nbviewer.org.</b></div><div·class="sk-container"·hidden><div·class="sk-item·sk-dashed-wrapped"><div·class="sk-label-container"><div·class="sk-label·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-113"·type="checkbox"·><label·for="sk-estimator-id-113"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> HalvingRandomSearchCV<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.model_selection.HalvingRandomSearchCV.html">?<span>Documentation·for·HalvingRandomSearchCV</span></a><span·class="sk-estimator-doc-link·fitted">i<span>Fitted</span></span></label><div·class="sk-toggleable__content·fitted"><pre>HalvingRandomSearchCV(estimator=RandomForestClassifier(n_estimators=20, |
| 501 | ···························································random_state=RandomState(MT19937)·at·0x7F | 501 | ···························································random_state=RandomState(MT19937)·at·0x7F74D1DE1040), |
| 502 | ··························factor=2, | 502 | ··························factor=2, |
| 503 | ··························param_distributions={'bootstrap':·[True,·False], | 503 | ··························param_distributions={'bootstrap':·[True,·False], |
| 504 | ···············································'criterion':·['gini',·'entropy'], | 504 | ···············································'criterion':·['gini',·'entropy'], |
| 505 | ···············································'max_depth':·[3,·None], | 505 | ···············································'max_depth':·[3,·None], |
| 506 | ···············································'max_features':·<scipy.stats._distn_infrastructure.rv_discrete_frozen·object·at·0x7f | 506 | ···············································'max_features':·<scipy.stats._distn_infrastructure.rv_discrete_frozen·object·at·0x7f74d154fed0>, |
| 507 | ···············································'min_samples_split':·<scipy.stats._distn_infrastructure.rv_discrete_frozen·object·at·0x7f | 507 | ···············································'min_samples_split':·<scipy.stats._distn_infrastructure.rv_discrete_frozen·object·at·0x7f74d1543bb0>}, |
| 508 | ··························random_state=RandomState(MT19937)·at·0x7F | 508 | ··························random_state=RandomState(MT19937)·at·0x7F74D1DE1040)</pre></div>·</div></div><div·class="sk-parallel"><div·class="sk-parallel-item"><div·class="sk-item"><div·class="sk-label-container"><div·class="sk-label·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-114"·type="checkbox"·><label·for="sk-estimator-id-114"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted">estimator:·RandomForestClassifier</label><div·class="sk-toggleable__content·fitted"><pre>RandomForestClassifier(n_estimators=20, |
| 509 | ···························random_state=RandomState(MT19937)·at·0x7F | 509 | ···························random_state=RandomState(MT19937)·at·0x7F74D1DE1040)</pre></div>·</div></div><div·class="sk-serial"><div·class="sk-item"><div·class="sk-estimator·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-115"·type="checkbox"·><label·for="sk-estimator-id-115"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> RandomForestClassifier<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.ensemble.RandomForestClassifier.html">?<span>Documentation·for·RandomForestClassifier</span></a></label><div·class="sk-toggleable__content·fitted"><pre>RandomForestClassifier(n_estimators=20, |
| 510 | ···························random_state=RandomState(MT19937)·at·0x7F | 510 | ···························random_state=RandomState(MT19937)·at·0x7F74D1DE1040)</pre></div>·</div></div></div></div></div></div></div></div></div> |
| 511 | ····</div> | 511 | ····</div> |
| 512 | ····<br·/> | 512 | ····<br·/> |
| 513 | ····<br·/> | 513 | ····<br·/> |
| 514 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·47-49 | 514 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·47-49 |
| 515 | We·can·now·use·the·`cv_results_`·attribute·of·the·search·estimator·to·inspect | 515 | We·can·now·use·the·`cv_results_`·attribute·of·the·search·estimator·to·inspect |
| Offset 572, 15 lines modified | Offset 572, 15 lines modified | ||
| 572 | This·process·is·repeated·until·the·last·iteration,·where·only·2·candidates | 572 | This·process·is·repeated·until·the·last·iteration,·where·only·2·candidates |
| 573 | are·left.·The·best·candidate·is·the·candidate·that·has·the·best·score·at·the | 573 | are·left.·The·best·candidate·is·the·candidate·that·has·the·best·score·at·the |
| 574 | last·iteration. | 574 | last·iteration. |
| 575 | ..·rst-class::·sphx-glr-timing | 575 | ..·rst-class::·sphx-glr-timing |
| 576 | ···**Total·running·time·of·the·script:**·(0·minutes· | 576 | ···**Total·running·time·of·the·script:**·(0·minutes·8.547·seconds) |
| 577 | ..·_sphx_glr_download_auto_examples_model_selection_plot_successive_halving_iterations.py: | 577 | ..·_sphx_glr_download_auto_examples_model_selection_plot_successive_halving_iterations.py: |
| 578 | ..·only::·html | 578 | ..·only::·html |
| 579 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 579 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
⊟
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| Offset 23, 53 lines modified | Offset 23, 53 lines modified | ||
| 23 | random_state=rng)·param_dist·=·{·"max_depth":·[3,·None],·"max_features": | 23 | random_state=rng)·param_dist·=·{·"max_depth":·[3,·None],·"max_features": |
| 24 | randint(1,·6),·"min_samples_split":·randint(2,·11),·"bootstrap":·[True,·False], | 24 | randint(1,·6),·"min_samples_split":·randint(2,·11),·"bootstrap":·[True,·False], |
| 25 | "criterion":·["gini",·"entropy"],·}·rsh·=·HalvingRandomSearchCV(·estimator=clf, | 25 | "criterion":·["gini",·"entropy"],·}·rsh·=·HalvingRandomSearchCV(·estimator=clf, |
| 26 | param_distributions=param_dist,·factor=2,·random_state=rng·)·rsh.fit(X,·y)·.. | 26 | param_distributions=param_dist,·factor=2,·random_state=rng·)·rsh.fit(X,·y)·.. |
| 27 | raw::·html | 27 | raw::·html |
| 28 | HalvingRandomSearchCV(estimator=RandomForestClassifier(n_estimators=20, | 28 | HalvingRandomSearchCV(estimator=RandomForestClassifier(n_estimators=20, |
| 29 | random_state=RandomState(MT19937)·at·0x7F | 29 | random_state=RandomState(MT19937)·at·0x7F74D1DE1040), |
| 30 | ··························factor=2, | 30 | ··························factor=2, |
| 31 | ··························param_distributions={'bootstrap':·[True,·False], | 31 | ··························param_distributions={'bootstrap':·[True,·False], |
| 32 | ···············································'criterion':·['gini', | 32 | ···············································'criterion':·['gini', |
| 33 | 'entropy'], | 33 | 'entropy'], |
| 34 | ···············································'max_depth':·[3,·None], | 34 | ···············································'max_depth':·[3,·None], |
| 35 | ···············································'max_features': | 35 | ···············································'max_features': |
| 36 | <scipy.stats._distn_infrastructure.rv_discrete_frozen·object·at | 36 | <scipy.stats._distn_infrastructure.rv_discrete_frozen·object·at |
| 37 | 0x7f | 37 | 0x7f74d154fed0>, |
| 38 | ···············································'min_samples_split': | 38 | ···············································'min_samples_split': |
| 39 | <scipy.stats._distn_infrastructure.rv_discrete_frozen·object·at | 39 | <scipy.stats._distn_infrastructure.rv_discrete_frozen·object·at |
| 40 | 0x7f | 40 | 0x7f74d1543bb0>}, |
| 41 | ··························random_state=RandomState(MT19937)·at·0x7F | 41 | ··························random_state=RandomState(MT19937)·at·0x7F74D1DE1040) |
| 42 | I\x8In\x8n·a\x8a·J\x8Ju\x8up\x8py\x8yt\x8te\x8er\x8r·e\x8en\x8nv\x8vi\x8ir\x8ro\x8on\x8nm\x8me\x8en\x8nt\x8t,\x8,·p\x8pl\x8le\x8ea\x8as\x8se\x8e·r\x8re\x8er\x8ru\x8un\x8n·t\x8th\x8hi\x8is\x8s·c\x8ce\x8el\x8ll\x8l·t\x8to\x8o·s\x8sh\x8ho\x8ow\x8w·t\x8th\x8he\x8e·H\x8HT\x8TM\x8ML\x8L | 42 | I\x8In\x8n·a\x8a·J\x8Ju\x8up\x8py\x8yt\x8te\x8er\x8r·e\x8en\x8nv\x8vi\x8ir\x8ro\x8on\x8nm\x8me\x8en\x8nt\x8t,\x8,·p\x8pl\x8le\x8ea\x8as\x8se\x8e·r\x8re\x8er\x8ru\x8un\x8n·t\x8th\x8hi\x8is\x8s·c\x8ce\x8el\x8ll\x8l·t\x8to\x8o·s\x8sh\x8ho\x8ow\x8w·t\x8th\x8he\x8e·H\x8HT\x8TM\x8ML\x8L |
| 43 | r\x8re\x8ep\x8pr\x8re\x8es\x8se\x8en\x8nt\x8ta\x8at\x8ti\x8io\x8on\x8n·o\x8or\x8r·t\x8tr\x8ru\x8us\x8st\x8t·t\x8th\x8he\x8e·n\x8no\x8ot\x8te\x8eb\x8bo\x8oo\x8ok\x8k.\x8. | 43 | r\x8re\x8ep\x8pr\x8re\x8es\x8se\x8en\x8nt\x8ta\x8at\x8ti\x8io\x8on\x8n·o\x8or\x8r·t\x8tr\x8ru\x8us\x8st\x8t·t\x8th\x8he\x8e·n\x8no\x8ot\x8te\x8eb\x8bo\x8oo\x8ok\x8k.\x8. |
| 44 | O\x8On\x8n·G\x8Gi\x8it\x8tH\x8Hu\x8ub\x8b,\x8,·t\x8th\x8he\x8e·H\x8HT\x8TM\x8ML\x8L·r\x8re\x8ep\x8pr\x8re\x8es\x8se\x8en\x8nt\x8ta\x8at\x8ti\x8io\x8on\x8n·i\x8is\x8s·u\x8un\x8na\x8ab\x8bl\x8le\x8e·t\x8to\x8o·r\x8re\x8en\x8nd\x8de\x8er\x8r,\x8,·p\x8pl\x8le\x8ea\x8as\x8se\x8e·t\x8tr\x8ry\x8y·l\x8lo\x8oa\x8ad\x8di\x8in\x8ng\x8g·t\x8th\x8hi\x8is\x8s | 44 | O\x8On\x8n·G\x8Gi\x8it\x8tH\x8Hu\x8ub\x8b,\x8,·t\x8th\x8he\x8e·H\x8HT\x8TM\x8ML\x8L·r\x8re\x8ep\x8pr\x8re\x8es\x8se\x8en\x8nt\x8ta\x8at\x8ti\x8io\x8on\x8n·i\x8is\x8s·u\x8un\x8na\x8ab\x8bl\x8le\x8e·t\x8to\x8o·r\x8re\x8en\x8nd\x8de\x8er\x8r,\x8,·p\x8pl\x8le\x8ea\x8as\x8se\x8e·t\x8tr\x8ry\x8y·l\x8lo\x8oa\x8ad\x8di\x8in\x8ng\x8g·t\x8th\x8hi\x8is\x8s |
| 45 | p\x8pa\x8ag\x8ge\x8e·w\x8wi\x8it\x8th\x8h·n\x8nb\x8bv\x8vi\x8ie\x8ew\x8we\x8er\x8r.\x8.o\x8or\x8rg\x8g.\x8. | 45 | p\x8pa\x8ag\x8ge\x8e·w\x8wi\x8it\x8th\x8h·n\x8nb\x8bv\x8vi\x8ie\x8ew\x8we\x8er\x8r.\x8.o\x8or\x8rg\x8g.\x8. |
| 46 | [·] HalvingRandomSearchCV_\x8?_\x8D_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8H_\x8a_\x8l_\x8v_\x8i_\x8n_\x8g_\x8R_\x8a_\x8n_\x8d_\x8o_\x8m_\x8S_\x8e_\x8a_\x8r_\x8c_\x8h_\x8C_\x8ViFitted | 46 | [·] HalvingRandomSearchCV_\x8?_\x8D_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8H_\x8a_\x8l_\x8v_\x8i_\x8n_\x8g_\x8R_\x8a_\x8n_\x8d_\x8o_\x8m_\x8S_\x8e_\x8a_\x8r_\x8c_\x8h_\x8C_\x8ViFitted |
| 47 | HalvingRandomSearchCV(estimator=RandomForestClassifier(n_estimators=20, | 47 | HalvingRandomSearchCV(estimator=RandomForestClassifier(n_estimators=20, |
| 48 | random_state=RandomState(MT19937)·at·0x7F | 48 | random_state=RandomState(MT19937)·at·0x7F74D1DE1040), |
| 49 | ··························factor=2, | 49 | ··························factor=2, |
| 50 | ··························param_distributions={'bootstrap':·[True,·False], | 50 | ··························param_distributions={'bootstrap':·[True,·False], |
| 51 | ···············································'criterion':·['gini', | 51 | ···············································'criterion':·['gini', |
| 52 | 'entropy'], | 52 | 'entropy'], |
| 53 | ···············································'max_depth':·[3,·None], | 53 | ···············································'max_depth':·[3,·None], |
| 54 | ···············································'max_features': | 54 | ···············································'max_features': |
| 55 | <scipy.stats._distn_infrastructure.rv_discrete_frozen·object·at | 55 | <scipy.stats._distn_infrastructure.rv_discrete_frozen·object·at |
| 56 | 0x7f | 56 | 0x7f74d154fed0>, |
| 57 | ···············································'min_samples_split': | 57 | ···············································'min_samples_split': |
| 58 | <scipy.stats._distn_infrastructure.rv_discrete_frozen·object·at | 58 | <scipy.stats._distn_infrastructure.rv_discrete_frozen·object·at |
| 59 | 0x7f | 59 | 0x7f74d1543bb0>}, |
| 60 | ··························random_state=RandomState(MT19937)·at·0x7F | 60 | ··························random_state=RandomState(MT19937)·at·0x7F74D1DE1040) |
| 61 | [·]estimator:·RandomForestClassifier | 61 | [·]estimator:·RandomForestClassifier |
| 62 | RandomForestClassifier(n_estimators=20, | 62 | RandomForestClassifier(n_estimators=20, |
| 63 | ···························random_state=RandomState(MT19937)·at·0x7F | 63 | ···························random_state=RandomState(MT19937)·at·0x7F74D1DE1040) |
| 64 | [·] RandomForestClassifier_\x8?_\x8D_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8R_\x8a_\x8n_\x8d_\x8o_\x8m_\x8F_\x8o_\x8r_\x8e_\x8s_\x8t_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r | 64 | [·] RandomForestClassifier_\x8?_\x8D_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8R_\x8a_\x8n_\x8d_\x8o_\x8m_\x8F_\x8o_\x8r_\x8e_\x8s_\x8t_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r |
| 65 | RandomForestClassifier(n_estimators=20, | 65 | RandomForestClassifier(n_estimators=20, |
| 66 | ···························random_state=RandomState(MT19937)·at·0x7F | 66 | ···························random_state=RandomState(MT19937)·at·0x7F74D1DE1040) |
| 67 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·47-49·We·can·now·use·the·`cv_results_` | 67 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·47-49·We·can·now·use·the·`cv_results_` |
| 68 | attribute·of·the·search·estimator·to·inspect·and·plot·the·evolution·of·the | 68 | attribute·of·the·search·estimator·to·inspect·and·plot·the·evolution·of·the |
| 69 | search.·..·GENERATED·FROM·PYTHON·SOURCE·LINES·49-71·..·code-block::·Python | 69 | search.·..·GENERATED·FROM·PYTHON·SOURCE·LINES·49-71·..·code-block::·Python |
| 70 | results·=·pd.DataFrame(rsh.cv_results_)·results["params_str"]·= | 70 | results·=·pd.DataFrame(rsh.cv_results_)·results["params_str"]·= |
| 71 | results.params.apply(str)·results.drop_duplicates(subset=("params_str", | 71 | results.params.apply(str)·results.drop_duplicates(subset=("params_str", |
| Offset 90, 15 lines modified | Offset 90, 15 lines modified | ||
| 90 | resources·is·used.·The·resource·here·is·the·number·of·samples·that·the | 90 | resources·is·used.·The·resource·here·is·the·number·of·samples·that·the |
| 91 | estimators·are·trained·on.·All·candidates·are·evaluated.·At·the·second | 91 | estimators·are·trained·on.·All·candidates·are·evaluated.·At·the·second |
| 92 | iteration,·only·the·best·half·of·the·candidates·is·evaluated.·The·number·of | 92 | iteration,·only·the·best·half·of·the·candidates·is·evaluated.·The·number·of |
| 93 | allocated·resources·is·doubled:·candidates·are·evaluated·on·twice·as·many | 93 | allocated·resources·is·doubled:·candidates·are·evaluated·on·twice·as·many |
| 94 | samples.·This·process·is·repeated·until·the·last·iteration,·where·only·2 | 94 | samples.·This·process·is·repeated·until·the·last·iteration,·where·only·2 |
| 95 | candidates·are·left.·The·best·candidate·is·the·candidate·that·has·the·best | 95 | candidates·are·left.·The·best·candidate·is·the·candidate·that·has·the·best |
| 96 | score·at·the·last·iteration.·..·rst-class::·sphx-glr-timing·**Total·running | 96 | score·at·the·last·iteration.·..·rst-class::·sphx-glr-timing·**Total·running |
| 97 | time·of·the·script:**·(0·minutes· | 97 | time·of·the·script:**·(0·minutes·8.547·seconds)·.. |
| 98 | _sphx_glr_download_auto_examples_model_selection_plot_successive_halving_iterations.py: | 98 | _sphx_glr_download_auto_examples_model_selection_plot_successive_halving_iterations.py: |
| 99 | ..·only::·html·..·container::·sphx-glr-footer·sphx-glr-footer-example·.. | 99 | ..·only::·html·..·container::·sphx-glr-footer·sphx-glr-footer-example·.. |
| 100 | container::·sphx-glr-download·sphx-glr-download-jupyter·:download:`Download | 100 | container::·sphx-glr-download·sphx-glr-download-jupyter·:download:`Download |
| 101 | Jupyter·notebook:·plot_successive_halving_iterations.ipynb·`·..·container:: | 101 | Jupyter·notebook:·plot_successive_halving_iterations.ipynb·`·..·container:: |
| 102 | sphx-glr-download·sphx-glr-download-python·:download:`Download·Python·source | 102 | sphx-glr-download·sphx-glr-download-python·:download:`Download·Python·source |
| 103 | code:·plot_successive_halving_iterations.py·`·..·container::·sphx-glr-download | 103 | code:·plot_successive_halving_iterations.py·`·..·container::·sphx-glr-download |
| 104 | sphx-glr-download-zip·:download:`Download·zipped: | 104 | sphx-glr-download-zip·:download:`Download·zipped: |
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| 164 | ..·rst-class::·sphx-glr-timing | 164 | ..·rst-class::·sphx-glr-timing |
| 165 | ···**Total·running·time·of·the·script:**·(0·minutes·10. | 165 | ···**Total·running·time·of·the·script:**·(0·minutes·10.216·seconds) |
| 166 | ..·_sphx_glr_download_auto_examples_model_selection_plot_train_error_vs_test_error.py: | 166 | ..·_sphx_glr_download_auto_examples_model_selection_plot_train_error_vs_test_error.py: |
| 167 | ..·only::·html | 167 | ..·only::·html |
| 168 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 168 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 110 | ············) | 110 | ············) |
| 111 | ········) | 111 | ········) |
| 112 | ····plt.show() | 112 | ····plt.show() |
| 113 | ..·rst-class::·sphx-glr-timing | 113 | ..·rst-class::·sphx-glr-timing |
| 114 | ···**Total·running·time·of·the·script:**·(0·minutes·0.22 | 114 | ···**Total·running·time·of·the·script:**·(0·minutes·0.223·seconds) |
| 115 | ..·_sphx_glr_download_auto_examples_model_selection_plot_underfitting_overfitting.py: | 115 | ..·_sphx_glr_download_auto_examples_model_selection_plot_underfitting_overfitting.py: |
| 116 | ..·only::·html | 116 | ..·only::·html |
| 117 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 117 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 71 | ····disp.ax_.set_xlabel(r"gamma·(inverse·radius·of·the·RBF·kernel)") | 71 | ····disp.ax_.set_xlabel(r"gamma·(inverse·radius·of·the·RBF·kernel)") |
| 72 | ····disp.ax_.set_ylim(0.0,·1.1) | 72 | ····disp.ax_.set_ylim(0.0,·1.1) |
| 73 | ····plt.show() | 73 | ····plt.show() |
| 74 | ..·rst-class::·sphx-glr-timing | 74 | ..·rst-class::·sphx-glr-timing |
| 75 | ···**Total·running·time·of·the·script:**·(0·minutes· | 75 | ···**Total·running·time·of·the·script:**·(0·minutes·1.046·seconds) |
| 76 | ..·_sphx_glr_download_auto_examples_model_selection_plot_validation_curve.py: | 76 | ..·_sphx_glr_download_auto_examples_model_selection_plot_validation_curve.py: |
| 77 | ..·only::·html | 77 | ..·only::·html |
| 78 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 78 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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710 B
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| 271 | ·····Journal·of·Machine·Learning·Research·5 | 271 | ·····Journal·of·Machine·Learning·Research·5 |
| 272 | ·····Jan·(2004):·101-141. | 272 | ·····Jan·(2004):·101-141. |
| 273 | ·····<https://www.jmlr.org/papers/volume5/rifkin04a/rifkin04a.pdf>`_. | 273 | ·····<https://www.jmlr.org/papers/volume5/rifkin04a/rifkin04a.pdf>`_. |
| 274 | ..·rst-class::·sphx-glr-timing | 274 | ..·rst-class::·sphx-glr-timing |
| 275 | ···**Total·running·time·of·the·script:**·(0·minutes·0.00 | 275 | ···**Total·running·time·of·the·script:**·(0·minutes·0.004·seconds) |
| 276 | ..·_sphx_glr_download_auto_examples_multiclass_plot_multiclass_overview.py: | 276 | ..·_sphx_glr_download_auto_examples_multiclass_plot_multiclass_overview.py: |
| 277 | ..·only::·html | 277 | ..·only::·html |
| 278 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 278 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 101 | ····axes[1].set(xlabel="n_neighbors",·title="Fit·time·(with·caching)") | 101 | ····axes[1].set(xlabel="n_neighbors",·title="Fit·time·(with·caching)") |
| 102 | ····fig.tight_layout() | 102 | ····fig.tight_layout() |
| 103 | ····plt.show() | 103 | ····plt.show() |
| 104 | ..·rst-class::·sphx-glr-timing | 104 | ..·rst-class::·sphx-glr-timing |
| 105 | ···**Total·running·time·of·the·script:**·(0·minutes·3. | 105 | ···**Total·running·time·of·the·script:**·(0·minutes·3.486·seconds) |
| 106 | ..·_sphx_glr_download_auto_examples_neighbors_plot_caching_nearest_neighbors.py: | 106 | ..·_sphx_glr_download_auto_examples_neighbors_plot_caching_nearest_neighbors.py: |
| 107 | ..·only::·html | 107 | ..·only::·html |
| 108 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 108 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 155 | to·the·inverse·of·the·distance·from·that·neighbor·to·the·query·point. | 155 | to·the·inverse·of·the·distance·from·that·neighbor·to·the·query·point. |
| 156 | In·some·cases,·taking·the·distance·into·account·might·improve·the·model. | 156 | In·some·cases,·taking·the·distance·into·account·might·improve·the·model. |
| 157 | ..·rst-class::·sphx-glr-timing | 157 | ..·rst-class::·sphx-glr-timing |
| 158 | ···**Total·running·time·of·the·script:**·(0·minutes·0. | 158 | ···**Total·running·time·of·the·script:**·(0·minutes·0.764·seconds) |
| 159 | ..·_sphx_glr_download_auto_examples_neighbors_plot_classification.py: | 159 | ..·_sphx_glr_download_auto_examples_neighbors_plot_classification.py: |
| 160 | ..·only::·html | 160 | ..·only::·html |
| 161 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 161 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 105 | ····ax[5,·5].set_title('"New"·digits·drawn·from·the·kernel·density·model') | 105 | ····ax[5,·5].set_title('"New"·digits·drawn·from·the·kernel·density·model') |
| 106 | ····plt.show() | 106 | ····plt.show() |
| 107 | ..·rst-class::·sphx-glr-timing | 107 | ..·rst-class::·sphx-glr-timing |
| 108 | ···**Total·running·time·of·the·script:**·(0·minutes·4.31 | 108 | ···**Total·running·time·of·the·script:**·(0·minutes·4.313·seconds) |
| 109 | ..·_sphx_glr_download_auto_examples_neighbors_plot_digits_kde_sampling.py: | 109 | ..·_sphx_glr_download_auto_examples_neighbors_plot_digits_kde_sampling.py: |
| 110 | ..·only::·html | 110 | ..·only::·html |
| 111 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 111 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 207 | ····ax.set_xlim(-4,·9) | 207 | ····ax.set_xlim(-4,·9) |
| 208 | ····ax.set_ylim(-0.02,·0.4) | 208 | ····ax.set_ylim(-0.02,·0.4) |
| 209 | ····plt.show() | 209 | ····plt.show() |
| 210 | ..·rst-class::·sphx-glr-timing | 210 | ..·rst-class::·sphx-glr-timing |
| 211 | ···**Total·running·time·of·the·script:**·(0·minutes·0. | 211 | ···**Total·running·time·of·the·script:**·(0·minutes·0.709·seconds) |
| 212 | ..·_sphx_glr_download_auto_examples_neighbors_plot_kde_1d.py: | 212 | ..·_sphx_glr_download_auto_examples_neighbors_plot_kde_1d.py: |
| 213 | ..·only::·html | 213 | ..·only::·html |
| 214 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 214 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 120 | ········%·(n_error_test,·n_error_outliers) | 120 | ········%·(n_error_test,·n_error_outliers) |
| 121 | ····) | 121 | ····) |
| 122 | ····plt.show() | 122 | ····plt.show() |
| 123 | ..·rst-class::·sphx-glr-timing | 123 | ..·rst-class::·sphx-glr-timing |
| 124 | ···**Total·running·time·of·the·script:**·(0·minutes·0.7 | 124 | ···**Total·running·time·of·the·script:**·(0·minutes·0.796·seconds) |
| 125 | ..·_sphx_glr_download_auto_examples_neighbors_plot_lof_novelty_detection.py: | 125 | ..·_sphx_glr_download_auto_examples_neighbors_plot_lof_novelty_detection.py: |
| 126 | ..·only::·html | 126 | ..·only::·html |
| 127 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 127 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 146 | ..·rst-class::·sphx-glr-timing | 146 | ..·rst-class::·sphx-glr-timing |
| 147 | ···**Total·running·time·of·the·script:**·(0·minutes·0.09 | 147 | ···**Total·running·time·of·the·script:**·(0·minutes·0.095·seconds) |
| 148 | ..·_sphx_glr_download_auto_examples_neighbors_plot_lof_outlier_detection.py: | 148 | ..·_sphx_glr_download_auto_examples_neighbors_plot_lof_outlier_detection.py: |
| 149 | ..·only::·html | 149 | ..·only::·html |
| 150 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 150 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 139 | ········) | 139 | ········) |
| 140 | ····plt.show() | 140 | ····plt.show() |
| 141 | ..·rst-class::·sphx-glr-timing | 141 | ..·rst-class::·sphx-glr-timing |
| 142 | ···**Total·running·time·of·the·script:**·(0·minutes·1. | 142 | ···**Total·running·time·of·the·script:**·(0·minutes·1.159·seconds) |
| 143 | ..·_sphx_glr_download_auto_examples_neighbors_plot_nca_classification.py: | 143 | ..·_sphx_glr_download_auto_examples_neighbors_plot_nca_classification.py: |
| 144 | ..·only::·html | 144 | ..·only::·html |
| 145 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 145 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 148 | ············"{},·KNN·(k={})\nTest·accuracy·=·{:.2f}".format(name,·n_neighbors,·acc_knn) | 148 | ············"{},·KNN·(k={})\nTest·accuracy·=·{:.2f}".format(name,·n_neighbors,·acc_knn) |
| 149 | ········) | 149 | ········) |
| 150 | ····plt.show() | 150 | ····plt.show() |
| 151 | ..·rst-class::·sphx-glr-timing | 151 | ..·rst-class::·sphx-glr-timing |
| 152 | ···**Total·running·time·of·the·script:**·(0·minutes·2. | 152 | ···**Total·running·time·of·the·script:**·(0·minutes·2.120·seconds) |
| 153 | ..·_sphx_glr_download_auto_examples_neighbors_plot_nca_dim_reduction.py: | 153 | ..·_sphx_glr_download_auto_examples_neighbors_plot_nca_dim_reduction.py: |
| 154 | ..·only::·html | 154 | ..·only::·html |
| 155 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 155 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 163 | ..·rst-class::·sphx-glr-timing | 163 | ..·rst-class::·sphx-glr-timing |
| 164 | ···**Total·running·time·of·the·script:**·(0·minutes·0.18 | 164 | ···**Total·running·time·of·the·script:**·(0·minutes·0.185·seconds) |
| 165 | ..·_sphx_glr_download_auto_examples_neighbors_plot_nca_illustration.py: | 165 | ..·_sphx_glr_download_auto_examples_neighbors_plot_nca_illustration.py: |
| 166 | ..·only::·html | 166 | ..·only::·html |
| 167 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 167 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 101 | ········plt.axis("tight") | 101 | ········plt.axis("tight") |
| 102 | ····plt.show() | 102 | ····plt.show() |
| 103 | ..·rst-class::·sphx-glr-timing | 103 | ..·rst-class::·sphx-glr-timing |
| 104 | ···**Total·running·time·of·the·script:**·(0·minutes·0.18 | 104 | ···**Total·running·time·of·the·script:**·(0·minutes·0.181·seconds) |
| 105 | ..·_sphx_glr_download_auto_examples_neighbors_plot_nearest_centroid.py: | 105 | ..·_sphx_glr_download_auto_examples_neighbors_plot_nearest_centroid.py: |
| 106 | ..·only::·html | 106 | ..·only::·html |
| 107 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 107 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 108 | ..·rst-class::·sphx-glr-timing | 108 | ..·rst-class::·sphx-glr-timing |
| 109 | ···**Total·running·time·of·the·script:**·(0·minutes·0.26 | 109 | ···**Total·running·time·of·the·script:**·(0·minutes·0.266·seconds) |
| 110 | ..·_sphx_glr_download_auto_examples_neighbors_plot_regression.py: | 110 | ..·_sphx_glr_download_auto_examples_neighbors_plot_regression.py: |
| 111 | ..·only::·html | 111 | ..·only::·html |
| 112 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 112 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 178 | ····figure.subplots_adjust(left=0.02,·right=0.98) | 178 | ····figure.subplots_adjust(left=0.02,·right=0.98) |
| 179 | ····plt.show() | 179 | ····plt.show() |
| 180 | ..·rst-class::·sphx-glr-timing | 180 | ..·rst-class::·sphx-glr-timing |
| 181 | ···**Total·running·time·of·the·script:**·(0·minutes·2. | 181 | ···**Total·running·time·of·the·script:**·(0·minutes·2.465·seconds) |
| 182 | ..·_sphx_glr_download_auto_examples_neural_networks_plot_mlp_alpha.py: | 182 | ..·_sphx_glr_download_auto_examples_neural_networks_plot_mlp_alpha.py: |
| 183 | ..·only::·html | 183 | ..·only::·html |
| 184 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 184 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 273 | ····fig.legend(ax.get_lines(),·labels,·ncol=3,·loc="upper·center") | 273 | ····fig.legend(ax.get_lines(),·labels,·ncol=3,·loc="upper·center") |
| 274 | ····plt.show() | 274 | ····plt.show() |
| 275 | ..·rst-class::·sphx-glr-timing | 275 | ..·rst-class::·sphx-glr-timing |
| 276 | ···**Total·running·time·of·the·script:**·(0·minutes·6. | 276 | ···**Total·running·time·of·the·script:**·(0·minutes·6.186·seconds) |
| 277 | ..·_sphx_glr_download_auto_examples_neural_networks_plot_mlp_training_curves.py: | 277 | ..·_sphx_glr_download_auto_examples_neural_networks_plot_mlp_training_curves.py: |
| 278 | ..·only::·html | 278 | ..·only::·html |
| 279 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 279 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 114 | ········ax.set_yticks(()) | 114 | ········ax.set_yticks(()) |
| 115 | ····plt.show() | 115 | ····plt.show() |
| 116 | ..·rst-class::·sphx-glr-timing | 116 | ..·rst-class::·sphx-glr-timing |
| 117 | ···**Total·running·time·of·the·script:**·(0·minutes·0.00 | 117 | ···**Total·running·time·of·the·script:**·(0·minutes·0.005·seconds) |
| 118 | ..·_sphx_glr_download_auto_examples_neural_networks_plot_mnist_filters.py: | 118 | ..·_sphx_glr_download_auto_examples_neural_networks_plot_mnist_filters.py: |
| 119 | ..·only::·html | 119 | ..·only::·html |
| 120 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 120 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 170 | ..·rst-class::·sphx-glr-script-out | 170 | ..·rst-class::·sphx-glr-script-out |
| 171 | ·..·code-block::·none | 171 | ·..·code-block::·none |
| 172 | ····[BernoulliRBM]·Iteration·1,·pseudo-likelihood·=·-25.57,·time·=·0.3 | 172 | ····[BernoulliRBM]·Iteration·1,·pseudo-likelihood·=·-25.57,·time·=·0.31s |
| 173 | ····[BernoulliRBM]·Iteration·2,·pseudo-likelihood·=·-23.68,·time·=·0.4 | 173 | ····[BernoulliRBM]·Iteration·2,·pseudo-likelihood·=·-23.68,·time·=·0.41s |
| 174 | ····[BernoulliRBM]·Iteration·3,·pseudo-likelihood·=·-22.74,·time·=·0.4 | 174 | ····[BernoulliRBM]·Iteration·3,·pseudo-likelihood·=·-22.74,·time·=·0.41s |
| 175 | ····[BernoulliRBM]·Iteration·4,·pseudo-likelihood·=·-21.92,·time·=·0.4 | 175 | ····[BernoulliRBM]·Iteration·4,·pseudo-likelihood·=·-21.92,·time·=·0.41s |
| 176 | ····[BernoulliRBM]·Iteration·5,·pseudo-likelihood·=·-21.70,·time·=·0.4 | 176 | ····[BernoulliRBM]·Iteration·5,·pseudo-likelihood·=·-21.70,·time·=·0.41s |
| 177 | ····[BernoulliRBM]·Iteration·6,·pseudo-likelihood·=·-21.03,·time·=·0.4 | 177 | ····[BernoulliRBM]·Iteration·6,·pseudo-likelihood·=·-21.03,·time·=·0.41s |
| 178 | ····[BernoulliRBM]·Iteration·7,·pseudo-likelihood·=·-20.90,·time·=·0.4 | 178 | ····[BernoulliRBM]·Iteration·7,·pseudo-likelihood·=·-20.90,·time·=·0.41s |
| 179 | ····[BernoulliRBM]·Iteration·8,·pseudo-likelihood·=·-20.47,·time·=·0.4 | 179 | ····[BernoulliRBM]·Iteration·8,·pseudo-likelihood·=·-20.47,·time·=·0.41s |
| 180 | ····[BernoulliRBM]·Iteration·9,·pseudo-likelihood·=·-20.56,·time·=·0.4 | 180 | ····[BernoulliRBM]·Iteration·9,·pseudo-likelihood·=·-20.56,·time·=·0.41s |
| 181 | ····[BernoulliRBM]·Iteration·10,·pseudo-likelihood·=·-20.18,·time·=·0.4 | 181 | ····[BernoulliRBM]·Iteration·10,·pseudo-likelihood·=·-20.18,·time·=·0.41s |
| 182 | ..·raw::·html | 182 | ..·raw::·html |
| 183 | ····<div·class="output_subarea·output_html·rendered_html·output_result"> | 183 | ····<div·class="output_subarea·output_html·rendered_html·output_result"> |
| 184 | ····<style>#sk-container-id-36·{ | 184 | ····<style>#sk-container-id-36·{ |
| 185 | ······/*·Definition·of·color·scheme·common·for·light·and·dark·mode·*/ | 185 | ······/*·Definition·of·color·scheme·common·for·light·and·dark·mode·*/ |
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| 738 | ..·rst-class::·sphx-glr-timing | 738 | ..·rst-class::·sphx-glr-timing |
| 739 | ···**Total·running·time·of·the·script:**·(0·minutes· | 739 | ···**Total·running·time·of·the·script:**·(0·minutes·6.721·seconds) |
| 740 | ..·_sphx_glr_download_auto_examples_neural_networks_plot_rbm_logistic_classification.py: | 740 | ..·_sphx_glr_download_auto_examples_neural_networks_plot_rbm_logistic_classification.py: |
| 741 | ..·only::·html | 741 | ..·only::·html |
| 742 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 742 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 122 | ····plt.tight_layout() | 122 | ····plt.tight_layout() |
| 123 | ····plt.show() | 123 | ····plt.show() |
| 124 | ..·rst-class::·sphx-glr-timing | 124 | ..·rst-class::·sphx-glr-timing |
| 125 | ···**Total·running·time·of·the·script:**·(0·minutes·0.2 | 125 | ···**Total·running·time·of·the·script:**·(0·minutes·0.256·seconds) |
| 126 | ..·_sphx_glr_download_auto_examples_preprocessing_plot_discretization.py: | 126 | ..·_sphx_glr_download_auto_examples_preprocessing_plot_discretization.py: |
| 127 | ..·only::·html | 127 | ..·only::·html |
| 128 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 128 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 298 | ············size="x-large", | 298 | ············size="x-large", |
| 299 | ········) | 299 | ········) |
| 300 | ····plt.show() | 300 | ····plt.show() |
| 301 | ..·rst-class::·sphx-glr-timing | 301 | ..·rst-class::·sphx-glr-timing |
| 302 | ···**Total·running·time·of·the·script:**·(0·minutes· | 302 | ···**Total·running·time·of·the·script:**·(0·minutes·4.571·seconds) |
| 303 | ..·_sphx_glr_download_auto_examples_preprocessing_plot_discretization_classification.py: | 303 | ..·_sphx_glr_download_auto_examples_preprocessing_plot_discretization_classification.py: |
| 304 | ..·only::·html | 304 | ..·only::·html |
| 305 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 305 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 136 | ····plt.tight_layout() | 136 | ····plt.tight_layout() |
| 137 | ····plt.show() | 137 | ····plt.show() |
| 138 | ..·rst-class::·sphx-glr-timing | 138 | ..·rst-class::·sphx-glr-timing |
| 139 | ···**Total·running·time·of·the·script:**·(0·minutes·0.7 | 139 | ···**Total·running·time·of·the·script:**·(0·minutes·0.701·seconds) |
| 140 | ..·_sphx_glr_download_auto_examples_preprocessing_plot_discretization_strategies.py: | 140 | ..·_sphx_glr_download_auto_examples_preprocessing_plot_discretization_strategies.py: |
| 141 | ..·only::·html | 141 | ..·only::·html |
| 142 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 142 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 176 | ····plt.tight_layout() | 176 | ····plt.tight_layout() |
| 177 | ····plt.show() | 177 | ····plt.show() |
| 178 | ..·rst-class::·sphx-glr-timing | 178 | ..·rst-class::·sphx-glr-timing |
| 179 | ···**Total·running·time·of·the·script:**·(0·minutes·2. | 179 | ···**Total·running·time·of·the·script:**·(0·minutes·2.615·seconds) |
| 180 | ..·_sphx_glr_download_auto_examples_preprocessing_plot_map_data_to_normal.py: | 180 | ..·_sphx_glr_download_auto_examples_preprocessing_plot_map_data_to_normal.py: |
| 181 | ..·only::·html | 181 | ..·only::·html |
| 182 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 182 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 403 | Last·but·not·least,·we·observe·that·one·achieves·a·lower·log-loss·by·means·of | 403 | Last·but·not·least,·we·observe·that·one·achieves·a·lower·log-loss·by·means·of |
| 404 | the·scaling·step. | 404 | the·scaling·step. |
| 405 | ..·rst-class::·sphx-glr-timing | 405 | ..·rst-class::·sphx-glr-timing |
| 406 | ···**Total·running·time·of·the·script:**·(0·minutes·2. | 406 | ···**Total·running·time·of·the·script:**·(0·minutes·2.108·seconds) |
| 407 | ..·_sphx_glr_download_auto_examples_preprocessing_plot_scaling_importance.py: | 407 | ..·_sphx_glr_download_auto_examples_preprocessing_plot_scaling_importance.py: |
| 408 | ..·only::·html | 408 | ..·only::·html |
| 409 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 409 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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790 B
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| 369 | :class:`~sklearn.pipeline.Pipeline`·and·the·pipeline·is·fitted,·the·pipeline | 369 | :class:`~sklearn.pipeline.Pipeline`·and·the·pipeline·is·fitted,·the·pipeline |
| 370 | will·correctly·call·:meth:`TargetEncoder.fit_transform`·and·use | 370 | will·correctly·call·:meth:`TargetEncoder.fit_transform`·and·use |
| 371 | :term:`cross·fitting`·when·encoding·the·training·data. | 371 | :term:`cross·fitting`·when·encoding·the·training·data. |
| 372 | ..·rst-class::·sphx-glr-timing | 372 | ..·rst-class::·sphx-glr-timing |
| 373 | ···**Total·running·time·of·the·script:**·(0·minutes·0.3 | 373 | ···**Total·running·time·of·the·script:**·(0·minutes·0.330·seconds) |
| 374 | ..·_sphx_glr_download_auto_examples_preprocessing_plot_target_encoder_cross_val.py: | 374 | ..·_sphx_glr_download_auto_examples_preprocessing_plot_target_encoder_cross_val.py: |
| 375 | ..·only::·html | 375 | ..·only::·html |
| 376 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 376 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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816 B
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| 470 | ····X,·y·=·make_classification(n_classes=4,·n_informative=16) | 470 | ····X,·y·=·make_classification(n_classes=4,·n_informative=16) |
| 471 | ····clf·=·SVC(decision_function_shape="ovo",·probability=True).fit(X,·y) | 471 | ····clf·=·SVC(decision_function_shape="ovo",·probability=True).fit(X,·y) |
| 472 | ····print(roc_auc_score(y,·clf.predict_proba(X),·multi_class="ovo")) | 472 | ····print(roc_auc_score(y,·clf.predict_proba(X),·multi_class="ovo")) |
| 473 | ..·rst-class::·sphx-glr-timing | 473 | ..·rst-class::·sphx-glr-timing |
| 474 | ···**Total·running·time·of·the·script:**·(0·minutes·1.1 | 474 | ···**Total·running·time·of·the·script:**·(0·minutes·1.165·seconds) |
| 475 | ..·_sphx_glr_download_auto_examples_release_highlights_plot_release_highlights_0_22_0.py: | 475 | ..·_sphx_glr_download_auto_examples_release_highlights_plot_release_highlights_0_22_0.py: |
| 476 | ..·only::·html | 476 | ..·only::·html |
| 477 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 477 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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876 B
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| 617 | ..·rst-class::·sphx-glr-script-out | 617 | ..·rst-class::·sphx-glr-script-out |
| 618 | ·..·code-block::·none | 618 | ·..·code-block::·none |
| 619 | ····0.6 | 619 | ····0.694193618729172 |
| 620 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·112-126 | 620 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·112-126 |
| 621 | Improvements·to·the·histogram-based·Gradient·Boosting·estimators | 621 | Improvements·to·the·histogram-based·Gradient·Boosting·estimators |
| Offset 741, 15 lines modified | Offset 741, 15 lines modified | ||
| 741 | ..·rst-class::·sphx-glr-timing | 741 | ..·rst-class::·sphx-glr-timing |
| 742 | ···**Total·running·time·of·the·script:**·(0·minutes·0.7 | 742 | ···**Total·running·time·of·the·script:**·(0·minutes·0.726·seconds) |
| 743 | ..·_sphx_glr_download_auto_examples_release_highlights_plot_release_highlights_0_23_0.py: | 743 | ..·_sphx_glr_download_auto_examples_release_highlights_plot_release_highlights_0_23_0.py: |
| 744 | ..·only::·html | 744 | ..·only::·html |
| 745 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 745 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 790 | -·an·:ref:`example | 790 | -·an·:ref:`example |
| 791 | ··<sphx_glr_auto_examples_cross_decomposition_plot_pcr_vs_pls.py>` | 791 | ··<sphx_glr_auto_examples_cross_decomposition_plot_pcr_vs_pls.py>` |
| 792 | ··comparing·Principal·Component·Regression·and·Partial·Least·Squares. | 792 | ··comparing·Principal·Component·Regression·and·Partial·Least·Squares. |
| 793 | ..·rst-class::·sphx-glr-timing | 793 | ..·rst-class::·sphx-glr-timing |
| 794 | ···**Total·running·time·of·the·script:**·(0·minutes·6. | 794 | ···**Total·running·time·of·the·script:**·(0·minutes·6.055·seconds) |
| 795 | ..·_sphx_glr_download_auto_examples_release_highlights_plot_release_highlights_0_24_0.py: | 795 | ..·_sphx_glr_download_auto_examples_release_highlights_plot_release_highlights_0_24_0.py: |
| 796 | ..·only::·html | 796 | ..·only::·html |
| 797 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 797 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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746 B
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| 325 | ········bisect_km.cluster_centers_[:,·0],·bisect_km.cluster_centers_[:,·1],·s=20,·c="r" | 325 | ········bisect_km.cluster_centers_[:,·0],·bisect_km.cluster_centers_[:,·1],·s=20,·c="r" |
| 326 | ····) | 326 | ····) |
| 327 | ····_·=·ax[1].set_title("BisectingKMeans") | 327 | ····_·=·ax[1].set_title("BisectingKMeans") |
| 328 | ..·rst-class::·sphx-glr-timing | 328 | ..·rst-class::·sphx-glr-timing |
| 329 | ···**Total·running·time·of·the·script:**·(0·minutes·0.79 | 329 | ···**Total·running·time·of·the·script:**·(0·minutes·0.797·seconds) |
| 330 | ..·_sphx_glr_download_auto_examples_release_highlights_plot_release_highlights_1_1_0.py: | 330 | ..·_sphx_glr_download_auto_examples_release_highlights_plot_release_highlights_1_1_0.py: |
| 331 | ..·only::·html | 331 | ..·only::·html |
| 332 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 332 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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1.92 KB
| Offset 770, 15 lines modified | Offset 770, 15 lines modified | ||
| 770 | Euclidean·Distance·metrics. | 770 | Euclidean·Distance·metrics. |
| 771 | A·detailed·list·of·the·impacted·estimators·can·be·found·in·the | 771 | A·detailed·list·of·the·impacted·estimators·can·be·found·in·the |
| 772 | :ref:`changelog·<release_notes_1_2>`. | 772 | :ref:`changelog·<release_notes_1_2>`. |
| 773 | ..·rst-class::·sphx-glr-timing | 773 | ..·rst-class::·sphx-glr-timing |
| 774 | ···**Total·running·time·of·the·script:**·(0·minutes· | 774 | ···**Total·running·time·of·the·script:**·(0·minutes·4.824·seconds) |
| 775 | ..·_sphx_glr_download_auto_examples_release_highlights_plot_release_highlights_1_2_0.py: | 775 | ..·_sphx_glr_download_auto_examples_release_highlights_plot_release_highlights_1_2_0.py: |
| 776 | ..·only::·html | 776 | ..·only::·html |
| 777 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 777 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| Offset 139, 15 lines modified | Offset 139, 15 lines modified | ||
| 139 | dense·input.·Efficiency·improvement·especially·were·a·reduced·memory·footprint | 139 | dense·input.·Efficiency·improvement·especially·were·a·reduced·memory·footprint |
| 140 | and·a·much·better·scalability·on·multi-core·machines.·In·version·1.2,·the | 140 | and·a·much·better·scalability·on·multi-core·machines.·In·version·1.2,·the |
| 141 | efficiency·of·these·estimators·was·further·improved·for·all·combinations·of | 141 | efficiency·of·these·estimators·was·further·improved·for·all·combinations·of |
| 142 | dense·and·sparse·inputs·on·float32·and·float64·datasets,·except·the·sparse- | 142 | dense·and·sparse·inputs·on·float32·and·float64·datasets,·except·the·sparse- |
| 143 | dense·and·dense-sparse·combinations·for·the·Euclidean·and·Squared·Euclidean | 143 | dense·and·dense-sparse·combinations·for·the·Euclidean·and·Squared·Euclidean |
| 144 | Distance·metrics.·A·detailed·list·of·the·impacted·estimators·can·be·found·in | 144 | Distance·metrics.·A·detailed·list·of·the·impacted·estimators·can·be·found·in |
| 145 | the·:ref:`changelog·`.·..·rst-class::·sphx-glr-timing·**Total·running·time·of | 145 | the·:ref:`changelog·`.·..·rst-class::·sphx-glr-timing·**Total·running·time·of |
| 146 | the·script:**·(0·minutes· | 146 | the·script:**·(0·minutes·4.824·seconds)·.. |
| 147 | _sphx_glr_download_auto_examples_release_highlights_plot_release_highlights_1_2_0.py: | 147 | _sphx_glr_download_auto_examples_release_highlights_plot_release_highlights_1_2_0.py: |
| 148 | ..·only::·html·..·container::·sphx-glr-footer·sphx-glr-footer-example·.. | 148 | ..·only::·html·..·container::·sphx-glr-footer·sphx-glr-footer-example·.. |
| 149 | container::·sphx-glr-download·sphx-glr-download-jupyter·:download:`Download | 149 | container::·sphx-glr-download·sphx-glr-download-jupyter·:download:`Download |
| 150 | Jupyter·notebook:·plot_release_highlights_1_2_0.ipynb·`·..·container::·sphx- | 150 | Jupyter·notebook:·plot_release_highlights_1_2_0.ipynb·`·..·container::·sphx- |
| 151 | glr-download·sphx-glr-download-python·:download:`Download·Python·source·code: | 151 | glr-download·sphx-glr-download-python·:download:`Download·Python·source·code: |
| 152 | plot_release_highlights_1_2_0.py·`·..·container::·sphx-glr-download·sphx-glr- | 152 | plot_release_highlights_1_2_0.py·`·..·container::·sphx-glr-download·sphx-glr- |
| 153 | download-zip·:download:`Download·zipped:·plot_release_highlights_1_2_0.zip·`·.. | 153 | download-zip·:download:`Download·zipped:·plot_release_highlights_1_2_0.zip·`·.. |
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| 285 | ····[array(['dog',·'snake'],·dtype=object)] | 285 | ····[array(['dog',·'snake'],·dtype=object)] |
| 286 | ..·rst-class::·sphx-glr-timing | 286 | ..·rst-class::·sphx-glr-timing |
| 287 | ···**Total·running·time·of·the·script:**·(0·minutes·1. | 287 | ···**Total·running·time·of·the·script:**·(0·minutes·1.892·seconds) |
| 288 | ..·_sphx_glr_download_auto_examples_release_highlights_plot_release_highlights_1_3_0.py: | 288 | ..·_sphx_glr_download_auto_examples_release_highlights_plot_release_highlights_1_3_0.py: |
| 289 | ..·only::·html | 289 | ..·only::·html |
| 290 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 290 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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694 B
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| 332 | ····time_dense·=·time()·-·t0 | 332 | ····time_dense·=·time()·-·t0 |
| 333 | ····print(f"Speedup:·{time_dense·/·time_sparse:.1f}x") | 333 | ····print(f"Speedup:·{time_dense·/·time_sparse:.1f}x") |
| 334 | ..·rst-class::·sphx-glr-timing | 334 | ..·rst-class::·sphx-glr-timing |
| 335 | ···**Total·running·time·of·the·script:**·(0·minutes·0.0 | 335 | ···**Total·running·time·of·the·script:**·(0·minutes·0.027·seconds) |
| 336 | ..·_sphx_glr_download_auto_examples_release_highlights_plot_release_highlights_1_4_0.py: | 336 | ..·_sphx_glr_download_auto_examples_release_highlights_plot_release_highlights_1_4_0.py: |
| 337 | ..·only::·html | 337 | ..·only::·html |
| 338 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 338 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 222 | ..·rst-class::·sphx-glr-script-out | 222 | ..·rst-class::·sphx-glr-script-out |
| 223 | ·..·code-block::·none | 223 | ·..·code-block::·none |
| 224 | ····<sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay·object·at·0x7f | 224 | ····<sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay·object·at·0x7f74ec883360> |
| 225 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·89-93 | 225 | ..·GENERATED·FROM·PYTHON·SOURCE·LINES·89-93 |
| 226 | Plot·the·most·uncertain·predictions | 226 | Plot·the·most·uncertain·predictions |
| 227 | ----------------------------------- | 227 | ----------------------------------- |
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| 304 | ..·rst-class::·sphx-glr-timing | 304 | ..·rst-class::·sphx-glr-timing |
| 305 | ···**Total·running·time·of·the·script:**·(0·minutes·0.3 | 305 | ···**Total·running·time·of·the·script:**·(0·minutes·0.375·seconds) |
| 306 | ..·_sphx_glr_download_auto_examples_semi_supervised_plot_label_propagation_digits.py: | 306 | ..·_sphx_glr_download_auto_examples_semi_supervised_plot_label_propagation_digits.py: |
| 307 | ..·only::·html | 307 | ..·only::·html |
| 308 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 308 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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761 B
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| 315 | ····) | 315 | ····) |
| 316 | ····plt.subplots_adjust(left=0.2,·bottom=0.03,·right=0.9,·top=0.9,·wspace=0.2,·hspace=0.85) | 316 | ····plt.subplots_adjust(left=0.2,·bottom=0.03,·right=0.9,·top=0.9,·wspace=0.2,·hspace=0.85) |
| 317 | ····plt.show() | 317 | ····plt.show() |
| 318 | ..·rst-class::·sphx-glr-timing | 318 | ..·rst-class::·sphx-glr-timing |
| 319 | ···**Total·running·time·of·the·script:**·(0·minutes·0. | 319 | ···**Total·running·time·of·the·script:**·(0·minutes·0.675·seconds) |
| 320 | ..·_sphx_glr_download_auto_examples_semi_supervised_plot_label_propagation_digits_active_learning.py: | 320 | ..·_sphx_glr_download_auto_examples_semi_supervised_plot_label_propagation_digits_active_learning.py: |
| 321 | ..·only::·html | 321 | ..·only::·html |
| 322 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 322 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 603 | ..·rst-class::·sphx-glr-timing | 603 | ..·rst-class::·sphx-glr-timing |
| 604 | ···**Total·running·time·of·the·script:**·(0·minutes·0.1 | 604 | ···**Total·running·time·of·the·script:**·(0·minutes·0.171·seconds) |
| 605 | ..·_sphx_glr_download_auto_examples_semi_supervised_plot_label_propagation_structure.py: | 605 | ..·_sphx_glr_download_auto_examples_semi_supervised_plot_label_propagation_structure.py: |
| 606 | ..·only::·html | 606 | ..·only::·html |
| 607 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 607 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 60 | [inner_numbers,·1],·color="c",·marker="s",·lw=0,·s=10,·label="inner·learned",·) | 60 | [inner_numbers,·1],·color="c",·marker="s",·lw=0,·s=10,·label="inner·learned",·) |
| 61 | plt.legend(scatterpoints=1,·shadow=False,·loc="center")·plt.title("Labels | 61 | plt.legend(scatterpoints=1,·shadow=False,·loc="center")·plt.title("Labels |
| 62 | learned·with·Label·Spreading·(KNN)")·plt.show()·..·image-sg::·/auto_examples/ | 62 | learned·with·Label·Spreading·(KNN)")·plt.show()·..·image-sg::·/auto_examples/ |
| 63 | semi_supervised/images/sphx_glr_plot_label_propagation_structure_002.png·:alt: | 63 | semi_supervised/images/sphx_glr_plot_label_propagation_structure_002.png·:alt: |
| 64 | Labels·learned·with·Label·Spreading·(KNN)·:srcset:·/auto_examples/ | 64 | Labels·learned·with·Label·Spreading·(KNN)·:srcset:·/auto_examples/ |
| 65 | semi_supervised/images/sphx_glr_plot_label_propagation_structure_002.png·: | 65 | semi_supervised/images/sphx_glr_plot_label_propagation_structure_002.png·: |
| 66 | class:·sphx-glr-single-img·..·rst-class::·sphx-glr-timing·**Total·running·time | 66 | class:·sphx-glr-single-img·..·rst-class::·sphx-glr-timing·**Total·running·time |
| 67 | of·the·script:**·(0·minutes·0.1 | 67 | of·the·script:**·(0·minutes·0.171·seconds)·.. |
| 68 | _sphx_glr_download_auto_examples_semi_supervised_plot_label_propagation_structure.py: | 68 | _sphx_glr_download_auto_examples_semi_supervised_plot_label_propagation_structure.py: |
| 69 | ..·only::·html·..·container::·sphx-glr-footer·sphx-glr-footer-example·.. | 69 | ..·only::·html·..·container::·sphx-glr-footer·sphx-glr-footer-example·.. |
| 70 | container::·sphx-glr-download·sphx-glr-download-jupyter·:download:`Download | 70 | container::·sphx-glr-download·sphx-glr-download-jupyter·:download:`Download |
| 71 | Jupyter·notebook:·plot_label_propagation_structure.ipynb·`·..·container::·sphx- | 71 | Jupyter·notebook:·plot_label_propagation_structure.ipynb·`·..·container::·sphx- |
| 72 | glr-download·sphx-glr-download-python·:download:`Download·Python·source·code: | 72 | glr-download·sphx-glr-download-python·:download:`Download·Python·source·code: |
| 73 | plot_label_propagation_structure.py·`·..·container::·sphx-glr-download·sphx- | 73 | plot_label_propagation_structure.py·`·..·container::·sphx-glr-download·sphx- |
| 74 | glr-download-zip·:download:`Download·zipped: | 74 | glr-download-zip·:download:`Download·zipped: |
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| 150 | ····ax3.set_xlabel("Threshold") | 150 | ····ax3.set_xlabel("Threshold") |
| 151 | ····plt.show() | 151 | ····plt.show() |
| 152 | ..·rst-class::·sphx-glr-timing | 152 | ..·rst-class::·sphx-glr-timing |
| 153 | ···**Total·running·time·of·the·script:**·(0·minutes·5. | 153 | ···**Total·running·time·of·the·script:**·(0·minutes·5.761·seconds) |
| 154 | ..·_sphx_glr_download_auto_examples_semi_supervised_plot_self_training_varying_threshold.py: | 154 | ..·_sphx_glr_download_auto_examples_semi_supervised_plot_self_training_varying_threshold.py: |
| 155 | ..·only::·html | 155 | ..·only::·html |
| 156 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 156 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 120 | ····plt.suptitle("Unlabeled·points·are·colored·white",·y=0.1) | 120 | ····plt.suptitle("Unlabeled·points·are·colored·white",·y=0.1) |
| 121 | ····plt.show() | 121 | ····plt.show() |
| 122 | ..·rst-class::·sphx-glr-timing | 122 | ..·rst-class::·sphx-glr-timing |
| 123 | ···**Total·running·time·of·the·script:**·(0·minutes·1. | 123 | ···**Total·running·time·of·the·script:**·(0·minutes·1.292·seconds) |
| 124 | ..·_sphx_glr_download_auto_examples_semi_supervised_plot_semi_supervised_versus_svm_iris.py: | 124 | ..·_sphx_glr_download_auto_examples_semi_supervised_plot_semi_supervised_versus_svm_iris.py: |
| 125 | ..·only::·html | 125 | ..·only::·html |
| 126 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 126 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 88 | ····plt.title("3-Class·classification·using·Support·Vector·Machine·with·custom·kernel") | 88 | ····plt.title("3-Class·classification·using·Support·Vector·Machine·with·custom·kernel") |
| 89 | ····plt.axis("tight") | 89 | ····plt.axis("tight") |
| 90 | ····plt.show() | 90 | ····plt.show() |
| 91 | ..·rst-class::·sphx-glr-timing | 91 | ..·rst-class::·sphx-glr-timing |
| 92 | ···**Total·running·time·of·the·script:**·(0·minutes·0.1 | 92 | ···**Total·running·time·of·the·script:**·(0·minutes·0.103·seconds) |
| 93 | ..·_sphx_glr_download_auto_examples_svm_plot_custom_kernel.py: | 93 | ..·_sphx_glr_download_auto_examples_svm_plot_custom_kernel.py: |
| 94 | ..·only::·html | 94 | ..·only::·html |
| 95 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 95 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 120 | ········ax.set_title(title) | 120 | ········ax.set_title(title) |
| 121 | ····plt.show() | 121 | ····plt.show() |
| 122 | ..·rst-class::·sphx-glr-timing | 122 | ..·rst-class::·sphx-glr-timing |
| 123 | ···**Total·running·time·of·the·script:**·(0·minutes·0. | 123 | ···**Total·running·time·of·the·script:**·(0·minutes·0.194·seconds) |
| 124 | ..·_sphx_glr_download_auto_examples_svm_plot_iris_svc.py: | 124 | ..·_sphx_glr_download_auto_examples_svm_plot_iris_svc.py: |
| 125 | ..·only::·html | 125 | ..·only::·html |
| 126 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 126 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 89 | ········plt.title("C="·+·str(C)) | 89 | ········plt.title("C="·+·str(C)) |
| 90 | ····plt.tight_layout() | 90 | ····plt.tight_layout() |
| 91 | ····plt.show() | 91 | ····plt.show() |
| 92 | ..·rst-class::·sphx-glr-timing | 92 | ..·rst-class::·sphx-glr-timing |
| 93 | ···**Total·running·time·of·the·script:**·(0·minutes·0.2 | 93 | ···**Total·running·time·of·the·script:**·(0·minutes·0.206·seconds) |
| 94 | ..·_sphx_glr_download_auto_examples_svm_plot_linearsvc_support_vectors.py: | 94 | ..·_sphx_glr_download_auto_examples_svm_plot_linearsvc_support_vectors.py: |
| 95 | ..·only::·html | 95 | ..·only::·html |
| 96 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 96 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 141 | ..·rst-class::·sphx-glr-timing | 141 | ..·rst-class::·sphx-glr-timing |
| 142 | ···**Total·running·time·of·the·script:**·(0·minutes·0.15 | 142 | ···**Total·running·time·of·the·script:**·(0·minutes·0.153·seconds) |
| 143 | ..·_sphx_glr_download_auto_examples_svm_plot_oneclass.py: | 143 | ..·_sphx_glr_download_auto_examples_svm_plot_oneclass.py: |
| 144 | ..·only::·html | 144 | ..·only::·html |
| 145 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 145 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 352 | ..·rst-class::·sphx-glr-timing | 352 | ..·rst-class::·sphx-glr-timing |
| 353 | ···**Total·running·time·of·the·script:**·(0·minutes·5. | 353 | ···**Total·running·time·of·the·script:**·(0·minutes·5.452·seconds) |
| 354 | ..·_sphx_glr_download_auto_examples_svm_plot_rbf_parameters.py: | 354 | ..·_sphx_glr_download_auto_examples_svm_plot_rbf_parameters.py: |
| 355 | ..·only::·html | 355 | ..·only::·html |
| 356 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 356 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 79 | ········edgecolors="k", | 79 | ········edgecolors="k", |
| 80 | ····) | 80 | ····) |
| 81 | ····plt.show() | 81 | ····plt.show() |
| 82 | ..·rst-class::·sphx-glr-timing | 82 | ..·rst-class::·sphx-glr-timing |
| 83 | ···**Total·running·time·of·the·script:**·(0·minutes·0. | 83 | ···**Total·running·time·of·the·script:**·(0·minutes·0.073·seconds) |
| 84 | ..·_sphx_glr_download_auto_examples_svm_plot_separating_hyperplane.py: | 84 | ..·_sphx_glr_download_auto_examples_svm_plot_separating_hyperplane.py: |
| 85 | ..·only::·html | 85 | ..·only::·html |
| 86 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 86 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 123 | ········loc="upper·right", | 123 | ········loc="upper·right", |
| 124 | ····) | 124 | ····) |
| 125 | ····plt.show() | 125 | ····plt.show() |
| 126 | ..·rst-class::·sphx-glr-timing | 126 | ..·rst-class::·sphx-glr-timing |
| 127 | ···**Total·running·time·of·the·script:**·(0·minutes·0. | 127 | ···**Total·running·time·of·the·script:**·(0·minutes·0.171·seconds) |
| 128 | ..·_sphx_glr_download_auto_examples_svm_plot_separating_hyperplane_unbalanced.py: | 128 | ..·_sphx_glr_download_auto_examples_svm_plot_separating_hyperplane_unbalanced.py: |
| 129 | ..·only::·html | 129 | ..·only::·html |
| 130 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 130 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 126 | ..·rst-class::·sphx-glr-timing | 126 | ..·rst-class::·sphx-glr-timing |
| 127 | ···**Total·running·time·of·the·script:**·(0·minutes·0.46 | 127 | ···**Total·running·time·of·the·script:**·(0·minutes·0.346·seconds) |
| 128 | ..·_sphx_glr_download_auto_examples_svm_plot_svm_anova.py: | 128 | ..·_sphx_glr_download_auto_examples_svm_plot_svm_anova.py: |
| 129 | ..·only::·html | 129 | ..·only::·html |
| 130 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 130 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 405 | parameters·using·techniques·such·as | 405 | parameters·using·techniques·such·as |
| 406 | :class:`~sklearn.model_selection.GridSearchCV`·is·recommended·to·capture·the | 406 | :class:`~sklearn.model_selection.GridSearchCV`·is·recommended·to·capture·the |
| 407 | underlying·structures·within·the·data. | 407 | underlying·structures·within·the·data. |
| 408 | ..·rst-class::·sphx-glr-timing | 408 | ..·rst-class::·sphx-glr-timing |
| 409 | ···**Total·running·time·of·the·script:**·(0·minutes·0. | 409 | ···**Total·running·time·of·the·script:**·(0·minutes·0.457·seconds) |
| 410 | ..·_sphx_glr_download_auto_examples_svm_plot_svm_kernels.py: | 410 | ..·_sphx_glr_download_auto_examples_svm_plot_svm_kernels.py: |
| 411 | ..·only::·html | 411 | ..·only::·html |
| 412 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 412 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 148 | ········fignum·=·fignum·+·1 | 148 | ········fignum·=·fignum·+·1 |
| 149 | ····plt.show() | 149 | ····plt.show() |
| 150 | ..·rst-class::·sphx-glr-timing | 150 | ..·rst-class::·sphx-glr-timing |
| 151 | ···**Total·running·time·of·the·script:**·(0·minutes·0. | 151 | ···**Total·running·time·of·the·script:**·(0·minutes·0.071·seconds) |
| 152 | ..·_sphx_glr_download_auto_examples_svm_plot_svm_margin.py: | 152 | ..·_sphx_glr_download_auto_examples_svm_plot_svm_margin.py: |
| 153 | ..·only::·html | 153 | ..·only::·html |
| 154 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 154 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 76 | ····plt.yticks(()) | 76 | ····plt.yticks(()) |
| 77 | ····plt.axis([-3,·3,·-3,·3]) | 77 | ····plt.axis([-3,·3,·-3,·3]) |
| 78 | ····plt.show() | 78 | ····plt.show() |
| 79 | ..·rst-class::·sphx-glr-timing | 79 | ..·rst-class::·sphx-glr-timing |
| 80 | ···**Total·running·time·of·the·script:**·(0·minutes·1.2 | 80 | ···**Total·running·time·of·the·script:**·(0·minutes·1.273·seconds) |
| 81 | ..·_sphx_glr_download_auto_examples_svm_plot_svm_nonlinear.py: | 81 | ..·_sphx_glr_download_auto_examples_svm_plot_svm_nonlinear.py: |
| 82 | ..·only::·html | 82 | ..·only::·html |
| 83 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 83 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 146 | ..·rst-class::·sphx-glr-timing | 146 | ..·rst-class::·sphx-glr-timing |
| 147 | ···**Total·running·time·of·the·script:**·(0·minutes·1. | 147 | ···**Total·running·time·of·the·script:**·(0·minutes·1.800·seconds) |
| 148 | ..·_sphx_glr_download_auto_examples_svm_plot_svm_regression.py: | 148 | ..·_sphx_glr_download_auto_examples_svm_plot_svm_regression.py: |
| 149 | ..·only::·html | 149 | ..·only::·html |
| 150 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 150 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 321 | Try·increasing·the·value·to·`n_splits=1_000`·for·better·results·in·the·L2 | 321 | Try·increasing·the·value·to·`n_splits=1_000`·for·better·results·in·the·L2 |
| 322 | case,·which·is·not·shown·here·due·to·the·limitations·on·the·documentation | 322 | case,·which·is·not·shown·here·due·to·the·limitations·on·the·documentation |
| 323 | builder. | 323 | builder. |
| 324 | ..·rst-class::·sphx-glr-timing | 324 | ..·rst-class::·sphx-glr-timing |
| 325 | ···**Total·running·time·of·the·script:**·(0·minutes·2 | 325 | ···**Total·running·time·of·the·script:**·(0·minutes·25.231·seconds) |
| 326 | ..·_sphx_glr_download_auto_examples_svm_plot_svm_scale_c.py: | 326 | ..·_sphx_glr_download_auto_examples_svm_plot_svm_scale_c.py: |
| 327 | ..·only::·html | 327 | ..·only::·html |
| 328 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 328 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 97 | ········ax.set_aspect("equal") | 97 | ········ax.set_aspect("equal") |
| 98 | ····plt.show() | 98 | ····plt.show() |
| 99 | ..·rst-class::·sphx-glr-timing | 99 | ..·rst-class::·sphx-glr-timing |
| 100 | ···**Total·running·time·of·the·script:**·(0·minutes·1. | 100 | ···**Total·running·time·of·the·script:**·(0·minutes·1.057·seconds) |
| 101 | ..·_sphx_glr_download_auto_examples_svm_plot_svm_tie_breaking.py: | 101 | ..·_sphx_glr_download_auto_examples_svm_plot_svm_tie_breaking.py: |
| 102 | ..·only::·html | 102 | ..·only::·html |
| 103 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 103 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 103 | ····plot_decision_function(clf_weights,·sample_weight_last_ten,·axes[1],·"Modified·weights") | 103 | ····plot_decision_function(clf_weights,·sample_weight_last_ten,·axes[1],·"Modified·weights") |
| 104 | ····plt.show() | 104 | ····plt.show() |
| 105 | ..·rst-class::·sphx-glr-timing | 105 | ..·rst-class::·sphx-glr-timing |
| 106 | ···**Total·running·time·of·the·script:**·(0·minutes·0. | 106 | ···**Total·running·time·of·the·script:**·(0·minutes·0.457·seconds) |
| 107 | ..·_sphx_glr_download_auto_examples_svm_plot_weighted_samples.py: | 107 | ..·_sphx_glr_download_auto_examples_svm_plot_weighted_samples.py: |
| 108 | ..·only::·html | 108 | ..·only::·html |
| 109 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 109 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 226 | ..·rst-class::·sphx-glr-timing | 226 | ..·rst-class::·sphx-glr-timing |
| 227 | ···**Total·running·time·of·the·script:**·(0·minutes·0. | 227 | ···**Total·running·time·of·the·script:**·(0·minutes·0.493·seconds) |
| 228 | ..·_sphx_glr_download_auto_examples_tree_plot_cost_complexity_pruning.py: | 228 | ..·_sphx_glr_download_auto_examples_tree_plot_cost_complexity_pruning.py: |
| 229 | ..·only::·html | 229 | ..·only::·html |
| 230 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 230 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 168 | ..·rst-class::·sphx-glr-timing | 168 | ..·rst-class::·sphx-glr-timing |
| 169 | ···**Total·running·time·of·the·script:**·(0·minutes·1.02 | 169 | ···**Total·running·time·of·the·script:**·(0·minutes·1.028·seconds) |
| 170 | ..·_sphx_glr_download_auto_examples_tree_plot_iris_dtc.py: | 170 | ..·_sphx_glr_download_auto_examples_tree_plot_iris_dtc.py: |
| 171 | ..·only::·html | 171 | ..·only::·html |
| 172 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 172 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 81 | ····plt.title("Decision·Tree·Regression") | 81 | ····plt.title("Decision·Tree·Regression") |
| 82 | ····plt.legend() | 82 | ····plt.legend() |
| 83 | ····plt.show() | 83 | ····plt.show() |
| 84 | ..·rst-class::·sphx-glr-timing | 84 | ..·rst-class::·sphx-glr-timing |
| 85 | ···**Total·running·time·of·the·script:**·(0·minutes·0. | 85 | ···**Total·running·time·of·the·script:**·(0·minutes·0.099·seconds) |
| 86 | ..·_sphx_glr_download_auto_examples_tree_plot_tree_regression.py: | 86 | ..·_sphx_glr_download_auto_examples_tree_plot_tree_regression.py: |
| 87 | ..·only::·html | 87 | ..·only::·html |
| 88 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 88 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 97 | ····plt.title("Multi-output·Decision·Tree·Regression") | 97 | ····plt.title("Multi-output·Decision·Tree·Regression") |
| 98 | ····plt.legend(loc="best") | 98 | ····plt.legend(loc="best") |
| 99 | ····plt.show() | 99 | ····plt.show() |
| 100 | ..·rst-class::·sphx-glr-timing | 100 | ..·rst-class::·sphx-glr-timing |
| 101 | ···**Total·running·time·of·the·script:**·(0·minutes·0.2 | 101 | ···**Total·running·time·of·the·script:**·(0·minutes·0.276·seconds) |
| 102 | ..·_sphx_glr_download_auto_examples_tree_plot_tree_regression_multioutput.py: | 102 | ..·_sphx_glr_download_auto_examples_tree_plot_tree_regression_multioutput.py: |
| 103 | ..·only::·html | 103 | ..·only::·html |
| 104 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 104 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 758 | ..·rst-class::·sphx-glr-timing | 758 | ..·rst-class::·sphx-glr-timing |
| 759 | ···**Total·running·time·of·the·script:**·(0·minutes·0.0 | 759 | ···**Total·running·time·of·the·script:**·(0·minutes·0.082·seconds) |
| 760 | ..·_sphx_glr_download_auto_examples_tree_plot_unveil_tree_structure.py: | 760 | ..·_sphx_glr_download_auto_examples_tree_plot_unveil_tree_structure.py: |
| 761 | ..·only::·html | 761 | ..·only::·html |
| 762 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example | 762 | ··..·container::·sphx-glr-footer·sphx-glr-footer-example |
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| 136 | node·ids·using·position·in·array·common_node_id·=·np.arange(n_nodes) | 136 | node·ids·using·position·in·array·common_node_id·=·np.arange(n_nodes) |
| 137 | [common_nodes]·print(·"\nThe·following·samples·{samples}·share·the·node(s) | 137 | [common_nodes]·print(·"\nThe·following·samples·{samples}·share·the·node(s) |
| 138 | {nodes}·in·the·tree.".format(·samples=sample_ids,·nodes=common_node_id·)·) | 138 | {nodes}·in·the·tree.".format(·samples=sample_ids,·nodes=common_node_id·)·) |
| 139 | print("This·is·{prop}%·of·all·nodes.".format(prop=100·*·len(common_node_id)·/ | 139 | print("This·is·{prop}%·of·all·nodes.".format(prop=100·*·len(common_node_id)·/ |
| 140 | n_nodes))·..·rst-class::·sphx-glr-script-out·..·code-block::·none·The·following | 140 | n_nodes))·..·rst-class::·sphx-glr-script-out·..·code-block::·none·The·following |
| 141 | samples·[0,·1]·share·the·node(s)·[0·2]·in·the·tree.·This·is·40.0%·of·all·nodes. | 141 | samples·[0,·1]·share·the·node(s)·[0·2]·in·the·tree.·This·is·40.0%·of·all·nodes. |
| 142 | ..·rst-class::·sphx-glr-timing·**Total·running·time·of·the·script:**·(0·minutes | 142 | ..·rst-class::·sphx-glr-timing·**Total·running·time·of·the·script:**·(0·minutes |
| 143 | 0.0 | 143 | 0.082·seconds)·.. |
| 144 | _sphx_glr_download_auto_examples_tree_plot_unveil_tree_structure.py:·..·only:: | 144 | _sphx_glr_download_auto_examples_tree_plot_unveil_tree_structure.py:·..·only:: |
| 145 | html·..·container::·sphx-glr-footer·sphx-glr-footer-example·..·container:: | 145 | html·..·container::·sphx-glr-footer·sphx-glr-footer-example·..·container:: |
| 146 | sphx-glr-download·sphx-glr-download-jupyter·:download:`Download·Jupyter | 146 | sphx-glr-download·sphx-glr-download-jupyter·:download:`Download·Jupyter |
| 147 | notebook:·plot_unveil_tree_structure.ipynb·`·..·container::·sphx-glr-download | 147 | notebook:·plot_unveil_tree_structure.ipynb·`·..·container::·sphx-glr-download |
| 148 | sphx-glr-download-python·:download:`Download·Python·source·code: | 148 | sphx-glr-download-python·:download:`Download·Python·source·code: |
| 149 | plot_unveil_tree_structure.py·`·..·container::·sphx-glr-download·sphx-glr- | 149 | plot_unveil_tree_structure.py·`·..·container::·sphx-glr-download·sphx-glr- |
| 150 | download-zip·:download:`Download·zipped:·plot_unveil_tree_structure.zip·`·.. | 150 | download-zip·:download:`Download·zipped:·plot_unveil_tree_structure.zip·`·.. |
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| 764 | </section> | 764 | </section> |
| 765 | </section> | 765 | </section> |
| 766 | ······</div> | 766 | ······</div> |
| 767 | ····<div·class="container"> | 767 | ····<div·class="container"> |
| 768 | ······<footer·class="sk-content-footer"> | 768 | ······<footer·class="sk-content-footer"> |
| 769 | ············©·2007·-·202 | 769 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 770 | ··········<a·href="_sources/about.rst.txt"·rel="nofollow">Show·this·page·source</a> | 770 | ··········<a·href="_sources/about.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 771 | ······</footer> | 771 | ······</footer> |
| 772 | ····</div> | 772 | ····</div> |
| 773 | ··</div> | 773 | ··</div> |
| 774 | </div> | 774 | </div> |
| 775 | <script·src="_static/js/vendor/bootstrap.min.js"></script> | 775 | <script·src="_static/js/vendor/bootstrap.min.js"></script> |
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| 349 | Regarding·the·organization·budget,·in·particular,·we·might·use·some·of·the | 349 | Regarding·the·organization·budget,·in·particular,·we·might·use·some·of·the |
| 350 | donated·funds·to·pay·for·other·project·expenses·such·as·DNS,·hosting·or | 350 | donated·funds·to·pay·for·other·project·expenses·such·as·DNS,·hosting·or |
| 351 | continuous·integration·services. | 351 | continuous·integration·services. |
| 352 | *\x8**\x8**\x8**\x8**\x8*·I\x8In\x8nf\x8fr\x8ra\x8as\x8st\x8tr\x8ru\x8uc\x8ct\x8tu\x8ur\x8re\x8e·s\x8su\x8up\x8pp\x8po\x8or\x8rt\x8t_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 352 | *\x8**\x8**\x8**\x8**\x8*·I\x8In\x8nf\x8fr\x8ra\x8as\x8st\x8tr\x8ru\x8uc\x8ct\x8tu\x8ur\x8re\x8e·s\x8su\x8up\x8pp\x8po\x8or\x8rt\x8t_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 353 | ····*·We·would·also·like·to·thank·_\x8M_\x8i_\x8c_\x8r_\x8o_\x8s_\x8o_\x8f_\x8t_\x8·_\x8A_\x8z_\x8u_\x8r_\x8e,·_\x8C_\x8i_\x8r_\x8r_\x8u_\x8s_\x8·_\x8C_\x8l,·_\x8C_\x8i_\x8r_\x8c_\x8l_\x8e_\x8C_\x8l·for·free | 353 | ····*·We·would·also·like·to·thank·_\x8M_\x8i_\x8c_\x8r_\x8o_\x8s_\x8o_\x8f_\x8t_\x8·_\x8A_\x8z_\x8u_\x8r_\x8e,·_\x8C_\x8i_\x8r_\x8r_\x8u_\x8s_\x8·_\x8C_\x8l,·_\x8C_\x8i_\x8r_\x8c_\x8l_\x8e_\x8C_\x8l·for·free |
| 354 | ······CPU·time·on·their·Continuous·Integration·servers,·and·_\x8A_\x8n_\x8a_\x8c_\x8o_\x8n_\x8d_\x8a_\x8·_\x8I_\x8n_\x8c_\x8.·for | 354 | ······CPU·time·on·their·Continuous·Integration·servers,·and·_\x8A_\x8n_\x8a_\x8c_\x8o_\x8n_\x8d_\x8a_\x8·_\x8I_\x8n_\x8c_\x8.·for |
| 355 | ······the·storage·they·provide·for·our·staging·and·nightly·builds. | 355 | ······the·storage·they·provide·for·our·staging·and·nightly·builds. |
| 356 | ©·2007·-·202 | 356 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 290 | <p>Meekail·Zain</p> | 290 | <p>Meekail·Zain</p> |
| 291 | </div> | 291 | </div> |
| 292 | </div> | 292 | </div> |
| 293 | ······</div> | 293 | ······</div> |
| 294 | ····<div·class="container"> | 294 | ····<div·class="container"> |
| 295 | ······<footer·class="sk-content-footer"> | 295 | ······<footer·class="sk-content-footer"> |
| 296 | ············©·2007·-·202 | 296 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 297 | ··········<a·href="_sources/authors.rst.txt"·rel="nofollow">Show·this·page·source</a> | 297 | ··········<a·href="_sources/authors.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 298 | ······</footer> | 298 | ······</footer> |
| 299 | ····</div> | 299 | ····</div> |
| 300 | ··</div> | 300 | ··</div> |
| 301 | </div> | 301 | </div> |
| 302 | <script·src="_static/js/vendor/bootstrap.min.js"></script> | 302 | <script·src="_static/js/vendor/bootstrap.min.js"></script> |
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| 75 | Gael·Varoquaux | 75 | Gael·Varoquaux |
| 76 | _\x8[_\x8h_\x8t_\x8t_\x8p_\x8s_\x8:_\x8/_\x8/_\x8a_\x8v_\x8a_\x8t_\x8a_\x8r_\x8s_\x8._\x8g_\x8i_\x8t_\x8h_\x8u_\x8b_\x8u_\x8s_\x8e_\x8r_\x8c_\x8o_\x8n_\x8t_\x8e_\x8n_\x8t_\x8._\x8c_\x8o_\x8m_\x8/_\x8u_\x8/_\x81_\x88_\x84_\x87_\x89_\x88_\x8?_\x8v_\x8=_\x84_\x8] | 76 | _\x8[_\x8h_\x8t_\x8t_\x8p_\x8s_\x8:_\x8/_\x8/_\x8a_\x8v_\x8a_\x8t_\x8a_\x8r_\x8s_\x8._\x8g_\x8i_\x8t_\x8h_\x8u_\x8b_\x8u_\x8s_\x8e_\x8r_\x8c_\x8o_\x8n_\x8t_\x8e_\x8n_\x8t_\x8._\x8c_\x8o_\x8m_\x8/_\x8u_\x8/_\x81_\x88_\x84_\x87_\x89_\x88_\x8?_\x8v_\x8=_\x84_\x8] |
| 77 | Nelle·Varoquaux | 77 | Nelle·Varoquaux |
| 78 | _\x8[_\x8h_\x8t_\x8t_\x8p_\x8s_\x8:_\x8/_\x8/_\x8a_\x8v_\x8a_\x8t_\x8a_\x8r_\x8s_\x8._\x8g_\x8i_\x8t_\x8h_\x8u_\x8b_\x8u_\x8s_\x8e_\x8r_\x8c_\x8o_\x8n_\x8t_\x8e_\x8n_\x8t_\x8._\x8c_\x8o_\x8m_\x8/_\x8u_\x8/_\x86_\x83_\x80_\x89_\x83_\x86_\x8?_\x8v_\x8=_\x84_\x8] | 78 | _\x8[_\x8h_\x8t_\x8t_\x8p_\x8s_\x8:_\x8/_\x8/_\x8a_\x8v_\x8a_\x8t_\x8a_\x8r_\x8s_\x8._\x8g_\x8i_\x8t_\x8h_\x8u_\x8b_\x8u_\x8s_\x8e_\x8r_\x8c_\x8o_\x8n_\x8t_\x8e_\x8n_\x8t_\x8._\x8c_\x8o_\x8m_\x8/_\x8u_\x8/_\x86_\x83_\x80_\x89_\x83_\x86_\x8?_\x8v_\x8=_\x84_\x8] |
| 79 | Roman·Yurchak | 79 | Roman·Yurchak |
| 80 | _\x8[_\x8h_\x8t_\x8t_\x8p_\x8s_\x8:_\x8/_\x8/_\x8a_\x8v_\x8a_\x8t_\x8a_\x8r_\x8s_\x8._\x8g_\x8i_\x8t_\x8h_\x8u_\x8b_\x8u_\x8s_\x8e_\x8r_\x8c_\x8o_\x8n_\x8t_\x8e_\x8n_\x8t_\x8._\x8c_\x8o_\x8m_\x8/_\x8u_\x8/_\x83_\x84_\x86_\x81_\x83_\x87_\x87_\x84_\x8?_\x8v_\x8=_\x84_\x8] | 80 | _\x8[_\x8h_\x8t_\x8t_\x8p_\x8s_\x8:_\x8/_\x8/_\x8a_\x8v_\x8a_\x8t_\x8a_\x8r_\x8s_\x8._\x8g_\x8i_\x8t_\x8h_\x8u_\x8b_\x8u_\x8s_\x8e_\x8r_\x8c_\x8o_\x8n_\x8t_\x8e_\x8n_\x8t_\x8._\x8c_\x8o_\x8m_\x8/_\x8u_\x8/_\x83_\x84_\x86_\x81_\x83_\x87_\x87_\x84_\x8?_\x8v_\x8=_\x84_\x8] |
| 81 | Meekail·Zain | 81 | Meekail·Zain |
| 82 | ©·2007·-·202 | 82 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 222 | <li><p>Ron·Weiss</p></li> | 222 | <li><p>Ron·Weiss</p></li> |
| 223 | </ul> | 223 | </ul> |
| 224 | ······</div> | 224 | ······</div> |
| 225 | ····<div·class="container"> | 225 | ····<div·class="container"> |
| 226 | ······<footer·class="sk-content-footer"> | 226 | ······<footer·class="sk-content-footer"> |
| 227 | ············©·2007·-·202 | 227 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 228 | ··········<a·href="_sources/authors_emeritus.rst.txt"·rel="nofollow">Show·this·page·source</a> | 228 | ··········<a·href="_sources/authors_emeritus.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 229 | ······</footer> | 229 | ······</footer> |
| 230 | ····</div> | 230 | ····</div> |
| 231 | ··</div> | 231 | ··</div> |
| 232 | </div> | 232 | </div> |
| 233 | <script·src="_static/js/vendor/bootstrap.min.js"></script> | 233 | <script·src="_static/js/vendor/bootstrap.min.js"></script> |
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| 58 | ····*·Peter·Prettenhofer | 58 | ····*·Peter·Prettenhofer |
| 59 | ····*·(Venkat)·Raghav,·Rajagopalan | 59 | ····*·(Venkat)·Raghav,·Rajagopalan |
| 60 | ····*·Jacob·Schreiber | 60 | ····*·Jacob·Schreiber |
| 61 | ····*·杜世橋·Du·Shiqiao | 61 | ····*·杜世橋·Du·Shiqiao |
| 62 | ····*·Jake·Vanderplas | 62 | ····*·Jake·Vanderplas |
| 63 | ····*·David·Warde-Farley | 63 | ····*·David·Warde-Farley |
| 64 | ····*·Ron·Weiss | 64 | ····*·Ron·Weiss |
| 65 | ©·2007·-·202 | 65 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 236 | </div> | 236 | </div> |
| 237 | </section> | 237 | </section> |
| 238 | ······</div> | 238 | ······</div> |
| 239 | ····<div·class="container"> | 239 | ····<div·class="container"> |
| 240 | ······<footer·class="sk-content-footer"> | 240 | ······<footer·class="sk-content-footer"> |
| 241 | ············©·2007·-·202 | 241 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 242 | ··········<a·href="../../_sources/auto_examples/applications/index.rst.txt"·rel="nofollow">Show·this·page·source</a> | 242 | ··········<a·href="../../_sources/auto_examples/applications/index.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 243 | ······</footer> | 243 | ······</footer> |
| 244 | ····</div> | 244 | ····</div> |
| 245 | ··</div> | 245 | ··</div> |
| 246 | </div> | 246 | </div> |
| 247 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 247 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 57 | _\x8A_\x8l_\x8l_\x8o_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n | 57 | _\x8A_\x8l_\x8l_\x8o_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n |
| 58 | Topic·extraction·with·Non-negative·Matrix·Factorization·and·Latent·Dirichlet | 58 | Topic·extraction·with·Non-negative·Matrix·Factorization·and·Latent·Dirichlet |
| 59 | Allocation | 59 | Allocation |
| 60 | _\x8V_\x8i_\x8s_\x8u_\x8a_\x8l_\x8i_\x8z_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8s_\x8t_\x8o_\x8c_\x8k_\x8·_\x8m_\x8a_\x8r_\x8k_\x8e_\x8t_\x8·_\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8u_\x8r_\x8e | 60 | _\x8V_\x8i_\x8s_\x8u_\x8a_\x8l_\x8i_\x8z_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8s_\x8t_\x8o_\x8c_\x8k_\x8·_\x8m_\x8a_\x8r_\x8k_\x8e_\x8t_\x8·_\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8u_\x8r_\x8e |
| 61 | Visualizing·the·stock·market·structure | 61 | Visualizing·the·stock·market·structure |
| 62 | _\x8W_\x8i_\x8k_\x8i_\x8p_\x8e_\x8d_\x8i_\x8a_\x8·_\x8p_\x8r_\x8i_\x8n_\x8c_\x8i_\x8p_\x8a_\x8l_\x8·_\x8e_\x8i_\x8g_\x8e_\x8n_\x8v_\x8e_\x8c_\x8t_\x8o_\x8r | 62 | _\x8W_\x8i_\x8k_\x8i_\x8p_\x8e_\x8d_\x8i_\x8a_\x8·_\x8p_\x8r_\x8i_\x8n_\x8c_\x8i_\x8p_\x8a_\x8l_\x8·_\x8e_\x8i_\x8g_\x8e_\x8n_\x8v_\x8e_\x8c_\x8t_\x8o_\x8r |
| 63 | Wikipedia·principal·eigenvector | 63 | Wikipedia·principal·eigenvector |
| 64 | ©·2007·-·202 | 64 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 986 | </section> | 986 | </section> |
| 987 | </section> | 987 | </section> |
| 988 | ······</div> | 988 | ······</div> |
| 989 | ····<div·class="container"> | 989 | ····<div·class="container"> |
| 990 | ······<footer·class="sk-content-footer"> | 990 | ······<footer·class="sk-content-footer"> |
| 991 | ············©·2007·-·202 | 991 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 992 | ··········<a·href="../../_sources/auto_examples/applications/plot_cyclical_feature_engineering.rst.txt"·rel="nofollow">Show·this·page·source</a> | 992 | ··········<a·href="../../_sources/auto_examples/applications/plot_cyclical_feature_engineering.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 993 | ······</footer> | 993 | ······</footer> |
| 994 | ····</div> | 994 | ····</div> |
| 995 | ··</div> | 995 | ··</div> |
| 996 | </div> | 996 | </div> |
| 997 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 997 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 709 | more·sense.·This·could·be·achieved·by·using·GridSearchCV(TweedieRegressor | 709 | more·sense.·This·could·be·achieved·by·using·GridSearchCV(TweedieRegressor |
| 710 | (power=2),·param_grid({"alpha":·alphas}))·instead·of·RidgeCV. | 710 | (power=2),·param_grid({"alpha":·alphas}))·instead·of·RidgeCV. |
| 711 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.002·seconds) | 711 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.002·seconds) |
| 712 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8y_\x8c_\x8l_\x8i_\x8c_\x8a_\x8l_\x8__\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8__\x8e_\x8n_\x8g_\x8i_\x8n_\x8e_\x8e_\x8r_\x8i_\x8n_\x8g_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 712 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8y_\x8c_\x8l_\x8i_\x8c_\x8a_\x8l_\x8__\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8__\x8e_\x8n_\x8g_\x8i_\x8n_\x8e_\x8e_\x8r_\x8i_\x8n_\x8g_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 713 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8y_\x8c_\x8l_\x8i_\x8c_\x8a_\x8l_\x8__\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8__\x8e_\x8n_\x8g_\x8i_\x8n_\x8e_\x8e_\x8r_\x8i_\x8n_\x8g_\x8._\x8p_\x8y | 713 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8y_\x8c_\x8l_\x8i_\x8c_\x8a_\x8l_\x8__\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8__\x8e_\x8n_\x8g_\x8i_\x8n_\x8e_\x8e_\x8r_\x8i_\x8n_\x8g_\x8._\x8p_\x8y |
| 714 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8y_\x8c_\x8l_\x8i_\x8c_\x8a_\x8l_\x8__\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8__\x8e_\x8n_\x8g_\x8i_\x8n_\x8e_\x8e_\x8r_\x8i_\x8n_\x8g_\x8._\x8z_\x8i_\x8p | 714 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8y_\x8c_\x8l_\x8i_\x8c_\x8a_\x8l_\x8__\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8__\x8e_\x8n_\x8g_\x8i_\x8n_\x8e_\x8e_\x8r_\x8i_\x8n_\x8g_\x8._\x8z_\x8i_\x8p |
| 715 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 715 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 716 | ©·2007·-·202 | 716 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 364 | </section> | 364 | </section> |
| 365 | </section> | 365 | </section> |
| 366 | ······</div> | 366 | ······</div> |
| 367 | ····<div·class="container"> | 367 | ····<div·class="container"> |
| 368 | ······<footer·class="sk-content-footer"> | 368 | ······<footer·class="sk-content-footer"> |
| 369 | ············©·2007·-·202 | 369 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 370 | ··········<a·href="../../_sources/auto_examples/applications/plot_digits_denoising.rst.txt"·rel="nofollow">Show·this·page·source</a> | 370 | ··········<a·href="../../_sources/auto_examples/applications/plot_digits_denoising.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 371 | ······</footer> | 371 | ······</footer> |
| 372 | ····</div> | 372 | ····</div> |
| 373 | ··</div> | 373 | ··</div> |
| 374 | </div> | 374 | </div> |
| 375 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 375 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 158 | However,·it·should·be·noted·that·the·results·of·the·denoising·with·kernel·PCA | 158 | However,·it·should·be·noted·that·the·results·of·the·denoising·with·kernel·PCA |
| 159 | will·depend·of·the·parameters·n_components,·gamma,·and·alpha. | 159 | will·depend·of·the·parameters·n_components,·gamma,·and·alpha. |
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| 162 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8__\x8d_\x8e_\x8n_\x8o_\x8i_\x8s_\x8i_\x8n_\x8g_\x8._\x8p_\x8y | 162 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8__\x8d_\x8e_\x8n_\x8o_\x8i_\x8s_\x8i_\x8n_\x8g_\x8._\x8p_\x8y |
| 163 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8__\x8d_\x8e_\x8n_\x8o_\x8i_\x8s_\x8i_\x8n_\x8g_\x8._\x8z_\x8i_\x8p | 163 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8__\x8d_\x8e_\x8n_\x8o_\x8i_\x8s_\x8i_\x8n_\x8g_\x8._\x8z_\x8i_\x8p |
| 164 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 164 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 165 | ©·2007·-·202 | 165 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 366 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 366 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 367 | </section> | 367 | </section> |
| 368 | ······</div> | 368 | ······</div> |
| 369 | ····<div·class="container"> | 369 | ····<div·class="container"> |
| 370 | ······<footer·class="sk-content-footer"> | 370 | ······<footer·class="sk-content-footer"> |
| 371 | ············©·2007·-·202 | 371 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 372 | ··········<a·href="../../_sources/auto_examples/applications/plot_face_recognition.rst.txt"·rel="nofollow">Show·this·page·source</a> | 372 | ··········<a·href="../../_sources/auto_examples/applications/plot_face_recognition.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 373 | ······</footer> | 373 | ······</footer> |
| 374 | ····</div> | 374 | ····</div> |
| 375 | ··</div> | 375 | ··</div> |
| 376 | </div> | 376 | </div> |
| 377 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 377 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 179 | of·the·scikit-learn·library.·Interested·readers·should·instead·try·to·use | 179 | of·the·scikit-learn·library.·Interested·readers·should·instead·try·to·use |
| 180 | pytorch·or·tensorflow·to·implement·such·models. | 180 | pytorch·or·tensorflow·to·implement·such·models. |
| 181 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.003·seconds) | 181 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.003·seconds) |
| 182 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8f_\x8a_\x8c_\x8e_\x8__\x8r_\x8e_\x8c_\x8o_\x8g_\x8n_\x8i_\x8t_\x8i_\x8o_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 182 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8f_\x8a_\x8c_\x8e_\x8__\x8r_\x8e_\x8c_\x8o_\x8g_\x8n_\x8i_\x8t_\x8i_\x8o_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 183 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8f_\x8a_\x8c_\x8e_\x8__\x8r_\x8e_\x8c_\x8o_\x8g_\x8n_\x8i_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y | 183 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8f_\x8a_\x8c_\x8e_\x8__\x8r_\x8e_\x8c_\x8o_\x8g_\x8n_\x8i_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y |
| 184 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8f_\x8a_\x8c_\x8e_\x8__\x8r_\x8e_\x8c_\x8o_\x8g_\x8n_\x8i_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p | 184 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8f_\x8a_\x8c_\x8e_\x8__\x8r_\x8e_\x8c_\x8o_\x8g_\x8n_\x8i_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p |
| 185 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 185 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 186 | ©·2007·-·202 | 186 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 498 | <ul·class="simple"> | 498 | <ul·class="simple"> |
| 499 | <li><p>a·model·which·is·more·complex·(or·expressive)·will·require·a·larger | 499 | <li><p>a·model·which·is·more·complex·(or·expressive)·will·require·a·larger |
| 500 | training·time;</p></li> | 500 | training·time;</p></li> |
| 501 | <li><p>a·more·complex·model·does·not·guarantee·to·reduce·the·prediction·error.</p></li> | 501 | <li><p>a·more·complex·model·does·not·guarantee·to·reduce·the·prediction·error.</p></li> |
| 502 | </ul> | 502 | </ul> |
| 503 | <p>These·aspects·are·related·to·model·generalization·and·avoiding·model | 503 | <p>These·aspects·are·related·to·model·generalization·and·avoiding·model |
| 504 | under-fitting·or·over-fitting.</p> | 504 | under-fitting·or·over-fitting.</p> |
| 505 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.00 | 505 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.006·seconds)</p> |
| 506 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-applications-plot-model-complexity-influence-py"> | 506 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-applications-plot-model-complexity-influence-py"> |
| 507 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 507 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 508 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/3ed102fa8211c8d36f2331f0c5e1dcef/plot_model_complexity_influence.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_model_complexity_influence.ipynb</span></code></a></p> | 508 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/3ed102fa8211c8d36f2331f0c5e1dcef/plot_model_complexity_influence.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_model_complexity_influence.ipynb</span></code></a></p> |
| 509 | </div> | 509 | </div> |
| 510 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 510 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 511 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/ddd79923ba48c7f71fb17697baa1a22b/plot_model_complexity_influence.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_model_complexity_influence.py</span></code></a></p> | 511 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/ddd79923ba48c7f71fb17697baa1a22b/plot_model_complexity_influence.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_model_complexity_influence.py</span></code></a></p> |
| 512 | </div> | 512 | </div> |
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| 518 | </section> | 518 | </section> |
| 519 | </section> | 519 | </section> |
| 520 | ······</div> | 520 | ······</div> |
| 521 | ····<div·class="container"> | 521 | ····<div·class="container"> |
| 522 | ······<footer·class="sk-content-footer"> | 522 | ······<footer·class="sk-content-footer"> |
| 523 | ············©·2007·-·202 | 523 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 524 | ··········<a·href="../../_sources/auto_examples/applications/plot_model_complexity_influence.rst.txt"·rel="nofollow">Show·this·page·source</a> | 524 | ··········<a·href="../../_sources/auto_examples/applications/plot_model_complexity_influence.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 525 | ······</footer> | 525 | ······</footer> |
| 526 | ····</div> | 526 | ····</div> |
| 527 | ··</div> | 527 | ··</div> |
| 528 | </div> | 528 | </div> |
| 529 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 529 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 314 | *\x8**\x8**\x8**\x8**\x8*·C\x8Co\x8on\x8nc\x8cl\x8lu\x8us\x8si\x8io\x8on\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 314 | *\x8**\x8**\x8**\x8**\x8*·C\x8Co\x8on\x8nc\x8cl\x8lu\x8us\x8si\x8io\x8on\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 315 | As·a·conclusion,·we·can·deduce·the·following·insights: | 315 | As·a·conclusion,·we·can·deduce·the·following·insights: |
| 316 | ····*·a·model·which·is·more·complex·(or·expressive)·will·require·a·larger | 316 | ····*·a·model·which·is·more·complex·(or·expressive)·will·require·a·larger |
| 317 | ······training·time; | 317 | ······training·time; |
| 318 | ····*·a·more·complex·model·does·not·guarantee·to·reduce·the·prediction·error. | 318 | ····*·a·more·complex·model·does·not·guarantee·to·reduce·the·prediction·error. |
| 319 | These·aspects·are·related·to·model·generalization·and·avoiding·model·under- | 319 | These·aspects·are·related·to·model·generalization·and·avoiding·model·under- |
| 320 | fitting·or·over-fitting. | 320 | fitting·or·over-fitting. |
| 321 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.00 | 321 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.006·seconds) |
| 322 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8o_\x8d_\x8e_\x8l_\x8__\x8c_\x8o_\x8m_\x8p_\x8l_\x8e_\x8x_\x8i_\x8t_\x8y_\x8__\x8i_\x8n_\x8f_\x8l_\x8u_\x8e_\x8n_\x8c_\x8e_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 322 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8o_\x8d_\x8e_\x8l_\x8__\x8c_\x8o_\x8m_\x8p_\x8l_\x8e_\x8x_\x8i_\x8t_\x8y_\x8__\x8i_\x8n_\x8f_\x8l_\x8u_\x8e_\x8n_\x8c_\x8e_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 323 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8o_\x8d_\x8e_\x8l_\x8__\x8c_\x8o_\x8m_\x8p_\x8l_\x8e_\x8x_\x8i_\x8t_\x8y_\x8__\x8i_\x8n_\x8f_\x8l_\x8u_\x8e_\x8n_\x8c_\x8e_\x8._\x8p_\x8y | 323 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8o_\x8d_\x8e_\x8l_\x8__\x8c_\x8o_\x8m_\x8p_\x8l_\x8e_\x8x_\x8i_\x8t_\x8y_\x8__\x8i_\x8n_\x8f_\x8l_\x8u_\x8e_\x8n_\x8c_\x8e_\x8._\x8p_\x8y |
| 324 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8o_\x8d_\x8e_\x8l_\x8__\x8c_\x8o_\x8m_\x8p_\x8l_\x8e_\x8x_\x8i_\x8t_\x8y_\x8__\x8i_\x8n_\x8f_\x8l_\x8u_\x8e_\x8n_\x8c_\x8e_\x8._\x8z_\x8i_\x8p | 324 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8o_\x8d_\x8e_\x8l_\x8__\x8c_\x8o_\x8m_\x8p_\x8l_\x8e_\x8x_\x8i_\x8t_\x8y_\x8__\x8i_\x8n_\x8f_\x8l_\x8u_\x8e_\x8n_\x8c_\x8e_\x8._\x8z_\x8i_\x8p |
| 325 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 325 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 326 | ©·2007·-·202 | 326 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 647 | </section> | 647 | </section> |
| 648 | </section> | 648 | </section> |
| 649 | ······</div> | 649 | ······</div> |
| 650 | ····<div·class="container"> | 650 | ····<div·class="container"> |
| 651 | ······<footer·class="sk-content-footer"> | 651 | ······<footer·class="sk-content-footer"> |
| 652 | ············©·2007·-·202 | 652 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 653 | ··········<a·href="../../_sources/auto_examples/applications/plot_out_of_core_classification.rst.txt"·rel="nofollow">Show·this·page·source</a> | 653 | ··········<a·href="../../_sources/auto_examples/applications/plot_out_of_core_classification.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 654 | ······</footer> | 654 | ······</footer> |
| 655 | ····</div> | 655 | ····</div> |
| 656 | ··</div> | 656 | ··</div> |
| 657 | </div> | 657 | </div> |
| 658 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 658 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 464 | plt.tight_layout() | 464 | plt.tight_layout() |
| 465 | plt.show() | 465 | plt.show() |
| 466 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.006·seconds) | 466 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.006·seconds) |
| 467 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8o_\x8u_\x8t_\x8__\x8o_\x8f_\x8__\x8c_\x8o_\x8r_\x8e_\x8__\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 467 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8o_\x8u_\x8t_\x8__\x8o_\x8f_\x8__\x8c_\x8o_\x8r_\x8e_\x8__\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 468 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8o_\x8u_\x8t_\x8__\x8o_\x8f_\x8__\x8c_\x8o_\x8r_\x8e_\x8__\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y | 468 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8o_\x8u_\x8t_\x8__\x8o_\x8f_\x8__\x8c_\x8o_\x8r_\x8e_\x8__\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y |
| 469 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8o_\x8u_\x8t_\x8__\x8o_\x8f_\x8__\x8c_\x8o_\x8r_\x8e_\x8__\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p | 469 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8o_\x8u_\x8t_\x8__\x8o_\x8f_\x8__\x8c_\x8o_\x8r_\x8e_\x8__\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p |
| 470 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 470 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 471 | ©·2007·-·202 | 471 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 322 | ····<span·class="n">ylabel</span><span·class="o">=</span><span·class="s2">"color_intensity"</span><span·class="p">,</span> | 322 | ····<span·class="n">ylabel</span><span·class="o">=</span><span·class="s2">"color_intensity"</span><span·class="p">,</span> |
| 323 | ····<span·class="n">title</span><span·class="o">=</span><span·class="s2">"Outlier·detection·on·a·real·data·set·(wine·recognition)"</span><span·class="p">,</span> | 323 | ····<span·class="n">title</span><span·class="o">=</span><span·class="s2">"Outlier·detection·on·a·real·data·set·(wine·recognition)"</span><span·class="p">,</span> |
| 324 | <span·class="p">)</span> | 324 | <span·class="p">)</span> |
| 325 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 325 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 326 | </pre></div> | 326 | </pre></div> |
| 327 | </div> | 327 | </div> |
| 328 | <img·src="../../_images/sphx_glr_plot_outlier_detection_wine_002.png"·srcset="../../_images/sphx_glr_plot_outlier_detection_wine_002.png"·alt="Outlier·detection·on·a·real·data·set·(wine·recognition)"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.4 | 328 | <img·src="../../_images/sphx_glr_plot_outlier_detection_wine_002.png"·srcset="../../_images/sphx_glr_plot_outlier_detection_wine_002.png"·alt="Outlier·detection·on·a·real·data·set·(wine·recognition)"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.407·seconds)</p> |
| 329 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-applications-plot-outlier-detection-wine-py"> | 329 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-applications-plot-outlier-detection-wine-py"> |
| 330 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 330 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 331 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/dd28338257df6d2a7e6b9ff5f2743272/plot_outlier_detection_wine.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_outlier_detection_wine.ipynb</span></code></a></p> | 331 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/dd28338257df6d2a7e6b9ff5f2743272/plot_outlier_detection_wine.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_outlier_detection_wine.ipynb</span></code></a></p> |
| 332 | </div> | 332 | </div> |
| 333 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 333 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 334 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/609eccf9ab7d476daf68967ce1fce0b7/plot_outlier_detection_wine.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_outlier_detection_wine.py</span></code></a></p> | 334 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/609eccf9ab7d476daf68967ce1fce0b7/plot_outlier_detection_wine.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_outlier_detection_wine.py</span></code></a></p> |
| 335 | </div> | 335 | </div> |
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| 342 | </section> | 342 | </section> |
| 343 | </section> | 343 | </section> |
| 344 | ······</div> | 344 | ······</div> |
| 345 | ····<div·class="container"> | 345 | ····<div·class="container"> |
| 346 | ······<footer·class="sk-content-footer"> | 346 | ······<footer·class="sk-content-footer"> |
| 347 | ············©·2007·-·202 | 347 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 348 | ··········<a·href="../../_sources/auto_examples/applications/plot_outlier_detection_wine.rst.txt"·rel="nofollow">Show·this·page·source</a> | 348 | ··········<a·href="../../_sources/auto_examples/applications/plot_outlier_detection_wine.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 349 | ······</footer> | 349 | ······</footer> |
| 350 | ····</div> | 350 | ····</div> |
| 351 | ··</div> | 351 | ··</div> |
| 352 | </div> | 352 | </div> |
| 353 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 353 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 150 | ····xlabel="flavanoids", | 150 | ····xlabel="flavanoids", |
| 151 | ····ylabel="color_intensity", | 151 | ····ylabel="color_intensity", |
| 152 | ····title="Outlier·detection·on·a·real·data·set·(wine·recognition)", | 152 | ····title="Outlier·detection·on·a·real·data·set·(wine·recognition)", |
| 153 | ) | 153 | ) |
| 154 | plt.show() | 154 | plt.show() |
| 155 | [Outlier·detection·on·a·real·data·set·(wine·recognition)] | 155 | [Outlier·detection·on·a·real·data·set·(wine·recognition)] |
| 156 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.4 | 156 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.407·seconds) |
| 157 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8__\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8__\x8w_\x8i_\x8n_\x8e_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 157 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8__\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8__\x8w_\x8i_\x8n_\x8e_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 158 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8__\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8__\x8w_\x8i_\x8n_\x8e_\x8._\x8p_\x8y | 158 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8__\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8__\x8w_\x8i_\x8n_\x8e_\x8._\x8p_\x8y |
| 159 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8__\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8__\x8w_\x8i_\x8n_\x8e_\x8._\x8z_\x8i_\x8p | 159 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8__\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8__\x8w_\x8i_\x8n_\x8e_\x8._\x8z_\x8i_\x8p |
| 160 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 160 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 161 | ©·2007·-·202 | 161 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 545 | </section> | 545 | </section> |
| 546 | <section·id="benchmark-throughput"> | 546 | <section·id="benchmark-throughput"> |
| 547 | <h2>Benchmark·throughput<a·class="headerlink"·href="#benchmark-throughput"·title="Link·to·this·heading">¶</a></h2> | 547 | <h2>Benchmark·throughput<a·class="headerlink"·href="#benchmark-throughput"·title="Link·to·this·heading">¶</a></h2> |
| 548 | <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="n">throughputs</span>·<span·class="o">=</span>·<span·class="n">benchmark_throughputs</span><span·class="p">(</span><span·class="n">configuration</span><span·class="p">)</span> | 548 | <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="n">throughputs</span>·<span·class="o">=</span>·<span·class="n">benchmark_throughputs</span><span·class="p">(</span><span·class="n">configuration</span><span·class="p">)</span> |
| 549 | <span·class="n">plot_benchmark_throughput</span><span·class="p">(</span><span·class="n">throughputs</span><span·class="p">,</span>·<span·class="n">configuration</span><span·class="p">)</span> | 549 | <span·class="n">plot_benchmark_throughput</span><span·class="p">(</span><span·class="n">throughputs</span><span·class="p">,</span>·<span·class="n">configuration</span><span·class="p">)</span> |
| 550 | </pre></div> | 550 | </pre></div> |
| 551 | </div> | 551 | </div> |
| 552 | <img·src="../../_images/sphx_glr_plot_prediction_latency_004.png"·srcset="../../_images/sphx_glr_plot_prediction_latency_004.png"·alt="Prediction·Throughput·for·different·estimators·(100·features)"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes· | 552 | <img·src="../../_images/sphx_glr_plot_prediction_latency_004.png"·srcset="../../_images/sphx_glr_plot_prediction_latency_004.png"·alt="Prediction·Throughput·for·different·estimators·(100·features)"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·19.619·seconds)</p> |
| 553 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-applications-plot-prediction-latency-py"> | 553 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-applications-plot-prediction-latency-py"> |
| 554 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 554 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 555 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/2c8efe31be0d68b7945dbfbff0788dd3/plot_prediction_latency.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_prediction_latency.ipynb</span></code></a></p> | 555 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/2c8efe31be0d68b7945dbfbff0788dd3/plot_prediction_latency.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_prediction_latency.ipynb</span></code></a></p> |
| 556 | </div> | 556 | </div> |
| 557 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 557 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 558 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/5f054219fb38e926537d741fe5832e8c/plot_prediction_latency.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_prediction_latency.py</span></code></a></p> | 558 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/5f054219fb38e926537d741fe5832e8c/plot_prediction_latency.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_prediction_latency.py</span></code></a></p> |
| 559 | </div> | 559 | </div> |
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| 565 | </section> | 565 | </section> |
| 566 | </section> | 566 | </section> |
| 567 | ······</div> | 567 | ······</div> |
| 568 | ····<div·class="container"> | 568 | ····<div·class="container"> |
| 569 | ······<footer·class="sk-content-footer"> | 569 | ······<footer·class="sk-content-footer"> |
| 570 | ············©·2007·-·202 | 570 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 571 | ··········<a·href="../../_sources/auto_examples/applications/plot_prediction_latency.rst.txt"·rel="nofollow">Show·this·page·source</a> | 571 | ··········<a·href="../../_sources/auto_examples/applications/plot_prediction_latency.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 572 | ······</footer> | 572 | ······</footer> |
| 573 | ····</div> | 573 | ····</div> |
| 574 | ··</div> | 574 | ··</div> |
| 575 | </div> | 575 | </div> |
| 576 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 576 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 370 | benchmarking·with·100·features | 370 | benchmarking·with·100·features |
| 371 | benchmarking·with·250·features | 371 | benchmarking·with·250·features |
| 372 | benchmarking·with·500·features | 372 | benchmarking·with·500·features |
| 373 | *\x8**\x8**\x8**\x8**\x8*·B\x8Be\x8en\x8nc\x8ch\x8hm\x8ma\x8ar\x8rk\x8k·t\x8th\x8hr\x8ro\x8ou\x8ug\x8gh\x8hp\x8pu\x8ut\x8t_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 373 | *\x8**\x8**\x8**\x8**\x8*·B\x8Be\x8en\x8nc\x8ch\x8hm\x8ma\x8ar\x8rk\x8k·t\x8th\x8hr\x8ro\x8ou\x8ug\x8gh\x8hp\x8pu\x8ut\x8t_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 374 | throughputs·=·benchmark_throughputs(configuration) | 374 | throughputs·=·benchmark_throughputs(configuration) |
| 375 | plot_benchmark_throughput(throughputs,·configuration) | 375 | plot_benchmark_throughput(throughputs,·configuration) |
| 376 | [Prediction·Throughput·for·different·estimators·(100·features)] | 376 | [Prediction·Throughput·for·different·estimators·(100·features)] |
| 377 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes· | 377 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·19.619·seconds) |
| 378 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8__\x8l_\x8a_\x8t_\x8e_\x8n_\x8c_\x8y_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 378 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8__\x8l_\x8a_\x8t_\x8e_\x8n_\x8c_\x8y_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 379 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8__\x8l_\x8a_\x8t_\x8e_\x8n_\x8c_\x8y_\x8._\x8p_\x8y | 379 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8__\x8l_\x8a_\x8t_\x8e_\x8n_\x8c_\x8y_\x8._\x8p_\x8y |
| 380 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8__\x8l_\x8a_\x8t_\x8e_\x8n_\x8c_\x8y_\x8._\x8z_\x8i_\x8p | 380 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8__\x8l_\x8a_\x8t_\x8e_\x8n_\x8c_\x8y_\x8._\x8z_\x8i_\x8p |
| 381 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 381 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 382 | ©·2007·-·202 | 382 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 472 | </section> | 472 | </section> |
| 473 | </section> | 473 | </section> |
| 474 | ······</div> | 474 | ······</div> |
| 475 | ····<div·class="container"> | 475 | ····<div·class="container"> |
| 476 | ······<footer·class="sk-content-footer"> | 476 | ······<footer·class="sk-content-footer"> |
| 477 | ············©·2007·-·202 | 477 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 478 | ··········<a·href="../../_sources/auto_examples/applications/plot_species_distribution_modeling.rst.txt"·rel="nofollow">Show·this·page·source</a> | 478 | ··········<a·href="../../_sources/auto_examples/applications/plot_species_distribution_modeling.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 479 | ······</footer> | 479 | ······</footer> |
| 480 | ····</div> | 480 | ····</div> |
| 481 | ··</div> | 481 | ··</div> |
| 482 | </div> | 482 | </div> |
| 483 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 483 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 282 | plot_species_distribution() | 282 | plot_species_distribution() |
| 283 | plt.show() | 283 | plt.show() |
| 284 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.005·seconds) | 284 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.005·seconds) |
| 285 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8p_\x8e_\x8c_\x8i_\x8e_\x8s_\x8__\x8d_\x8i_\x8s_\x8t_\x8r_\x8i_\x8b_\x8u_\x8t_\x8i_\x8o_\x8n_\x8__\x8m_\x8o_\x8d_\x8e_\x8l_\x8i_\x8n_\x8g_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 285 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8p_\x8e_\x8c_\x8i_\x8e_\x8s_\x8__\x8d_\x8i_\x8s_\x8t_\x8r_\x8i_\x8b_\x8u_\x8t_\x8i_\x8o_\x8n_\x8__\x8m_\x8o_\x8d_\x8e_\x8l_\x8i_\x8n_\x8g_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 286 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8p_\x8e_\x8c_\x8i_\x8e_\x8s_\x8__\x8d_\x8i_\x8s_\x8t_\x8r_\x8i_\x8b_\x8u_\x8t_\x8i_\x8o_\x8n_\x8__\x8m_\x8o_\x8d_\x8e_\x8l_\x8i_\x8n_\x8g_\x8._\x8p_\x8y | 286 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8p_\x8e_\x8c_\x8i_\x8e_\x8s_\x8__\x8d_\x8i_\x8s_\x8t_\x8r_\x8i_\x8b_\x8u_\x8t_\x8i_\x8o_\x8n_\x8__\x8m_\x8o_\x8d_\x8e_\x8l_\x8i_\x8n_\x8g_\x8._\x8p_\x8y |
| 287 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8p_\x8e_\x8c_\x8i_\x8e_\x8s_\x8__\x8d_\x8i_\x8s_\x8t_\x8r_\x8i_\x8b_\x8u_\x8t_\x8i_\x8o_\x8n_\x8__\x8m_\x8o_\x8d_\x8e_\x8l_\x8i_\x8n_\x8g_\x8._\x8z_\x8i_\x8p | 287 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8p_\x8e_\x8c_\x8i_\x8e_\x8s_\x8__\x8d_\x8i_\x8s_\x8t_\x8r_\x8i_\x8b_\x8u_\x8t_\x8i_\x8o_\x8n_\x8__\x8m_\x8o_\x8d_\x8e_\x8l_\x8i_\x8n_\x8g_\x8._\x8z_\x8i_\x8p |
| 288 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 288 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 289 | ©·2007·-·202 | 289 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 484 | </section> | 484 | </section> |
| 485 | </section> | 485 | </section> |
| 486 | ······</div> | 486 | ······</div> |
| 487 | ····<div·class="container"> | 487 | ····<div·class="container"> |
| 488 | ······<footer·class="sk-content-footer"> | 488 | ······<footer·class="sk-content-footer"> |
| 489 | ············©·2007·-·202 | 489 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 490 | ··········<a·href="../../_sources/auto_examples/applications/plot_stock_market.rst.txt"·rel="nofollow">Show·this·page·source</a> | 490 | ··········<a·href="../../_sources/auto_examples/applications/plot_stock_market.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 491 | ······</footer> | 491 | ······</footer> |
| 492 | ····</div> | 492 | ····</div> |
| 493 | ··</div> | 493 | ··</div> |
| 494 | </div> | 494 | </div> |
| 495 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 495 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 282 | plt.show() | 282 | plt.show() |
| 283 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.002·seconds) | 283 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.002·seconds) |
| 284 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8t_\x8o_\x8c_\x8k_\x8__\x8m_\x8a_\x8r_\x8k_\x8e_\x8t_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 284 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8t_\x8o_\x8c_\x8k_\x8__\x8m_\x8a_\x8r_\x8k_\x8e_\x8t_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 285 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8t_\x8o_\x8c_\x8k_\x8__\x8m_\x8a_\x8r_\x8k_\x8e_\x8t_\x8._\x8p_\x8y | 285 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8t_\x8o_\x8c_\x8k_\x8__\x8m_\x8a_\x8r_\x8k_\x8e_\x8t_\x8._\x8p_\x8y |
| 286 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8t_\x8o_\x8c_\x8k_\x8__\x8m_\x8a_\x8r_\x8k_\x8e_\x8t_\x8._\x8z_\x8i_\x8p | 286 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8t_\x8o_\x8c_\x8k_\x8__\x8m_\x8a_\x8r_\x8k_\x8e_\x8t_\x8._\x8z_\x8i_\x8p |
| 287 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 287 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 288 | ©·2007·-·202 | 288 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 654 | </section> | 654 | </section> |
| 655 | </section> | 655 | </section> |
| 656 | ······</div> | 656 | ······</div> |
| 657 | ····<div·class="container"> | 657 | ····<div·class="container"> |
| 658 | ······<footer·class="sk-content-footer"> | 658 | ······<footer·class="sk-content-footer"> |
| 659 | ············©·2007·-·202 | 659 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 660 | ··········<a·href="../../_sources/auto_examples/applications/plot_time_series_lagged_features.rst.txt"·rel="nofollow">Show·this·page·source</a> | 660 | ··········<a·href="../../_sources/auto_examples/applications/plot_time_series_lagged_features.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 661 | ······</footer> | 661 | ······</footer> |
| 662 | ····</div> | 662 | ····</div> |
| 663 | ··</div> | 663 | ··</div> |
| 664 | </div> | 664 | </div> |
| 665 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 665 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 418 | learn·estimators·by·making·use·of·recursive·time·series·forecasting,·that | 418 | learn·estimators·by·making·use·of·recursive·time·series·forecasting,·that |
| 419 | enables·dynamic·predictions·of·future·values. | 419 | enables·dynamic·predictions·of·future·values. |
| 420 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.002·seconds) | 420 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.002·seconds) |
| 421 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8i_\x8m_\x8e_\x8__\x8s_\x8e_\x8r_\x8i_\x8e_\x8s_\x8__\x8l_\x8a_\x8g_\x8g_\x8e_\x8d_\x8__\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 421 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8i_\x8m_\x8e_\x8__\x8s_\x8e_\x8r_\x8i_\x8e_\x8s_\x8__\x8l_\x8a_\x8g_\x8g_\x8e_\x8d_\x8__\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 422 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8i_\x8m_\x8e_\x8__\x8s_\x8e_\x8r_\x8i_\x8e_\x8s_\x8__\x8l_\x8a_\x8g_\x8g_\x8e_\x8d_\x8__\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s_\x8._\x8p_\x8y | 422 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8i_\x8m_\x8e_\x8__\x8s_\x8e_\x8r_\x8i_\x8e_\x8s_\x8__\x8l_\x8a_\x8g_\x8g_\x8e_\x8d_\x8__\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s_\x8._\x8p_\x8y |
| 423 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8i_\x8m_\x8e_\x8__\x8s_\x8e_\x8r_\x8i_\x8e_\x8s_\x8__\x8l_\x8a_\x8g_\x8g_\x8e_\x8d_\x8__\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s_\x8._\x8z_\x8i_\x8p | 423 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8i_\x8m_\x8e_\x8__\x8s_\x8e_\x8r_\x8i_\x8e_\x8s_\x8__\x8l_\x8a_\x8g_\x8g_\x8e_\x8d_\x8__\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s_\x8._\x8z_\x8i_\x8p |
| 424 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 424 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 425 | ©·2007·-·202 | 425 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 325 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">axis</span><span·class="p">(</span><span·class="s2">"off"</span><span·class="p">)</span> | 325 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">axis</span><span·class="p">(</span><span·class="s2">"off"</span><span·class="p">)</span> |
| 326 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">subplots_adjust</span><span·class="p">(</span><span·class="n">hspace</span><span·class="o">=</span><span·class="mf">0.01</span><span·class="p">,</span>·<span·class="n">wspace</span><span·class="o">=</span><span·class="mf">0.01</span><span·class="p">,</span>·<span·class="n">top</span><span·class="o">=</span><span·class="mi">1</span><span·class="p">,</span>·<span·class="n">bottom</span><span·class="o">=</span><span·class="mi">0</span><span·class="p">,</span>·<span·class="n">left</span><span·class="o">=</span><span·class="mi">0</span><span·class="p">,</span>·<span·class="n">right</span><span·class="o">=</span><span·class="mi">1</span><span·class="p">)</span> | 326 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">subplots_adjust</span><span·class="p">(</span><span·class="n">hspace</span><span·class="o">=</span><span·class="mf">0.01</span><span·class="p">,</span>·<span·class="n">wspace</span><span·class="o">=</span><span·class="mf">0.01</span><span·class="p">,</span>·<span·class="n">top</span><span·class="o">=</span><span·class="mi">1</span><span·class="p">,</span>·<span·class="n">bottom</span><span·class="o">=</span><span·class="mi">0</span><span·class="p">,</span>·<span·class="n">left</span><span·class="o">=</span><span·class="mi">0</span><span·class="p">,</span>·<span·class="n">right</span><span·class="o">=</span><span·class="mi">1</span><span·class="p">)</span> |
| 327 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 327 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 328 | </pre></div> | 328 | </pre></div> |
| 329 | </div> | 329 | </div> |
| 330 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·8.96 | 330 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·8.964·seconds)</p> |
| 331 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-applications-plot-tomography-l1-reconstruction-py"> | 331 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-applications-plot-tomography-l1-reconstruction-py"> |
| 332 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 332 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 333 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/3daf4e9ab9d86061e19a11d997a09779/plot_tomography_l1_reconstruction.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_tomography_l1_reconstruction.ipynb</span></code></a></p> | 333 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/3daf4e9ab9d86061e19a11d997a09779/plot_tomography_l1_reconstruction.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_tomography_l1_reconstruction.ipynb</span></code></a></p> |
| 334 | </div> | 334 | </div> |
| 335 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 335 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 336 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/c0cf10731954dbd148230cf322eb6fd7/plot_tomography_l1_reconstruction.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_tomography_l1_reconstruction.py</span></code></a></p> | 336 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/c0cf10731954dbd148230cf322eb6fd7/plot_tomography_l1_reconstruction.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_tomography_l1_reconstruction.py</span></code></a></p> |
| 337 | </div> | 337 | </div> |
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| 344 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 344 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 345 | </section> | 345 | </section> |
| 346 | ······</div> | 346 | ······</div> |
| 347 | ····<div·class="container"> | 347 | ····<div·class="container"> |
| 348 | ······<footer·class="sk-content-footer"> | 348 | ······<footer·class="sk-content-footer"> |
| 349 | ············©·2007·-·202 | 349 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 350 | ··········<a·href="../../_sources/auto_examples/applications/plot_tomography_l1_reconstruction.rst.txt"·rel="nofollow">Show·this·page·source</a> | 350 | ··········<a·href="../../_sources/auto_examples/applications/plot_tomography_l1_reconstruction.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 353 | ··</div> | 353 | ··</div> |
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| 161 | plt.imshow(rec_l1,·cmap=plt.cm.gray,·interpolation="nearest") | 161 | plt.imshow(rec_l1,·cmap=plt.cm.gray,·interpolation="nearest") |
| 162 | plt.title("L1·penalization") | 162 | plt.title("L1·penalization") |
| 163 | plt.axis("off") | 163 | plt.axis("off") |
| 164 | plt.subplots_adjust(hspace=0.01,·wspace=0.01,·top=1,·bottom=0,·left=0,·right=1) | 164 | plt.subplots_adjust(hspace=0.01,·wspace=0.01,·top=1,·bottom=0,·left=0,·right=1) |
| 165 | plt.show() | 165 | plt.show() |
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| 168 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8o_\x8m_\x8o_\x8g_\x8r_\x8a_\x8p_\x8h_\x8y_\x8__\x8l_\x81_\x8__\x8r_\x8e_\x8c_\x8o_\x8n_\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y | 168 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8o_\x8m_\x8o_\x8g_\x8r_\x8a_\x8p_\x8h_\x8y_\x8__\x8l_\x81_\x8__\x8r_\x8e_\x8c_\x8o_\x8n_\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y |
| 169 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8o_\x8m_\x8o_\x8g_\x8r_\x8a_\x8p_\x8h_\x8y_\x8__\x8l_\x81_\x8__\x8r_\x8e_\x8c_\x8o_\x8n_\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p | 169 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8o_\x8m_\x8o_\x8g_\x8r_\x8a_\x8p_\x8h_\x8y_\x8__\x8l_\x81_\x8__\x8r_\x8e_\x8c_\x8o_\x8n_\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p |
| 170 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 170 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 171 | ©·2007·-·202 | 171 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 453 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 453 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 454 | </section> | 454 | </section> |
| 455 | ······</div> | 455 | ······</div> |
| 456 | ····<div·class="container"> | 456 | ····<div·class="container"> |
| 457 | ······<footer·class="sk-content-footer"> | 457 | ······<footer·class="sk-content-footer"> |
| 458 | ············©·2007·-·202 | 458 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 459 | ··········<a·href="../../_sources/auto_examples/applications/plot_topics_extraction_with_nmf_lda.rst.txt"·rel="nofollow">Show·this·page·source</a> | 459 | ··········<a·href="../../_sources/auto_examples/applications/plot_topics_extraction_with_nmf_lda.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 460 | ······</footer> | 460 | ······</footer> |
| 461 | ····</div> | 461 | ····</div> |
| 462 | ··</div> | 462 | ··</div> |
| 463 | </div> | 463 | </div> |
| 464 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 464 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 281 | tf_feature_names·=·tf_vectorizer.get_feature_names_out() | 281 | tf_feature_names·=·tf_vectorizer.get_feature_names_out() |
| 282 | plot_top_words(lda,·tf_feature_names,·n_top_words,·"Topics·in·LDA·model") | 282 | plot_top_words(lda,·tf_feature_names,·n_top_words,·"Topics·in·LDA·model") |
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| 285 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8o_\x8p_\x8i_\x8c_\x8s_\x8__\x8e_\x8x_\x8t_\x8r_\x8a_\x8c_\x8t_\x8i_\x8o_\x8n_\x8__\x8w_\x8i_\x8t_\x8h_\x8__\x8n_\x8m_\x8f_\x8__\x8l_\x8d_\x8a_\x8._\x8p_\x8y | 285 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8o_\x8p_\x8i_\x8c_\x8s_\x8__\x8e_\x8x_\x8t_\x8r_\x8a_\x8c_\x8t_\x8i_\x8o_\x8n_\x8__\x8w_\x8i_\x8t_\x8h_\x8__\x8n_\x8m_\x8f_\x8__\x8l_\x8d_\x8a_\x8._\x8p_\x8y |
| 286 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8o_\x8p_\x8i_\x8c_\x8s_\x8__\x8e_\x8x_\x8t_\x8r_\x8a_\x8c_\x8t_\x8i_\x8o_\x8n_\x8__\x8w_\x8i_\x8t_\x8h_\x8__\x8n_\x8m_\x8f_\x8__\x8l_\x8d_\x8a_\x8._\x8z_\x8i_\x8p | 286 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8o_\x8p_\x8i_\x8c_\x8s_\x8__\x8e_\x8x_\x8t_\x8r_\x8a_\x8c_\x8t_\x8i_\x8o_\x8n_\x8__\x8w_\x8i_\x8t_\x8h_\x8__\x8n_\x8m_\x8f_\x8__\x8l_\x8d_\x8a_\x8._\x8z_\x8i_\x8p |
| 287 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 287 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 288 | ©·2007·-·202 | 288 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 583 | </section> | 583 | </section> |
| 584 | ······</div> | 584 | ······</div> |
| 585 | ····<div·class="container"> | 585 | ····<div·class="container"> |
| 586 | ······<footer·class="sk-content-footer"> | 586 | ······<footer·class="sk-content-footer"> |
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| 589 | ······</footer> | 589 | ······</footer> |
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| 591 | ··</div> | 591 | ··</div> |
| 592 | </div> | 592 | </div> |
| 593 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 593 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 410 | if·__name__·==·"__main__": | 410 | if·__name__·==·"__main__": |
| 411 | ····main(sys.argv) | 411 | ····main(sys.argv) |
| 412 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8s_\x8v_\x8m_\x8__\x8g_\x8u_\x8i_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 412 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8s_\x8v_\x8m_\x8__\x8g_\x8u_\x8i_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 413 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8s_\x8v_\x8m_\x8__\x8g_\x8u_\x8i_\x8._\x8p_\x8y | 413 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8s_\x8v_\x8m_\x8__\x8g_\x8u_\x8i_\x8._\x8p_\x8y |
| 414 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8s_\x8v_\x8m_\x8__\x8g_\x8u_\x8i_\x8._\x8z_\x8i_\x8p | 414 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8s_\x8v_\x8m_\x8__\x8g_\x8u_\x8i_\x8._\x8z_\x8i_\x8p |
| 415 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 415 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 416 | ©·2007·-·202 | 416 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 440 | </section> | 440 | </section> |
| 441 | </section> | 441 | </section> |
| 442 | ······</div> | 442 | ······</div> |
| 443 | ····<div·class="container"> | 443 | ····<div·class="container"> |
| 444 | ······<footer·class="sk-content-footer"> | 444 | ······<footer·class="sk-content-footer"> |
| 445 | ············©·2007·-·202 | 445 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 446 | ··········<a·href="../../_sources/auto_examples/applications/wikipedia_principal_eigenvector.rst.txt"·rel="nofollow">Show·this·page·source</a> | 446 | ··········<a·href="../../_sources/auto_examples/applications/wikipedia_principal_eigenvector.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 447 | ······</footer> | 447 | ······</footer> |
| 448 | ····</div> | 448 | ····</div> |
| 449 | ··</div> | 449 | ··</div> |
| 450 | </div> | 450 | </div> |
| 451 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 451 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 237 | scores·=·centrality_scores(X,·max_iter=100) | 237 | scores·=·centrality_scores(X,·max_iter=100) |
| 238 | print("done·in·%0.3fs"·%·(time()·-·t0)) | 238 | print("done·in·%0.3fs"·%·(time()·-·t0)) |
| 239 | pprint([names[i]·for·i·in·np.abs(scores).argsort()[-10:]]) | 239 | pprint([names[i]·for·i·in·np.abs(scores).argsort()[-10:]]) |
| 240 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8w_\x8i_\x8k_\x8i_\x8p_\x8e_\x8d_\x8i_\x8a_\x8__\x8p_\x8r_\x8i_\x8n_\x8c_\x8i_\x8p_\x8a_\x8l_\x8__\x8e_\x8i_\x8g_\x8e_\x8n_\x8v_\x8e_\x8c_\x8t_\x8o_\x8r_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 240 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8w_\x8i_\x8k_\x8i_\x8p_\x8e_\x8d_\x8i_\x8a_\x8__\x8p_\x8r_\x8i_\x8n_\x8c_\x8i_\x8p_\x8a_\x8l_\x8__\x8e_\x8i_\x8g_\x8e_\x8n_\x8v_\x8e_\x8c_\x8t_\x8o_\x8r_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 241 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8w_\x8i_\x8k_\x8i_\x8p_\x8e_\x8d_\x8i_\x8a_\x8__\x8p_\x8r_\x8i_\x8n_\x8c_\x8i_\x8p_\x8a_\x8l_\x8__\x8e_\x8i_\x8g_\x8e_\x8n_\x8v_\x8e_\x8c_\x8t_\x8o_\x8r_\x8._\x8p_\x8y | 241 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8w_\x8i_\x8k_\x8i_\x8p_\x8e_\x8d_\x8i_\x8a_\x8__\x8p_\x8r_\x8i_\x8n_\x8c_\x8i_\x8p_\x8a_\x8l_\x8__\x8e_\x8i_\x8g_\x8e_\x8n_\x8v_\x8e_\x8c_\x8t_\x8o_\x8r_\x8._\x8p_\x8y |
| 242 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8w_\x8i_\x8k_\x8i_\x8p_\x8e_\x8d_\x8i_\x8a_\x8__\x8p_\x8r_\x8i_\x8n_\x8c_\x8i_\x8p_\x8a_\x8l_\x8__\x8e_\x8i_\x8g_\x8e_\x8n_\x8v_\x8e_\x8c_\x8t_\x8o_\x8r_\x8._\x8z_\x8i_\x8p | 242 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8w_\x8i_\x8k_\x8i_\x8p_\x8e_\x8d_\x8i_\x8a_\x8__\x8p_\x8r_\x8i_\x8n_\x8c_\x8i_\x8p_\x8a_\x8l_\x8__\x8e_\x8i_\x8g_\x8e_\x8n_\x8v_\x8e_\x8c_\x8t_\x8o_\x8r_\x8._\x8z_\x8i_\x8p |
| 243 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 243 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 244 | ©·2007·-·202 | 244 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 202 | </div> | 202 | </div> |
| 203 | </section> | 203 | </section> |
| 204 | ······</div> | 204 | ······</div> |
| 205 | ····<div·class="container"> | 205 | ····<div·class="container"> |
| 206 | ······<footer·class="sk-content-footer"> | 206 | ······<footer·class="sk-content-footer"> |
| 207 | ············©·2007·-·202 | 207 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 208 | ··········<a·href="../../_sources/auto_examples/bicluster/index.rst.txt"·rel="nofollow">Show·this·page·source</a> | 208 | ··········<a·href="../../_sources/auto_examples/bicluster/index.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 209 | ······</footer> | 209 | ······</footer> |
| 210 | ····</div> | 210 | ····</div> |
| 211 | ··</div> | 211 | ··</div> |
| 212 | </div> | 212 | </div> |
| 213 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 213 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 32 | Examples·concerning·biclustering·techniques. | 32 | Examples·concerning·biclustering·techniques. |
| 33 | _\x8A_\x8·_\x8d_\x8e_\x8m_\x8o_\x8·_\x8o_\x8f_\x8·_\x8t_\x8h_\x8e_\x8·_\x8S_\x8p_\x8e_\x8c_\x8t_\x8r_\x8a_\x8l_\x8·_\x8B_\x8i_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m | 33 | _\x8A_\x8·_\x8d_\x8e_\x8m_\x8o_\x8·_\x8o_\x8f_\x8·_\x8t_\x8h_\x8e_\x8·_\x8S_\x8p_\x8e_\x8c_\x8t_\x8r_\x8a_\x8l_\x8·_\x8B_\x8i_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m |
| 34 | A·demo·of·the·Spectral·Biclustering·algorithm | 34 | A·demo·of·the·Spectral·Biclustering·algorithm |
| 35 | _\x8A_\x8·_\x8d_\x8e_\x8m_\x8o_\x8·_\x8o_\x8f_\x8·_\x8t_\x8h_\x8e_\x8·_\x8S_\x8p_\x8e_\x8c_\x8t_\x8r_\x8a_\x8l_\x8·_\x8C_\x8o_\x8-_\x8C_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m | 35 | _\x8A_\x8·_\x8d_\x8e_\x8m_\x8o_\x8·_\x8o_\x8f_\x8·_\x8t_\x8h_\x8e_\x8·_\x8S_\x8p_\x8e_\x8c_\x8t_\x8r_\x8a_\x8l_\x8·_\x8C_\x8o_\x8-_\x8C_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m |
| 36 | A·demo·of·the·Spectral·Co-Clustering·algorithm | 36 | A·demo·of·the·Spectral·Co-Clustering·algorithm |
| 37 | _\x8B_\x8i_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8t_\x8h_\x8e_\x8·_\x8S_\x8p_\x8e_\x8c_\x8t_\x8r_\x8a_\x8l_\x8·_\x8C_\x8o_\x8-_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m | 37 | _\x8B_\x8i_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8t_\x8h_\x8e_\x8·_\x8S_\x8p_\x8e_\x8c_\x8t_\x8r_\x8a_\x8l_\x8·_\x8C_\x8o_\x8-_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m |
| 38 | Biclustering·documents·with·the·Spectral·Co-clustering·algorithm | 38 | Biclustering·documents·with·the·Spectral·Co-clustering·algorithm |
| 39 | ©·2007·-·202 | 39 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 390 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 390 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 391 | </section> | 391 | </section> |
| 392 | ······</div> | 392 | ······</div> |
| 393 | ····<div·class="container"> | 393 | ····<div·class="container"> |
| 394 | ······<footer·class="sk-content-footer"> | 394 | ······<footer·class="sk-content-footer"> |
| 395 | ············©·2007·-·202 | 395 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 396 | ··········<a·href="../../_sources/auto_examples/bicluster/plot_bicluster_newsgroups.rst.txt"·rel="nofollow">Show·this·page·source</a> | 396 | ··········<a·href="../../_sources/auto_examples/bicluster/plot_bicluster_newsgroups.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 397 | ······</footer> | 397 | ······</footer> |
| 398 | ····</div> | 398 | ····</div> |
| 399 | ··</div> | 399 | ··</div> |
| 400 | </div> | 400 | </div> |
| 401 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 401 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 217 | ····print("categories···:·{}".format(cat_string)) | 217 | ····print("categories···:·{}".format(cat_string)) |
| 218 | ····print("words········:·{}\n".format(",·".join(important_words))) | 218 | ····print("words········:·{}\n".format(",·".join(important_words))) |
| 219 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.005·seconds) | 219 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.005·seconds) |
| 220 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8b_\x8i_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8__\x8n_\x8e_\x8w_\x8s_\x8g_\x8r_\x8o_\x8u_\x8p_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 220 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8b_\x8i_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8__\x8n_\x8e_\x8w_\x8s_\x8g_\x8r_\x8o_\x8u_\x8p_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 221 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8b_\x8i_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8__\x8n_\x8e_\x8w_\x8s_\x8g_\x8r_\x8o_\x8u_\x8p_\x8s_\x8._\x8p_\x8y | 221 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8b_\x8i_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8__\x8n_\x8e_\x8w_\x8s_\x8g_\x8r_\x8o_\x8u_\x8p_\x8s_\x8._\x8p_\x8y |
| 222 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8b_\x8i_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8__\x8n_\x8e_\x8w_\x8s_\x8g_\x8r_\x8o_\x8u_\x8p_\x8s_\x8._\x8z_\x8i_\x8p | 222 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8b_\x8i_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8__\x8n_\x8e_\x8w_\x8s_\x8g_\x8r_\x8o_\x8u_\x8p_\x8s_\x8._\x8z_\x8i_\x8p |
| 223 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 223 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 224 | ©·2007·-·202 | 224 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 310 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"Checkerboard·structure·of·rearranged·data"</span><span·class="p">)</span> | 310 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"Checkerboard·structure·of·rearranged·data"</span><span·class="p">)</span> |
| 311 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 311 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 312 | </pre></div> | 312 | </pre></div> |
| 313 | </div> | 313 | </div> |
| 314 | <img·src="../../_images/sphx_glr_plot_spectral_biclustering_004.png"·srcset="../../_images/sphx_glr_plot_spectral_biclustering_004.png"·alt="Checkerboard·structure·of·rearranged·data"·class·=·"sphx-glr-single-img"/><p>The·outer·product·of·the·row·and·column·label·vectors·shows·a·representation | 314 | <img·src="../../_images/sphx_glr_plot_spectral_biclustering_004.png"·srcset="../../_images/sphx_glr_plot_spectral_biclustering_004.png"·alt="Checkerboard·structure·of·rearranged·data"·class·=·"sphx-glr-single-img"/><p>The·outer·product·of·the·row·and·column·label·vectors·shows·a·representation |
| 315 | of·the·checkerboard·structure,·where·different·combinations·of·row·and·column | 315 | of·the·checkerboard·structure,·where·different·combinations·of·row·and·column |
| 316 | labels·are·represented·by·different·shades·of·blue.</p> | 316 | labels·are·represented·by·different·shades·of·blue.</p> |
| 317 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.59 | 317 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.595·seconds)</p> |
| 318 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-bicluster-plot-spectral-biclustering-py"> | 318 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-bicluster-plot-spectral-biclustering-py"> |
| 319 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 319 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 320 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/6b00e458f3e282f1cc421f077b2fcad1/plot_spectral_biclustering.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_spectral_biclustering.ipynb</span></code></a></p> | 320 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/6b00e458f3e282f1cc421f077b2fcad1/plot_spectral_biclustering.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_spectral_biclustering.ipynb</span></code></a></p> |
| 321 | </div> | 321 | </div> |
| 322 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 322 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 323 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/ac19db97f4bbd077ccffef2736ed5f3d/plot_spectral_biclustering.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_spectral_biclustering.py</span></code></a></p> | 323 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/ac19db97f4bbd077ccffef2736ed5f3d/plot_spectral_biclustering.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_spectral_biclustering.py</span></code></a></p> |
| 324 | </div> | 324 | </div> |
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| 330 | </section> | 330 | </section> |
| 331 | </section> | 331 | </section> |
| 332 | ······</div> | 332 | ······</div> |
| 333 | ····<div·class="container"> | 333 | ····<div·class="container"> |
| 334 | ······<footer·class="sk-content-footer"> | 334 | ······<footer·class="sk-content-footer"> |
| 335 | ············©·2007·-·202 | 335 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 336 | ··········<a·href="../../_sources/auto_examples/bicluster/plot_spectral_biclustering.rst.txt"·rel="nofollow">Show·this·page·source</a> | 336 | ··········<a·href="../../_sources/auto_examples/bicluster/plot_spectral_biclustering.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 337 | ······</footer> | 337 | ······</footer> |
| 338 | ····</div> | 338 | ····</div> |
| 339 | ··</div> | 339 | ··</div> |
| 340 | </div> | 340 | </div> |
| 341 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 341 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 131 | ) | 131 | ) |
| 132 | plt.title("Checkerboard·structure·of·rearranged·data") | 132 | plt.title("Checkerboard·structure·of·rearranged·data") |
| 133 | plt.show() | 133 | plt.show() |
| 134 | [Checkerboard·structure·of·rearranged·data] | 134 | [Checkerboard·structure·of·rearranged·data] |
| 135 | The·outer·product·of·the·row·and·column·label·vectors·shows·a·representation·of | 135 | The·outer·product·of·the·row·and·column·label·vectors·shows·a·representation·of |
| 136 | the·checkerboard·structure,·where·different·combinations·of·row·and·column | 136 | the·checkerboard·structure,·where·different·combinations·of·row·and·column |
| 137 | labels·are·represented·by·different·shades·of·blue. | 137 | labels·are·represented·by·different·shades·of·blue. |
| 138 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.59 | 138 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.595·seconds) |
| 139 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8p_\x8e_\x8c_\x8t_\x8r_\x8a_\x8l_\x8__\x8b_\x8i_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 139 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8p_\x8e_\x8c_\x8t_\x8r_\x8a_\x8l_\x8__\x8b_\x8i_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 140 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8p_\x8e_\x8c_\x8t_\x8r_\x8a_\x8l_\x8__\x8b_\x8i_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8._\x8p_\x8y | 140 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8p_\x8e_\x8c_\x8t_\x8r_\x8a_\x8l_\x8__\x8b_\x8i_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8._\x8p_\x8y |
| 141 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8p_\x8e_\x8c_\x8t_\x8r_\x8a_\x8l_\x8__\x8b_\x8i_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8._\x8z_\x8i_\x8p | 141 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8p_\x8e_\x8c_\x8t_\x8r_\x8a_\x8l_\x8__\x8b_\x8i_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8._\x8z_\x8i_\x8p |
| 142 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 142 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 143 | ©·2007·-·202 | 143 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 249 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">matshow</span><span·class="p">(</span><span·class="n">fit_data</span><span·class="p">,</span>·<span·class="n">cmap</span><span·class="o">=</span><span·class="n">plt</span><span·class="o">.</span><span·class="n">cm</span><span·class="o">.</span><span·class="n">Blues</span><span·class="p">)</span> | 249 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">matshow</span><span·class="p">(</span><span·class="n">fit_data</span><span·class="p">,</span>·<span·class="n">cmap</span><span·class="o">=</span><span·class="n">plt</span><span·class="o">.</span><span·class="n">cm</span><span·class="o">.</span><span·class="n">Blues</span><span·class="p">)</span> |
| 250 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"After·biclustering;·rearranged·to·show·biclusters"</span><span·class="p">)</span> | 250 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"After·biclustering;·rearranged·to·show·biclusters"</span><span·class="p">)</span> |
| 251 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 251 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 252 | </pre></div> | 252 | </pre></div> |
| 253 | </div> | 253 | </div> |
| 254 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0. | 254 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.438·seconds)</p> |
| 255 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-bicluster-plot-spectral-coclustering-py"> | 255 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-bicluster-plot-spectral-coclustering-py"> |
| 256 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 256 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 257 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/ee8e74bb66ae2967f890e19f28090b37/plot_spectral_coclustering.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_spectral_coclustering.ipynb</span></code></a></p> | 257 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/ee8e74bb66ae2967f890e19f28090b37/plot_spectral_coclustering.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_spectral_coclustering.ipynb</span></code></a></p> |
| 258 | </div> | 258 | </div> |
| 259 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 259 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 260 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/bc8849a7cb8ea7a8dc7237431b95a1cc/plot_spectral_coclustering.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_spectral_coclustering.py</span></code></a></p> | 260 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/bc8849a7cb8ea7a8dc7237431b95a1cc/plot_spectral_coclustering.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_spectral_coclustering.py</span></code></a></p> |
| 261 | </div> | 261 | </div> |
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| 268 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 268 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 269 | </section> | 269 | </section> |
| 270 | ······</div> | 270 | ······</div> |
| 271 | ····<div·class="container"> | 271 | ····<div·class="container"> |
| 272 | ······<footer·class="sk-content-footer"> | 272 | ······<footer·class="sk-content-footer"> |
| 273 | ············©·2007·-·202 | 273 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 274 | ··········<a·href="../../_sources/auto_examples/bicluster/plot_spectral_coclustering.rst.txt"·rel="nofollow">Show·this·page·source</a> | 274 | ··········<a·href="../../_sources/auto_examples/bicluster/plot_spectral_coclustering.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 275 | ······</footer> | 275 | ······</footer> |
| 276 | ····</div> | 276 | ····</div> |
| 277 | ··</div> | 277 | ··</div> |
| 278 | </div> | 278 | </div> |
| 279 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 279 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 79 | fit_data·=·data[np.argsort(model.row_labels_)] | 79 | fit_data·=·data[np.argsort(model.row_labels_)] |
| 80 | fit_data·=·fit_data[:,·np.argsort(model.column_labels_)] | 80 | fit_data·=·fit_data[:,·np.argsort(model.column_labels_)] |
| 81 | plt.matshow(fit_data,·cmap=plt.cm.Blues) | 81 | plt.matshow(fit_data,·cmap=plt.cm.Blues) |
| 82 | plt.title("After·biclustering;·rearranged·to·show·biclusters") | 82 | plt.title("After·biclustering;·rearranged·to·show·biclusters") |
| 83 | plt.show() | 83 | plt.show() |
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| 86 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8p_\x8e_\x8c_\x8t_\x8r_\x8a_\x8l_\x8__\x8c_\x8o_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8._\x8p_\x8y | 86 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8p_\x8e_\x8c_\x8t_\x8r_\x8a_\x8l_\x8__\x8c_\x8o_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8._\x8p_\x8y |
| 87 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8p_\x8e_\x8c_\x8t_\x8r_\x8a_\x8l_\x8__\x8c_\x8o_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8._\x8z_\x8i_\x8p | 87 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8p_\x8e_\x8c_\x8t_\x8r_\x8a_\x8l_\x8__\x8c_\x8o_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8._\x8z_\x8i_\x8p |
| 88 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 88 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 89 | ©·2007·-·202 | 89 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 205 | </div> | 205 | </div> |
| 206 | </section> | 206 | </section> |
| 207 | ······</div> | 207 | ······</div> |
| 208 | ····<div·class="container"> | 208 | ····<div·class="container"> |
| 209 | ······<footer·class="sk-content-footer"> | 209 | ······<footer·class="sk-content-footer"> |
| 210 | ············©·2007·-·202 | 210 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 211 | ··········<a·href="../../_sources/auto_examples/calibration/index.rst.txt"·rel="nofollow">Show·this·page·source</a> | 211 | ··········<a·href="../../_sources/auto_examples/calibration/index.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 212 | ······</footer> | 212 | ······</footer> |
| 213 | ····</div> | 213 | ····</div> |
| 214 | ··</div> | 214 | ··</div> |
| 215 | </div> | 215 | </div> |
| 216 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 216 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 35 | Comparison·of·Calibration·of·Classifiers | 35 | Comparison·of·Calibration·of·Classifiers |
| 36 | _\x8P_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y_\x8·_\x8C_\x8a_\x8l_\x8i_\x8b_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8c_\x8u_\x8r_\x8v_\x8e_\x8s | 36 | _\x8P_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y_\x8·_\x8C_\x8a_\x8l_\x8i_\x8b_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8c_\x8u_\x8r_\x8v_\x8e_\x8s |
| 37 | Probability·Calibration·curves | 37 | Probability·Calibration·curves |
| 38 | _\x8P_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y_\x8·_\x8C_\x8a_\x8l_\x8i_\x8b_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x83_\x8-_\x8c_\x8l_\x8a_\x8s_\x8s_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n | 38 | _\x8P_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y_\x8·_\x8C_\x8a_\x8l_\x8i_\x8b_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x83_\x8-_\x8c_\x8l_\x8a_\x8s_\x8s_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n |
| 39 | Probability·Calibration·for·3-class·classification | 39 | Probability·Calibration·for·3-class·classification |
| 40 | _\x8P_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y_\x8·_\x8c_\x8a_\x8l_\x8i_\x8b_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r_\x8s | 40 | _\x8P_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y_\x8·_\x8c_\x8a_\x8l_\x8i_\x8b_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r_\x8s |
| 41 | Probability·calibration·of·classifiers | 41 | Probability·calibration·of·classifiers |
| 42 | ©·2007·-·202 | 42 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 344 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 344 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 345 | </pre></div> | 345 | </pre></div> |
| 346 | </div> | 346 | </div> |
| 347 | <ul·class="sphx-glr-horizontal"> | 347 | <ul·class="sphx-glr-horizontal"> |
| 348 | <li><img·src="../../_images/sphx_glr_plot_calibration_001.png"·srcset="../../_images/sphx_glr_plot_calibration_001.png"·alt="Data"·class·=·"sphx-glr-multi-img"/></li> | 348 | <li><img·src="../../_images/sphx_glr_plot_calibration_001.png"·srcset="../../_images/sphx_glr_plot_calibration_001.png"·alt="Data"·class·=·"sphx-glr-multi-img"/></li> |
| 349 | <li><img·src="../../_images/sphx_glr_plot_calibration_002.png"·srcset="../../_images/sphx_glr_plot_calibration_002.png"·alt="Gaussian·naive·Bayes·probabilities"·class·=·"sphx-glr-multi-img"/></li> | 349 | <li><img·src="../../_images/sphx_glr_plot_calibration_002.png"·srcset="../../_images/sphx_glr_plot_calibration_002.png"·alt="Gaussian·naive·Bayes·probabilities"·class·=·"sphx-glr-multi-img"/></li> |
| 350 | </ul> | 350 | </ul> |
| 351 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.4 | 351 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.406·seconds)</p> |
| 352 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-calibration-plot-calibration-py"> | 352 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-calibration-plot-calibration-py"> |
| 353 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 353 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 354 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/0c15970ac17183d2bf864a9563081aeb/plot_calibration.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_calibration.ipynb</span></code></a></p> | 354 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/0c15970ac17183d2bf864a9563081aeb/plot_calibration.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_calibration.ipynb</span></code></a></p> |
| 355 | </div> | 355 | </div> |
| 356 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 356 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 357 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/0b39f715b5e32f01df3d212b6d822b82/plot_calibration.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_calibration.py</span></code></a></p> | 357 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/0b39f715b5e32f01df3d212b6d822b82/plot_calibration.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_calibration.py</span></code></a></p> |
| 358 | </div> | 358 | </div> |
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| 364 | </section> | 364 | </section> |
| 365 | </section> | 365 | </section> |
| 366 | ······</div> | 366 | ······</div> |
| 367 | ····<div·class="container"> | 367 | ····<div·class="container"> |
| 368 | ······<footer·class="sk-content-footer"> | 368 | ······<footer·class="sk-content-footer"> |
| 369 | ············©·2007·-·202 | 369 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 370 | ··········<a·href="../../_sources/auto_examples/calibration/plot_calibration.rst.txt"·rel="nofollow">Show·this·page·source</a> | 370 | ··········<a·href="../../_sources/auto_examples/calibration/plot_calibration.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 371 | ······</footer> | 371 | ······</footer> |
| 372 | ····</div> | 372 | ····</div> |
| 373 | ··</div> | 373 | ··</div> |
| 374 | </div> | 374 | </div> |
| 375 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 375 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 166 | plt.ylabel("P(y=1)") | 166 | plt.ylabel("P(y=1)") |
| 167 | plt.legend(loc="upper·left") | 167 | plt.legend(loc="upper·left") |
| 168 | plt.title("Gaussian·naive·Bayes·probabilities") | 168 | plt.title("Gaussian·naive·Bayes·probabilities") |
| 169 | plt.show() | 169 | plt.show() |
| 170 | ····*·[Data] | 170 | ····*·[Data] |
| 171 | ····*·[Gaussian·naive·Bayes·probabilities] | 171 | ····*·[Gaussian·naive·Bayes·probabilities] |
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| 176 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 176 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 177 | ©·2007·-·202 | 177 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 676 | <aside·class="footnote-list·brackets"> | 676 | <aside·class="footnote-list·brackets"> |
| 677 | <aside·class="footnote·brackets"·id="id2"·role="doc-footnote"> | 677 | <aside·class="footnote·brackets"·id="id2"·role="doc-footnote"> |
| 678 | <span·class="label"><span·class="fn-bracket">[</span><a·role="doc-backlink"·href="#id1">1</a><span·class="fn-bracket">]</span></span> | 678 | <span·class="label"><span·class="fn-bracket">[</span><a·role="doc-backlink"·href="#id1">1</a><span·class="fn-bracket">]</span></span> |
| 679 | <p><a·class="reference·external"·href="https://dl.acm.org/doi/pdf/10.1145/1102351.1102430">Predicting·Good·Probabilities·with·Supervised·Learning</a>, | 679 | <p><a·class="reference·external"·href="https://dl.acm.org/doi/pdf/10.1145/1102351.1102430">Predicting·Good·Probabilities·with·Supervised·Learning</a>, |
| 680 | A.·Niculescu-Mizil·&·R.·Caruana,·ICML·2005</p> | 680 | A.·Niculescu-Mizil·&·R.·Caruana,·ICML·2005</p> |
| 681 | </aside> | 681 | </aside> |
| 682 | </aside> | 682 | </aside> |
| 683 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·2.7 | 683 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·2.723·seconds)</p> |
| 684 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-calibration-plot-calibration-curve-py"> | 684 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-calibration-plot-calibration-curve-py"> |
| 685 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 685 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 686 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/6d4f620ec6653356eb970c2a6ed62081/plot_calibration_curve.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_calibration_curve.ipynb</span></code></a></p> | 686 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/6d4f620ec6653356eb970c2a6ed62081/plot_calibration_curve.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_calibration_curve.ipynb</span></code></a></p> |
| 687 | </div> | 687 | </div> |
| 688 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 688 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 689 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/85db957603c93bd3e0a4265ea6565b13/plot_calibration_curve.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_calibration_curve.py</span></code></a></p> | 689 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/85db957603c93bd3e0a4265ea6565b13/plot_calibration_curve.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_calibration_curve.py</span></code></a></p> |
| 690 | </div> | 690 | </div> |
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| 696 | </section> | 696 | </section> |
| 697 | </section> | 697 | </section> |
| 698 | ······</div> | 698 | ······</div> |
| 699 | ····<div·class="container"> | 699 | ····<div·class="container"> |
| 700 | ······<footer·class="sk-content-footer"> | 700 | ······<footer·class="sk-content-footer"> |
| 701 | ············©·2007·-·202 | 701 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 702 | ··········<a·href="../../_sources/auto_examples/calibration/plot_calibration_curve.rst.txt"·rel="nofollow">Show·this·page·source</a> | 702 | ··········<a·href="../../_sources/auto_examples/calibration/plot_calibration_curve.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 703 | ······</footer> | 703 | ······</footer> |
| 704 | ····</div> | 704 | ····</div> |
| 705 | ··</div> | 705 | ··</div> |
| 706 | </div> | 706 | </div> |
| 707 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 707 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 331 | is·transposed-sigmoid·(e.g.,·_\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8N_\x8B).·Non-parametric·isotonic·calibration | 331 | is·transposed-sigmoid·(e.g.,·_\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8N_\x8B).·Non-parametric·isotonic·calibration |
| 332 | can·deal·with·both·situations·but·may·require·more·data·to·produce·good | 332 | can·deal·with·both·situations·but·may·require·more·data·to·produce·good |
| 333 | results. | 333 | results. |
| 334 | *\x8**\x8**\x8**\x8**\x8*·R\x8Re\x8ef\x8fe\x8er\x8re\x8en\x8nc\x8ce\x8es\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 334 | *\x8**\x8**\x8**\x8**\x8*·R\x8Re\x8ef\x8fe\x8er\x8re\x8en\x8nc\x8ce\x8es\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 335 | [_\x81] | 335 | [_\x81] |
| 336 | _\x8P_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8n_\x8g_\x8·_\x8G_\x8o_\x8o_\x8d_\x8·_\x8P_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8i_\x8e_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8S_\x8u_\x8p_\x8e_\x8r_\x8v_\x8i_\x8s_\x8e_\x8d_\x8·_\x8L_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g,·A.·Niculescu-Mizil·&·R. | 336 | _\x8P_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8n_\x8g_\x8·_\x8G_\x8o_\x8o_\x8d_\x8·_\x8P_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8i_\x8e_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8S_\x8u_\x8p_\x8e_\x8r_\x8v_\x8i_\x8s_\x8e_\x8d_\x8·_\x8L_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g,·A.·Niculescu-Mizil·&·R. |
| 337 | Caruana,·ICML·2005 | 337 | Caruana,·ICML·2005 |
| 338 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·2.7 | 338 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·2.723·seconds) |
| 339 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8a_\x8l_\x8i_\x8b_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8c_\x8u_\x8r_\x8v_\x8e_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 339 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8a_\x8l_\x8i_\x8b_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8c_\x8u_\x8r_\x8v_\x8e_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 340 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8a_\x8l_\x8i_\x8b_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8c_\x8u_\x8r_\x8v_\x8e_\x8._\x8p_\x8y | 340 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8a_\x8l_\x8i_\x8b_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8c_\x8u_\x8r_\x8v_\x8e_\x8._\x8p_\x8y |
| 341 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8a_\x8l_\x8i_\x8b_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8c_\x8u_\x8r_\x8v_\x8e_\x8._\x8z_\x8i_\x8p | 341 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8a_\x8l_\x8i_\x8b_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8c_\x8u_\x8r_\x8v_\x8e_\x8._\x8z_\x8i_\x8p |
| 342 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 342 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 343 | ©·2007·-·202 | 343 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 1278 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylabel</span><span·class="p">(</span><span·class="s2">"Probability·class·2"</span><span·class="p">)</span> | 1278 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylabel</span><span·class="p">(</span><span·class="s2">"Probability·class·2"</span><span·class="p">)</span> |
| 1279 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xlim</span><span·class="p">(</span><span·class="o">-</span><span·class="mf">0.05</span><span·class="p">,</span>·<span·class="mf">1.05</span><span·class="p">)</span> | 1279 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xlim</span><span·class="p">(</span><span·class="o">-</span><span·class="mf">0.05</span><span·class="p">,</span>·<span·class="mf">1.05</span><span·class="p">)</span> |
| 1280 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylim</span><span·class="p">(</span><span·class="o">-</span><span·class="mf">0.05</span><span·class="p">,</span>·<span·class="mf">1.05</span><span·class="p">)</span> | 1280 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylim</span><span·class="p">(</span><span·class="o">-</span><span·class="mf">0.05</span><span·class="p">,</span>·<span·class="mf">1.05</span><span·class="p">)</span> |
| 1281 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 1281 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 1282 | </pre></div> | 1282 | </pre></div> |
| 1283 | </div> | 1283 | </div> |
| 1284 | <img·src="../../_images/sphx_glr_plot_calibration_multiclass_002.png"·srcset="../../_images/sphx_glr_plot_calibration_multiclass_002.png"·alt="Learned·sigmoid·calibration·map"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1. | 1284 | <img·src="../../_images/sphx_glr_plot_calibration_multiclass_002.png"·srcset="../../_images/sphx_glr_plot_calibration_multiclass_002.png"·alt="Learned·sigmoid·calibration·map"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1.571·seconds)</p> |
| 1285 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-calibration-plot-calibration-multiclass-py"> | 1285 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-calibration-plot-calibration-multiclass-py"> |
| 1286 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 1286 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 1287 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/b367e30cc681ed484e0148f4ce9eccb0/plot_calibration_multiclass.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_calibration_multiclass.ipynb</span></code></a></p> | 1287 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/b367e30cc681ed484e0148f4ce9eccb0/plot_calibration_multiclass.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_calibration_multiclass.ipynb</span></code></a></p> |
| 1288 | </div> | 1288 | </div> |
| 1289 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 1289 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 1290 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/f4a2350e7cc794cdb19840052e96a1e7/plot_calibration_multiclass.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_calibration_multiclass.py</span></code></a></p> | 1290 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/f4a2350e7cc794cdb19840052e96a1e7/plot_calibration_multiclass.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_calibration_multiclass.py</span></code></a></p> |
| 1291 | </div> | 1291 | </div> |
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| 1298 | </section> | 1298 | </section> |
| 1299 | </section> | 1299 | </section> |
| 1300 | ······</div> | 1300 | ······</div> |
| 1301 | ····<div·class="container"> | 1301 | ····<div·class="container"> |
| 1302 | ······<footer·class="sk-content-footer"> | 1302 | ······<footer·class="sk-content-footer"> |
| 1303 | ············©·2007·-·202 | 1303 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 1304 | ··········<a·href="../../_sources/auto_examples/calibration/plot_calibration_multiclass.rst.txt"·rel="nofollow">Show·this·page·source</a> | 1304 | ··········<a·href="../../_sources/auto_examples/calibration/plot_calibration_multiclass.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 1305 | ······</footer> | 1305 | ······</footer> |
| 1306 | ····</div> | 1306 | ····</div> |
| 1307 | ··</div> | 1307 | ··</div> |
| 1308 | </div> | 1308 | </div> |
| 1309 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 1309 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 299 | plt.xlabel("Probability·class·1") | 299 | plt.xlabel("Probability·class·1") |
| 300 | plt.ylabel("Probability·class·2") | 300 | plt.ylabel("Probability·class·2") |
| 301 | plt.xlim(-0.05,·1.05) | 301 | plt.xlim(-0.05,·1.05) |
| 302 | plt.ylim(-0.05,·1.05) | 302 | plt.ylim(-0.05,·1.05) |
| 303 | plt.show() | 303 | plt.show() |
| 304 | [Learned·sigmoid·calibration·map] | 304 | [Learned·sigmoid·calibration·map] |
| 305 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1. | 305 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1.571·seconds) |
| 306 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8a_\x8l_\x8i_\x8b_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8m_\x8u_\x8l_\x8t_\x8i_\x8c_\x8l_\x8a_\x8s_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 306 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8a_\x8l_\x8i_\x8b_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8m_\x8u_\x8l_\x8t_\x8i_\x8c_\x8l_\x8a_\x8s_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
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| 310 | ©·2007·-·202 | 310 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 456 | <p><a·class="reference·external"·href="https://citeseerx.ist.psu.edu/doc_view/pid/4f67a122ec3723f08ad5cbefecad119b432b3304">Obtaining·calibrated·probability·estimates·from·decision·trees·and | 456 | <p><a·class="reference·external"·href="https://citeseerx.ist.psu.edu/doc_view/pid/4f67a122ec3723f08ad5cbefecad119b432b3304">Obtaining·calibrated·probability·estimates·from·decision·trees·and |
| 457 | naive·Bayesian·classifiers</a> | 457 | naive·Bayesian·classifiers</a> |
| 458 | Zadrozny,·Bianca,·and·Charles·Elkan.·Icml.·Vol.·1.·2001.</p> | 458 | Zadrozny,·Bianca,·and·Charles·Elkan.·Icml.·Vol.·1.·2001.</p> |
| 459 | </aside> | 459 | </aside> |
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| 264 | _\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r·Domingos,·P.,·&·Pazzani,·M.,·Proc.·13th·Intl.·Conf.·Machine | 264 | _\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r·Domingos,·P.,·&·Pazzani,·M.,·Proc.·13th·Intl.·Conf.·Machine |
| 265 | Learning.·1996. | 265 | Learning.·1996. |
| 266 | [_\x83] | 266 | [_\x83] |
| 267 | _\x8O_\x8b_\x8t_\x8a_\x8i_\x8n_\x8i_\x8n_\x8g_\x8·_\x8c_\x8a_\x8l_\x8i_\x8b_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8p_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8e_\x8s_\x8·_\x8f_\x8r_\x8o_\x8m_\x8·_\x8d_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8·_\x8t_\x8r_\x8e_\x8e_\x8s_\x8·_\x8a_\x8n_\x8d_\x8·_\x8n_\x8a_\x8i_\x8v_\x8e | 267 | _\x8O_\x8b_\x8t_\x8a_\x8i_\x8n_\x8i_\x8n_\x8g_\x8·_\x8c_\x8a_\x8l_\x8i_\x8b_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8p_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8e_\x8s_\x8·_\x8f_\x8r_\x8o_\x8m_\x8·_\x8d_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8·_\x8t_\x8r_\x8e_\x8e_\x8s_\x8·_\x8a_\x8n_\x8d_\x8·_\x8n_\x8a_\x8i_\x8v_\x8e |
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| 273 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 273 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 274 | ©·2007·-·202 | 274 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 36 | Linear·and·Quadratic·Discriminant·Analysis·with·covariance·ellipsoid | 36 | Linear·and·Quadratic·Discriminant·Analysis·with·covariance·ellipsoid |
| 37 | _\x8N_\x8o_\x8r_\x8m_\x8a_\x8l_\x8,_\x8·_\x8L_\x8e_\x8d_\x8o_\x8i_\x8t_\x8-_\x8W_\x8o_\x8l_\x8f_\x8·_\x8a_\x8n_\x8d_\x8·_\x8O_\x8A_\x8S_\x8·_\x8L_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8D_\x8i_\x8s_\x8c_\x8r_\x8i_\x8m_\x8i_\x8n_\x8a_\x8n_\x8t_\x8·_\x8A_\x8n_\x8a_\x8l_\x8y_\x8s_\x8i_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n | 37 | _\x8N_\x8o_\x8r_\x8m_\x8a_\x8l_\x8,_\x8·_\x8L_\x8e_\x8d_\x8o_\x8i_\x8t_\x8-_\x8W_\x8o_\x8l_\x8f_\x8·_\x8a_\x8n_\x8d_\x8·_\x8O_\x8A_\x8S_\x8·_\x8L_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8D_\x8i_\x8s_\x8c_\x8r_\x8i_\x8m_\x8i_\x8n_\x8a_\x8n_\x8t_\x8·_\x8A_\x8n_\x8a_\x8l_\x8y_\x8s_\x8i_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n |
| 38 | Normal,·Ledoit-Wolf·and·OAS·Linear·Discriminant·Analysis·for·classification | 38 | Normal,·Ledoit-Wolf·and·OAS·Linear·Discriminant·Analysis·for·classification |
| 39 | _\x8P_\x8l_\x8o_\x8t_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8p_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y | 39 | _\x8P_\x8l_\x8o_\x8t_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8p_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y |
| 40 | Plot·classification·probability | 40 | Plot·classification·probability |
| 41 | _\x8R_\x8e_\x8c_\x8o_\x8g_\x8n_\x8i_\x8z_\x8i_\x8n_\x8g_\x8·_\x8h_\x8a_\x8n_\x8d_\x8-_\x8w_\x8r_\x8i_\x8t_\x8t_\x8e_\x8n_\x8·_\x8d_\x8i_\x8g_\x8i_\x8t_\x8s | 41 | _\x8R_\x8e_\x8c_\x8o_\x8g_\x8n_\x8i_\x8z_\x8i_\x8n_\x8g_\x8·_\x8h_\x8a_\x8n_\x8d_\x8-_\x8w_\x8r_\x8i_\x8t_\x8t_\x8e_\x8n_\x8·_\x8d_\x8i_\x8g_\x8i_\x8t_\x8s |
| 42 | Recognizing·hand-written·digits | 42 | Recognizing·hand-written·digits |
| 43 | ©·2007·-·202 | 43 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 287 | <span·class="n">_</span>·<span·class="o">=</span>·<span·class="n">plt</span><span·class="o">.</span><span·class="n">colorbar</span><span·class="p">(</span> | 287 | <span·class="n">_</span>·<span·class="o">=</span>·<span·class="n">plt</span><span·class="o">.</span><span·class="n">colorbar</span><span·class="p">(</span> |
| 288 | ····<span·class="n">cm</span><span·class="o">.</span><span·class="n">ScalarMappable</span><span·class="p">(</span><span·class="n">norm</span><span·class="o">=</span><span·class="kc">None</span><span·class="p">,</span>·<span·class="n">cmap</span><span·class="o">=</span><span·class="s2">"viridis"</span><span·class="p">),</span>·<span·class="n">cax</span><span·class="o">=</span><span·class="n">ax</span><span·class="p">,</span>·<span·class="n">orientation</span><span·class="o">=</span><span·class="s2">"horizontal"</span> | 288 | ····<span·class="n">cm</span><span·class="o">.</span><span·class="n">ScalarMappable</span><span·class="p">(</span><span·class="n">norm</span><span·class="o">=</span><span·class="kc">None</span><span·class="p">,</span>·<span·class="n">cmap</span><span·class="o">=</span><span·class="s2">"viridis"</span><span·class="p">),</span>·<span·class="n">cax</span><span·class="o">=</span><span·class="n">ax</span><span·class="p">,</span>·<span·class="n">orientation</span><span·class="o">=</span><span·class="s2">"horizontal"</span> |
| 289 | <span·class="p">)</span> | 289 | <span·class="p">)</span> |
| 290 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 290 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 291 | </pre></div> | 291 | </pre></div> |
| 292 | </div> | 292 | </div> |
| 293 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·2.43 | 293 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·2.434·seconds)</p> |
| 294 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-classification-plot-classification-probability-py"> | 294 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-classification-plot-classification-probability-py"> |
| 295 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 295 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 296 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/07960f9087d379e9d0da6350d6ee3f41/plot_classification_probability.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_classification_probability.ipynb</span></code></a></p> | 296 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/07960f9087d379e9d0da6350d6ee3f41/plot_classification_probability.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_classification_probability.ipynb</span></code></a></p> |
| 297 | </div> | 297 | </div> |
| 298 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 298 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 299 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/f42d0af747657c8328f34a4238d49800/plot_classification_probability.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_classification_probability.py</span></code></a></p> | 299 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/f42d0af747657c8328f34a4238d49800/plot_classification_probability.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_classification_probability.py</span></code></a></p> |
| 300 | </div> | 300 | </div> |
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| 306 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 306 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 307 | </section> | 307 | </section> |
| 308 | ······</div> | 308 | ······</div> |
| 309 | ····<div·class="container"> | 309 | ····<div·class="container"> |
| 310 | ······<footer·class="sk-content-footer"> | 310 | ······<footer·class="sk-content-footer"> |
| 311 | ············©·2007·-·202 | 311 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 312 | ··········<a·href="../../_sources/auto_examples/classification/plot_classification_probability.rst.txt"·rel="nofollow">Show·this·page·source</a> | 312 | ··········<a·href="../../_sources/auto_examples/classification/plot_classification_probability.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 313 | ······</footer> | 313 | ······</footer> |
| 314 | ····</div> | 314 | ····</div> |
| 315 | ··</div> | 315 | ··</div> |
| 316 | </div> | 316 | </div> |
| 317 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 317 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 125 | plt.title("Probability") | 125 | plt.title("Probability") |
| 126 | _·=·plt.colorbar( | 126 | _·=·plt.colorbar( |
| 127 | ····cm.ScalarMappable(norm=None,·cmap="viridis"),·cax=ax, | 127 | ····cm.ScalarMappable(norm=None,·cmap="viridis"),·cax=ax, |
| 128 | orientation="horizontal" | 128 | orientation="horizontal" |
| 129 | ) | 129 | ) |
| 130 | plt.show() | 130 | plt.show() |
| 131 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·2.43 | 131 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·2.434·seconds) |
| 132 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8p_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 132 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8p_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 133 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8p_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y_\x8._\x8p_\x8y | 133 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8p_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y_\x8._\x8p_\x8y |
| 134 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8p_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y_\x8._\x8z_\x8i_\x8p | 134 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8p_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y_\x8._\x8z_\x8i_\x8p |
| 135 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 135 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 136 | ©·2007·-·202 | 136 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 340 | ········<span·class="p">)</span> | 340 | ········<span·class="p">)</span> |
| 341 | ········<span·class="n">i</span>·<span·class="o">+=</span>·<span·class="mi">1</span> | 341 | ········<span·class="n">i</span>·<span·class="o">+=</span>·<span·class="mi">1</span> |
| 342 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span> | 342 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span> |
| 343 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 343 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 344 | </pre></div> | 344 | </pre></div> |
| 345 | </div> | 345 | </div> |
| 346 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·2.3 | 346 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·2.376·seconds)</p> |
| 347 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-classification-plot-classifier-comparison-py"> | 347 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-classification-plot-classifier-comparison-py"> |
| 348 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 348 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 349 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/3438aba177365cb595921cf18806dfa7/plot_classifier_comparison.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_classifier_comparison.ipynb</span></code></a></p> | 349 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/3438aba177365cb595921cf18806dfa7/plot_classifier_comparison.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_classifier_comparison.ipynb</span></code></a></p> |
| 350 | </div> | 350 | </div> |
| 351 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 351 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 352 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/2da0534ab0e0c8241033bcc2d912e419/plot_classifier_comparison.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_classifier_comparison.py</span></code></a></p> | 352 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/2da0534ab0e0c8241033bcc2d912e419/plot_classifier_comparison.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_classifier_comparison.py</span></code></a></p> |
| 353 | </div> | 353 | </div> |
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| 359 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 359 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 360 | </section> | 360 | </section> |
| 361 | ······</div> | 361 | ······</div> |
| 362 | ····<div·class="container"> | 362 | ····<div·class="container"> |
| 363 | ······<footer·class="sk-content-footer"> | 363 | ······<footer·class="sk-content-footer"> |
| 364 | ············©·2007·-·202 | 364 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 365 | ··········<a·href="../../_sources/auto_examples/classification/plot_classifier_comparison.rst.txt"·rel="nofollow">Show·this·page·source</a> | 365 | ··········<a·href="../../_sources/auto_examples/classification/plot_classifier_comparison.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 366 | ······</footer> | 366 | ······</footer> |
| 367 | ····</div> | 367 | ····</div> |
| 368 | ··</div> | 368 | ··</div> |
| 369 | </div> | 369 | </div> |
| 370 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 370 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 181 | ············size=15, | 181 | ············size=15, |
| 182 | ············horizontalalignment="right", | 182 | ············horizontalalignment="right", |
| 183 | ········) | 183 | ········) |
| 184 | ········i·+=·1 | 184 | ········i·+=·1 |
| 185 | plt.tight_layout() | 185 | plt.tight_layout() |
| 186 | plt.show() | 186 | plt.show() |
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| 192 | ©·2007·-·202 | 192 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 357 | ····accuracy···························0.97·······899 | 357 | ····accuracy···························0.97·······899 |
| 358 | ···macro·avg·······0.97······0.97······0.97·······899 | 358 | ···macro·avg·······0.97······0.97······0.97·······899 |
| 359 | weighted·avg·······0.97······0.97······0.97·······899 | 359 | weighted·avg·······0.97······0.97······0.97·······899 |
| 360 | </pre></div> | 360 | </pre></div> |
| 361 | </div> | 361 | </div> |
| 362 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0. | 362 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.499·seconds)</p> |
| 363 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-classification-plot-digits-classification-py"> | 363 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-classification-plot-digits-classification-py"> |
| 364 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 364 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 365 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/eb87d6211b2c0a7c2dc460a9e28b1f6a/plot_digits_classification.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_digits_classification.ipynb</span></code></a></p> | 365 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/eb87d6211b2c0a7c2dc460a9e28b1f6a/plot_digits_classification.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_digits_classification.ipynb</span></code></a></p> |
| 366 | </div> | 366 | </div> |
| 367 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 367 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 368 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/1a55101a8e49ab5d3213dadb31332045/plot_digits_classification.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_digits_classification.py</span></code></a></p> | 368 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/1a55101a8e49ab5d3213dadb31332045/plot_digits_classification.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_digits_classification.py</span></code></a></p> |
| 369 | </div> | 369 | </div> |
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| 376 | </section> | 376 | </section> |
| 377 | </section> | 377 | </section> |
| 378 | ······</div> | 378 | ······</div> |
| 379 | ····<div·class="container"> | 379 | ····<div·class="container"> |
| 380 | ······<footer·class="sk-content-footer"> | 380 | ······<footer·class="sk-content-footer"> |
| 381 | ············©·2007·-·202 | 381 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 382 | ··········<a·href="../../_sources/auto_examples/classification/plot_digits_classification.rst.txt"·rel="nofollow">Show·this·page·source</a> | 382 | ··········<a·href="../../_sources/auto_examples/classification/plot_digits_classification.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 383 | ······</footer> | 383 | ······</footer> |
| 384 | ····</div> | 384 | ····</div> |
| 385 | ··</div> | 385 | ··</div> |
| 386 | </div> | 386 | </div> |
| 387 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 387 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 174 | weighted·avg·······0.97······0.97······0.97·······899 | 174 | weighted·avg·······0.97······0.97······0.97·······899 |
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| 179 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 179 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 180 | ©·2007·-·202 | 180 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 7 | <head> | 7 | <head> |
| 8 | ··<meta·charset="utf-8"> | 8 | ··<meta·charset="utf-8"> |
| 9 | ··<meta·name="viewport"·content="width=device-width,·initial-scale=1"·/> | 9 | ··<meta·name="viewport"·content="width=device-width,·initial-scale=1"·/> |
| 10 | <meta·property="og:title"·content="Normal,·Ledoit-Wolf·and·OAS·Linear·Discriminant·Analysis·for·classification"·/> | 10 | <meta·property="og:title"·content="Normal,·Ledoit-Wolf·and·OAS·Linear·Discriminant·Analysis·for·classification"·/> |
| 11 | <meta·property="og:type"·content="website"·/> | 11 | <meta·property="og:type"·content="website"·/> |
| 12 | <meta·property="og:url"·content="https://scikit-learn/stable/auto_examples/classification/plot_lda.html"·/> | 12 | <meta·property="og:url"·content="https://scikit-learn/stable/auto_examples/classification/plot_lda.html"·/> |
| 13 | <meta·property="og:site_name"·content="scikit-learn"·/> | 13 | <meta·property="og:site_name"·content="scikit-learn"·/> |
| 14 | <meta·property="og:description"·content="This·example·illustrates·how·the·Ledoit-Wolf·and·Oracle·Approximating·Shrinkage·(OAS)·estimators·of·covariance·can·improve·classification.·Total·running·time·of·the·script:(0·minutes·8.63 | 14 | <meta·property="og:description"·content="This·example·illustrates·how·the·Ledoit-Wolf·and·Oracle·Approximating·Shrinkage·(OAS)·estimators·of·covariance·can·improve·classification.·Total·running·time·of·the·script:(0·minutes·8.563·seconds)..."·/> |
| 15 | <meta·property="og:image"·content="https://scikit-learn.org/stable/_static/scikit-learn-logo-small.png"·/> | 15 | <meta·property="og:image"·content="https://scikit-learn.org/stable/_static/scikit-learn-logo-small.png"·/> |
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| 17 | <meta·name="description"·content="This·example·illustrates·how·the·Ledoit-Wolf·and·Oracle·Approximating·Shrinkage·(OAS)·estimators·of·covariance·can·improve·classification.·Total·running·time·of·the·script:(0·minutes·8.63 | 17 | <meta·name="description"·content="This·example·illustrates·how·the·Ledoit-Wolf·and·Oracle·Approximating·Shrinkage·(OAS)·estimators·of·covariance·can·improve·classification.·Total·running·time·of·the·script:(0·minutes·8.563·seconds)..."·/> |
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| 21 | ·· | 21 | ·· |
| 22 | ··<link·rel="canonical"·href="https://scikit-learn.org/stable/auto_examples/classification/plot_lda.html"·/> | 22 | ··<link·rel="canonical"·href="https://scikit-learn.org/stable/auto_examples/classification/plot_lda.html"·/> |
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| 287 | ····<span·class="o">+</span>·<span·class="s2">"LDA·with·Ledoit·Wolf·vs.·"</span> | 287 | ····<span·class="o">+</span>·<span·class="s2">"LDA·with·Ledoit·Wolf·vs.·"</span> |
| 288 | ····<span·class="o">+</span>·<span·class="s2">"</span><span·class="se">\n</span><span·class="s2">"</span> | 288 | ····<span·class="o">+</span>·<span·class="s2">"</span><span·class="se">\n</span><span·class="s2">"</span> |
| 289 | ····<span·class="o">+</span>·<span·class="s2">"LDA·with·OAS·(1·discriminative·feature)"</span> | 289 | ····<span·class="o">+</span>·<span·class="s2">"LDA·with·OAS·(1·discriminative·feature)"</span> |
| 290 | <span·class="p">)</span> | 290 | <span·class="p">)</span> |
| 291 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 291 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 292 | </pre></div> | 292 | </pre></div> |
| 293 | </div> | 293 | </div> |
| 294 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·8.63 | 294 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·8.563·seconds)</p> |
| 295 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-classification-plot-lda-py"> | 295 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-classification-plot-lda-py"> |
| 296 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 296 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 297 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/acc912c1f80e1cb0e32675b5f7686075/plot_lda.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_lda.ipynb</span></code></a></p> | 297 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/acc912c1f80e1cb0e32675b5f7686075/plot_lda.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_lda.ipynb</span></code></a></p> |
| 298 | </div> | 298 | </div> |
| 299 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 299 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 300 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/14f620cd922ca2c9a39ae5784034dd0d/plot_lda.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_lda.py</span></code></a></p> | 300 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/14f620cd922ca2c9a39ae5784034dd0d/plot_lda.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_lda.py</span></code></a></p> |
| 301 | </div> | 301 | </div> |
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| 306 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 306 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 307 | </section> | 307 | </section> |
| 308 | ······</div> | 308 | ······</div> |
| 309 | ····<div·class="container"> | 309 | ····<div·class="container"> |
| 310 | ······<footer·class="sk-content-footer"> | 310 | ······<footer·class="sk-content-footer"> |
| 311 | ············©·2007·-·202 | 311 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 312 | ··········<a·href="../../_sources/auto_examples/classification/plot_lda.rst.txt"·rel="nofollow">Show·this·page·source</a> | 312 | ··········<a·href="../../_sources/auto_examples/classification/plot_lda.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 313 | ······</footer> | 313 | ······</footer> |
| 314 | ····</div> | 314 | ····</div> |
| 315 | ··</div> | 315 | ··</div> |
| 316 | </div> | 316 | </div> |
| 317 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 317 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 130 | ····"LDA·(Linear·Discriminant·Analysis)·vs.·" | 130 | ····"LDA·(Linear·Discriminant·Analysis)·vs.·" |
| 131 | ····+·"\n" | 131 | ····+·"\n" |
| 132 | ····+·"LDA·with·Ledoit·Wolf·vs.·" | 132 | ····+·"LDA·with·Ledoit·Wolf·vs.·" |
| 133 | ····+·"\n" | 133 | ····+·"\n" |
| 134 | ····+·"LDA·with·OAS·(1·discriminative·feature)" | 134 | ····+·"LDA·with·OAS·(1·discriminative·feature)" |
| 135 | ) | 135 | ) |
| 136 | plt.show() | 136 | plt.show() |
| 137 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·8.63 | 137 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·8.563·seconds) |
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| 139 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8d_\x8a_\x8._\x8p_\x8y | 139 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8d_\x8a_\x8._\x8p_\x8y |
| 140 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8d_\x8a_\x8._\x8z_\x8i_\x8p | 140 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8d_\x8a_\x8._\x8z_\x8i_\x8p |
| 141 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 141 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 142 | ©·2007·-·202 | 142 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 406 | perpendicular·bisector·between·the·two·means.·This·is·no·longer·the·case·for | 406 | perpendicular·bisector·between·the·two·means.·This·is·no·longer·the·case·for |
| 407 | the·second·dataset.·The·discriminant·boundary·only·passes·through·the·middle | 407 | the·second·dataset.·The·discriminant·boundary·only·passes·through·the·middle |
| 408 | of·the·two·means.</p> | 408 | of·the·two·means.</p> |
| 409 | <p>Finally,·in·the·third·dataset,·we·observe·the·real·difference·between·LDA·and | 409 | <p>Finally,·in·the·third·dataset,·we·observe·the·real·difference·between·LDA·and |
| 410 | QDA.·QDA·fits·two·covariance·matrices·and·provides·a·non-linear·discriminant | 410 | QDA.·QDA·fits·two·covariance·matrices·and·provides·a·non-linear·discriminant |
| 411 | boundary,·whereas·LDA·underfits·since·it·assumes·that·both·classes·share·a | 411 | boundary,·whereas·LDA·underfits·since·it·assumes·that·both·classes·share·a |
| 412 | single·covariance·matrix.</p> | 412 | single·covariance·matrix.</p> |
| 413 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.44 | 413 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.440·seconds)</p> |
| 414 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-classification-plot-lda-qda-py"> | 414 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-classification-plot-lda-qda-py"> |
| 415 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 415 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 416 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/1a2ab00bbfd4eb80e0afca13d83e2a14/plot_lda_qda.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_lda_qda.ipynb</span></code></a></p> | 416 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/1a2ab00bbfd4eb80e0afca13d83e2a14/plot_lda_qda.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_lda_qda.ipynb</span></code></a></p> |
| 417 | </div> | 417 | </div> |
| 418 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 418 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 419 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/d7c704916c145b9b383b87c04245efda/plot_lda_qda.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_lda_qda.py</span></code></a></p> | 419 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/d7c704916c145b9b383b87c04245efda/plot_lda_qda.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_lda_qda.py</span></code></a></p> |
| 420 | </div> | 420 | </div> |
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| 426 | </section> | 426 | </section> |
| 427 | </section> | 427 | </section> |
| 428 | ······</div> | 428 | ······</div> |
| 429 | ····<div·class="container"> | 429 | ····<div·class="container"> |
| 430 | ······<footer·class="sk-content-footer"> | 430 | ······<footer·class="sk-content-footer"> |
| 431 | ············©·2007·-·202 | 431 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 432 | ··········<a·href="../../_sources/auto_examples/classification/plot_lda_qda.rst.txt"·rel="nofollow">Show·this·page·source</a> | 432 | ··········<a·href="../../_sources/auto_examples/classification/plot_lda_qda.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 433 | ······</footer> | 433 | ······</footer> |
| 434 | ····</div> | 434 | ····</div> |
| 435 | ··</div> | 435 | ··</div> |
| 436 | </div> | 436 | </div> |
| 437 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 437 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 231 | perpendicular·bisector·between·the·two·means.·This·is·no·longer·the·case·for | 231 | perpendicular·bisector·between·the·two·means.·This·is·no·longer·the·case·for |
| 232 | the·second·dataset.·The·discriminant·boundary·only·passes·through·the·middle·of | 232 | the·second·dataset.·The·discriminant·boundary·only·passes·through·the·middle·of |
| 233 | the·two·means. | 233 | the·two·means. |
| 234 | Finally,·in·the·third·dataset,·we·observe·the·real·difference·between·LDA·and | 234 | Finally,·in·the·third·dataset,·we·observe·the·real·difference·between·LDA·and |
| 235 | QDA.·QDA·fits·two·covariance·matrices·and·provides·a·non-linear·discriminant | 235 | QDA.·QDA·fits·two·covariance·matrices·and·provides·a·non-linear·discriminant |
| 236 | boundary,·whereas·LDA·underfits·since·it·assumes·that·both·classes·share·a | 236 | boundary,·whereas·LDA·underfits·since·it·assumes·that·both·classes·share·a |
| 237 | single·covariance·matrix. | 237 | single·covariance·matrix. |
| 238 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.44 | 238 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.440·seconds) |
| 239 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8d_\x8a_\x8__\x8q_\x8d_\x8a_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 239 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8d_\x8a_\x8__\x8q_\x8d_\x8a_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 240 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8d_\x8a_\x8__\x8q_\x8d_\x8a_\x8._\x8p_\x8y | 240 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8d_\x8a_\x8__\x8q_\x8d_\x8a_\x8._\x8p_\x8y |
| 241 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8d_\x8a_\x8__\x8q_\x8d_\x8a_\x8._\x8z_\x8i_\x8p | 241 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8d_\x8a_\x8__\x8q_\x8d_\x8a_\x8._\x8z_\x8i_\x8p |
| 242 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 242 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 243 | ©·2007·-·202 | 243 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 286 | </div> | 286 | </div> |
| 287 | </section> | 287 | </section> |
| 288 | ······</div> | 288 | ······</div> |
| 289 | ····<div·class="container"> | 289 | ····<div·class="container"> |
| 290 | ······<footer·class="sk-content-footer"> | 290 | ······<footer·class="sk-content-footer"> |
| 291 | ············©·2007·-·202 | 291 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 292 | ··········<a·href="../../_sources/auto_examples/cluster/index.rst.txt"·rel="nofollow">Show·this·page·source</a> | 292 | ··········<a·href="../../_sources/auto_examples/cluster/index.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 293 | ······</footer> | 293 | ······</footer> |
| 294 | ····</div> | 294 | ····</div> |
| 295 | ··</div> | 295 | ··</div> |
| 296 | </div> | 296 | </div> |
| 297 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 297 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 88 | Selecting·the·number·of·clusters·with·silhouette·analysis·on·KMeans·clustering | 88 | Selecting·the·number·of·clusters·with·silhouette·analysis·on·KMeans·clustering |
| 89 | _\x8S_\x8p_\x8e_\x8c_\x8t_\x8r_\x8a_\x8l_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8f_\x8o_\x8r_\x8·_\x8i_\x8m_\x8a_\x8g_\x8e_\x8·_\x8s_\x8e_\x8g_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n | 89 | _\x8S_\x8p_\x8e_\x8c_\x8t_\x8r_\x8a_\x8l_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8f_\x8o_\x8r_\x8·_\x8i_\x8m_\x8a_\x8g_\x8e_\x8·_\x8s_\x8e_\x8g_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n |
| 90 | Spectral·clustering·for·image·segmentation | 90 | Spectral·clustering·for·image·segmentation |
| 91 | _\x8V_\x8a_\x8r_\x8i_\x8o_\x8u_\x8s_\x8·_\x8A_\x8g_\x8g_\x8l_\x8o_\x8m_\x8e_\x8r_\x8a_\x8t_\x8i_\x8v_\x8e_\x8·_\x8C_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8o_\x8n_\x8·_\x8a_\x8·_\x82_\x8D_\x8·_\x8e_\x8m_\x8b_\x8e_\x8d_\x8d_\x8i_\x8n_\x8g_\x8·_\x8o_\x8f_\x8·_\x8d_\x8i_\x8g_\x8i_\x8t_\x8s | 91 | _\x8V_\x8a_\x8r_\x8i_\x8o_\x8u_\x8s_\x8·_\x8A_\x8g_\x8g_\x8l_\x8o_\x8m_\x8e_\x8r_\x8a_\x8t_\x8i_\x8v_\x8e_\x8·_\x8C_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8o_\x8n_\x8·_\x8a_\x8·_\x82_\x8D_\x8·_\x8e_\x8m_\x8b_\x8e_\x8d_\x8d_\x8i_\x8n_\x8g_\x8·_\x8o_\x8f_\x8·_\x8d_\x8i_\x8g_\x8i_\x8t_\x8s |
| 92 | Various·Agglomerative·Clustering·on·a·2D·embedding·of·digits | 92 | Various·Agglomerative·Clustering·on·a·2D·embedding·of·digits |
| 93 | _\x8V_\x8e_\x8c_\x8t_\x8o_\x8r_\x8·_\x8Q_\x8u_\x8a_\x8n_\x8t_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8E_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e | 93 | _\x8V_\x8e_\x8c_\x8t_\x8o_\x8r_\x8·_\x8Q_\x8u_\x8a_\x8n_\x8t_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8E_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e |
| 94 | Vector·Quantization·Example | 94 | Vector·Quantization·Example |
| 95 | ©·2007·-·202 | 95 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 398 | on·various·overlapping·sub-samples·of·the·dataset.</p> | 398 | on·various·overlapping·sub-samples·of·the·dataset.</p> |
| 399 | <p>Non-adjusted·clustering·evaluation·metric·can·therefore·be·misleading·as·they | 399 | <p>Non-adjusted·clustering·evaluation·metric·can·therefore·be·misleading·as·they |
| 400 | output·large·values·for·fine-grained·labelings,·one·could·be·lead·to·think | 400 | output·large·values·for·fine-grained·labelings,·one·could·be·lead·to·think |
| 401 | that·the·labeling·has·captured·meaningful·groups·while·they·can·be·totally | 401 | that·the·labeling·has·captured·meaningful·groups·while·they·can·be·totally |
| 402 | random.·In·particular,·such·non-adjusted·metrics·should·not·be·used·to·compare | 402 | random.·In·particular,·such·non-adjusted·metrics·should·not·be·used·to·compare |
| 403 | the·results·of·different·clustering·algorithms·that·output·a·different·number | 403 | the·results·of·different·clustering·algorithms·that·output·a·different·number |
| 404 | of·clusters.</p> | 404 | of·clusters.</p> |
| 405 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1.1 | 405 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1.129·seconds)</p> |
| 406 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-adjusted-for-chance-measures-py"> | 406 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-adjusted-for-chance-measures-py"> |
| 407 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 407 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 408 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/7c06490f380b1e20e9558c6c5fde70ed/plot_adjusted_for_chance_measures.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_adjusted_for_chance_measures.ipynb</span></code></a></p> | 408 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/7c06490f380b1e20e9558c6c5fde70ed/plot_adjusted_for_chance_measures.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_adjusted_for_chance_measures.ipynb</span></code></a></p> |
| 409 | </div> | 409 | </div> |
| 410 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 410 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 411 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/f641388d3d28570ff40709693f9cb7ca/plot_adjusted_for_chance_measures.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_adjusted_for_chance_measures.py</span></code></a></p> | 411 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/f641388d3d28570ff40709693f9cb7ca/plot_adjusted_for_chance_measures.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_adjusted_for_chance_measures.py</span></code></a></p> |
| 412 | </div> | 412 | </div> |
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| 418 | </section> | 418 | </section> |
| 419 | </section> | 419 | </section> |
| 420 | ······</div> | 420 | ······</div> |
| 421 | ····<div·class="container"> | 421 | ····<div·class="container"> |
| 422 | ······<footer·class="sk-content-footer"> | 422 | ······<footer·class="sk-content-footer"> |
| 423 | ············©·2007·-·202 | 423 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 424 | ··········<a·href="../../_sources/auto_examples/cluster/plot_adjusted_for_chance_measures.rst.txt"·rel="nofollow">Show·this·page·source</a> | 424 | ··········<a·href="../../_sources/auto_examples/cluster/plot_adjusted_for_chance_measures.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 425 | ······</footer> | 425 | ······</footer> |
| 426 | ····</div> | 426 | ····</div> |
| 427 | ··</div> | 427 | ··</div> |
| 428 | </div> | 428 | </div> |
| 429 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 429 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 220 | on·various·overlapping·sub-samples·of·the·dataset. | 220 | on·various·overlapping·sub-samples·of·the·dataset. |
| 221 | Non-adjusted·clustering·evaluation·metric·can·therefore·be·misleading·as·they | 221 | Non-adjusted·clustering·evaluation·metric·can·therefore·be·misleading·as·they |
| 222 | output·large·values·for·fine-grained·labelings,·one·could·be·lead·to·think·that | 222 | output·large·values·for·fine-grained·labelings,·one·could·be·lead·to·think·that |
| 223 | the·labeling·has·captured·meaningful·groups·while·they·can·be·totally·random. | 223 | the·labeling·has·captured·meaningful·groups·while·they·can·be·totally·random. |
| 224 | In·particular,·such·non-adjusted·metrics·should·not·be·used·to·compare·the | 224 | In·particular,·such·non-adjusted·metrics·should·not·be·used·to·compare·the |
| 225 | results·of·different·clustering·algorithms·that·output·a·different·number·of | 225 | results·of·different·clustering·algorithms·that·output·a·different·number·of |
| 226 | clusters. | 226 | clusters. |
| 227 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1.1 | 227 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1.129·seconds) |
| 228 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8a_\x8d_\x8j_\x8u_\x8s_\x8t_\x8e_\x8d_\x8__\x8f_\x8o_\x8r_\x8__\x8c_\x8h_\x8a_\x8n_\x8c_\x8e_\x8__\x8m_\x8e_\x8a_\x8s_\x8u_\x8r_\x8e_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 228 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8a_\x8d_\x8j_\x8u_\x8s_\x8t_\x8e_\x8d_\x8__\x8f_\x8o_\x8r_\x8__\x8c_\x8h_\x8a_\x8n_\x8c_\x8e_\x8__\x8m_\x8e_\x8a_\x8s_\x8u_\x8r_\x8e_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 229 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8a_\x8d_\x8j_\x8u_\x8s_\x8t_\x8e_\x8d_\x8__\x8f_\x8o_\x8r_\x8__\x8c_\x8h_\x8a_\x8n_\x8c_\x8e_\x8__\x8m_\x8e_\x8a_\x8s_\x8u_\x8r_\x8e_\x8s_\x8._\x8p_\x8y | 229 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8a_\x8d_\x8j_\x8u_\x8s_\x8t_\x8e_\x8d_\x8__\x8f_\x8o_\x8r_\x8__\x8c_\x8h_\x8a_\x8n_\x8c_\x8e_\x8__\x8m_\x8e_\x8a_\x8s_\x8u_\x8r_\x8e_\x8s_\x8._\x8p_\x8y |
| 230 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8a_\x8d_\x8j_\x8u_\x8s_\x8t_\x8e_\x8d_\x8__\x8f_\x8o_\x8r_\x8__\x8c_\x8h_\x8a_\x8n_\x8c_\x8e_\x8__\x8m_\x8e_\x8a_\x8s_\x8u_\x8r_\x8e_\x8s_\x8._\x8z_\x8i_\x8p | 230 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8a_\x8d_\x8j_\x8u_\x8s_\x8t_\x8e_\x8d_\x8__\x8f_\x8o_\x8r_\x8__\x8c_\x8h_\x8a_\x8n_\x8c_\x8e_\x8__\x8m_\x8e_\x8a_\x8s_\x8u_\x8r_\x8e_\x8s_\x8._\x8z_\x8i_\x8p |
| 231 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 231 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 232 | ©·2007·-·202 | 232 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 274 | ············<span·class="p">[</span><span·class="n">cluster_center</span><span·class="p">[</span><span·class="mi">0</span><span·class="p">],</span>·<span·class="n">x</span><span·class="p">[</span><span·class="mi">0</span><span·class="p">]],</span>·<span·class="p">[</span><span·class="n">cluster_center</span><span·class="p">[</span><span·class="mi">1</span><span·class="p">],</span>·<span·class="n">x</span><span·class="p">[</span><span·class="mi">1</span><span·class="p">]],</span>·<span·class="n">color</span><span·class="o">=</span><span·class="n">col</span><span·class="p">[</span><span·class="s2">"color"</span><span·class="p">]</span> | 274 | ············<span·class="p">[</span><span·class="n">cluster_center</span><span·class="p">[</span><span·class="mi">0</span><span·class="p">],</span>·<span·class="n">x</span><span·class="p">[</span><span·class="mi">0</span><span·class="p">]],</span>·<span·class="p">[</span><span·class="n">cluster_center</span><span·class="p">[</span><span·class="mi">1</span><span·class="p">],</span>·<span·class="n">x</span><span·class="p">[</span><span·class="mi">1</span><span·class="p">]],</span>·<span·class="n">color</span><span·class="o">=</span><span·class="n">col</span><span·class="p">[</span><span·class="s2">"color"</span><span·class="p">]</span> |
| 275 | ········<span·class="p">)</span> | 275 | ········<span·class="p">)</span> |
| 276 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"Estimated·number·of·clusters:·</span><span·class="si">%d</span><span·class="s2">"</span>·<span·class="o">%</span>·<span·class="n">n_clusters_</span><span·class="p">)</span> | 276 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"Estimated·number·of·clusters:·</span><span·class="si">%d</span><span·class="s2">"</span>·<span·class="o">%</span>·<span·class="n">n_clusters_</span><span·class="p">)</span> |
| 277 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 277 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 278 | </pre></div> | 278 | </pre></div> |
| 279 | </div> | 279 | </div> |
| 280 | <img·src="../../_images/sphx_glr_plot_affinity_propagation_001.png"·srcset="../../_images/sphx_glr_plot_affinity_propagation_001.png"·alt="Estimated·number·of·clusters:·3"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.3 | 280 | <img·src="../../_images/sphx_glr_plot_affinity_propagation_001.png"·srcset="../../_images/sphx_glr_plot_affinity_propagation_001.png"·alt="Estimated·number·of·clusters:·3"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.334·seconds)</p> |
| 281 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-affinity-propagation-py"> | 281 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-affinity-propagation-py"> |
| 282 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 282 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 283 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/91999ecc168932f9034d0cbc1cc248fa/plot_affinity_propagation.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_affinity_propagation.ipynb</span></code></a></p> | 283 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/91999ecc168932f9034d0cbc1cc248fa/plot_affinity_propagation.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_affinity_propagation.ipynb</span></code></a></p> |
| 284 | </div> | 284 | </div> |
| 285 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 285 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 286 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/2f930acda654766f8ba0fee08887bb41/plot_affinity_propagation.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_affinity_propagation.py</span></code></a></p> | 286 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/2f930acda654766f8ba0fee08887bb41/plot_affinity_propagation.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_affinity_propagation.py</span></code></a></p> |
| 287 | </div> | 287 | </div> |
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| 294 | </section> | 294 | </section> |
| 295 | </section> | 295 | </section> |
| 296 | ······</div> | 296 | ······</div> |
| 297 | ····<div·class="container"> | 297 | ····<div·class="container"> |
| 298 | ······<footer·class="sk-content-footer"> | 298 | ······<footer·class="sk-content-footer"> |
| 299 | ············©·2007·-·202 | 299 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 300 | ··········<a·href="../../_sources/auto_examples/cluster/plot_affinity_propagation.rst.txt"·rel="nofollow">Show·this·page·source</a> | 300 | ··········<a·href="../../_sources/auto_examples/cluster/plot_affinity_propagation.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 301 | ······</footer> | 301 | ······</footer> |
| 302 | ····</div> | 302 | ····</div> |
| 303 | ··</div> | 303 | ··</div> |
| 304 | </div> | 304 | </div> |
| 305 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 305 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 99 | ············[cluster_center[0],·x[0]],·[cluster_center[1],·x[1]],·color=col | 99 | ············[cluster_center[0],·x[0]],·[cluster_center[1],·x[1]],·color=col |
| 100 | ["color"] | 100 | ["color"] |
| 101 | ········) | 101 | ········) |
| 102 | plt.title("Estimated·number·of·clusters:·%d"·%·n_clusters_) | 102 | plt.title("Estimated·number·of·clusters:·%d"·%·n_clusters_) |
| 103 | plt.show() | 103 | plt.show() |
| 104 | [Estimated·number·of·clusters:·3] | 104 | [Estimated·number·of·clusters:·3] |
| 105 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.3 | 105 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.334·seconds) |
| 106 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8a_\x8f_\x8f_\x8i_\x8n_\x8i_\x8t_\x8y_\x8__\x8p_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 106 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8a_\x8f_\x8f_\x8i_\x8n_\x8i_\x8t_\x8y_\x8__\x8p_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 107 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8a_\x8f_\x8f_\x8i_\x8n_\x8i_\x8t_\x8y_\x8__\x8p_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y | 107 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8a_\x8f_\x8f_\x8i_\x8n_\x8i_\x8t_\x8y_\x8__\x8p_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y |
| 108 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8a_\x8f_\x8f_\x8i_\x8n_\x8i_\x8t_\x8y_\x8__\x8p_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p | 108 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8a_\x8f_\x8f_\x8i_\x8n_\x8i_\x8t_\x8y_\x8__\x8p_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p |
| 109 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 109 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 110 | ©·2007·-·202 | 110 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 207 | mechanism·for·average·and·complete·linkage,·making·them·resemble·the·more | 207 | mechanism·for·average·and·complete·linkage,·making·them·resemble·the·more |
| 208 | brittle·single·linkage.·This·effect·is·more·pronounced·for·very·sparse·graphs | 208 | brittle·single·linkage.·This·effect·is·more·pronounced·for·very·sparse·graphs |
| 209 | (try·decreasing·the·number·of·neighbors·in·kneighbors_graph)·and·with | 209 | (try·decreasing·the·number·of·neighbors·in·kneighbors_graph)·and·with |
| 210 | complete·linkage.·In·particular,·having·a·very·small·number·of·neighbors·in | 210 | complete·linkage.·In·particular,·having·a·very·small·number·of·neighbors·in |
| 211 | the·graph,·imposes·a·geometry·that·is·close·to·that·of·single·linkage, | 211 | the·graph,·imposes·a·geometry·that·is·close·to·that·of·single·linkage, |
| 212 | which·is·well·known·to·have·this·percolation·instability.</p> | 212 | which·is·well·known·to·have·this·percolation·instability.</p> |
| 213 | <ul·class="sphx-glr-horizontal"> | 213 | <ul·class="sphx-glr-horizontal"> |
| 214 | <li><img·src="../../_images/sphx_glr_plot_agglomerative_clustering_001.png"·srcset="../../_images/sphx_glr_plot_agglomerative_clustering_001.png"·alt="n_cluster=30,·connectivity=False,·linkage=average·(time·0.0 | 214 | <li><img·src="../../_images/sphx_glr_plot_agglomerative_clustering_001.png"·srcset="../../_images/sphx_glr_plot_agglomerative_clustering_001.png"·alt="n_cluster=30,·connectivity=False,·linkage=average·(time·0.03s),·linkage=complete·(time·0.03s),·linkage=ward·(time·0.04s),·linkage=single·(time·0.01s)"·class·=·"sphx-glr-multi-img"/></li> |
| 215 | <li><img·src="../../_images/sphx_glr_plot_agglomerative_clustering_002.png"·srcset="../../_images/sphx_glr_plot_agglomerative_clustering_002.png"·alt="n_cluster=3,·connectivity=False,·linkage=average·(time·0.0 | 215 | <li><img·src="../../_images/sphx_glr_plot_agglomerative_clustering_002.png"·srcset="../../_images/sphx_glr_plot_agglomerative_clustering_002.png"·alt="n_cluster=3,·connectivity=False,·linkage=average·(time·0.03s),·linkage=complete·(time·0.03s),·linkage=ward·(time·0.04s),·linkage=single·(time·0.01s)"·class·=·"sphx-glr-multi-img"/></li> |
| 216 | <li><img·src="../../_images/sphx_glr_plot_agglomerative_clustering_003.png"·srcset="../../_images/sphx_glr_plot_agglomerative_clustering_003.png"·alt="n_cluster=30,·connectivity=True,·linkage=average·(time·0.11s),·linkage=complete·(time·0.11s),·linkage=ward·(time·0.16s),·linkage=single·(time·0.02s)"·class·=·"sphx-glr-multi-img"/></li> | 216 | <li><img·src="../../_images/sphx_glr_plot_agglomerative_clustering_003.png"·srcset="../../_images/sphx_glr_plot_agglomerative_clustering_003.png"·alt="n_cluster=30,·connectivity=True,·linkage=average·(time·0.11s),·linkage=complete·(time·0.11s),·linkage=ward·(time·0.16s),·linkage=single·(time·0.02s)"·class·=·"sphx-glr-multi-img"/></li> |
| 217 | <li><img·src="../../_images/sphx_glr_plot_agglomerative_clustering_004.png"·srcset="../../_images/sphx_glr_plot_agglomerative_clustering_004.png"·alt="n_cluster=3,·connectivity=True,·linkage=average·(time·0.11s),·linkage=complete·(time·0.11s),·linkage=ward·(time·0.16s),·linkage=single·(time·0.02s)"·class·=·"sphx-glr-multi-img"/></li> | 217 | <li><img·src="../../_images/sphx_glr_plot_agglomerative_clustering_004.png"·srcset="../../_images/sphx_glr_plot_agglomerative_clustering_004.png"·alt="n_cluster=3,·connectivity=True,·linkage=average·(time·0.11s),·linkage=complete·(time·0.11s),·linkage=ward·(time·0.16s),·linkage=single·(time·0.02s)"·class·=·"sphx-glr-multi-img"/></li> |
| 218 | </ul> | 218 | </ul> |
| 219 | <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="c1">#·Authors:·Gael·Varoquaux,·Nelle·Varoquaux</span> | 219 | <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="c1">#·Authors:·Gael·Varoquaux,·Nelle·Varoquaux</span> |
| 220 | <span·class="c1">#·License:·BSD·3·clause</span> | 220 | <span·class="c1">#·License:·BSD·3·clause</span> |
| 221 | <span·class="kn">import</span>·<span·class="nn">time</span> | 221 | <span·class="kn">import</span>·<span·class="nn">time</span> |
| Offset 272, 15 lines modified | Offset 272, 15 lines modified | ||
| 272 | ················<span·class="n">size</span><span·class="o">=</span><span·class="mi">17</span><span·class="p">,</span> | 272 | ················<span·class="n">size</span><span·class="o">=</span><span·class="mi">17</span><span·class="p">,</span> |
| 273 | ············<span·class="p">)</span> | 273 | ············<span·class="p">)</span> |
| 274 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 274 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 275 | </pre></div> | 275 | </pre></div> |
| 276 | </div> | 276 | </div> |
| 277 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·2.0 | 277 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·2.018·seconds)</p> |
| 278 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-agglomerative-clustering-py"> | 278 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-agglomerative-clustering-py"> |
| 279 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 279 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 280 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/d2f474d24fdee2c16d20414456da98c4/plot_agglomerative_clustering.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_agglomerative_clustering.ipynb</span></code></a></p> | 280 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/d2f474d24fdee2c16d20414456da98c4/plot_agglomerative_clustering.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_agglomerative_clustering.ipynb</span></code></a></p> |
| 281 | </div> | 281 | </div> |
| 282 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 282 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 283 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/473e94775f7181f54536fbb1f45b9e42/plot_agglomerative_clustering.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_agglomerative_clustering.py</span></code></a></p> | 283 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/473e94775f7181f54536fbb1f45b9e42/plot_agglomerative_clustering.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_agglomerative_clustering.py</span></code></a></p> |
| 284 | </div> | 284 | </div> |
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| 291 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 291 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 292 | </section> | 292 | </section> |
| 293 | ······</div> | 293 | ······</div> |
| 294 | ····<div·class="container"> | 294 | ····<div·class="container"> |
| 295 | ······<footer·class="sk-content-footer"> | 295 | ······<footer·class="sk-content-footer"> |
| 296 | ············©·2007·-·202 | 296 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 297 | ··········<a·href="../../_sources/auto_examples/cluster/plot_agglomerative_clustering.rst.txt"·rel="nofollow">Show·this·page·source</a> | 297 | ··········<a·href="../../_sources/auto_examples/cluster/plot_agglomerative_clustering.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 298 | ······</footer> | 298 | ······</footer> |
| 299 | ····</div> | 299 | ····</div> |
| 300 | ··</div> | 300 | ··</div> |
| 301 | </div> | 301 | </div> |
| 302 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 302 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 43 | clusters).·The·connectivity·graph·breaks·this·mechanism·for·average·and | 43 | clusters).·The·connectivity·graph·breaks·this·mechanism·for·average·and |
| 44 | complete·linkage,·making·them·resemble·the·more·brittle·single·linkage.·This | 44 | complete·linkage,·making·them·resemble·the·more·brittle·single·linkage.·This |
| 45 | effect·is·more·pronounced·for·very·sparse·graphs·(try·decreasing·the·number·of | 45 | effect·is·more·pronounced·for·very·sparse·graphs·(try·decreasing·the·number·of |
| 46 | neighbors·in·kneighbors_graph)·and·with·complete·linkage.·In·particular,·having | 46 | neighbors·in·kneighbors_graph)·and·with·complete·linkage.·In·particular,·having |
| 47 | a·very·small·number·of·neighbors·in·the·graph,·imposes·a·geometry·that·is·close | 47 | a·very·small·number·of·neighbors·in·the·graph,·imposes·a·geometry·that·is·close |
| 48 | to·that·of·single·linkage,·which·is·well·known·to·have·this·percolation | 48 | to·that·of·single·linkage,·which·is·well·known·to·have·this·percolation |
| 49 | instability. | 49 | instability. |
| 50 | ····*·[n_cluster=30,·connectivity=False,·linkage=average·(time·0.0 | 50 | ····*·[n_cluster=30,·connectivity=False,·linkage=average·(time·0.03s), |
| 51 | ······linkage=complete·(time·0.03s),·linkage=ward·(time·0.04s),·linkage=single | 51 | ······linkage=complete·(time·0.03s),·linkage=ward·(time·0.04s),·linkage=single |
| 52 | ······(time·0.01s)] | 52 | ······(time·0.01s)] |
| 53 | ····*·[n_cluster=3,·connectivity=False,·linkage=average·(time·0.0 | 53 | ····*·[n_cluster=3,·connectivity=False,·linkage=average·(time·0.03s), |
| 54 | ······linkage=complete·(time·0.03s),·linkage=ward·(time·0.04s),·linkage=single | 54 | ······linkage=complete·(time·0.03s),·linkage=ward·(time·0.04s),·linkage=single |
| 55 | ······(time·0.01s)] | 55 | ······(time·0.01s)] |
| 56 | ····*·[n_cluster=30,·connectivity=True,·linkage=average·(time·0.11s), | 56 | ····*·[n_cluster=30,·connectivity=True,·linkage=average·(time·0.11s), |
| 57 | ······linkage=complete·(time·0.11s),·linkage=ward·(time·0.16s),·linkage=single | 57 | ······linkage=complete·(time·0.11s),·linkage=ward·(time·0.16s),·linkage=single |
| 58 | ······(time·0.02s)] | 58 | ······(time·0.02s)] |
| 59 | ····*·[n_cluster=3,·connectivity=True,·linkage=average·(time·0.11s), | 59 | ····*·[n_cluster=3,·connectivity=True,·linkage=average·(time·0.11s), |
| 60 | ······linkage=complete·(time·0.11s),·linkage=ward·(time·0.16s),·linkage=single | 60 | ······linkage=complete·(time·0.11s),·linkage=ward·(time·0.16s),·linkage=single |
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| 116 | ················"n_cluster=%i,·connectivity=%r" | 116 | ················"n_cluster=%i,·connectivity=%r" |
| 117 | ················%·(n_clusters,·connectivity·is·not·None), | 117 | ················%·(n_clusters,·connectivity·is·not·None), |
| 118 | ················size=17, | 118 | ················size=17, |
| 119 | ············) | 119 | ············) |
| 120 | plt.show() | 120 | plt.show() |
| 121 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·2.0 | 121 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·2.018·seconds) |
| 122 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8a_\x8g_\x8g_\x8l_\x8o_\x8m_\x8e_\x8r_\x8a_\x8t_\x8i_\x8v_\x8e_\x8__\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 122 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8a_\x8g_\x8g_\x8l_\x8o_\x8m_\x8e_\x8r_\x8a_\x8t_\x8i_\x8v_\x8e_\x8__\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 123 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8a_\x8g_\x8g_\x8l_\x8o_\x8m_\x8e_\x8r_\x8a_\x8t_\x8i_\x8v_\x8e_\x8__\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8._\x8p_\x8y | 123 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8a_\x8g_\x8g_\x8l_\x8o_\x8m_\x8e_\x8r_\x8a_\x8t_\x8i_\x8v_\x8e_\x8__\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8._\x8p_\x8y |
| 124 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8a_\x8g_\x8g_\x8l_\x8o_\x8m_\x8e_\x8r_\x8a_\x8t_\x8i_\x8v_\x8e_\x8__\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8._\x8z_\x8i_\x8p | 124 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8a_\x8g_\x8g_\x8l_\x8o_\x8m_\x8e_\x8r_\x8a_\x8t_\x8i_\x8v_\x8e_\x8__\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8._\x8z_\x8i_\x8p |
| 125 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 125 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 126 | ©·2007·-·202 | 126 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 335 | ····<span·class="n">plt</span><span·class="o">.</span><span·class="n">axis</span><span·class="p">(</span><span·class="s2">"off"</span><span·class="p">)</span> | 335 | ····<span·class="n">plt</span><span·class="o">.</span><span·class="n">axis</span><span·class="p">(</span><span·class="s2">"off"</span><span·class="p">)</span> |
| 336 | ····<span·class="n">plt</span><span·class="o">.</span><span·class="n">suptitle</span><span·class="p">(</span><span·class="s2">"AgglomerativeClustering(metric=</span><span·class="si">%s</span><span·class="s2">)"</span>·<span·class="o">%</span>·<span·class="n">metric</span><span·class="p">,</span>·<span·class="n">size</span><span·class="o">=</span><span·class="mi">20</span><span·class="p">,</span>·<span·class="n">y</span><span·class="o">=</span><span·class="mi">1</span><span·class="p">)</span> | 336 | ····<span·class="n">plt</span><span·class="o">.</span><span·class="n">suptitle</span><span·class="p">(</span><span·class="s2">"AgglomerativeClustering(metric=</span><span·class="si">%s</span><span·class="s2">)"</span>·<span·class="o">%</span>·<span·class="n">metric</span><span·class="p">,</span>·<span·class="n">size</span><span·class="o">=</span><span·class="mi">20</span><span·class="p">,</span>·<span·class="n">y</span><span·class="o">=</span><span·class="mi">1</span><span·class="p">)</span> |
| 337 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 337 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 338 | </pre></div> | 338 | </pre></div> |
| 339 | </div> | 339 | </div> |
| 340 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1.2 | 340 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1.223·seconds)</p> |
| 341 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-agglomerative-clustering-metrics-py"> | 341 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-agglomerative-clustering-metrics-py"> |
| 342 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 342 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 343 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/e7d5500e87a046a110ca0daebd702588/plot_agglomerative_clustering_metrics.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_agglomerative_clustering_metrics.ipynb</span></code></a></p> | 343 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/e7d5500e87a046a110ca0daebd702588/plot_agglomerative_clustering_metrics.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_agglomerative_clustering_metrics.ipynb</span></code></a></p> |
| 344 | </div> | 344 | </div> |
| 345 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 345 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 346 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/bc88e7ec572d6d2d2ff19cf0d75265c9/plot_agglomerative_clustering_metrics.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_agglomerative_clustering_metrics.py</span></code></a></p> | 346 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/bc88e7ec572d6d2d2ff19cf0d75265c9/plot_agglomerative_clustering_metrics.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_agglomerative_clustering_metrics.py</span></code></a></p> |
| 347 | </div> | 347 | </div> |
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| 354 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 354 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 355 | </section> | 355 | </section> |
| 356 | ······</div> | 356 | ······</div> |
| 357 | ····<div·class="container"> | 357 | ····<div·class="container"> |
| 358 | ······<footer·class="sk-content-footer"> | 358 | ······<footer·class="sk-content-footer"> |
| 359 | ············©·2007·-·202 | 359 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 360 | ··········<a·href="../../_sources/auto_examples/cluster/plot_agglomerative_clustering_metrics.rst.txt"·rel="nofollow">Show·this·page·source</a> | 360 | ··········<a·href="../../_sources/auto_examples/cluster/plot_agglomerative_clustering_metrics.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 361 | ······</footer> | 361 | ······</footer> |
| 362 | ····</div> | 362 | ····</div> |
| 363 | ··</div> | 363 | ··</div> |
| 364 | </div> | 364 | </div> |
| 365 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 365 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 168 | ········plt.plot(X[model.labels_·==·l].T,·c=color,·alpha=0.5) | 168 | ········plt.plot(X[model.labels_·==·l].T,·c=color,·alpha=0.5) |
| 169 | ····plt.axis("tight") | 169 | ····plt.axis("tight") |
| 170 | ····plt.axis("off") | 170 | ····plt.axis("off") |
| 171 | ····plt.suptitle("AgglomerativeClustering(metric=%s)"·%·metric,·size=20,·y=1) | 171 | ····plt.suptitle("AgglomerativeClustering(metric=%s)"·%·metric,·size=20,·y=1) |
| 172 | plt.show() | 172 | plt.show() |
| 173 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1.2 | 173 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1.223·seconds) |
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| 175 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8a_\x8g_\x8g_\x8l_\x8o_\x8m_\x8e_\x8r_\x8a_\x8t_\x8i_\x8v_\x8e_\x8__\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8__\x8m_\x8e_\x8t_\x8r_\x8i_\x8c_\x8s_\x8._\x8p_\x8y | 175 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8a_\x8g_\x8g_\x8l_\x8o_\x8m_\x8e_\x8r_\x8a_\x8t_\x8i_\x8v_\x8e_\x8__\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8__\x8m_\x8e_\x8t_\x8r_\x8i_\x8c_\x8s_\x8._\x8p_\x8y |
| 176 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8a_\x8g_\x8g_\x8l_\x8o_\x8m_\x8e_\x8r_\x8a_\x8t_\x8i_\x8v_\x8e_\x8__\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8__\x8m_\x8e_\x8t_\x8r_\x8i_\x8c_\x8s_\x8._\x8z_\x8i_\x8p | 176 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8a_\x8g_\x8g_\x8l_\x8o_\x8m_\x8e_\x8r_\x8a_\x8t_\x8i_\x8v_\x8e_\x8__\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8__\x8m_\x8e_\x8t_\x8r_\x8i_\x8c_\x8s_\x8._\x8z_\x8i_\x8p |
| 177 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 177 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 178 | ©·2007·-·202 | 178 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 236 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"Hierarchical·Clustering·Dendrogram"</span><span·class="p">)</span> | 236 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"Hierarchical·Clustering·Dendrogram"</span><span·class="p">)</span> |
| 237 | <span·class="c1">#·plot·the·top·three·levels·of·the·dendrogram</span> | 237 | <span·class="c1">#·plot·the·top·three·levels·of·the·dendrogram</span> |
| 238 | <span·class="n">plot_dendrogram</span><span·class="p">(</span><span·class="n">model</span><span·class="p">,</span>·<span·class="n">truncate_mode</span><span·class="o">=</span><span·class="s2">"level"</span><span·class="p">,</span>·<span·class="n">p</span><span·class="o">=</span><span·class="mi">3</span><span·class="p">)</span> | 238 | <span·class="n">plot_dendrogram</span><span·class="p">(</span><span·class="n">model</span><span·class="p">,</span>·<span·class="n">truncate_mode</span><span·class="o">=</span><span·class="s2">"level"</span><span·class="p">,</span>·<span·class="n">p</span><span·class="o">=</span><span·class="mi">3</span><span·class="p">)</span> |
| 239 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xlabel</span><span·class="p">(</span><span·class="s2">"Number·of·points·in·node·(or·index·of·point·if·no·parenthesis)."</span><span·class="p">)</span> | 239 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xlabel</span><span·class="p">(</span><span·class="s2">"Number·of·points·in·node·(or·index·of·point·if·no·parenthesis)."</span><span·class="p">)</span> |
| 240 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 240 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 241 | </pre></div> | 241 | </pre></div> |
| 242 | </div> | 242 | </div> |
| 243 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.09 | 243 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.096·seconds)</p> |
| 244 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-agglomerative-dendrogram-py"> | 244 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-agglomerative-dendrogram-py"> |
| 245 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 245 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 246 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/72d877fe6a0a97bfa8950a086a14a445/plot_agglomerative_dendrogram.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_agglomerative_dendrogram.ipynb</span></code></a></p> | 246 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/72d877fe6a0a97bfa8950a086a14a445/plot_agglomerative_dendrogram.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_agglomerative_dendrogram.ipynb</span></code></a></p> |
| 247 | </div> | 247 | </div> |
| 248 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 248 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 249 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/4cb9ca0dda94124c7cb99dcaae983dab/plot_agglomerative_dendrogram.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_agglomerative_dendrogram.py</span></code></a></p> | 249 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/4cb9ca0dda94124c7cb99dcaae983dab/plot_agglomerative_dendrogram.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_agglomerative_dendrogram.py</span></code></a></p> |
| 250 | </div> | 250 | </div> |
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| 255 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 255 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 256 | </section> | 256 | </section> |
| 257 | ······</div> | 257 | ······</div> |
| 258 | ····<div·class="container"> | 258 | ····<div·class="container"> |
| 259 | ······<footer·class="sk-content-footer"> | 259 | ······<footer·class="sk-content-footer"> |
| 260 | ············©·2007·-·202 | 260 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 261 | ··········<a·href="../../_sources/auto_examples/cluster/plot_agglomerative_dendrogram.rst.txt"·rel="nofollow">Show·this·page·source</a> | 261 | ··········<a·href="../../_sources/auto_examples/cluster/plot_agglomerative_dendrogram.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 262 | ······</footer> | 262 | ······</footer> |
| 263 | ····</div> | 263 | ····</div> |
| 264 | ··</div> | 264 | ··</div> |
| 265 | </div> | 265 | </div> |
| 266 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 266 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 73 | model·=·model.fit(X) | 73 | model·=·model.fit(X) |
| 74 | plt.title("Hierarchical·Clustering·Dendrogram") | 74 | plt.title("Hierarchical·Clustering·Dendrogram") |
| 75 | #·plot·the·top·three·levels·of·the·dendrogram | 75 | #·plot·the·top·three·levels·of·the·dendrogram |
| 76 | plot_dendrogram(model,·truncate_mode="level",·p=3) | 76 | plot_dendrogram(model,·truncate_mode="level",·p=3) |
| 77 | plt.xlabel("Number·of·points·in·node·(or·index·of·point·if·no·parenthesis).") | 77 | plt.xlabel("Number·of·points·in·node·(or·index·of·point·if·no·parenthesis).") |
| 78 | plt.show() | 78 | plt.show() |
| 79 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.09 | 79 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.096·seconds) |
| 80 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8a_\x8g_\x8g_\x8l_\x8o_\x8m_\x8e_\x8r_\x8a_\x8t_\x8i_\x8v_\x8e_\x8__\x8d_\x8e_\x8n_\x8d_\x8r_\x8o_\x8g_\x8r_\x8a_\x8m_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 80 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8a_\x8g_\x8g_\x8l_\x8o_\x8m_\x8e_\x8r_\x8a_\x8t_\x8i_\x8v_\x8e_\x8__\x8d_\x8e_\x8n_\x8d_\x8r_\x8o_\x8g_\x8r_\x8a_\x8m_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 81 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8a_\x8g_\x8g_\x8l_\x8o_\x8m_\x8e_\x8r_\x8a_\x8t_\x8i_\x8v_\x8e_\x8__\x8d_\x8e_\x8n_\x8d_\x8r_\x8o_\x8g_\x8r_\x8a_\x8m_\x8._\x8p_\x8y | 81 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8a_\x8g_\x8g_\x8l_\x8o_\x8m_\x8e_\x8r_\x8a_\x8t_\x8i_\x8v_\x8e_\x8__\x8d_\x8e_\x8n_\x8d_\x8r_\x8o_\x8g_\x8r_\x8a_\x8m_\x8._\x8p_\x8y |
| 82 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8a_\x8g_\x8g_\x8l_\x8o_\x8m_\x8e_\x8r_\x8a_\x8t_\x8i_\x8v_\x8e_\x8__\x8d_\x8e_\x8n_\x8d_\x8r_\x8o_\x8g_\x8r_\x8a_\x8m_\x8._\x8z_\x8i_\x8p | 82 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8a_\x8g_\x8g_\x8l_\x8o_\x8m_\x8e_\x8r_\x8a_\x8t_\x8i_\x8v_\x8e_\x8__\x8d_\x8e_\x8n_\x8d_\x8r_\x8o_\x8g_\x8r_\x8a_\x8m_\x8._\x8z_\x8i_\x8p |
| 83 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 83 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 84 | ©·2007·-·202 | 84 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 202 | our·Continuous·Integration·resource·usage·reasonable·but·the·interested | 202 | our·Continuous·Integration·resource·usage·reasonable·but·the·interested |
| 203 | reader·might·enjoy·editing·this·script·to·rerun·it·with·a·larger·value·for | 203 | reader·might·enjoy·editing·this·script·to·rerun·it·with·a·larger·value·for |
| 204 | <code·class="docutils·literal·notranslate"><span·class="pre">n_samples</span></code>.</p> | 204 | <code·class="docutils·literal·notranslate"><span·class="pre">n_samples</span></code>.</p> |
| 205 | <p>If·<code·class="docutils·literal·notranslate"><span·class="pre">n_clusters</span></code>·is·set·to·None,·the·data·is·reduced·from·25,000 | 205 | <p>If·<code·class="docutils·literal·notranslate"><span·class="pre">n_clusters</span></code>·is·set·to·None,·the·data·is·reduced·from·25,000 |
| 206 | samples·to·a·set·of·158·clusters.·This·can·be·viewed·as·a·preprocessing | 206 | samples·to·a·set·of·158·clusters.·This·can·be·viewed·as·a·preprocessing |
| 207 | step·before·the·final·(global)·clustering·step·that·further·reduces·these | 207 | step·before·the·final·(global)·clustering·step·that·further·reduces·these |
| 208 | 158·clusters·to·100·clusters.</p> | 208 | 158·clusters·to·100·clusters.</p> |
| 209 | <img·src="../../_images/sphx_glr_plot_birch_vs_minibatchkmeans_001.png"·srcset="../../_images/sphx_glr_plot_birch_vs_minibatchkmeans_001.png"·alt="BIRCH·without·global·clustering,·BIRCH·with·global·clustering,·MiniBatchKMeans"·class·=·"sphx-glr-single-img"/><div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>BIRCH·without·global·clustering·as·the·final·step·took·0. | 209 | <img·src="../../_images/sphx_glr_plot_birch_vs_minibatchkmeans_001.png"·srcset="../../_images/sphx_glr_plot_birch_vs_minibatchkmeans_001.png"·alt="BIRCH·without·global·clustering,·BIRCH·with·global·clustering,·MiniBatchKMeans"·class·=·"sphx-glr-single-img"/><div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>BIRCH·without·global·clustering·as·the·final·step·took·0.55·seconds |
| 210 | n_clusters·:·158 | 210 | n_clusters·:·158 |
| 211 | BIRCH·with·global·clustering·as·the·final·step·took·0. | 211 | BIRCH·with·global·clustering·as·the·final·step·took·0.55·seconds |
| 212 | n_clusters·:·100 | 212 | n_clusters·:·100 |
| 213 | Time·taken·to·run·MiniBatchKMeans·0.25·seconds | 213 | Time·taken·to·run·MiniBatchKMeans·0.25·seconds |
| 214 | </pre></div> | 214 | </pre></div> |
| 215 | </div> | 215 | </div> |
| 216 | <div·class="line-block"> | 216 | <div·class="line-block"> |
| 217 | <div·class="line"><br·/></div> | 217 | <div·class="line"><br·/></div> |
| 218 | </div> | 218 | </div> |
| Offset 300, 15 lines modified | Offset 300, 15 lines modified | ||
| 300 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">set_xlim</span><span·class="p">([</span><span·class="o">-</span><span·class="mi">25</span><span·class="p">,</span>·<span·class="mi">25</span><span·class="p">])</span> | 300 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">set_xlim</span><span·class="p">([</span><span·class="o">-</span><span·class="mi">25</span><span·class="p">,</span>·<span·class="mi">25</span><span·class="p">])</span> |
| 301 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">set_ylim</span><span·class="p">([</span><span·class="o">-</span><span·class="mi">25</span><span·class="p">,</span>·<span·class="mi">25</span><span·class="p">])</span> | 301 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">set_ylim</span><span·class="p">([</span><span·class="o">-</span><span·class="mi">25</span><span·class="p">,</span>·<span·class="mi">25</span><span·class="p">])</span> |
| 302 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">set_title</span><span·class="p">(</span><span·class="s2">"MiniBatchKMeans"</span><span·class="p">)</span> | 302 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">set_title</span><span·class="p">(</span><span·class="s2">"MiniBatchKMeans"</span><span·class="p">)</span> |
| 303 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">set_autoscaley_on</span><span·class="p">(</span><span·class="kc">False</span><span·class="p">)</span> | 303 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">set_autoscaley_on</span><span·class="p">(</span><span·class="kc">False</span><span·class="p">)</span> |
| 304 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 304 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 305 | </pre></div> | 305 | </pre></div> |
| 306 | </div> | 306 | </div> |
| 307 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·4. | 307 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·4.087·seconds)</p> |
| 308 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-birch-vs-minibatchkmeans-py"> | 308 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-birch-vs-minibatchkmeans-py"> |
| 309 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 309 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 310 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/a373b9fdc21005d9a66ecf3df90eb49a/plot_birch_vs_minibatchkmeans.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_birch_vs_minibatchkmeans.ipynb</span></code></a></p> | 310 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/a373b9fdc21005d9a66ecf3df90eb49a/plot_birch_vs_minibatchkmeans.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_birch_vs_minibatchkmeans.ipynb</span></code></a></p> |
| 311 | </div> | 311 | </div> |
| 312 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 312 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 313 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/e3c29fcee17ffb4a67e11b147b8a86bb/plot_birch_vs_minibatchkmeans.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_birch_vs_minibatchkmeans.py</span></code></a></p> | 313 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/e3c29fcee17ffb4a67e11b147b8a86bb/plot_birch_vs_minibatchkmeans.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_birch_vs_minibatchkmeans.py</span></code></a></p> |
| 314 | </div> | 314 | </div> |
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| 319 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 319 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 320 | </section> | 320 | </section> |
| 321 | ······</div> | 321 | ······</div> |
| 322 | ····<div·class="container"> | 322 | ····<div·class="container"> |
| 323 | ······<footer·class="sk-content-footer"> | 323 | ······<footer·class="sk-content-footer"> |
| 324 | ············©·2007·-·202 | 324 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 325 | ··········<a·href="../../_sources/auto_examples/cluster/plot_birch_vs_minibatchkmeans.rst.txt"·rel="nofollow">Show·this·page·source</a> | 325 | ··········<a·href="../../_sources/auto_examples/cluster/plot_birch_vs_minibatchkmeans.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 326 | ······</footer> | 326 | ······</footer> |
| 327 | ····</div> | 327 | ····</div> |
| 328 | ··</div> | 328 | ··</div> |
| 329 | </div> | 329 | </div> |
| 330 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 330 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 41 | might·enjoy·editing·this·script·to·rerun·it·with·a·larger·value·for·n_samples. | 41 | might·enjoy·editing·this·script·to·rerun·it·with·a·larger·value·for·n_samples. |
| 42 | If·n_clusters·is·set·to·None,·the·data·is·reduced·from·25,000·samples·to·a·set | 42 | If·n_clusters·is·set·to·None,·the·data·is·reduced·from·25,000·samples·to·a·set |
| 43 | of·158·clusters.·This·can·be·viewed·as·a·preprocessing·step·before·the·final | 43 | of·158·clusters.·This·can·be·viewed·as·a·preprocessing·step·before·the·final |
| 44 | (global)·clustering·step·that·further·reduces·these·158·clusters·to·100 | 44 | (global)·clustering·step·that·further·reduces·these·158·clusters·to·100 |
| 45 | clusters. | 45 | clusters. |
| 46 | [BIRCH·without·global·clustering,·BIRCH·with·global·clustering, | 46 | [BIRCH·without·global·clustering,·BIRCH·with·global·clustering, |
| 47 | MiniBatchKMeans] | 47 | MiniBatchKMeans] |
| 48 | BIRCH·without·global·clustering·as·the·final·step·took·0. | 48 | BIRCH·without·global·clustering·as·the·final·step·took·0.55·seconds |
| 49 | n_clusters·:·158 | 49 | n_clusters·:·158 |
| 50 | BIRCH·with·global·clustering·as·the·final·step·took·0. | 50 | BIRCH·with·global·clustering·as·the·final·step·took·0.55·seconds |
| 51 | n_clusters·:·100 | 51 | n_clusters·:·100 |
| 52 | Time·taken·to·run·MiniBatchKMeans·0.25·seconds | 52 | Time·taken·to·run·MiniBatchKMeans·0.25·seconds |
| 53 | #·Authors:·Manoj·Kumar·<manojkumarsivaraj334@gmail.com | 53 | #·Authors:·Manoj·Kumar·<manojkumarsivaraj334@gmail.com |
| 54 | #··········Alexandre·Gramfort·<alexandre.gramfort@telecom-paristech.fr> | 54 | #··········Alexandre·Gramfort·<alexandre.gramfort@telecom-paristech.fr> |
| 55 | #·License:·BSD·3·clause | 55 | #·License:·BSD·3·clause |
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| 139 | alpha=0.5) | 139 | alpha=0.5) |
| 140 | ····ax.scatter(this_centroid[0],·this_centroid[1],·marker="+",·c="k",·s=25) | 140 | ····ax.scatter(this_centroid[0],·this_centroid[1],·marker="+",·c="k",·s=25) |
| 141 | ax.set_xlim([-25,·25]) | 141 | ax.set_xlim([-25,·25]) |
| 142 | ax.set_ylim([-25,·25]) | 142 | ax.set_ylim([-25,·25]) |
| 143 | ax.set_title("MiniBatchKMeans") | 143 | ax.set_title("MiniBatchKMeans") |
| 144 | ax.set_autoscaley_on(False) | 144 | ax.set_autoscaley_on(False) |
| 145 | plt.show() | 145 | plt.show() |
| 146 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·4. | 146 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·4.087·seconds) |
| 147 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8b_\x8i_\x8r_\x8c_\x8h_\x8__\x8v_\x8s_\x8__\x8m_\x8i_\x8n_\x8i_\x8b_\x8a_\x8t_\x8c_\x8h_\x8k_\x8m_\x8e_\x8a_\x8n_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 147 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8b_\x8i_\x8r_\x8c_\x8h_\x8__\x8v_\x8s_\x8__\x8m_\x8i_\x8n_\x8i_\x8b_\x8a_\x8t_\x8c_\x8h_\x8k_\x8m_\x8e_\x8a_\x8n_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 148 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8b_\x8i_\x8r_\x8c_\x8h_\x8__\x8v_\x8s_\x8__\x8m_\x8i_\x8n_\x8i_\x8b_\x8a_\x8t_\x8c_\x8h_\x8k_\x8m_\x8e_\x8a_\x8n_\x8s_\x8._\x8p_\x8y | 148 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8b_\x8i_\x8r_\x8c_\x8h_\x8__\x8v_\x8s_\x8__\x8m_\x8i_\x8n_\x8i_\x8b_\x8a_\x8t_\x8c_\x8h_\x8k_\x8m_\x8e_\x8a_\x8n_\x8s_\x8._\x8p_\x8y |
| 149 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8b_\x8i_\x8r_\x8c_\x8h_\x8__\x8v_\x8s_\x8__\x8m_\x8i_\x8n_\x8i_\x8b_\x8a_\x8t_\x8c_\x8h_\x8k_\x8m_\x8e_\x8a_\x8n_\x8s_\x8._\x8z_\x8i_\x8p | 149 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8b_\x8i_\x8r_\x8c_\x8h_\x8__\x8v_\x8s_\x8__\x8m_\x8i_\x8n_\x8i_\x8b_\x8a_\x8t_\x8c_\x8h_\x8k_\x8m_\x8e_\x8a_\x8n_\x8s_\x8._\x8z_\x8i_\x8p |
| 150 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 150 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 151 | ©·2007·-·202 | 151 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 247 | ····<span·class="n">ax</span><span·class="o">.</span><span·class="n">label_outer</span><span·class="p">()</span> | 247 | ····<span·class="n">ax</span><span·class="o">.</span><span·class="n">label_outer</span><span·class="p">()</span> |
| 248 | ····<span·class="n">ax</span><span·class="o">.</span><span·class="n">set_xticks</span><span·class="p">([])</span> | 248 | ····<span·class="n">ax</span><span·class="o">.</span><span·class="n">set_xticks</span><span·class="p">([])</span> |
| 249 | ····<span·class="n">ax</span><span·class="o">.</span><span·class="n">set_yticks</span><span·class="p">([])</span> | 249 | ····<span·class="n">ax</span><span·class="o">.</span><span·class="n">set_yticks</span><span·class="p">([])</span> |
| 250 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 250 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 251 | </pre></div> | 251 | </pre></div> |
| 252 | </div> | 252 | </div> |
| 253 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1.2 | 253 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1.268·seconds)</p> |
| 254 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-bisect-kmeans-py"> | 254 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-bisect-kmeans-py"> |
| 255 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 255 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 256 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/13db5212719118ea59532c291af3a8f9/plot_bisect_kmeans.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_bisect_kmeans.ipynb</span></code></a></p> | 256 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/13db5212719118ea59532c291af3a8f9/plot_bisect_kmeans.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_bisect_kmeans.ipynb</span></code></a></p> |
| 257 | </div> | 257 | </div> |
| 258 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 258 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 259 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/73962cec5f14b10630f1a505fe761ab7/plot_bisect_kmeans.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_bisect_kmeans.py</span></code></a></p> | 259 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/73962cec5f14b10630f1a505fe761ab7/plot_bisect_kmeans.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_bisect_kmeans.py</span></code></a></p> |
| 260 | </div> | 260 | </div> |
| Offset 266, 15 lines modified | Offset 266, 15 lines modified | ||
| 266 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 266 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 267 | </section> | 267 | </section> |
| 268 | ······</div> | 268 | ······</div> |
| 269 | ····<div·class="container"> | 269 | ····<div·class="container"> |
| 270 | ······<footer·class="sk-content-footer"> | 270 | ······<footer·class="sk-content-footer"> |
| 271 | ············©·2007·-·202 | 271 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 272 | ··········<a·href="../../_sources/auto_examples/cluster/plot_bisect_kmeans.rst.txt"·rel="nofollow">Show·this·page·source</a> | 272 | ··········<a·href="../../_sources/auto_examples/cluster/plot_bisect_kmeans.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 273 | ······</footer> | 273 | ······</footer> |
| 274 | ····</div> | 274 | ····</div> |
| 275 | ··</div> | 275 | ··</div> |
| 276 | </div> | 276 | </div> |
| 277 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 277 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 88 | #·Hide·x·labels·and·tick·labels·for·top·plots·and·y·ticks·for·right·plots. | 88 | #·Hide·x·labels·and·tick·labels·for·top·plots·and·y·ticks·for·right·plots. |
| 89 | for·ax·in·axs.flat: | 89 | for·ax·in·axs.flat: |
| 90 | ····ax.label_outer() | 90 | ····ax.label_outer() |
| 91 | ····ax.set_xticks([]) | 91 | ····ax.set_xticks([]) |
| 92 | ····ax.set_yticks([]) | 92 | ····ax.set_yticks([]) |
| 93 | plt.show() | 93 | plt.show() |
| 94 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1.2 | 94 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1.268·seconds) |
| 95 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8b_\x8i_\x8s_\x8e_\x8c_\x8t_\x8__\x8k_\x8m_\x8e_\x8a_\x8n_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 95 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8b_\x8i_\x8s_\x8e_\x8c_\x8t_\x8__\x8k_\x8m_\x8e_\x8a_\x8n_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 96 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8b_\x8i_\x8s_\x8e_\x8c_\x8t_\x8__\x8k_\x8m_\x8e_\x8a_\x8n_\x8s_\x8._\x8p_\x8y | 96 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8b_\x8i_\x8s_\x8e_\x8c_\x8t_\x8__\x8k_\x8m_\x8e_\x8a_\x8n_\x8s_\x8._\x8p_\x8y |
| 97 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8b_\x8i_\x8s_\x8e_\x8c_\x8t_\x8__\x8k_\x8m_\x8e_\x8a_\x8n_\x8s_\x8._\x8z_\x8i_\x8p | 97 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8b_\x8i_\x8s_\x8e_\x8c_\x8t_\x8__\x8k_\x8m_\x8e_\x8a_\x8n_\x8s_\x8._\x8z_\x8i_\x8p |
| 98 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 98 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 99 | ©·2007·-·202 | 99 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 465 | ············<span·class="n">horizontalalignment</span><span·class="o">=</span><span·class="s2">"right"</span><span·class="p">,</span> | 465 | ············<span·class="n">horizontalalignment</span><span·class="o">=</span><span·class="s2">"right"</span><span·class="p">,</span> |
| 466 | ········<span·class="p">)</span> | 466 | ········<span·class="p">)</span> |
| 467 | ········<span·class="n">plot_num</span>·<span·class="o">+=</span>·<span·class="mi">1</span> | 467 | ········<span·class="n">plot_num</span>·<span·class="o">+=</span>·<span·class="mi">1</span> |
| 468 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 468 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 469 | </pre></div> | 469 | </pre></div> |
| 470 | </div> | 470 | </div> |
| 471 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·6.2 | 471 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·6.216·seconds)</p> |
| 472 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-cluster-comparison-py"> | 472 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-cluster-comparison-py"> |
| 473 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 473 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 474 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/803ca1bcd8dd2c364836a6784144355b/plot_cluster_comparison.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_cluster_comparison.ipynb</span></code></a></p> | 474 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/803ca1bcd8dd2c364836a6784144355b/plot_cluster_comparison.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_cluster_comparison.ipynb</span></code></a></p> |
| 475 | </div> | 475 | </div> |
| 476 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 476 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 477 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/d5b3a28a1dd21d46ab866e29825586b7/plot_cluster_comparison.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_cluster_comparison.py</span></code></a></p> | 477 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/d5b3a28a1dd21d46ab866e29825586b7/plot_cluster_comparison.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_cluster_comparison.py</span></code></a></p> |
| 478 | </div> | 478 | </div> |
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| 484 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 484 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 485 | </section> | 485 | </section> |
| 486 | ······</div> | 486 | ······</div> |
| 487 | ····<div·class="container"> | 487 | ····<div·class="container"> |
| 488 | ······<footer·class="sk-content-footer"> | 488 | ······<footer·class="sk-content-footer"> |
| 489 | ············©·2007·-·202 | 489 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 490 | ··········<a·href="../../_sources/auto_examples/cluster/plot_cluster_comparison.rst.txt"·rel="nofollow">Show·this·page·source</a> | 490 | ··········<a·href="../../_sources/auto_examples/cluster/plot_cluster_comparison.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 491 | ······</footer> | 491 | ······</footer> |
| 492 | ····</div> | 492 | ····</div> |
| 493 | ··</div> | 493 | ··</div> |
| 494 | </div> | 494 | </div> |
| 495 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 495 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 300 | ············transform=plt.gca().transAxes, | 300 | ············transform=plt.gca().transAxes, |
| 301 | ············size=15, | 301 | ············size=15, |
| 302 | ············horizontalalignment="right", | 302 | ············horizontalalignment="right", |
| 303 | ········) | 303 | ········) |
| 304 | ········plot_num·+=·1 | 304 | ········plot_num·+=·1 |
| 305 | plt.show() | 305 | plt.show() |
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| 307 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8__\x8c_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 307 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8__\x8c_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 308 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8__\x8c_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n_\x8._\x8p_\x8y | 308 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8__\x8c_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n_\x8._\x8p_\x8y |
| 309 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8__\x8c_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n_\x8._\x8z_\x8i_\x8p | 309 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8__\x8c_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n_\x8._\x8z_\x8i_\x8p |
| 310 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 310 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 311 | ©·2007·-·202 | 311 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 269 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">set_zlabel</span><span·class="p">(</span><span·class="s2">"Petal·length"</span><span·class="p">)</span> | 269 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">set_zlabel</span><span·class="p">(</span><span·class="s2">"Petal·length"</span><span·class="p">)</span> |
| 270 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">set_title</span><span·class="p">(</span><span·class="s2">"Ground·Truth"</span><span·class="p">)</span> | 270 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">set_title</span><span·class="p">(</span><span·class="s2">"Ground·Truth"</span><span·class="p">)</span> |
| 271 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">subplots_adjust</span><span·class="p">(</span><span·class="n">wspace</span><span·class="o">=</span><span·class="mf">0.25</span><span·class="p">,</span>·<span·class="n">hspace</span><span·class="o">=</span><span·class="mf">0.25</span><span·class="p">)</span> | 271 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">subplots_adjust</span><span·class="p">(</span><span·class="n">wspace</span><span·class="o">=</span><span·class="mf">0.25</span><span·class="p">,</span>·<span·class="n">hspace</span><span·class="o">=</span><span·class="mf">0.25</span><span·class="p">)</span> |
| 272 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 272 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 273 | </pre></div> | 273 | </pre></div> |
| 274 | </div> | 274 | </div> |
| 275 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.34 | 275 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.340·seconds)</p> |
| 276 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-cluster-iris-py"> | 276 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-cluster-iris-py"> |
| 277 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 277 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 278 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/18eb95af29bd5554020a8428b3ceac54/plot_cluster_iris.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_cluster_iris.ipynb</span></code></a></p> | 278 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/18eb95af29bd5554020a8428b3ceac54/plot_cluster_iris.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_cluster_iris.ipynb</span></code></a></p> |
| 279 | </div> | 279 | </div> |
| 280 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 280 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 281 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/a315e003c9ce53b89d5fa110538885fd/plot_cluster_iris.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_cluster_iris.py</span></code></a></p> | 281 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/a315e003c9ce53b89d5fa110538885fd/plot_cluster_iris.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_cluster_iris.py</span></code></a></p> |
| 282 | </div> | 282 | </div> |
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| 288 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 288 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 289 | </section> | 289 | </section> |
| 290 | ······</div> | 290 | ······</div> |
| 291 | ····<div·class="container"> | 291 | ····<div·class="container"> |
| 292 | ······<footer·class="sk-content-footer"> | 292 | ······<footer·class="sk-content-footer"> |
| 293 | ············©·2007·-·202 | 293 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 294 | ··········<a·href="../../_sources/auto_examples/cluster/plot_cluster_iris.rst.txt"·rel="nofollow">Show·this·page·source</a> | 294 | ··········<a·href="../../_sources/auto_examples/cluster/plot_cluster_iris.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 295 | ······</footer> | 295 | ······</footer> |
| 296 | ····</div> | 296 | ····</div> |
| 297 | ··</div> | 297 | ··</div> |
| 298 | </div> | 298 | </div> |
| 299 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 299 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 105 | ax.set_xlabel("Petal·width") | 105 | ax.set_xlabel("Petal·width") |
| 106 | ax.set_ylabel("Sepal·length") | 106 | ax.set_ylabel("Sepal·length") |
| 107 | ax.set_zlabel("Petal·length") | 107 | ax.set_zlabel("Petal·length") |
| 108 | ax.set_title("Ground·Truth") | 108 | ax.set_title("Ground·Truth") |
| 109 | plt.subplots_adjust(wspace=0.25,·hspace=0.25) | 109 | plt.subplots_adjust(wspace=0.25,·hspace=0.25) |
| 110 | plt.show() | 110 | plt.show() |
| 111 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.34 | 111 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.340·seconds) |
| 112 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8__\x8i_\x8r_\x8i_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 112 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8__\x8i_\x8r_\x8i_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 113 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8__\x8i_\x8r_\x8i_\x8s_\x8._\x8p_\x8y | 113 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8__\x8i_\x8r_\x8i_\x8s_\x8._\x8p_\x8y |
| 114 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8__\x8i_\x8r_\x8i_\x8s_\x8._\x8z_\x8i_\x8p | 114 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8__\x8i_\x8r_\x8i_\x8s_\x8._\x8z_\x8i_\x8p |
| 115 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 115 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 116 | ©·2007·-·202 | 116 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 289 | <span·class="c1">#·TODO:·After·#21194·is·merged·and·#21243·is·fixed,·check·which·eigen_solver</span> | 289 | <span·class="c1">#·TODO:·After·#21194·is·merged·and·#21243·is·fixed,·check·which·eigen_solver</span> |
| 290 | <span·class="c1">#·is·the·best·and·set·eigen_solver='arpack',·'lobpcg',·or·'amg'·and·eigen_tol</span> | 290 | <span·class="c1">#·is·the·best·and·set·eigen_solver='arpack',·'lobpcg',·or·'amg'·and·eigen_tol</span> |
| 291 | <span·class="c1">#·explicitly·in·this·example.</span> | 291 | <span·class="c1">#·explicitly·in·this·example.</span> |
| 292 | </pre></div> | 292 | </pre></div> |
| 293 | </div> | 293 | </div> |
| 294 | <ul·class="sphx-glr-horizontal"> | 294 | <ul·class="sphx-glr-horizontal"> |
| 295 | <li><img·src="../../_images/sphx_glr_plot_coin_segmentation_001.png"·srcset="../../_images/sphx_glr_plot_coin_segmentation_001.png"·alt="Spectral·clustering:·kmeans,·2. | 295 | <li><img·src="../../_images/sphx_glr_plot_coin_segmentation_001.png"·srcset="../../_images/sphx_glr_plot_coin_segmentation_001.png"·alt="Spectral·clustering:·kmeans,·2.68s"·class·=·"sphx-glr-multi-img"/></li> |
| 296 | <li><img·src="../../_images/sphx_glr_plot_coin_segmentation_002.png"·srcset="../../_images/sphx_glr_plot_coin_segmentation_002.png"·alt="Spectral·clustering:·discretize,·2.2 | 296 | <li><img·src="../../_images/sphx_glr_plot_coin_segmentation_002.png"·srcset="../../_images/sphx_glr_plot_coin_segmentation_002.png"·alt="Spectral·clustering:·discretize,·2.25s"·class·=·"sphx-glr-multi-img"/></li> |
| 297 | <li><img·src="../../_images/sphx_glr_plot_coin_segmentation_003.png"·srcset="../../_images/sphx_glr_plot_coin_segmentation_003.png"·alt="Spectral·clustering:·cluster_qr,·2.2 | 297 | <li><img·src="../../_images/sphx_glr_plot_coin_segmentation_003.png"·srcset="../../_images/sphx_glr_plot_coin_segmentation_003.png"·alt="Spectral·clustering:·cluster_qr,·2.23s"·class·=·"sphx-glr-multi-img"/></li> |
| 298 | </ul> | 298 | </ul> |
| 299 | <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>Spectral·clustering:·kmeans,·2. | 299 | <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>Spectral·clustering:·kmeans,·2.68s |
| 300 | Spectral·clustering:·discretize,·2.2 | 300 | Spectral·clustering:·discretize,·2.25s |
| 301 | Spectral·clustering:·cluster_qr,·2.2 | 301 | Spectral·clustering:·cluster_qr,·2.23s |
| 302 | </pre></div> | 302 | </pre></div> |
| 303 | </div> | 303 | </div> |
| 304 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·7. | 304 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·7.585·seconds)</p> |
| 305 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-coin-segmentation-py"> | 305 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-coin-segmentation-py"> |
| 306 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 306 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 307 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/006fc185672e58b056a5c134db26935c/plot_coin_segmentation.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_coin_segmentation.ipynb</span></code></a></p> | 307 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/006fc185672e58b056a5c134db26935c/plot_coin_segmentation.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_coin_segmentation.ipynb</span></code></a></p> |
| 308 | </div> | 308 | </div> |
| 309 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 309 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 310 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/2e86a4838807f09bbbb529d9643d45ab/plot_coin_segmentation.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_coin_segmentation.py</span></code></a></p> | 310 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/2e86a4838807f09bbbb529d9643d45ab/plot_coin_segmentation.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_coin_segmentation.py</span></code></a></p> |
| 311 | </div> | 311 | </div> |
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| 317 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 317 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 318 | </section> | 318 | </section> |
| 319 | ······</div> | 319 | ······</div> |
| 320 | ····<div·class="container"> | 320 | ····<div·class="container"> |
| 321 | ······<footer·class="sk-content-footer"> | 321 | ······<footer·class="sk-content-footer"> |
| 322 | ············©·2007·-·202 | 322 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 323 | ··········<a·href="../../_sources/auto_examples/cluster/plot_coin_segmentation.rst.txt"·rel="nofollow">Show·this·page·source</a> | 323 | ··········<a·href="../../_sources/auto_examples/cluster/plot_coin_segmentation.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 324 | ······</footer> | 324 | ······</footer> |
| 325 | ····</div> | 325 | ····</div> |
| 326 | ··</div> | 326 | ··</div> |
| 327 | </div> | 327 | </div> |
| 328 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 328 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 124 | ········plt.contour(labels·==·l,·colors=colors) | 124 | ········plt.contour(labels·==·l,·colors=colors) |
| 125 | ········#·To·view·individual·segments·as·appear·comment·in·plt.pause(0.5) | 125 | ········#·To·view·individual·segments·as·appear·comment·in·plt.pause(0.5) |
| 126 | plt.show() | 126 | plt.show() |
| 127 | #·TODO:·After·#21194·is·merged·and·#21243·is·fixed,·check·which·eigen_solver | 127 | #·TODO:·After·#21194·is·merged·and·#21243·is·fixed,·check·which·eigen_solver |
| 128 | #·is·the·best·and·set·eigen_solver='arpack',·'lobpcg',·or·'amg'·and·eigen_tol | 128 | #·is·the·best·and·set·eigen_solver='arpack',·'lobpcg',·or·'amg'·and·eigen_tol |
| 129 | #·explicitly·in·this·example. | 129 | #·explicitly·in·this·example. |
| 130 | ····*·[Spectral·clustering:·kmeans,·2. | 130 | ····*·[Spectral·clustering:·kmeans,·2.68s] |
| 131 | ····*·[Spectral·clustering:·discretize,·2.2 | 131 | ····*·[Spectral·clustering:·discretize,·2.25s] |
| 132 | ····*·[Spectral·clustering:·cluster_qr,·2.2 | 132 | ····*·[Spectral·clustering:·cluster_qr,·2.23s] |
| 133 | Spectral·clustering:·kmeans,·2. | 133 | Spectral·clustering:·kmeans,·2.68s |
| 134 | Spectral·clustering:·discretize,·2.2 | 134 | Spectral·clustering:·discretize,·2.25s |
| 135 | Spectral·clustering:·cluster_qr,·2.2 | 135 | Spectral·clustering:·cluster_qr,·2.23s |
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| 140 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 140 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 141 | ©·2007·-·202 | 141 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 284 | ············<span·class="n">plt</span><span·class="o">.</span><span·class="n">cm</span><span·class="o">.</span><span·class="n">nipy_spectral</span><span·class="p">(</span><span·class="n">l</span>·<span·class="o">/</span>·<span·class="nb">float</span><span·class="p">(</span><span·class="n">n_clusters</span><span·class="p">)),</span> | 284 | ············<span·class="n">plt</span><span·class="o">.</span><span·class="n">cm</span><span·class="o">.</span><span·class="n">nipy_spectral</span><span·class="p">(</span><span·class="n">l</span>·<span·class="o">/</span>·<span·class="nb">float</span><span·class="p">(</span><span·class="n">n_clusters</span><span·class="p">)),</span> |
| 285 | ········<span·class="p">],</span> | 285 | ········<span·class="p">],</span> |
| 286 | ····<span·class="p">)</span> | 286 | ····<span·class="p">)</span> |
| 287 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">axis</span><span·class="p">(</span><span·class="s2">"off"</span><span·class="p">)</span> | 287 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">axis</span><span·class="p">(</span><span·class="s2">"off"</span><span·class="p">)</span> |
| 288 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 288 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 289 | </pre></div> | 289 | </pre></div> |
| 290 | </div> | 290 | </div> |
| 291 | <img·src="../../_images/sphx_glr_plot_coin_ward_segmentation_001.png"·srcset="../../_images/sphx_glr_plot_coin_ward_segmentation_001.png"·alt="plot·coin·ward·segmentation"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0. | 291 | <img·src="../../_images/sphx_glr_plot_coin_ward_segmentation_001.png"·srcset="../../_images/sphx_glr_plot_coin_ward_segmentation_001.png"·alt="plot·coin·ward·segmentation"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.413·seconds)</p> |
| 292 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-coin-ward-segmentation-py"> | 292 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-coin-ward-segmentation-py"> |
| 293 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 293 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 294 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/c8c7c5458b84586cacd8498015126bc4/plot_coin_ward_segmentation.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_coin_ward_segmentation.ipynb</span></code></a></p> | 294 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/c8c7c5458b84586cacd8498015126bc4/plot_coin_ward_segmentation.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_coin_ward_segmentation.ipynb</span></code></a></p> |
| 295 | </div> | 295 | </div> |
| 296 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 296 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 297 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/5eeecece5c41d6edcf4555b5e7c34350/plot_coin_ward_segmentation.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_coin_ward_segmentation.py</span></code></a></p> | 297 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/5eeecece5c41d6edcf4555b5e7c34350/plot_coin_ward_segmentation.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_coin_ward_segmentation.py</span></code></a></p> |
| 298 | </div> | 298 | </div> |
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| 304 | </section> | 304 | </section> |
| 305 | </section> | 305 | </section> |
| 306 | ······</div> | 306 | ······</div> |
| 307 | ····<div·class="container"> | 307 | ····<div·class="container"> |
| 308 | ······<footer·class="sk-content-footer"> | 308 | ······<footer·class="sk-content-footer"> |
| 309 | ············©·2007·-·202 | 309 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 310 | ··········<a·href="../../_sources/auto_examples/cluster/plot_coin_ward_segmentation.rst.txt"·rel="nofollow">Show·this·page·source</a> | 310 | ··········<a·href="../../_sources/auto_examples/cluster/plot_coin_ward_segmentation.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 311 | ······</footer> | 311 | ······</footer> |
| 312 | ····</div> | 312 | ····</div> |
| 313 | ··</div> | 313 | ··</div> |
| 314 | </div> | 314 | </div> |
| 315 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 315 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 100 | ········colors=[ | 100 | ········colors=[ |
| 101 | ············plt.cm.nipy_spectral(l·/·float(n_clusters)), | 101 | ············plt.cm.nipy_spectral(l·/·float(n_clusters)), |
| 102 | ········], | 102 | ········], |
| 103 | ····) | 103 | ····) |
| 104 | plt.axis("off") | 104 | plt.axis("off") |
| 105 | plt.show() | 105 | plt.show() |
| 106 | [plot·coin·ward·segmentation] | 106 | [plot·coin·ward·segmentation] |
| 107 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0. | 107 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.413·seconds) |
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| 109 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8i_\x8n_\x8__\x8w_\x8a_\x8r_\x8d_\x8__\x8s_\x8e_\x8g_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y | 109 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8i_\x8n_\x8__\x8w_\x8a_\x8r_\x8d_\x8__\x8s_\x8e_\x8g_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y |
| 110 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8i_\x8n_\x8__\x8w_\x8a_\x8r_\x8d_\x8__\x8s_\x8e_\x8g_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p | 110 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8i_\x8n_\x8__\x8w_\x8a_\x8r_\x8d_\x8__\x8s_\x8e_\x8g_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p |
| 111 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 111 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 112 | ©·2007·-·202 | 112 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 293 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">clf</span><span·class="p">()</span> | 293 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">clf</span><span·class="p">()</span> |
| 294 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">axis</span><span·class="p">(</span><span·class="s2">"off"</span><span·class="p">)</span> | 294 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">axis</span><span·class="p">(</span><span·class="s2">"off"</span><span·class="p">)</span> |
| 295 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="sa">f</span><span·class="s2">"Quantized·image·(</span><span·class="si">{</span><span·class="n">n_colors</span><span·class="si">}</span><span·class="s2">·colors,·Random)"</span><span·class="p">)</span> | 295 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="sa">f</span><span·class="s2">"Quantized·image·(</span><span·class="si">{</span><span·class="n">n_colors</span><span·class="si">}</span><span·class="s2">·colors,·Random)"</span><span·class="p">)</span> |
| 296 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">imshow</span><span·class="p">(</span><span·class="n">recreate_image</span><span·class="p">(</span><span·class="n">codebook_random</span><span·class="p">,</span>·<span·class="n">labels_random</span><span·class="p">,</span>·<span·class="n">w</span><span·class="p">,</span>·<span·class="n">h</span><span·class="p">))</span> | 296 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">imshow</span><span·class="p">(</span><span·class="n">recreate_image</span><span·class="p">(</span><span·class="n">codebook_random</span><span·class="p">,</span>·<span·class="n">labels_random</span><span·class="p">,</span>·<span·class="n">w</span><span·class="p">,</span>·<span·class="n">h</span><span·class="p">))</span> |
| 297 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 297 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 298 | </pre></div> | 298 | </pre></div> |
| 299 | </div> | 299 | </div> |
| 300 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.57 | 300 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.570·seconds)</p> |
| 301 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-color-quantization-py"> | 301 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-color-quantization-py"> |
| 302 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 302 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 303 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/82ec115874a062f9e8fa17efc63384c0/plot_color_quantization.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_color_quantization.ipynb</span></code></a></p> | 303 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/82ec115874a062f9e8fa17efc63384c0/plot_color_quantization.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_color_quantization.ipynb</span></code></a></p> |
| 304 | </div> | 304 | </div> |
| 305 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 305 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 306 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/d0e47fc5f3661efb101abfd4d9461afe/plot_color_quantization.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_color_quantization.py</span></code></a></p> | 306 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/d0e47fc5f3661efb101abfd4d9461afe/plot_color_quantization.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_color_quantization.py</span></code></a></p> |
| 307 | </div> | 307 | </div> |
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| 312 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 312 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 313 | </section> | 313 | </section> |
| 314 | ······</div> | 314 | ······</div> |
| 315 | ····<div·class="container"> | 315 | ····<div·class="container"> |
| 316 | ······<footer·class="sk-content-footer"> | 316 | ······<footer·class="sk-content-footer"> |
| 317 | ············©·2007·-·202 | 317 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 318 | ··········<a·href="../../_sources/auto_examples/cluster/plot_color_quantization.rst.txt"·rel="nofollow">Show·this·page·source</a> | 318 | ··········<a·href="../../_sources/auto_examples/cluster/plot_color_quantization.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 319 | ······</footer> | 319 | ······</footer> |
| 320 | ····</div> | 320 | ····</div> |
| 321 | ··</div> | 321 | ··</div> |
| 322 | </div> | 322 | </div> |
| 323 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 323 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 123 | plt.figure(3) | 123 | plt.figure(3) |
| 124 | plt.clf() | 124 | plt.clf() |
| 125 | plt.axis("off") | 125 | plt.axis("off") |
| 126 | plt.title(f"Quantized·image·({n_colors}·colors,·Random)") | 126 | plt.title(f"Quantized·image·({n_colors}·colors,·Random)") |
| 127 | plt.imshow(recreate_image(codebook_random,·labels_random,·w,·h)) | 127 | plt.imshow(recreate_image(codebook_random,·labels_random,·w,·h)) |
| 128 | plt.show() | 128 | plt.show() |
| 129 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.57 | 129 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.570·seconds) |
| 130 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8l_\x8o_\x8r_\x8__\x8q_\x8u_\x8a_\x8n_\x8t_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 130 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8l_\x8o_\x8r_\x8__\x8q_\x8u_\x8a_\x8n_\x8t_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 131 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8l_\x8o_\x8r_\x8__\x8q_\x8u_\x8a_\x8n_\x8t_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y | 131 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8l_\x8o_\x8r_\x8__\x8q_\x8u_\x8a_\x8n_\x8t_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y |
| 132 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8l_\x8o_\x8r_\x8__\x8q_\x8u_\x8a_\x8n_\x8t_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p | 132 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8l_\x8o_\x8r_\x8__\x8q_\x8u_\x8a_\x8n_\x8t_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p |
| 133 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 133 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 134 | ©·2007·-·202 | 134 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 319 | ········<span·class="n">markersize</span><span·class="o">=</span><span·class="mi">6</span><span·class="p">,</span> | 319 | ········<span·class="n">markersize</span><span·class="o">=</span><span·class="mi">6</span><span·class="p">,</span> |
| 320 | ····<span·class="p">)</span> | 320 | ····<span·class="p">)</span> |
| 321 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="sa">f</span><span·class="s2">"Estimated·number·of·clusters:·</span><span·class="si">{</span><span·class="n">n_clusters_</span><span·class="si">}</span><span·class="s2">"</span><span·class="p">)</span> | 321 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="sa">f</span><span·class="s2">"Estimated·number·of·clusters:·</span><span·class="si">{</span><span·class="n">n_clusters_</span><span·class="si">}</span><span·class="s2">"</span><span·class="p">)</span> |
| 322 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 322 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 323 | </pre></div> | 323 | </pre></div> |
| 324 | </div> | 324 | </div> |
| 325 | <img·src="../../_images/sphx_glr_plot_dbscan_002.png"·srcset="../../_images/sphx_glr_plot_dbscan_002.png"·alt="Estimated·number·of·clusters:·3"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.1 | 325 | <img·src="../../_images/sphx_glr_plot_dbscan_002.png"·srcset="../../_images/sphx_glr_plot_dbscan_002.png"·alt="Estimated·number·of·clusters:·3"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.196·seconds)</p> |
| 326 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-dbscan-py"> | 326 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-dbscan-py"> |
| 327 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 327 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 328 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/23a5a575578f08cc0071cc070953a655/plot_dbscan.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_dbscan.ipynb</span></code></a></p> | 328 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/23a5a575578f08cc0071cc070953a655/plot_dbscan.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_dbscan.ipynb</span></code></a></p> |
| 329 | </div> | 329 | </div> |
| 330 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 330 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 331 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/0b802e24fdcd192a452e91580f278039/plot_dbscan.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_dbscan.py</span></code></a></p> | 331 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/0b802e24fdcd192a452e91580f278039/plot_dbscan.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_dbscan.py</span></code></a></p> |
| 332 | </div> | 332 | </div> |
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| 339 | </section> | 339 | </section> |
| 340 | </section> | 340 | </section> |
| 341 | ······</div> | 341 | ······</div> |
| 342 | ····<div·class="container"> | 342 | ····<div·class="container"> |
| 343 | ······<footer·class="sk-content-footer"> | 343 | ······<footer·class="sk-content-footer"> |
| 344 | ············©·2007·-·202 | 344 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 345 | ··········<a·href="../../_sources/auto_examples/cluster/plot_dbscan.rst.txt"·rel="nofollow">Show·this·page·source</a> | 345 | ··········<a·href="../../_sources/auto_examples/cluster/plot_dbscan.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 346 | ······</footer> | 346 | ······</footer> |
| 347 | ····</div> | 347 | ····</div> |
| 348 | ··</div> | 348 | ··</div> |
| 349 | </div> | 349 | </div> |
| 350 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 350 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 138 | ········markeredgecolor="k", | 138 | ········markeredgecolor="k", |
| 139 | ········markersize=6, | 139 | ········markersize=6, |
| 140 | ····) | 140 | ····) |
| 141 | plt.title(f"Estimated·number·of·clusters:·{n_clusters_}") | 141 | plt.title(f"Estimated·number·of·clusters:·{n_clusters_}") |
| 142 | plt.show() | 142 | plt.show() |
| 143 | [Estimated·number·of·clusters:·3] | 143 | [Estimated·number·of·clusters:·3] |
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| 149 | ©·2007·-·202 | 149 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 313 | ············©·2007·-·202 | 313 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 314 | ··········<a·href="../../_sources/auto_examples/cluster/plot_dict_face_patches.rst.txt"·rel="nofollow">Show·this·page·source</a> | 314 | ··········<a·href="../../_sources/auto_examples/cluster/plot_dict_face_patches.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 317 | ··</div> | 317 | ··</div> |
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| 131 | ©·2007·-·202 | 131 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 7 | <head> | 7 | <head> |
| 8 | ··<meta·charset="utf-8"> | 8 | ··<meta·charset="utf-8"> |
| 9 | ··<meta·name="viewport"·content="width=device-width,·initial-scale=1"·/> | 9 | ··<meta·name="viewport"·content="width=device-width,·initial-scale=1"·/> |
| 10 | <meta·property="og:title"·content="Feature·agglomeration"·/> | 10 | <meta·property="og:title"·content="Feature·agglomeration"·/> |
| 11 | <meta·property="og:type"·content="website"·/> | 11 | <meta·property="og:type"·content="website"·/> |
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| 19 | ·· | 19 | ·· |
| 20 | ··<title>Feature·agglomeration·—·scikit-learn·1.4.2·documentation</title> | 20 | ··<title>Feature·agglomeration·—·scikit-learn·1.4.2·documentation</title> |
| 21 | ·· | 21 | ·· |
| 22 | ··<link·rel="canonical"·href="https://scikit-learn.org/stable/auto_examples/cluster/plot_digits_agglomeration.html"·/> | 22 | ··<link·rel="canonical"·href="https://scikit-learn.org/stable/auto_examples/cluster/plot_digits_agglomeration.html"·/> |
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| 242 | <span·class="p">)</span> | 242 | <span·class="p">)</span> |
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| 252 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/ec1f4d8025c9e2e1a227310276945765/plot_digits_agglomeration.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_digits_agglomeration.ipynb</span></code></a></p> | 252 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/ec1f4d8025c9e2e1a227310276945765/plot_digits_agglomeration.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_digits_agglomeration.ipynb</span></code></a></p> |
| 253 | </div> | 253 | </div> |
| 254 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 254 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 255 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/2be83f6fd16a57d87ecf24c2aec45229/plot_digits_agglomeration.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_digits_agglomeration.py</span></code></a></p> | 255 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/2be83f6fd16a57d87ecf24c2aec45229/plot_digits_agglomeration.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_digits_agglomeration.py</span></code></a></p> |
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| 261 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 261 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
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| 264 | ····<div·class="container"> | 264 | ····<div·class="container"> |
| 265 | ······<footer·class="sk-content-footer"> | 265 | ······<footer·class="sk-content-footer"> |
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| 89 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8__\x8a_\x8g_\x8g_\x8l_\x8o_\x8m_\x8e_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y | 89 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8__\x8a_\x8g_\x8g_\x8l_\x8o_\x8m_\x8e_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y |
| 90 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8__\x8a_\x8g_\x8g_\x8l_\x8o_\x8m_\x8e_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p | 90 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8__\x8a_\x8g_\x8g_\x8l_\x8o_\x8m_\x8e_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p |
| 91 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 91 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 92 | ©·2007·-·202 | 92 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 213 | <li><img·src="../../_images/sphx_glr_plot_digits_linkage_001.png"·srcset="../../_images/sphx_glr_plot_digits_linkage_001.png"·alt="ward·linkage"·class·=·"sphx-glr-multi-img"/></li> | 213 | <li><img·src="../../_images/sphx_glr_plot_digits_linkage_001.png"·srcset="../../_images/sphx_glr_plot_digits_linkage_001.png"·alt="ward·linkage"·class·=·"sphx-glr-multi-img"/></li> |
| 214 | <li><img·src="../../_images/sphx_glr_plot_digits_linkage_002.png"·srcset="../../_images/sphx_glr_plot_digits_linkage_002.png"·alt="average·linkage"·class·=·"sphx-glr-multi-img"/></li> | 214 | <li><img·src="../../_images/sphx_glr_plot_digits_linkage_002.png"·srcset="../../_images/sphx_glr_plot_digits_linkage_002.png"·alt="average·linkage"·class·=·"sphx-glr-multi-img"/></li> |
| 215 | <li><img·src="../../_images/sphx_glr_plot_digits_linkage_003.png"·srcset="../../_images/sphx_glr_plot_digits_linkage_003.png"·alt="complete·linkage"·class·=·"sphx-glr-multi-img"/></li> | 215 | <li><img·src="../../_images/sphx_glr_plot_digits_linkage_003.png"·srcset="../../_images/sphx_glr_plot_digits_linkage_003.png"·alt="complete·linkage"·class·=·"sphx-glr-multi-img"/></li> |
| 216 | <li><img·src="../../_images/sphx_glr_plot_digits_linkage_004.png"·srcset="../../_images/sphx_glr_plot_digits_linkage_004.png"·alt="single·linkage"·class·=·"sphx-glr-multi-img"/></li> | 216 | <li><img·src="../../_images/sphx_glr_plot_digits_linkage_004.png"·srcset="../../_images/sphx_glr_plot_digits_linkage_004.png"·alt="single·linkage"·class·=·"sphx-glr-multi-img"/></li> |
| 217 | </ul> | 217 | </ul> |
| 218 | <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>Computing·embedding | 218 | <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>Computing·embedding |
| 219 | Done. | 219 | Done. |
| 220 | ward·:··0.0 | 220 | ward·:··0.05s |
| 221 | average·:·······0.05s | 221 | average·:·······0.05s |
| 222 | complete·:······0.05s | 222 | complete·:······0.05s |
| 223 | single·:········0.02s | 223 | single·:········0.02s |
| 224 | </pre></div> | 224 | </pre></div> |
| 225 | </div> | 225 | </div> |
| 226 | <div·class="line-block"> | 226 | <div·class="line-block"> |
| 227 | <div·class="line"><br·/></div> | 227 | <div·class="line"><br·/></div> |
| Offset 283, 15 lines modified | Offset 283, 15 lines modified | ||
| 283 | ····<span·class="n">plot_clustering</span><span·class="p">(</span><span·class="n">X_red</span><span·class="p">,</span>·<span·class="n">clustering</span><span·class="o">.</span><span·class="n">labels_</span><span·class="p">,</span>·<span·class="s2">"</span><span·class="si">%s</span><span·class="s2">·linkage"</span>·<span·class="o">%</span>·<span·class="n">linkage</span><span·class="p">)</span> | 283 | ····<span·class="n">plot_clustering</span><span·class="p">(</span><span·class="n">X_red</span><span·class="p">,</span>·<span·class="n">clustering</span><span·class="o">.</span><span·class="n">labels_</span><span·class="p">,</span>·<span·class="s2">"</span><span·class="si">%s</span><span·class="s2">·linkage"</span>·<span·class="o">%</span>·<span·class="n">linkage</span><span·class="p">)</span> |
| 284 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 284 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 285 | </pre></div> | 285 | </pre></div> |
| 286 | </div> | 286 | </div> |
| 287 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·2. | 287 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·2.210·seconds)</p> |
| 288 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-digits-linkage-py"> | 288 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-digits-linkage-py"> |
| 289 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 289 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 290 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/21ba44171c2107e5285a530bdf3dd0f6/plot_digits_linkage.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_digits_linkage.ipynb</span></code></a></p> | 290 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/21ba44171c2107e5285a530bdf3dd0f6/plot_digits_linkage.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_digits_linkage.ipynb</span></code></a></p> |
| 291 | </div> | 291 | </div> |
| 292 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 292 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 293 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/2b34fe5e4c2bfccb9b7dbff3e93ff741/plot_digits_linkage.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_digits_linkage.py</span></code></a></p> | 293 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/2b34fe5e4c2bfccb9b7dbff3e93ff741/plot_digits_linkage.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_digits_linkage.py</span></code></a></p> |
| 294 | </div> | 294 | </div> |
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| 302 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 302 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 303 | </section> | 303 | </section> |
| 304 | ······</div> | 304 | ······</div> |
| 305 | ····<div·class="container"> | 305 | ····<div·class="container"> |
| 306 | ······<footer·class="sk-content-footer"> | 306 | ······<footer·class="sk-content-footer"> |
| 307 | ············©·2007·-·202 | 307 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 308 | ··········<a·href="../../_sources/auto_examples/cluster/plot_digits_linkage.rst.txt"·rel="nofollow">Show·this·page·source</a> | 308 | ··········<a·href="../../_sources/auto_examples/cluster/plot_digits_linkage.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 309 | ······</footer> | 309 | ······</footer> |
| 310 | ····</div> | 310 | ····</div> |
| 311 | ··</div> | 311 | ··</div> |
| 312 | </div> | 312 | </div> |
| 313 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 313 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 47 | therefore·likely·to·be·less·sensible·to·a·random·resampling·of·the·dataset. | 47 | therefore·likely·to·be·less·sensible·to·a·random·resampling·of·the·dataset. |
| 48 | ····*·[ward·linkage] | 48 | ····*·[ward·linkage] |
| 49 | ····*·[average·linkage] | 49 | ····*·[average·linkage] |
| 50 | ····*·[complete·linkage] | 50 | ····*·[complete·linkage] |
| 51 | ····*·[single·linkage] | 51 | ····*·[single·linkage] |
| 52 | Computing·embedding | 52 | Computing·embedding |
| 53 | Done. | 53 | Done. |
| 54 | ward·:··0.0 | 54 | ward·:··0.05s |
| 55 | average·:·······0.05s | 55 | average·:·······0.05s |
| 56 | complete·:······0.05s | 56 | complete·:······0.05s |
| 57 | single·:········0.02s | 57 | single·:········0.02s |
| 58 | #·Authors:·Gael·Varoquaux | 58 | #·Authors:·Gael·Varoquaux |
| 59 | #·License:·BSD·3·clause·(C)·INRIA·2014 | 59 | #·License:·BSD·3·clause·(C)·INRIA·2014 |
| Offset 111, 13 lines modified | Offset 111, 13 lines modified | ||
| 111 | ····clustering.fit(X_red) | 111 | ····clustering.fit(X_red) |
| 112 | ····print("%s·:\t%.2fs"·%·(linkage,·time()·-·t0)) | 112 | ····print("%s·:\t%.2fs"·%·(linkage,·time()·-·t0)) |
| 113 | ····plot_clustering(X_red,·clustering.labels_,·"%s·linkage"·%·linkage) | 113 | ····plot_clustering(X_red,·clustering.labels_,·"%s·linkage"·%·linkage) |
| 114 | plt.show() | 114 | plt.show() |
| 115 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·2. | 115 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·2.210·seconds) |
| 116 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8__\x8l_\x8i_\x8n_\x8k_\x8a_\x8g_\x8e_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 116 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8__\x8l_\x8i_\x8n_\x8k_\x8a_\x8g_\x8e_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 117 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8__\x8l_\x8i_\x8n_\x8k_\x8a_\x8g_\x8e_\x8._\x8p_\x8y | 117 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8__\x8l_\x8i_\x8n_\x8k_\x8a_\x8g_\x8e_\x8._\x8p_\x8y |
| 118 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8__\x8l_\x8i_\x8n_\x8k_\x8a_\x8g_\x8e_\x8._\x8z_\x8i_\x8p | 118 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8__\x8l_\x8i_\x8n_\x8k_\x8a_\x8g_\x8e_\x8._\x8z_\x8i_\x8p |
| 119 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 119 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 120 | ©·2007·-·202 | 120 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 258 | <span·class="w">···········</span><span·class="pm">~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^</span> | 258 | <span·class="w">···········</span><span·class="pm">~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^</span> |
| 259 | ··File·<span·class="nb">"requests/sessions.py"</span>,·line·<span·class="m">589</span>,·in·<span·class="n">request</span> | 259 | ··File·<span·class="nb">"requests/sessions.py"</span>,·line·<span·class="m">589</span>,·in·<span·class="n">request</span> |
| 260 | <span·class="w">····</span><span·class="n">resp</span>·<span·class="o">=</span>·<span·class="bp">self</span><span·class="o">.</span><span·class="n">send</span><span·class="p">(</span><span·class="n">prep</span><span·class="p">,</span>·<span·class="o">**</span><span·class="n">send_kwargs</span><span·class="p">)</span> | 260 | <span·class="w">····</span><span·class="n">resp</span>·<span·class="o">=</span>·<span·class="bp">self</span><span·class="o">.</span><span·class="n">send</span><span·class="p">(</span><span·class="n">prep</span><span·class="p">,</span>·<span·class="o">**</span><span·class="n">send_kwargs</span><span·class="p">)</span> |
| 261 | ··File·<span·class="nb">"requests/sessions.py"</span>,·line·<span·class="m">703</span>,·in·<span·class="n">send</span> | 261 | ··File·<span·class="nb">"requests/sessions.py"</span>,·line·<span·class="m">703</span>,·in·<span·class="n">send</span> |
| 262 | <span·class="w">····</span><span·class="n">r</span>·<span·class="o">=</span>·<span·class="n">adapter</span><span·class="o">.</span><span·class="n">send</span><span·class="p">(</span><span·class="n">request</span><span·class="p">,</span>·<span·class="o">**</span><span·class="n">kwargs</span><span·class="p">)</span> | 262 | <span·class="w">····</span><span·class="n">r</span>·<span·class="o">=</span>·<span·class="n">adapter</span><span·class="o">.</span><span·class="n">send</span><span·class="p">(</span><span·class="n">request</span><span·class="p">,</span>·<span·class="o">**</span><span·class="n">kwargs</span><span·class="p">)</span> |
| 263 | ··File·<span·class="nb">"requests/adapters.py"</span>,·line·<span·class="m">694</span>,·in·<span·class="n">send</span> | 263 | ··File·<span·class="nb">"requests/adapters.py"</span>,·line·<span·class="m">694</span>,·in·<span·class="n">send</span> |
| 264 | <span·class="w">····</span><span·class="k">raise</span>·<span·class="n">ProxyError</span><span·class="p">(</span><span·class="n">e</span><span·class="p">,</span>·<span·class="n">request</span><span·class="o">=</span><span·class="n">request</span><span·class="p">)</span> | 264 | <span·class="w">····</span><span·class="k">raise</span>·<span·class="n">ProxyError</span><span·class="p">(</span><span·class="n">e</span><span·class="p">,</span>·<span·class="n">request</span><span·class="o">=</span><span·class="n">request</span><span·class="p">)</span> |
| 265 | <span·class="gr">requests.exceptions.ProxyError</span>:·<span·class="n">HTTPSConnectionPool(host='raw.githubusercontent.com',·port=443):·Max·retries·exceeded·with·url:·/scipy/dataset-face/main/face.dat·(Caused·by·ProxyError('Unable·to·connect·to·proxy',·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0x7f | 265 | <span·class="gr">requests.exceptions.ProxyError</span>:·<span·class="n">HTTPSConnectionPool(host='raw.githubusercontent.com',·port=443):·Max·retries·exceeded·with·url:·/scipy/dataset-face/main/face.dat·(Caused·by·ProxyError('Unable·to·connect·to·proxy',·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0x7f74d10d8ad0>:·Failed·to·resolve·'127.0.0.1.9'·([Errno·-3]·Temporary·failure·in·name·resolution)")))</span> |
| 266 | </pre></div> | 266 | </pre></div> |
| 267 | </div> | 267 | </div> |
| 268 | <p>Thus·the·image·is·a·2D·array·of·768·pixels·in·height·and·1024·pixels·in·width.·Each | 268 | <p>Thus·the·image·is·a·2D·array·of·768·pixels·in·height·and·1024·pixels·in·width.·Each |
| 269 | value·is·a·8-bit·unsigned·integer,·which·means·that·the·image·is·encoded·using·8 | 269 | value·is·a·8-bit·unsigned·integer,·which·means·that·the·image·is·encoded·using·8 |
| 270 | bits·per·pixel.·The·total·memory·usage·of·the·image·is·786·kilobytes·(1·byte·equals | 270 | bits·per·pixel.·The·total·memory·usage·of·the·image·is·786·kilobytes·(1·byte·equals |
| 271 | 8·bits).</p> | 271 | 8·bits).</p> |
| 272 | <p>Using·8-bit·unsigned·integer·means·that·the·image·is·encoded·using·256·different | 272 | <p>Using·8-bit·unsigned·integer·means·that·the·image·is·encoded·using·256·different |
| Offset 407, 15 lines modified | Offset 407, 15 lines modified | ||
| 407 | use·this·64-bit·float·representation·to·encode·8·values.·Indeed,·we·will·save | 407 | use·this·64-bit·float·representation·to·encode·8·values.·Indeed,·we·will·save |
| 408 | memory·only·if·we·cast·the·compressed·image·into·an·array·of·3-bits·integers.·We | 408 | memory·only·if·we·cast·the·compressed·image·into·an·array·of·3-bits·integers.·We |
| 409 | could·use·the·method·<code·class="docutils·literal·notranslate"><span·class="pre">numpy.ndarray.astype</span></code>.·However,·a·3-bits·integer | 409 | could·use·the·method·<code·class="docutils·literal·notranslate"><span·class="pre">numpy.ndarray.astype</span></code>.·However,·a·3-bits·integer |
| 410 | representation·does·not·exist·and·to·encode·the·8·values,·we·would·need·to·use | 410 | representation·does·not·exist·and·to·encode·the·8·values,·we·would·need·to·use |
| 411 | the·8-bit·unsigned·integer·representation·as·well.</p> | 411 | the·8-bit·unsigned·integer·representation·as·well.</p> |
| 412 | <p>In·practice,·observing·a·memory·gain·would·require·the·original·image·to·be·in | 412 | <p>In·practice,·observing·a·memory·gain·would·require·the·original·image·to·be·in |
| 413 | a·64-bit·float·representation.</p> | 413 | a·64-bit·float·representation.</p> |
| 414 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.0 | 414 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.019·seconds)</p> |
| 415 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-face-compress-py"> | 415 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-face-compress-py"> |
| 416 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 416 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 417 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/f52666c44d104a3e37802015751177fe/plot_face_compress.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_face_compress.ipynb</span></code></a></p> | 417 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/f52666c44d104a3e37802015751177fe/plot_face_compress.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_face_compress.ipynb</span></code></a></p> |
| 418 | </div> | 418 | </div> |
| 419 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 419 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 420 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/5bb71b0b2052531cacf3736b4d2b3a92/plot_face_compress.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_face_compress.py</span></code></a></p> | 420 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/5bb71b0b2052531cacf3736b4d2b3a92/plot_face_compress.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_face_compress.py</span></code></a></p> |
| 421 | </div> | 421 | </div> |
| Offset 428, 15 lines modified | Offset 428, 15 lines modified | ||
| 428 | </section> | 428 | </section> |
| 429 | </section> | 429 | </section> |
| 430 | ······</div> | 430 | ······</div> |
| 431 | ····<div·class="container"> | 431 | ····<div·class="container"> |
| 432 | ······<footer·class="sk-content-footer"> | 432 | ······<footer·class="sk-content-footer"> |
| 433 | ············©·2007·-·202 | 433 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 434 | ··········<a·href="../../_sources/auto_examples/cluster/plot_face_compress.rst.txt"·rel="nofollow">Show·this·page·source</a> | 434 | ··········<a·href="../../_sources/auto_examples/cluster/plot_face_compress.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 435 | ······</footer> | 435 | ······</footer> |
| 436 | ····</div> | 436 | ····</div> |
| 437 | ··</div> | 437 | ··</div> |
| 438 | </div> | 438 | </div> |
| 439 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 439 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| Offset 92, 15 lines modified | Offset 92, 15 lines modified | ||
| 92 | ····r·=·adapter.send(request,·**kwargs) | 92 | ····r·=·adapter.send(request,·**kwargs) |
| 93 | ··File·"requests/adapters.py",·line·694,·in·send | 93 | ··File·"requests/adapters.py",·line·694,·in·send |
| 94 | ····raise·ProxyError(e,·request=request) | 94 | ····raise·ProxyError(e,·request=request) |
| 95 | requests.exceptions.ProxyError:·HTTPSConnectionPool | 95 | requests.exceptions.ProxyError:·HTTPSConnectionPool |
| 96 | (host='raw.githubusercontent.com',·port=443):·Max·retries·exceeded·with·url:·/ | 96 | (host='raw.githubusercontent.com',·port=443):·Max·retries·exceeded·with·url:·/ |
| 97 | scipy/dataset-face/main/face.dat·(Caused·by·ProxyError('Unable·to·connect·to | 97 | scipy/dataset-face/main/face.dat·(Caused·by·ProxyError('Unable·to·connect·to |
| 98 | proxy',·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at | 98 | proxy',·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at |
| 99 | 0x7f | 99 | 0x7f74d10d8ad0>:·Failed·to·resolve·'127.0.0.1.9'·([Errno·-3]·Temporary·failure |
| 100 | in·name·resolution)"))) | 100 | in·name·resolution)"))) |
| 101 | Thus·the·image·is·a·2D·array·of·768·pixels·in·height·and·1024·pixels·in·width. | 101 | Thus·the·image·is·a·2D·array·of·768·pixels·in·height·and·1024·pixels·in·width. |
| 102 | Each·value·is·a·8-bit·unsigned·integer,·which·means·that·the·image·is·encoded | 102 | Each·value·is·a·8-bit·unsigned·integer,·which·means·that·the·image·is·encoded |
| 103 | using·8·bits·per·pixel.·The·total·memory·usage·of·the·image·is·786·kilobytes·(1 | 103 | using·8·bits·per·pixel.·The·total·memory·usage·of·the·image·is·786·kilobytes·(1 |
| 104 | byte·equals·8·bits). | 104 | byte·equals·8·bits). |
| 105 | Using·8-bit·unsigned·integer·means·that·the·image·is·encoded·using·256 | 105 | Using·8-bit·unsigned·integer·means·that·the·image·is·encoded·using·256 |
| 106 | different·shades·of·gray,·at·most.·We·can·check·the·distribution·of·these | 106 | different·shades·of·gray,·at·most.·We·can·check·the·distribution·of·these |
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| 224 | representation·to·encode·8·values.·Indeed,·we·will·save·memory·only·if·we·cast | 224 | representation·to·encode·8·values.·Indeed,·we·will·save·memory·only·if·we·cast |
| 225 | the·compressed·image·into·an·array·of·3-bits·integers.·We·could·use·the·method | 225 | the·compressed·image·into·an·array·of·3-bits·integers.·We·could·use·the·method |
| 226 | numpy.ndarray.astype.·However,·a·3-bits·integer·representation·does·not·exist | 226 | numpy.ndarray.astype.·However,·a·3-bits·integer·representation·does·not·exist |
| 227 | and·to·encode·the·8·values,·we·would·need·to·use·the·8-bit·unsigned·integer | 227 | and·to·encode·the·8·values,·we·would·need·to·use·the·8-bit·unsigned·integer |
| 228 | representation·as·well. | 228 | representation·as·well. |
| 229 | In·practice,·observing·a·memory·gain·would·require·the·original·image·to·be·in | 229 | In·practice,·observing·a·memory·gain·would·require·the·original·image·to·be·in |
| 230 | a·64-bit·float·representation. | 230 | a·64-bit·float·representation. |
| 231 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.0 | 231 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.019·seconds) |
| 232 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8f_\x8a_\x8c_\x8e_\x8__\x8c_\x8o_\x8m_\x8p_\x8r_\x8e_\x8s_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 232 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8f_\x8a_\x8c_\x8e_\x8__\x8c_\x8o_\x8m_\x8p_\x8r_\x8e_\x8s_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 233 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8f_\x8a_\x8c_\x8e_\x8__\x8c_\x8o_\x8m_\x8p_\x8r_\x8e_\x8s_\x8s_\x8._\x8p_\x8y | 233 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8f_\x8a_\x8c_\x8e_\x8__\x8c_\x8o_\x8m_\x8p_\x8r_\x8e_\x8s_\x8s_\x8._\x8p_\x8y |
| 234 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8f_\x8a_\x8c_\x8e_\x8__\x8c_\x8o_\x8m_\x8p_\x8r_\x8e_\x8s_\x8s_\x8._\x8z_\x8i_\x8p | 234 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8f_\x8a_\x8c_\x8e_\x8__\x8c_\x8o_\x8m_\x8p_\x8r_\x8e_\x8s_\x8s_\x8._\x8z_\x8i_\x8p |
| 235 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 235 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 236 | ©·2007·-·202 | 236 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 341 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 341 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 342 | </pre></div> | 342 | </pre></div> |
| 343 | </div> | 343 | </div> |
| 344 | <img·src="../../_images/sphx_glr_plot_feature_agglomeration_vs_univariate_selection_001.png"·srcset="../../_images/sphx_glr_plot_feature_agglomeration_vs_univariate_selection_001.png"·alt="True·weights,·Feature·Selection,·Feature·Agglomeration"·class·=·"sphx-glr-single-img"/><p>Attempt·to·remove·the·temporary·cachedir,·but·don’t·worry·if·it·fails</p> | 344 | <img·src="../../_images/sphx_glr_plot_feature_agglomeration_vs_univariate_selection_001.png"·srcset="../../_images/sphx_glr_plot_feature_agglomeration_vs_univariate_selection_001.png"·alt="True·weights,·Feature·Selection,·Feature·Agglomeration"·class·=·"sphx-glr-single-img"/><p>Attempt·to·remove·the·temporary·cachedir,·but·don’t·worry·if·it·fails</p> |
| 345 | <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="n">shutil</span><span·class="o">.</span><span·class="n">rmtree</span><span·class="p">(</span><span·class="n">cachedir</span><span·class="p">,</span>·<span·class="n">ignore_errors</span><span·class="o">=</span><span·class="kc">True</span><span·class="p">)</span> | 345 | <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="n">shutil</span><span·class="o">.</span><span·class="n">rmtree</span><span·class="p">(</span><span·class="n">cachedir</span><span·class="p">,</span>·<span·class="n">ignore_errors</span><span·class="o">=</span><span·class="kc">True</span><span·class="p">)</span> |
| 346 | </pre></div> | 346 | </pre></div> |
| 347 | </div> | 347 | </div> |
| 348 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.6 | 348 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.665·seconds)</p> |
| 349 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-feature-agglomeration-vs-univariate-selection-py"> | 349 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-feature-agglomeration-vs-univariate-selection-py"> |
| 350 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 350 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 351 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/fd3181da9f1988c60c583c95e97389f8/plot_feature_agglomeration_vs_univariate_selection.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_feature_agglomeration_vs_univariate_selection.ipynb</span></code></a></p> | 351 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/fd3181da9f1988c60c583c95e97389f8/plot_feature_agglomeration_vs_univariate_selection.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_feature_agglomeration_vs_univariate_selection.ipynb</span></code></a></p> |
| 352 | </div> | 352 | </div> |
| 353 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 353 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 354 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/6c7cb9f528114f658d5f562073332c24/plot_feature_agglomeration_vs_univariate_selection.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_feature_agglomeration_vs_univariate_selection.py</span></code></a></p> | 354 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/6c7cb9f528114f658d5f562073332c24/plot_feature_agglomeration_vs_univariate_selection.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_feature_agglomeration_vs_univariate_selection.py</span></code></a></p> |
| 355 | </div> | 355 | </div> |
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| 360 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 360 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 361 | </section> | 361 | </section> |
| 362 | ······</div> | 362 | ······</div> |
| 363 | ····<div·class="container"> | 363 | ····<div·class="container"> |
| 364 | ······<footer·class="sk-content-footer"> | 364 | ······<footer·class="sk-content-footer"> |
| 365 | ············©·2007·-·202 | 365 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 366 | ··········<a·href="../../_sources/auto_examples/cluster/plot_feature_agglomeration_vs_univariate_selection.rst.txt"·rel="nofollow">Show·this·page·source</a> | 366 | ··········<a·href="../../_sources/auto_examples/cluster/plot_feature_agglomeration_vs_univariate_selection.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 367 | ······</footer> | 367 | ······</footer> |
| 368 | ····</div> | 368 | ····</div> |
| 369 | ··</div> | 369 | ··</div> |
| 370 | </div> | 370 | </div> |
| 371 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 371 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 170 | plt.imshow(coef_agglomeration_,·interpolation="nearest",·cmap=plt.cm.RdBu_r) | 170 | plt.imshow(coef_agglomeration_,·interpolation="nearest",·cmap=plt.cm.RdBu_r) |
| 171 | plt.title("Feature·Agglomeration") | 171 | plt.title("Feature·Agglomeration") |
| 172 | plt.subplots_adjust(0.04,·0.0,·0.98,·0.94,·0.16,·0.26) | 172 | plt.subplots_adjust(0.04,·0.0,·0.98,·0.94,·0.16,·0.26) |
| 173 | plt.show() | 173 | plt.show() |
| 174 | [True·weights,·Feature·Selection,·Feature·Agglomeration] | 174 | [True·weights,·Feature·Selection,·Feature·Agglomeration] |
| 175 | Attempt·to·remove·the·temporary·cachedir,·but·don’t·worry·if·it·fails | 175 | Attempt·to·remove·the·temporary·cachedir,·but·don’t·worry·if·it·fails |
| 176 | shutil.rmtree(cachedir,·ignore_errors=True) | 176 | shutil.rmtree(cachedir,·ignore_errors=True) |
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| 180 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8: | 180 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8: |
| 181 | _\x8p_\x8l_\x8o_\x8t_\x8__\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8__\x8a_\x8g_\x8g_\x8l_\x8o_\x8m_\x8e_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8v_\x8s_\x8__\x8u_\x8n_\x8i_\x8v_\x8a_\x8r_\x8i_\x8a_\x8t_\x8e_\x8__\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y | 181 | _\x8p_\x8l_\x8o_\x8t_\x8__\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8__\x8a_\x8g_\x8g_\x8l_\x8o_\x8m_\x8e_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8v_\x8s_\x8__\x8u_\x8n_\x8i_\x8v_\x8a_\x8r_\x8i_\x8a_\x8t_\x8e_\x8__\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y |
| 182 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8__\x8a_\x8g_\x8g_\x8l_\x8o_\x8m_\x8e_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8v_\x8s_\x8__\x8u_\x8n_\x8i_\x8v_\x8a_\x8r_\x8i_\x8a_\x8t_\x8e_\x8__\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p | 182 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8__\x8a_\x8g_\x8g_\x8l_\x8o_\x8m_\x8e_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8v_\x8s_\x8__\x8u_\x8n_\x8i_\x8v_\x8a_\x8r_\x8i_\x8a_\x8t_\x8e_\x8__\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p |
| 183 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 183 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 184 | ©·2007·-·202 | 184 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 434 | <span·class="n">fig</span><span·class="p">,</span>·<span·class="n">axes</span>·<span·class="o">=</span>·<span·class="n">plt</span><span·class="o">.</span><span·class="n">subplots</span><span·class="p">(</span><span·class="nb">len</span><span·class="p">(</span><span·class="n">PARAM</span><span·class="p">),</span>·<span·class="mi">1</span><span·class="p">,</span>·<span·class="n">figsize</span><span·class="o">=</span><span·class="p">(</span><span·class="mi">10</span><span·class="p">,</span>·<span·class="mi">12</span><span·class="p">))</span> | 434 | <span·class="n">fig</span><span·class="p">,</span>·<span·class="n">axes</span>·<span·class="o">=</span>·<span·class="n">plt</span><span·class="o">.</span><span·class="n">subplots</span><span·class="p">(</span><span·class="nb">len</span><span·class="p">(</span><span·class="n">PARAM</span><span·class="p">),</span>·<span·class="mi">1</span><span·class="p">,</span>·<span·class="n">figsize</span><span·class="o">=</span><span·class="p">(</span><span·class="mi">10</span><span·class="p">,</span>·<span·class="mi">12</span><span·class="p">))</span> |
| 435 | <span·class="k">for</span>·<span·class="n">i</span><span·class="p">,</span>·<span·class="n">param</span>·<span·class="ow">in</span>·<span·class="nb">enumerate</span><span·class="p">(</span><span·class="n">PARAM</span><span·class="p">):</span> | 435 | <span·class="k">for</span>·<span·class="n">i</span><span·class="p">,</span>·<span·class="n">param</span>·<span·class="ow">in</span>·<span·class="nb">enumerate</span><span·class="p">(</span><span·class="n">PARAM</span><span·class="p">):</span> |
| 436 | ····<span·class="n">labels</span>·<span·class="o">=</span>·<span·class="n">hdb</span><span·class="o">.</span><span·class="n">dbscan_clustering</span><span·class="p">(</span><span·class="o">**</span><span·class="n">param</span><span·class="p">)</span> | 436 | ····<span·class="n">labels</span>·<span·class="o">=</span>·<span·class="n">hdb</span><span·class="o">.</span><span·class="n">dbscan_clustering</span><span·class="p">(</span><span·class="o">**</span><span·class="n">param</span><span·class="p">)</span> |
| 437 | ····<span·class="n">plot</span><span·class="p">(</span><span·class="n">X</span><span·class="p">,</span>·<span·class="n">labels</span><span·class="p">,</span>·<span·class="n">hdb</span><span·class="o">.</span><span·class="n">probabilities_</span><span·class="p">,</span>·<span·class="n">param</span><span·class="p">,</span>·<span·class="n">ax</span><span·class="o">=</span><span·class="n">axes</span><span·class="p">[</span><span·class="n">i</span><span·class="p">])</span> | 437 | ····<span·class="n">plot</span><span·class="p">(</span><span·class="n">X</span><span·class="p">,</span>·<span·class="n">labels</span><span·class="p">,</span>·<span·class="n">hdb</span><span·class="o">.</span><span·class="n">probabilities_</span><span·class="p">,</span>·<span·class="n">param</span><span·class="p">,</span>·<span·class="n">ax</span><span·class="o">=</span><span·class="n">axes</span><span·class="p">[</span><span·class="n">i</span><span·class="p">])</span> |
| 438 | </pre></div> | 438 | </pre></div> |
| 439 | </div> | 439 | </div> |
| 440 | <img·src="../../_images/sphx_glr_plot_hdbscan_010.png"·srcset="../../_images/sphx_glr_plot_hdbscan_010.png"·alt="Estimated·number·of·clusters:·3·|·cut_distance=0.1,·Estimated·number·of·clusters:·3·|·cut_distance=0.5,·Estimated·number·of·clusters:·1·|·cut_distance=1.0"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1 | 440 | <img·src="../../_images/sphx_glr_plot_hdbscan_010.png"·srcset="../../_images/sphx_glr_plot_hdbscan_010.png"·alt="Estimated·number·of·clusters:·3·|·cut_distance=0.1,·Estimated·number·of·clusters:·3·|·cut_distance=0.5,·Estimated·number·of·clusters:·1·|·cut_distance=1.0"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·14.776·seconds)</p> |
| 441 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-hdbscan-py"> | 441 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-hdbscan-py"> |
| 442 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 442 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 443 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/f92fcbee358b8c7063475033e6e9cde0/plot_hdbscan.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_hdbscan.ipynb</span></code></a></p> | 443 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/f92fcbee358b8c7063475033e6e9cde0/plot_hdbscan.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_hdbscan.ipynb</span></code></a></p> |
| 444 | </div> | 444 | </div> |
| 445 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 445 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 446 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/ddc1f7dc483de25e01897025606d794f/plot_hdbscan.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_hdbscan.py</span></code></a></p> | 446 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/ddc1f7dc483de25e01897025606d794f/plot_hdbscan.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_hdbscan.py</span></code></a></p> |
| 447 | </div> | 447 | </div> |
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| 455 | </section> | 455 | </section> |
| 456 | </section> | 456 | </section> |
| 457 | ······</div> | 457 | ······</div> |
| 458 | ····<div·class="container"> | 458 | ····<div·class="container"> |
| 459 | ······<footer·class="sk-content-footer"> | 459 | ······<footer·class="sk-content-footer"> |
| 460 | ············©·2007·-·202 | 460 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 461 | ··········<a·href="../../_sources/auto_examples/cluster/plot_hdbscan.rst.txt"·rel="nofollow">Show·this·page·source</a> | 461 | ··········<a·href="../../_sources/auto_examples/cluster/plot_hdbscan.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 462 | ······</footer> | 462 | ······</footer> |
| 463 | ····</div> | 463 | ····</div> |
| 464 | ··</div> | 464 | ··</div> |
| 465 | </div> | 465 | </div> |
| 466 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 466 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 255 | for·i,·param·in·enumerate(PARAM): | 255 | for·i,·param·in·enumerate(PARAM): |
| 256 | ····labels·=·hdb.dbscan_clustering(**param) | 256 | ····labels·=·hdb.dbscan_clustering(**param) |
| 257 | ····plot(X,·labels,·hdb.probabilities_,·param,·ax=axes[i]) | 257 | ····plot(X,·labels,·hdb.probabilities_,·param,·ax=axes[i]) |
| 258 | [Estimated·number·of·clusters:·3·|·cut_distance=0.1,·Estimated·number·of | 258 | [Estimated·number·of·clusters:·3·|·cut_distance=0.1,·Estimated·number·of |
| 259 | clusters:·3·|·cut_distance=0.5,·Estimated·number·of·clusters:·1·| | 259 | clusters:·3·|·cut_distance=0.5,·Estimated·number·of·clusters:·1·| |
| 260 | cut_distance=1.0] | 260 | cut_distance=1.0] |
| 261 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1 | 261 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·14.776·seconds) |
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| 263 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8h_\x8d_\x8b_\x8s_\x8c_\x8a_\x8n_\x8._\x8p_\x8y | 263 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8h_\x8d_\x8b_\x8s_\x8c_\x8a_\x8n_\x8._\x8p_\x8y |
| 264 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8h_\x8d_\x8b_\x8s_\x8c_\x8a_\x8n_\x8._\x8z_\x8i_\x8p | 264 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8h_\x8d_\x8b_\x8s_\x8c_\x8a_\x8n_\x8._\x8z_\x8i_\x8p |
| 265 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 265 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 266 | ©·2007·-·202 | 266 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 312 | ····<span·class="n">inductive_learner</span><span·class="p">,</span>·<span·class="n">X</span><span·class="p">,</span>·<span·class="n">response_method</span><span·class="o">=</span><span·class="s2">"predict"</span><span·class="p">,</span>·<span·class="n">alpha</span><span·class="o">=</span><span·class="mf">0.4</span><span·class="p">,</span>·<span·class="n">ax</span><span·class="o">=</span><span·class="n">ax</span> | 312 | ····<span·class="n">inductive_learner</span><span·class="p">,</span>·<span·class="n">X</span><span·class="p">,</span>·<span·class="n">response_method</span><span·class="o">=</span><span·class="s2">"predict"</span><span·class="p">,</span>·<span·class="n">alpha</span><span·class="o">=</span><span·class="mf">0.4</span><span·class="p">,</span>·<span·class="n">ax</span><span·class="o">=</span><span·class="n">ax</span> |
| 313 | <span·class="p">)</span> | 313 | <span·class="p">)</span> |
| 314 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"Classify·unknown·instances"</span><span·class="p">)</span> | 314 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"Classify·unknown·instances"</span><span·class="p">)</span> |
| 315 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 315 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 316 | </pre></div> | 316 | </pre></div> |
| 317 | </div> | 317 | </div> |
| 318 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·2.0 | 318 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·2.023·seconds)</p> |
| 319 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-inductive-clustering-py"> | 319 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-inductive-clustering-py"> |
| 320 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 320 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 321 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/768c66e612686c51be7a0d956e60a0a8/plot_inductive_clustering.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_inductive_clustering.ipynb</span></code></a></p> | 321 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/768c66e612686c51be7a0d956e60a0a8/plot_inductive_clustering.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_inductive_clustering.ipynb</span></code></a></p> |
| 322 | </div> | 322 | </div> |
| 323 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 323 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 324 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/c4355efac5fa3ae540eec1deb5c097b8/plot_inductive_clustering.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_inductive_clustering.py</span></code></a></p> | 324 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/c4355efac5fa3ae540eec1deb5c097b8/plot_inductive_clustering.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_inductive_clustering.py</span></code></a></p> |
| 325 | </div> | 325 | </div> |
| Offset 331, 15 lines modified | Offset 331, 15 lines modified | ||
| 331 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 331 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 332 | </section> | 332 | </section> |
| 333 | ······</div> | 333 | ······</div> |
| 334 | ····<div·class="container"> | 334 | ····<div·class="container"> |
| 335 | ······<footer·class="sk-content-footer"> | 335 | ······<footer·class="sk-content-footer"> |
| 336 | ············©·2007·-·202 | 336 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 337 | ··········<a·href="../../_sources/auto_examples/cluster/plot_inductive_clustering.rst.txt"·rel="nofollow">Show·this·page·source</a> | 337 | ··········<a·href="../../_sources/auto_examples/cluster/plot_inductive_clustering.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 338 | ······</footer> | 338 | ······</footer> |
| 339 | ····</div> | 339 | ····</div> |
| 340 | ··</div> | 340 | ··</div> |
| 341 | </div> | 341 | </div> |
| 342 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 342 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 148 | #·Plotting·decision·regions | 148 | #·Plotting·decision·regions |
| 149 | DecisionBoundaryDisplay.from_estimator( | 149 | DecisionBoundaryDisplay.from_estimator( |
| 150 | ····inductive_learner,·X,·response_method="predict",·alpha=0.4,·ax=ax | 150 | ····inductive_learner,·X,·response_method="predict",·alpha=0.4,·ax=ax |
| 151 | ) | 151 | ) |
| 152 | plt.title("Classify·unknown·instances") | 152 | plt.title("Classify·unknown·instances") |
| 153 | plt.show() | 153 | plt.show() |
| 154 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·2.0 | 154 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·2.023·seconds) |
| 155 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8n_\x8d_\x8u_\x8c_\x8t_\x8i_\x8v_\x8e_\x8__\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 155 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8n_\x8d_\x8u_\x8c_\x8t_\x8i_\x8v_\x8e_\x8__\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 156 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8n_\x8d_\x8u_\x8c_\x8t_\x8i_\x8v_\x8e_\x8__\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8._\x8p_\x8y | 156 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8n_\x8d_\x8u_\x8c_\x8t_\x8i_\x8v_\x8e_\x8__\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8._\x8p_\x8y |
| 157 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8n_\x8d_\x8u_\x8c_\x8t_\x8i_\x8v_\x8e_\x8__\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8._\x8z_\x8i_\x8p | 157 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8n_\x8d_\x8u_\x8c_\x8t_\x8i_\x8v_\x8e_\x8__\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8._\x8z_\x8i_\x8p |
| 158 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 158 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 159 | ©·2007·-·202 | 159 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 358 | prior·to·k-means·clustering·can·alleviate·this·problem·and·speed·up·the | 358 | prior·to·k-means·clustering·can·alleviate·this·problem·and·speed·up·the |
| 359 | computations·(see·the·example | 359 | computations·(see·the·example |
| 360 | <a·class="reference·internal"·href="../text/plot_document_clustering.html#sphx-glr-auto-examples-text-plot-document-clustering-py"><span·class="std·std-ref">Clustering·text·documents·using·k-means</span></a>).</p> | 360 | <a·class="reference·internal"·href="../text/plot_document_clustering.html#sphx-glr-auto-examples-text-plot-document-clustering-py"><span·class="std·std-ref">Clustering·text·documents·using·k-means</span></a>).</p> |
| 361 | <p>In·the·case·where·clusters·are·known·to·be·isotropic,·have·similar·variance | 361 | <p>In·the·case·where·clusters·are·known·to·be·isotropic,·have·similar·variance |
| 362 | and·are·not·too·sparse,·the·k-means·algorithm·is·quite·effective·and·is·one·of | 362 | and·are·not·too·sparse,·the·k-means·algorithm·is·quite·effective·and·is·one·of |
| 363 | the·fastest·clustering·algorithms·available.·This·advantage·is·lost·if·one·has | 363 | the·fastest·clustering·algorithms·available.·This·advantage·is·lost·if·one·has |
| 364 | to·restart·it·several·times·to·avoid·convergence·to·a·local·minimum.</p> | 364 | to·restart·it·several·times·to·avoid·convergence·to·a·local·minimum.</p> |
| 365 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1.2 | 365 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1.269·seconds)</p> |
| 366 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-kmeans-assumptions-py"> | 366 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-kmeans-assumptions-py"> |
| 367 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 367 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 368 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/b05e6cdf6d51481f37bf29b0bb92995e/plot_kmeans_assumptions.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_kmeans_assumptions.ipynb</span></code></a></p> | 368 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/b05e6cdf6d51481f37bf29b0bb92995e/plot_kmeans_assumptions.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_kmeans_assumptions.ipynb</span></code></a></p> |
| 369 | </div> | 369 | </div> |
| 370 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 370 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 371 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/5d2d581a4569eb0718dbdb8abf7cbbdf/plot_kmeans_assumptions.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_kmeans_assumptions.py</span></code></a></p> | 371 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/5d2d581a4569eb0718dbdb8abf7cbbdf/plot_kmeans_assumptions.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_kmeans_assumptions.py</span></code></a></p> |
| 372 | </div> | 372 | </div> |
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| 378 | </section> | 378 | </section> |
| 379 | </section> | 379 | </section> |
| 380 | ······</div> | 380 | ······</div> |
| 381 | ····<div·class="container"> | 381 | ····<div·class="container"> |
| 382 | ······<footer·class="sk-content-footer"> | 382 | ······<footer·class="sk-content-footer"> |
| 383 | ············©·2007·-·202 | 383 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 384 | ··········<a·href="../../_sources/auto_examples/cluster/plot_kmeans_assumptions.rst.txt"·rel="nofollow">Show·this·page·source</a> | 384 | ··········<a·href="../../_sources/auto_examples/cluster/plot_kmeans_assumptions.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 385 | ······</footer> | 385 | ······</footer> |
| 386 | ····</div> | 386 | ····</div> |
| 387 | ··</div> | 387 | ··</div> |
| 388 | </div> | 388 | </div> |
| 389 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 389 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 178 | shown·in·this·example).·Running·a·dimensionality·reduction·algorithm·prior·to | 178 | shown·in·this·example).·Running·a·dimensionality·reduction·algorithm·prior·to |
| 179 | k-means·clustering·can·alleviate·this·problem·and·speed·up·the·computations | 179 | k-means·clustering·can·alleviate·this·problem·and·speed·up·the·computations |
| 180 | (see·the·example·_\x8C_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8k_\x8-_\x8m_\x8e_\x8a_\x8n_\x8s). | 180 | (see·the·example·_\x8C_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8k_\x8-_\x8m_\x8e_\x8a_\x8n_\x8s). |
| 181 | In·the·case·where·clusters·are·known·to·be·isotropic,·have·similar·variance·and | 181 | In·the·case·where·clusters·are·known·to·be·isotropic,·have·similar·variance·and |
| 182 | are·not·too·sparse,·the·k-means·algorithm·is·quite·effective·and·is·one·of·the | 182 | are·not·too·sparse,·the·k-means·algorithm·is·quite·effective·and·is·one·of·the |
| 183 | fastest·clustering·algorithms·available.·This·advantage·is·lost·if·one·has·to | 183 | fastest·clustering·algorithms·available.·This·advantage·is·lost·if·one·has·to |
| 184 | restart·it·several·times·to·avoid·convergence·to·a·local·minimum. | 184 | restart·it·several·times·to·avoid·convergence·to·a·local·minimum. |
| 185 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1.2 | 185 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1.269·seconds) |
| 186 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8k_\x8m_\x8e_\x8a_\x8n_\x8s_\x8__\x8a_\x8s_\x8s_\x8u_\x8m_\x8p_\x8t_\x8i_\x8o_\x8n_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 186 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8k_\x8m_\x8e_\x8a_\x8n_\x8s_\x8__\x8a_\x8s_\x8s_\x8u_\x8m_\x8p_\x8t_\x8i_\x8o_\x8n_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 187 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8k_\x8m_\x8e_\x8a_\x8n_\x8s_\x8__\x8a_\x8s_\x8s_\x8u_\x8m_\x8p_\x8t_\x8i_\x8o_\x8n_\x8s_\x8._\x8p_\x8y | 187 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8k_\x8m_\x8e_\x8a_\x8n_\x8s_\x8__\x8a_\x8s_\x8s_\x8u_\x8m_\x8p_\x8t_\x8i_\x8o_\x8n_\x8s_\x8._\x8p_\x8y |
| 188 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8k_\x8m_\x8e_\x8a_\x8n_\x8s_\x8__\x8a_\x8s_\x8s_\x8u_\x8m_\x8p_\x8t_\x8i_\x8o_\x8n_\x8s_\x8._\x8z_\x8i_\x8p | 188 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8k_\x8m_\x8e_\x8a_\x8n_\x8s_\x8__\x8a_\x8s_\x8s_\x8u_\x8m_\x8p_\x8t_\x8i_\x8o_\x8n_\x8s_\x8._\x8z_\x8i_\x8p |
| 189 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 189 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 190 | ©·2007·-·202 | 190 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| Offset 349, 16 lines modified | Offset 349, 16 lines modified | ||
| 349 | <span·class="n">bench_k_means</span><span·class="p">(</span><span·class="n">kmeans</span><span·class="o">=</span><span·class="n">kmeans</span><span·class="p">,</span>·<span·class="n">name</span><span·class="o">=</span><span·class="s2">"PCA-based"</span><span·class="p">,</span>·<span·class="n">data</span><span·class="o">=</span><span·class="n">data</span><span·class="p">,</span>·<span·class="n">labels</span><span·class="o">=</span><span·class="n">labels</span><span·class="p">)</span> | 349 | <span·class="n">bench_k_means</span><span·class="p">(</span><span·class="n">kmeans</span><span·class="o">=</span><span·class="n">kmeans</span><span·class="p">,</span>·<span·class="n">name</span><span·class="o">=</span><span·class="s2">"PCA-based"</span><span·class="p">,</span>·<span·class="n">data</span><span·class="o">=</span><span·class="n">data</span><span·class="p">,</span>·<span·class="n">labels</span><span·class="o">=</span><span·class="n">labels</span><span·class="p">)</span> |
| 350 | <span·class="nb">print</span><span·class="p">(</span><span·class="mi">82</span>·<span·class="o">*</span>·<span·class="s2">"_"</span><span·class="p">)</span> | 350 | <span·class="nb">print</span><span·class="p">(</span><span·class="mi">82</span>·<span·class="o">*</span>·<span·class="s2">"_"</span><span·class="p">)</span> |
| 351 | </pre></div> | 351 | </pre></div> |
| 352 | </div> | 352 | </div> |
| 353 | <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>__________________________________________________________________________________ | 353 | <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>__________________________________________________________________________________ |
| 354 | init············time····inertia·homo····compl···v-meas··ARI·····AMI·····silhouette | 354 | init············time····inertia·homo····compl···v-meas··ARI·····AMI·····silhouette |
| 355 | k-means++·······0.10 | 355 | k-means++·······0.105s··69545···0.598···0.645···0.621···0.469···0.617···0.152 |
| 356 | random··········0.13 | 356 | random··········0.138s··69735···0.681···0.723···0.701···0.574···0.698···0.170 |
| 357 | PCA-based·······0.037s··72686···0.636···0.658···0.647···0.521···0.643···0.142 | 357 | PCA-based·······0.037s··72686···0.636···0.658···0.647···0.521···0.643···0.142 |
| 358 | __________________________________________________________________________________ | 358 | __________________________________________________________________________________ |
| 359 | </pre></div> | 359 | </pre></div> |
| 360 | </div> | 360 | </div> |
| 361 | </section> | 361 | </section> |
| 362 | <section·id="visualize-the-results-on-pca-reduced-data"> | 362 | <section·id="visualize-the-results-on-pca-reduced-data"> |
| 363 | <h2>Visualize·the·results·on·PCA-reduced·data<a·class="headerlink"·href="#visualize-the-results-on-pca-reduced-data"·title="Link·to·this·heading">¶</a></h2> | 363 | <h2>Visualize·the·results·on·PCA-reduced·data<a·class="headerlink"·href="#visualize-the-results-on-pca-reduced-data"·title="Link·to·this·heading">¶</a></h2> |
| Offset 415, 15 lines modified | Offset 415, 15 lines modified | ||
| 415 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xlim</span><span·class="p">(</span><span·class="n">x_min</span><span·class="p">,</span>·<span·class="n">x_max</span><span·class="p">)</span> | 415 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xlim</span><span·class="p">(</span><span·class="n">x_min</span><span·class="p">,</span>·<span·class="n">x_max</span><span·class="p">)</span> |
| 416 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylim</span><span·class="p">(</span><span·class="n">y_min</span><span·class="p">,</span>·<span·class="n">y_max</span><span·class="p">)</span> | 416 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylim</span><span·class="p">(</span><span·class="n">y_min</span><span·class="p">,</span>·<span·class="n">y_max</span><span·class="p">)</span> |
| 417 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xticks</span><span·class="p">(())</span> | 417 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xticks</span><span·class="p">(())</span> |
| 418 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">yticks</span><span·class="p">(())</span> | 418 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">yticks</span><span·class="p">(())</span> |
| 419 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 419 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 420 | </pre></div> | 420 | </pre></div> |
| 421 | </div> | 421 | </div> |
| 422 | <img·src="../../_images/sphx_glr_plot_kmeans_digits_001.png"·srcset="../../_images/sphx_glr_plot_kmeans_digits_001.png"·alt="K-means·clustering·on·the·digits·dataset·(PCA-reduced·data)·Centroids·are·marked·with·white·cross"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1.6 | 422 | <img·src="../../_images/sphx_glr_plot_kmeans_digits_001.png"·srcset="../../_images/sphx_glr_plot_kmeans_digits_001.png"·alt="K-means·clustering·on·the·digits·dataset·(PCA-reduced·data)·Centroids·are·marked·with·white·cross"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1.688·seconds)</p> |
| 423 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-kmeans-digits-py"> | 423 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-kmeans-digits-py"> |
| 424 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 424 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 425 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/6bf322ce1724c13e6e0f8f719ebd253c/plot_kmeans_digits.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_kmeans_digits.ipynb</span></code></a></p> | 425 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/6bf322ce1724c13e6e0f8f719ebd253c/plot_kmeans_digits.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_kmeans_digits.ipynb</span></code></a></p> |
| 426 | </div> | 426 | </div> |
| 427 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 427 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 428 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/5a87b25ba023ee709595b8d02049f021/plot_kmeans_digits.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_kmeans_digits.py</span></code></a></p> | 428 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/5a87b25ba023ee709595b8d02049f021/plot_kmeans_digits.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_kmeans_digits.py</span></code></a></p> |
| 429 | </div> | 429 | </div> |
| Offset 435, 15 lines modified | Offset 435, 15 lines modified | ||
| 435 | </section> | 435 | </section> |
| 436 | </section> | 436 | </section> |
| 437 | ······</div> | 437 | ······</div> |
| 438 | ····<div·class="container"> | 438 | ····<div·class="container"> |
| 439 | ······<footer·class="sk-content-footer"> | 439 | ······<footer·class="sk-content-footer"> |
| 440 | ············©·2007·-·202 | 440 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 441 | ··········<a·href="../../_sources/auto_examples/cluster/plot_kmeans_digits.rst.txt"·rel="nofollow">Show·this·page·source</a> | 441 | ··········<a·href="../../_sources/auto_examples/cluster/plot_kmeans_digits.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 442 | ······</footer> | 442 | ······</footer> |
| 443 | ····</div> | 443 | ····</div> |
| 444 | ··</div> | 444 | ··</div> |
| 445 | </div> | 445 | </div> |
| 446 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 446 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| Offset 149, 16 lines modified | Offset 149, 16 lines modified | ||
| 149 | kmeans·=·KMeans(init=pca.components_,·n_clusters=n_digits,·n_init=1) | 149 | kmeans·=·KMeans(init=pca.components_,·n_clusters=n_digits,·n_init=1) |
| 150 | bench_k_means(kmeans=kmeans,·name="PCA-based",·data=data,·labels=labels) | 150 | bench_k_means(kmeans=kmeans,·name="PCA-based",·data=data,·labels=labels) |
| 151 | print(82·*·"_") | 151 | print(82·*·"_") |
| 152 | __________________________________________________________________________________ | 152 | __________________________________________________________________________________ |
| 153 | init············time····inertia·homo····compl···v-meas··ARI·····AMI | 153 | init············time····inertia·homo····compl···v-meas··ARI·····AMI |
| 154 | silhouette | 154 | silhouette |
| 155 | k-means++·······0.10 | 155 | k-means++·······0.105s··69545···0.598···0.645···0.621···0.469···0.617···0.152 |
| 156 | random··········0.13 | 156 | random··········0.138s··69735···0.681···0.723···0.701···0.574···0.698···0.170 |
| 157 | PCA-based·······0.037s··72686···0.636···0.658···0.647···0.521···0.643···0.142 | 157 | PCA-based·······0.037s··72686···0.636···0.658···0.647···0.521···0.643···0.142 |
| 158 | __________________________________________________________________________________ | 158 | __________________________________________________________________________________ |
| 159 | *\x8**\x8**\x8**\x8**\x8*·V\x8Vi\x8is\x8su\x8ua\x8al\x8li\x8iz\x8ze\x8e·t\x8th\x8he\x8e·r\x8re\x8es\x8su\x8ul\x8lt\x8ts\x8s·o\x8on\x8n·P\x8PC\x8CA\x8A-\x8-r\x8re\x8ed\x8du\x8uc\x8ce\x8ed\x8d·d\x8da\x8at\x8ta\x8a_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 159 | *\x8**\x8**\x8**\x8**\x8*·V\x8Vi\x8is\x8su\x8ua\x8al\x8li\x8iz\x8ze\x8e·t\x8th\x8he\x8e·r\x8re\x8es\x8su\x8ul\x8lt\x8ts\x8s·o\x8on\x8n·P\x8PC\x8CA\x8A-\x8-r\x8re\x8ed\x8du\x8uc\x8ce\x8ed\x8d·d\x8da\x8at\x8ta\x8a_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 160 | _\x8P_\x8C_\x8A·allows·to·project·the·data·from·the·original·64-dimensional·space·into·a | 160 | _\x8P_\x8C_\x8A·allows·to·project·the·data·from·the·original·64-dimensional·space·into·a |
| 161 | lower·dimensional·space.·Subsequently,·we·can·use·_\x8P_\x8C_\x8A·to·project·into·a·2- | 161 | lower·dimensional·space.·Subsequently,·we·can·use·_\x8P_\x8C_\x8A·to·project·into·a·2- |
| 162 | dimensional·space·and·plot·the·data·and·the·clusters·in·this·new·space. | 162 | dimensional·space·and·plot·the·data·and·the·clusters·in·this·new·space. |
| 163 | import·matplotlib.pyplot·as·plt | 163 | import·matplotlib.pyplot·as·plt |
| Offset 210, 13 lines modified | Offset 210, 13 lines modified | ||
| 210 | plt.xlim(x_min,·x_max) | 210 | plt.xlim(x_min,·x_max) |
| 211 | plt.ylim(y_min,·y_max) | 211 | plt.ylim(y_min,·y_max) |
| 212 | plt.xticks(()) | 212 | plt.xticks(()) |
| 213 | plt.yticks(()) | 213 | plt.yticks(()) |
| 214 | plt.show() | 214 | plt.show() |
| 215 | [K-means·clustering·on·the·digits·dataset·(PCA-reduced·data)·Centroids·are | 215 | [K-means·clustering·on·the·digits·dataset·(PCA-reduced·data)·Centroids·are |
| 216 | marked·with·white·cross] | 216 | marked·with·white·cross] |
| 217 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1.6 | 217 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1.688·seconds) |
| 218 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8k_\x8m_\x8e_\x8a_\x8n_\x8s_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 218 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8k_\x8m_\x8e_\x8a_\x8n_\x8s_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 219 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8k_\x8m_\x8e_\x8a_\x8n_\x8s_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8._\x8p_\x8y | 219 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8k_\x8m_\x8e_\x8a_\x8n_\x8s_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8._\x8p_\x8y |
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| 222 | ©·2007·-·202 | 222 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 224 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">scatter</span><span·class="p">(</span><span·class="n">centers_init</span><span·class="p">[:,</span>·<span·class="mi">0</span><span·class="p">],</span>·<span·class="n">centers_init</span><span·class="p">[:,</span>·<span·class="mi">1</span><span·class="p">],</span>·<span·class="n">c</span><span·class="o">=</span><span·class="s2">"b"</span><span·class="p">,</span>·<span·class="n">s</span><span·class="o">=</span><span·class="mi">50</span><span·class="p">)</span> | 224 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">scatter</span><span·class="p">(</span><span·class="n">centers_init</span><span·class="p">[:,</span>·<span·class="mi">0</span><span·class="p">],</span>·<span·class="n">centers_init</span><span·class="p">[:,</span>·<span·class="mi">1</span><span·class="p">],</span>·<span·class="n">c</span><span·class="o">=</span><span·class="s2">"b"</span><span·class="p">,</span>·<span·class="n">s</span><span·class="o">=</span><span·class="mi">50</span><span·class="p">)</span> |
| 225 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"K-Means++·Initialization"</span><span·class="p">)</span> | 225 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"K-Means++·Initialization"</span><span·class="p">)</span> |
| 226 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xticks</span><span·class="p">([])</span> | 226 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xticks</span><span·class="p">([])</span> |
| 227 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">yticks</span><span·class="p">([])</span> | 227 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">yticks</span><span·class="p">([])</span> |
| 228 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 228 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 229 | </pre></div> | 229 | </pre></div> |
| 230 | </div> | 230 | </div> |
| 231 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.06 | 231 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.067·seconds)</p> |
| 232 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-kmeans-plusplus-py"> | 232 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-kmeans-plusplus-py"> |
| 233 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 233 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 234 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/77b640d8771f7ecdeb2dbc948ebce90a/plot_kmeans_plusplus.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_kmeans_plusplus.ipynb</span></code></a></p> | 234 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/77b640d8771f7ecdeb2dbc948ebce90a/plot_kmeans_plusplus.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_kmeans_plusplus.ipynb</span></code></a></p> |
| 235 | </div> | 235 | </div> |
| 236 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 236 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 237 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/fa03fd57e0f1a2cd66f3693283f7a6b3/plot_kmeans_plusplus.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_kmeans_plusplus.py</span></code></a></p> | 237 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/fa03fd57e0f1a2cd66f3693283f7a6b3/plot_kmeans_plusplus.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_kmeans_plusplus.py</span></code></a></p> |
| 238 | </div> | 238 | </div> |
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| 243 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 243 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 244 | </section> | 244 | </section> |
| 245 | ······</div> | 245 | ······</div> |
| 246 | ····<div·class="container"> | 246 | ····<div·class="container"> |
| 247 | ······<footer·class="sk-content-footer"> | 247 | ······<footer·class="sk-content-footer"> |
| 248 | ············©·2007·-·202 | 248 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 249 | ··········<a·href="../../_sources/auto_examples/cluster/plot_kmeans_plusplus.rst.txt"·rel="nofollow">Show·this·page·source</a> | 249 | ··········<a·href="../../_sources/auto_examples/cluster/plot_kmeans_plusplus.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 250 | ······</footer> | 250 | ······</footer> |
| 251 | ····</div> | 251 | ····</div> |
| 252 | ··</div> | 252 | ··</div> |
| 253 | </div> | 253 | </div> |
| 254 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 254 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 62 | s=10) | 62 | s=10) |
| 63 | plt.scatter(centers_init[:,·0],·centers_init[:,·1],·c="b",·s=50) | 63 | plt.scatter(centers_init[:,·0],·centers_init[:,·1],·c="b",·s=50) |
| 64 | plt.title("K-Means++·Initialization") | 64 | plt.title("K-Means++·Initialization") |
| 65 | plt.xticks([]) | 65 | plt.xticks([]) |
| 66 | plt.yticks([]) | 66 | plt.yticks([]) |
| 67 | plt.show() | 67 | plt.show() |
| 68 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.06 | 68 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.067·seconds) |
| 69 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8k_\x8m_\x8e_\x8a_\x8n_\x8s_\x8__\x8p_\x8l_\x8u_\x8s_\x8p_\x8l_\x8u_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 69 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8k_\x8m_\x8e_\x8a_\x8n_\x8s_\x8__\x8p_\x8l_\x8u_\x8s_\x8p_\x8l_\x8u_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 70 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8k_\x8m_\x8e_\x8a_\x8n_\x8s_\x8__\x8p_\x8l_\x8u_\x8s_\x8p_\x8l_\x8u_\x8s_\x8._\x8p_\x8y | 70 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8k_\x8m_\x8e_\x8a_\x8n_\x8s_\x8__\x8p_\x8l_\x8u_\x8s_\x8p_\x8l_\x8u_\x8s_\x8._\x8p_\x8y |
| 71 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8k_\x8m_\x8e_\x8a_\x8n_\x8s_\x8__\x8p_\x8l_\x8u_\x8s_\x8p_\x8l_\x8u_\x8s_\x8._\x8z_\x8i_\x8p | 71 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8k_\x8m_\x8e_\x8a_\x8n_\x8s_\x8__\x8p_\x8l_\x8u_\x8s_\x8p_\x8l_\x8u_\x8s_\x8._\x8z_\x8i_\x8p |
| 72 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 72 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 73 | ©·2007·-·202 | 73 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 356 | ········<span·class="n">fontsize</span><span·class="o">=</span><span·class="mi">14</span><span·class="p">,</span> | 356 | ········<span·class="n">fontsize</span><span·class="o">=</span><span·class="mi">14</span><span·class="p">,</span> |
| 357 | ········<span·class="n">fontweight</span><span·class="o">=</span><span·class="s2">"bold"</span><span·class="p">,</span> | 357 | ········<span·class="n">fontweight</span><span·class="o">=</span><span·class="s2">"bold"</span><span·class="p">,</span> |
| 358 | ····<span·class="p">)</span> | 358 | ····<span·class="p">)</span> |
| 359 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 359 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 360 | </pre></div> | 360 | </pre></div> |
| 361 | </div> | 361 | </div> |
| 362 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1. | 362 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1.349·seconds)</p> |
| 363 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-kmeans-silhouette-analysis-py"> | 363 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-kmeans-silhouette-analysis-py"> |
| 364 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 364 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 365 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/2434f000f4405168e6285a3e410c709f/plot_kmeans_silhouette_analysis.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_kmeans_silhouette_analysis.ipynb</span></code></a></p> | 365 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/2434f000f4405168e6285a3e410c709f/plot_kmeans_silhouette_analysis.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_kmeans_silhouette_analysis.ipynb</span></code></a></p> |
| 366 | </div> | 366 | </div> |
| 367 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 367 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 368 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/586f6cb589cefcd68d55348630efbfa0/plot_kmeans_silhouette_analysis.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_kmeans_silhouette_analysis.py</span></code></a></p> | 368 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/586f6cb589cefcd68d55348630efbfa0/plot_kmeans_silhouette_analysis.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_kmeans_silhouette_analysis.py</span></code></a></p> |
| 369 | </div> | 369 | </div> |
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| 375 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 375 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 376 | </section> | 376 | </section> |
| 377 | ······</div> | 377 | ······</div> |
| 378 | ····<div·class="container"> | 378 | ····<div·class="container"> |
| 379 | ······<footer·class="sk-content-footer"> | 379 | ······<footer·class="sk-content-footer"> |
| 380 | ············©·2007·-·202 | 380 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 381 | ··········<a·href="../../_sources/auto_examples/cluster/plot_kmeans_silhouette_analysis.rst.txt"·rel="nofollow">Show·this·page·source</a> | 381 | ··········<a·href="../../_sources/auto_examples/cluster/plot_kmeans_silhouette_analysis.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 382 | ······</footer> | 382 | ······</footer> |
| 383 | ····</div> | 383 | ····</div> |
| 384 | ··</div> | 384 | ··</div> |
| 385 | </div> | 385 | </div> |
| 386 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 386 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 207 | plt.show() | 207 | plt.show() |
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| 213 | ©·2007·-·202 | 213 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 325 | ····<span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span> | 325 | ····<span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span> |
| 326 | ········<span·class="s2">"Example·cluster·allocation·with·a·single·random·init</span><span·class="se">\n</span><span·class="s2">with·MiniBatchKMeans"</span> | 326 | ········<span·class="s2">"Example·cluster·allocation·with·a·single·random·init</span><span·class="se">\n</span><span·class="s2">with·MiniBatchKMeans"</span> |
| 327 | ····<span·class="p">)</span> | 327 | ····<span·class="p">)</span> |
| 328 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 328 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 329 | </pre></div> | 329 | </pre></div> |
| 330 | </div> | 330 | </div> |
| 331 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1.6 | 331 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1.655·seconds)</p> |
| 332 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-kmeans-stability-low-dim-dense-py"> | 332 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-kmeans-stability-low-dim-dense-py"> |
| 333 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 333 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 334 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/7e9cf82b8b60275dd7851470d151af5f/plot_kmeans_stability_low_dim_dense.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_kmeans_stability_low_dim_dense.ipynb</span></code></a></p> | 334 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/7e9cf82b8b60275dd7851470d151af5f/plot_kmeans_stability_low_dim_dense.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_kmeans_stability_low_dim_dense.ipynb</span></code></a></p> |
| 335 | </div> | 335 | </div> |
| 336 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 336 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 337 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/4b8d8f0d50e5aa937ac9571a35eadc28/plot_kmeans_stability_low_dim_dense.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_kmeans_stability_low_dim_dense.py</span></code></a></p> | 337 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/4b8d8f0d50e5aa937ac9571a35eadc28/plot_kmeans_stability_low_dim_dense.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_kmeans_stability_low_dim_dense.py</span></code></a></p> |
| 338 | </div> | 338 | </div> |
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| 344 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 344 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 345 | </section> | 345 | </section> |
| 346 | ······</div> | 346 | ······</div> |
| 347 | ····<div·class="container"> | 347 | ····<div·class="container"> |
| 348 | ······<footer·class="sk-content-footer"> | 348 | ······<footer·class="sk-content-footer"> |
| 349 | ············©·2007·-·202 | 349 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 350 | ··········<a·href="../../_sources/auto_examples/cluster/plot_kmeans_stability_low_dim_dense.rst.txt"·rel="nofollow">Show·this·page·source</a> | 350 | ··········<a·href="../../_sources/auto_examples/cluster/plot_kmeans_stability_low_dim_dense.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 351 | ······</footer> | 351 | ······</footer> |
| 352 | ····</div> | 352 | ····</div> |
| 353 | ··</div> | 353 | ··</div> |
| 354 | </div> | 354 | </div> |
| 355 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 355 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 159 | ····) | 159 | ····) |
| 160 | ····plt.title( | 160 | ····plt.title( |
| 161 | ········"Example·cluster·allocation·with·a·single·random·init\nwith | 161 | ········"Example·cluster·allocation·with·a·single·random·init\nwith |
| 162 | MiniBatchKMeans" | 162 | MiniBatchKMeans" |
| 163 | ····) | 163 | ····) |
| 164 | plt.show() | 164 | plt.show() |
| 165 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1.6 | 165 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1.655·seconds) |
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| 167 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8k_\x8m_\x8e_\x8a_\x8n_\x8s_\x8__\x8s_\x8t_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y_\x8__\x8l_\x8o_\x8w_\x8__\x8d_\x8i_\x8m_\x8__\x8d_\x8e_\x8n_\x8s_\x8e_\x8._\x8p_\x8y | 167 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8k_\x8m_\x8e_\x8a_\x8n_\x8s_\x8__\x8s_\x8t_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y_\x8__\x8l_\x8o_\x8w_\x8__\x8d_\x8i_\x8m_\x8__\x8d_\x8e_\x8n_\x8s_\x8e_\x8._\x8p_\x8y |
| 168 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8k_\x8m_\x8e_\x8a_\x8n_\x8s_\x8__\x8s_\x8t_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y_\x8__\x8l_\x8o_\x8w_\x8__\x8d_\x8i_\x8m_\x8__\x8d_\x8e_\x8n_\x8s_\x8e_\x8._\x8z_\x8i_\x8p | 168 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8k_\x8m_\x8e_\x8a_\x8n_\x8s_\x8__\x8s_\x8t_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y_\x8__\x8l_\x8o_\x8w_\x8__\x8d_\x8i_\x8m_\x8__\x8d_\x8e_\x8n_\x8s_\x8e_\x8._\x8z_\x8i_\x8p |
| 169 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 169 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 170 | ©·2007·-·202 | 170 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 355 | ············<span·class="n">horizontalalignment</span><span·class="o">=</span><span·class="s2">"right"</span><span·class="p">,</span> | 355 | ············<span·class="n">horizontalalignment</span><span·class="o">=</span><span·class="s2">"right"</span><span·class="p">,</span> |
| 356 | ········<span·class="p">)</span> | 356 | ········<span·class="p">)</span> |
| 357 | ········<span·class="n">plot_num</span>·<span·class="o">+=</span>·<span·class="mi">1</span> | 357 | ········<span·class="n">plot_num</span>·<span·class="o">+=</span>·<span·class="mi">1</span> |
| 358 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 358 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 359 | </pre></div> | 359 | </pre></div> |
| 360 | </div> | 360 | </div> |
| 361 | <img·src="../../_images/sphx_glr_plot_linkage_comparison_001.png"·srcset="../../_images/sphx_glr_plot_linkage_comparison_001.png"·alt="Single·Linkage,·Average·Linkage,·Complete·Linkage,·Ward·Linkage"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes· | 361 | <img·src="../../_images/sphx_glr_plot_linkage_comparison_001.png"·srcset="../../_images/sphx_glr_plot_linkage_comparison_001.png"·alt="Single·Linkage,·Average·Linkage,·Complete·Linkage,·Ward·Linkage"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·2.008·seconds)</p> |
| 362 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-linkage-comparison-py"> | 362 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-linkage-comparison-py"> |
| 363 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 363 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 364 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/be7e9c5a81790b318c3a8028ced647ff/plot_linkage_comparison.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_linkage_comparison.ipynb</span></code></a></p> | 364 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/be7e9c5a81790b318c3a8028ced647ff/plot_linkage_comparison.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_linkage_comparison.ipynb</span></code></a></p> |
| 365 | </div> | 365 | </div> |
| 366 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 366 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 367 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/2338f6e7d44c2931a41926d4f9726d9b/plot_linkage_comparison.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_linkage_comparison.py</span></code></a></p> | 367 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/2338f6e7d44c2931a41926d4f9726d9b/plot_linkage_comparison.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_linkage_comparison.py</span></code></a></p> |
| 368 | </div> | 368 | </div> |
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| 374 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 374 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 375 | </section> | 375 | </section> |
| 376 | ······</div> | 376 | ······</div> |
| 377 | ····<div·class="container"> | 377 | ····<div·class="container"> |
| 378 | ······<footer·class="sk-content-footer"> | 378 | ······<footer·class="sk-content-footer"> |
| 379 | ············©·2007·-·202 | 379 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 380 | ··········<a·href="../../_sources/auto_examples/cluster/plot_linkage_comparison.rst.txt"·rel="nofollow">Show·this·page·source</a> | 380 | ··········<a·href="../../_sources/auto_examples/cluster/plot_linkage_comparison.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 381 | ······</footer> | 381 | ······</footer> |
| 382 | ····</div> | 382 | ····</div> |
| 383 | ··</div> | 383 | ··</div> |
| 384 | </div> | 384 | </div> |
| 385 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 385 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 183 | ············size=15, | 183 | ············size=15, |
| 184 | ············horizontalalignment="right", | 184 | ············horizontalalignment="right", |
| 185 | ········) | 185 | ········) |
| 186 | ········plot_num·+=·1 | 186 | ········plot_num·+=·1 |
| 187 | plt.show() | 187 | plt.show() |
| 188 | [Single·Linkage,·Average·Linkage,·Complete·Linkage,·Ward·Linkage] | 188 | [Single·Linkage,·Average·Linkage,·Complete·Linkage,·Ward·Linkage] |
| 189 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes· | 189 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·2.008·seconds) |
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| 193 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 193 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 194 | ©·2007·-·202 | 194 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 257 | ········<span·class="n">markeredgecolor</span><span·class="o">=</span><span·class="s2">"k"</span><span·class="p">,</span> | 257 | ········<span·class="n">markeredgecolor</span><span·class="o">=</span><span·class="s2">"k"</span><span·class="p">,</span> |
| 258 | ········<span·class="n">markersize</span><span·class="o">=</span><span·class="mi">14</span><span·class="p">,</span> | 258 | ········<span·class="n">markersize</span><span·class="o">=</span><span·class="mi">14</span><span·class="p">,</span> |
| 259 | ····<span·class="p">)</span> | 259 | ····<span·class="p">)</span> |
| 260 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"Estimated·number·of·clusters:·</span><span·class="si">%d</span><span·class="s2">"</span>·<span·class="o">%</span>·<span·class="n">n_clusters_</span><span·class="p">)</span> | 260 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"Estimated·number·of·clusters:·</span><span·class="si">%d</span><span·class="s2">"</span>·<span·class="o">%</span>·<span·class="n">n_clusters_</span><span·class="p">)</span> |
| 261 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 261 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 262 | </pre></div> | 262 | </pre></div> |
| 263 | </div> | 263 | </div> |
| 264 | <img·src="../../_images/sphx_glr_plot_mean_shift_001.png"·srcset="../../_images/sphx_glr_plot_mean_shift_001.png"·alt="Estimated·number·of·clusters:·3"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.4 | 264 | <img·src="../../_images/sphx_glr_plot_mean_shift_001.png"·srcset="../../_images/sphx_glr_plot_mean_shift_001.png"·alt="Estimated·number·of·clusters:·3"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.434·seconds)</p> |
| 265 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-mean-shift-py"> | 265 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-mean-shift-py"> |
| 266 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 266 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 267 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/43f17c8225b2c8e15e22a7edf7adb8b5/plot_mean_shift.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_mean_shift.ipynb</span></code></a></p> | 267 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/43f17c8225b2c8e15e22a7edf7adb8b5/plot_mean_shift.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_mean_shift.ipynb</span></code></a></p> |
| 268 | </div> | 268 | </div> |
| 269 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 269 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 270 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/585914164dc34984e397f8d3d61849a5/plot_mean_shift.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_mean_shift.py</span></code></a></p> | 270 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/585914164dc34984e397f8d3d61849a5/plot_mean_shift.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_mean_shift.py</span></code></a></p> |
| 271 | </div> | 271 | </div> |
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| 277 | </section> | 277 | </section> |
| 278 | </section> | 278 | </section> |
| 279 | ······</div> | 279 | ······</div> |
| 280 | ····<div·class="container"> | 280 | ····<div·class="container"> |
| 281 | ······<footer·class="sk-content-footer"> | 281 | ······<footer·class="sk-content-footer"> |
| 282 | ············©·2007·-·202 | 282 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 283 | ··········<a·href="../../_sources/auto_examples/cluster/plot_mean_shift.rst.txt"·rel="nofollow">Show·this·page·source</a> | 283 | ··········<a·href="../../_sources/auto_examples/cluster/plot_mean_shift.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 284 | ······</footer> | 284 | ······</footer> |
| 285 | ····</div> | 285 | ····</div> |
| 286 | ··</div> | 286 | ··</div> |
| 287 | </div> | 287 | </div> |
| 288 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 288 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 79 | ········markerfacecolor=col, | 79 | ········markerfacecolor=col, |
| 80 | ········markeredgecolor="k", | 80 | ········markeredgecolor="k", |
| 81 | ········markersize=14, | 81 | ········markersize=14, |
| 82 | ····) | 82 | ····) |
| 83 | plt.title("Estimated·number·of·clusters:·%d"·%·n_clusters_) | 83 | plt.title("Estimated·number·of·clusters:·%d"·%·n_clusters_) |
| 84 | plt.show() | 84 | plt.show() |
| 85 | [Estimated·number·of·clusters:·3] | 85 | [Estimated·number·of·clusters:·3] |
| 86 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.4 | 86 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.434·seconds) |
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| 89 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8e_\x8a_\x8n_\x8__\x8s_\x8h_\x8i_\x8f_\x8t_\x8._\x8z_\x8i_\x8p | 89 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8e_\x8a_\x8n_\x8__\x8s_\x8h_\x8i_\x8f_\x8t_\x8._\x8z_\x8i_\x8p |
| 90 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 90 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 91 | ©·2007·-·202 | 91 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 329 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">set_title</span><span·class="p">(</span><span·class="s2">"Difference"</span><span·class="p">)</span> | 329 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">set_title</span><span·class="p">(</span><span·class="s2">"Difference"</span><span·class="p">)</span> |
| 330 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">set_xticks</span><span·class="p">(())</span> | 330 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">set_xticks</span><span·class="p">(())</span> |
| 331 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">set_yticks</span><span·class="p">(())</span> | 331 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">set_yticks</span><span·class="p">(())</span> |
| 332 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 332 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 333 | </pre></div> | 333 | </pre></div> |
| 334 | </div> | 334 | </div> |
| 335 | <img·src="../../_images/sphx_glr_plot_mini_batch_kmeans_001.png"·srcset="../../_images/sphx_glr_plot_mini_batch_kmeans_001.png"·alt="KMeans,·MiniBatchKMeans,·Difference"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0. | 335 | <img·src="../../_images/sphx_glr_plot_mini_batch_kmeans_001.png"·srcset="../../_images/sphx_glr_plot_mini_batch_kmeans_001.png"·alt="KMeans,·MiniBatchKMeans,·Difference"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.207·seconds)</p> |
| 336 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-mini-batch-kmeans-py"> | 336 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-mini-batch-kmeans-py"> |
| 337 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 337 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 338 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/1f948ff6f5face5a362672c4e36dd01e/plot_mini_batch_kmeans.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_mini_batch_kmeans.ipynb</span></code></a></p> | 338 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/1f948ff6f5face5a362672c4e36dd01e/plot_mini_batch_kmeans.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_mini_batch_kmeans.ipynb</span></code></a></p> |
| 339 | </div> | 339 | </div> |
| 340 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 340 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 341 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/3735f7086bbd0007cd42d2c1f2b96f47/plot_mini_batch_kmeans.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_mini_batch_kmeans.py</span></code></a></p> | 341 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/3735f7086bbd0007cd42d2c1f2b96f47/plot_mini_batch_kmeans.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_mini_batch_kmeans.py</span></code></a></p> |
| 342 | </div> | 342 | </div> |
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| 349 | </section> | 349 | </section> |
| 350 | </section> | 350 | </section> |
| 351 | ······</div> | 351 | ······</div> |
| 352 | ····<div·class="container"> | 352 | ····<div·class="container"> |
| 353 | ······<footer·class="sk-content-footer"> | 353 | ······<footer·class="sk-content-footer"> |
| 354 | ············©·2007·-·202 | 354 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 355 | ··········<a·href="../../_sources/auto_examples/cluster/plot_mini_batch_kmeans.rst.txt"·rel="nofollow">Show·this·page·source</a> | 355 | ··········<a·href="../../_sources/auto_examples/cluster/plot_mini_batch_kmeans.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 356 | ······</footer> | 356 | ······</footer> |
| 357 | ····</div> | 357 | ····</div> |
| 358 | ··</div> | 358 | ··</div> |
| 359 | </div> | 359 | </div> |
| 360 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 360 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 153 | ax.plot(X[different,·0],·X[different,·1],·"w",·markerfacecolor="m",·marker=".") | 153 | ax.plot(X[different,·0],·X[different,·1],·"w",·markerfacecolor="m",·marker=".") |
| 154 | ax.set_title("Difference") | 154 | ax.set_title("Difference") |
| 155 | ax.set_xticks(()) | 155 | ax.set_xticks(()) |
| 156 | ax.set_yticks(()) | 156 | ax.set_yticks(()) |
| 157 | plt.show() | 157 | plt.show() |
| 158 | [KMeans,·MiniBatchKMeans,·Difference] | 158 | [KMeans,·MiniBatchKMeans,·Difference] |
| 159 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0. | 159 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.207·seconds) |
| 160 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8i_\x8n_\x8i_\x8__\x8b_\x8a_\x8t_\x8c_\x8h_\x8__\x8k_\x8m_\x8e_\x8a_\x8n_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 160 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8i_\x8n_\x8i_\x8__\x8b_\x8a_\x8t_\x8c_\x8h_\x8__\x8k_\x8m_\x8e_\x8a_\x8n_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 161 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8i_\x8n_\x8i_\x8__\x8b_\x8a_\x8t_\x8c_\x8h_\x8__\x8k_\x8m_\x8e_\x8a_\x8n_\x8s_\x8._\x8p_\x8y | 161 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8i_\x8n_\x8i_\x8__\x8b_\x8a_\x8t_\x8c_\x8h_\x8__\x8k_\x8m_\x8e_\x8a_\x8n_\x8s_\x8._\x8p_\x8y |
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| 163 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 163 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 164 | ©·2007·-·202 | 164 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 289 | <span·class="n">ax4</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">X</span><span·class="p">[</span><span·class="n">labels_200</span>·<span·class="o">==</span>·<span·class="o">-</span><span·class="mi">1</span><span·class="p">,</span>·<span·class="mi">0</span><span·class="p">],</span>·<span·class="n">X</span><span·class="p">[</span><span·class="n">labels_200</span>·<span·class="o">==</span>·<span·class="o">-</span><span·class="mi">1</span><span·class="p">,</span>·<span·class="mi">1</span><span·class="p">],</span>·<span·class="s2">"k+"</span><span·class="p">,</span>·<span·class="n">alpha</span><span·class="o">=</span><span·class="mf">0.1</span><span·class="p">)</span> | 289 | <span·class="n">ax4</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">X</span><span·class="p">[</span><span·class="n">labels_200</span>·<span·class="o">==</span>·<span·class="o">-</span><span·class="mi">1</span><span·class="p">,</span>·<span·class="mi">0</span><span·class="p">],</span>·<span·class="n">X</span><span·class="p">[</span><span·class="n">labels_200</span>·<span·class="o">==</span>·<span·class="o">-</span><span·class="mi">1</span><span·class="p">,</span>·<span·class="mi">1</span><span·class="p">],</span>·<span·class="s2">"k+"</span><span·class="p">,</span>·<span·class="n">alpha</span><span·class="o">=</span><span·class="mf">0.1</span><span·class="p">)</span> |
| 290 | <span·class="n">ax4</span><span·class="o">.</span><span·class="n">set_title</span><span·class="p">(</span><span·class="s2">"Clustering·at·2.0·epsilon·cut</span><span·class="se">\n</span><span·class="s2">DBSCAN"</span><span·class="p">)</span> | 290 | <span·class="n">ax4</span><span·class="o">.</span><span·class="n">set_title</span><span·class="p">(</span><span·class="s2">"Clustering·at·2.0·epsilon·cut</span><span·class="se">\n</span><span·class="s2">DBSCAN"</span><span·class="p">)</span> |
| 291 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span> | 291 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span> |
| 292 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 292 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 293 | </pre></div> | 293 | </pre></div> |
| 294 | </div> | 294 | </div> |
| 295 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1.7 | 295 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1.722·seconds)</p> |
| 296 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-optics-py"> | 296 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-optics-py"> |
| 297 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 297 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 298 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/8025056f1d24411e898c2d0086371880/plot_optics.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_optics.ipynb</span></code></a></p> | 298 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/8025056f1d24411e898c2d0086371880/plot_optics.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_optics.ipynb</span></code></a></p> |
| 299 | </div> | 299 | </div> |
| 300 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 300 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 301 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/fe139d44b92c775a3b44dcefd61ea1bb/plot_optics.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_optics.py</span></code></a></p> | 301 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/fe139d44b92c775a3b44dcefd61ea1bb/plot_optics.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_optics.py</span></code></a></p> |
| 302 | </div> | 302 | </div> |
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| 308 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 308 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 309 | </section> | 309 | </section> |
| 310 | ······</div> | 310 | ······</div> |
| 311 | ····<div·class="container"> | 311 | ····<div·class="container"> |
| 312 | ······<footer·class="sk-content-footer"> | 312 | ······<footer·class="sk-content-footer"> |
| 313 | ············©·2007·-·202 | 313 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 314 | ··········<a·href="../../_sources/auto_examples/cluster/plot_optics.rst.txt"·rel="nofollow">Show·this·page·source</a> | 314 | ··········<a·href="../../_sources/auto_examples/cluster/plot_optics.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 315 | ······</footer> | 315 | ······</footer> |
| 316 | ····</div> | 316 | ····</div> |
| 317 | ··</div> | 317 | ··</div> |
| 318 | </div> | 318 | </div> |
| 319 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 319 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 125 | ····Xk·=·X[labels_200·==·klass] | 125 | ····Xk·=·X[labels_200·==·klass] |
| 126 | ····ax4.plot(Xk[:,·0],·Xk[:,·1],·color,·alpha=0.3) | 126 | ····ax4.plot(Xk[:,·0],·Xk[:,·1],·color,·alpha=0.3) |
| 127 | ax4.plot(X[labels_200·==·-1,·0],·X[labels_200·==·-1,·1],·"k+",·alpha=0.1) | 127 | ax4.plot(X[labels_200·==·-1,·0],·X[labels_200·==·-1,·1],·"k+",·alpha=0.1) |
| 128 | ax4.set_title("Clustering·at·2.0·epsilon·cut\nDBSCAN") | 128 | ax4.set_title("Clustering·at·2.0·epsilon·cut\nDBSCAN") |
| 129 | plt.tight_layout() | 129 | plt.tight_layout() |
| 130 | plt.show() | 130 | plt.show() |
| 131 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1.7 | 131 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1.722·seconds) |
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| 133 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8o_\x8p_\x8t_\x8i_\x8c_\x8s_\x8._\x8p_\x8y | 133 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8o_\x8p_\x8t_\x8i_\x8c_\x8s_\x8._\x8p_\x8y |
| 134 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8o_\x8p_\x8t_\x8i_\x8c_\x8s_\x8._\x8z_\x8i_\x8p | 134 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8o_\x8p_\x8t_\x8i_\x8c_\x8s_\x8._\x8z_\x8i_\x8p |
| 135 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 135 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 136 | ©·2007·-·202 | 136 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 304 | <span·class="n">fig</span><span·class="p">,</span>·<span·class="n">axs</span>·<span·class="o">=</span>·<span·class="n">plt</span><span·class="o">.</span><span·class="n">subplots</span><span·class="p">(</span><span·class="n">nrows</span><span·class="o">=</span><span·class="mi">1</span><span·class="p">,</span>·<span·class="n">ncols</span><span·class="o">=</span><span·class="mi">2</span><span·class="p">,</span>·<span·class="n">figsize</span><span·class="o">=</span><span·class="p">(</span><span·class="mi">10</span><span·class="p">,</span>·<span·class="mi">5</span><span·class="p">))</span> | 304 | <span·class="n">fig</span><span·class="p">,</span>·<span·class="n">axs</span>·<span·class="o">=</span>·<span·class="n">plt</span><span·class="o">.</span><span·class="n">subplots</span><span·class="p">(</span><span·class="n">nrows</span><span·class="o">=</span><span·class="mi">1</span><span·class="p">,</span>·<span·class="n">ncols</span><span·class="o">=</span><span·class="mi">2</span><span·class="p">,</span>·<span·class="n">figsize</span><span·class="o">=</span><span·class="p">(</span><span·class="mi">10</span><span·class="p">,</span>·<span·class="mi">5</span><span·class="p">))</span> |
| 305 | <span·class="n">axs</span><span·class="p">[</span><span·class="mi">0</span><span·class="p">]</span><span·class="o">.</span><span·class="n">matshow</span><span·class="p">(</span><span·class="n">img</span><span·class="p">)</span> | 305 | <span·class="n">axs</span><span·class="p">[</span><span·class="mi">0</span><span·class="p">]</span><span·class="o">.</span><span·class="n">matshow</span><span·class="p">(</span><span·class="n">img</span><span·class="p">)</span> |
| 306 | <span·class="n">axs</span><span·class="p">[</span><span·class="mi">1</span><span·class="p">]</span><span·class="o">.</span><span·class="n">matshow</span><span·class="p">(</span><span·class="n">label_im</span><span·class="p">)</span> | 306 | <span·class="n">axs</span><span·class="p">[</span><span·class="mi">1</span><span·class="p">]</span><span·class="o">.</span><span·class="n">matshow</span><span·class="p">(</span><span·class="n">label_im</span><span·class="p">)</span> |
| 307 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 307 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 308 | </pre></div> | 308 | </pre></div> |
| 309 | </div> | 309 | </div> |
| 310 | <img·src="../../_images/sphx_glr_plot_segmentation_toy_002.png"·srcset="../../_images/sphx_glr_plot_segmentation_toy_002.png"·alt="plot·segmentation·toy"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.5 | 310 | <img·src="../../_images/sphx_glr_plot_segmentation_toy_002.png"·srcset="../../_images/sphx_glr_plot_segmentation_toy_002.png"·alt="plot·segmentation·toy"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.505·seconds)</p> |
| 311 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-segmentation-toy-py"> | 311 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-segmentation-toy-py"> |
| 312 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 312 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 313 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/e7311e6599ab6ff3129117a6d8c302ec/plot_segmentation_toy.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_segmentation_toy.ipynb</span></code></a></p> | 313 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/e7311e6599ab6ff3129117a6d8c302ec/plot_segmentation_toy.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_segmentation_toy.ipynb</span></code></a></p> |
| 314 | </div> | 314 | </div> |
| 315 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 315 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 316 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/9cdba5635a180cdcca7d23b9cf18ffac/plot_segmentation_toy.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_segmentation_toy.py</span></code></a></p> | 316 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/9cdba5635a180cdcca7d23b9cf18ffac/plot_segmentation_toy.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_segmentation_toy.py</span></code></a></p> |
| 317 | </div> | 317 | </div> |
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| 324 | </section> | 324 | </section> |
| 325 | </section> | 325 | </section> |
| 326 | ······</div> | 326 | ······</div> |
| 327 | ····<div·class="container"> | 327 | ····<div·class="container"> |
| 328 | ······<footer·class="sk-content-footer"> | 328 | ······<footer·class="sk-content-footer"> |
| 329 | ············©·2007·-·202 | 329 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 330 | ··········<a·href="../../_sources/auto_examples/cluster/plot_segmentation_toy.rst.txt"·rel="nofollow">Show·this·page·source</a> | 330 | ··········<a·href="../../_sources/auto_examples/cluster/plot_segmentation_toy.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 331 | ······</footer> | 331 | ······</footer> |
| 332 | ····</div> | 332 | ····</div> |
| 333 | ··</div> | 333 | ··</div> |
| 334 | </div> | 334 | </div> |
| 335 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 335 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 122 | fig,·axs·=·plt.subplots(nrows=1,·ncols=2,·figsize=(10,·5)) | 122 | fig,·axs·=·plt.subplots(nrows=1,·ncols=2,·figsize=(10,·5)) |
| 123 | axs[0].matshow(img) | 123 | axs[0].matshow(img) |
| 124 | axs[1].matshow(label_im) | 124 | axs[1].matshow(label_im) |
| 125 | plt.show() | 125 | plt.show() |
| 126 | [plot·segmentation·toy] | 126 | [plot·segmentation·toy] |
| 127 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.5 | 127 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.505·seconds) |
| 128 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8e_\x8g_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8t_\x8o_\x8y_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 128 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8e_\x8g_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8t_\x8o_\x8y_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 129 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8e_\x8g_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8t_\x8o_\x8y_\x8._\x8p_\x8y | 129 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8e_\x8g_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8t_\x8o_\x8y_\x8._\x8p_\x8y |
| 130 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8e_\x8g_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8t_\x8o_\x8y_\x8._\x8z_\x8i_\x8p | 130 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8e_\x8g_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8t_\x8o_\x8y_\x8._\x8z_\x8i_\x8p |
| 131 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 131 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 132 | ©·2007·-·202 | 132 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 324 | ········<span·class="n">edgecolor</span><span·class="o">=</span><span·class="s2">"k"</span><span·class="p">,</span> | 324 | ········<span·class="n">edgecolor</span><span·class="o">=</span><span·class="s2">"k"</span><span·class="p">,</span> |
| 325 | ····<span·class="p">)</span> | 325 | ····<span·class="p">)</span> |
| 326 | <span·class="n">fig2</span><span·class="o">.</span><span·class="n">suptitle</span><span·class="p">(</span><span·class="sa">f</span><span·class="s2">"With·connectivity·constraints·(time·</span><span·class="si">{</span><span·class="n">elapsed_time</span><span·class="si">:</span><span·class="s2">.2f</span><span·class="si">}</span><span·class="s2">s)"</span><span·class="p">)</span> | 326 | <span·class="n">fig2</span><span·class="o">.</span><span·class="n">suptitle</span><span·class="p">(</span><span·class="sa">f</span><span·class="s2">"With·connectivity·constraints·(time·</span><span·class="si">{</span><span·class="n">elapsed_time</span><span·class="si">:</span><span·class="s2">.2f</span><span·class="si">}</span><span·class="s2">s)"</span><span·class="p">)</span> |
| 327 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 327 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 328 | </pre></div> | 328 | </pre></div> |
| 329 | </div> | 329 | </div> |
| 330 | <img·src="../../_images/sphx_glr_plot_ward_structured_vs_unstructured_002.png"·srcset="../../_images/sphx_glr_plot_ward_structured_vs_unstructured_002.png"·alt="With·connectivity·constraints·(time·0.07s)"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.43 | 330 | <img·src="../../_images/sphx_glr_plot_ward_structured_vs_unstructured_002.png"·srcset="../../_images/sphx_glr_plot_ward_structured_vs_unstructured_002.png"·alt="With·connectivity·constraints·(time·0.07s)"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.433·seconds)</p> |
| 331 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-ward-structured-vs-unstructured-py"> | 331 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cluster-plot-ward-structured-vs-unstructured-py"> |
| 332 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 332 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 333 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/e1d99a2f5c5c55550ce32108208f6477/plot_ward_structured_vs_unstructured.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_ward_structured_vs_unstructured.ipynb</span></code></a></p> | 333 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/e1d99a2f5c5c55550ce32108208f6477/plot_ward_structured_vs_unstructured.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_ward_structured_vs_unstructured.ipynb</span></code></a></p> |
| 334 | </div> | 334 | </div> |
| 335 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 335 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 336 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/4b5360e26b661e574ee526b19eee216f/plot_ward_structured_vs_unstructured.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_ward_structured_vs_unstructured.py</span></code></a></p> | 336 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/4b5360e26b661e574ee526b19eee216f/plot_ward_structured_vs_unstructured.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_ward_structured_vs_unstructured.py</span></code></a></p> |
| 337 | </div> | 337 | </div> |
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| 344 | </section> | 344 | </section> |
| 345 | </section> | 345 | </section> |
| 346 | ······</div> | 346 | ······</div> |
| 347 | ····<div·class="container"> | 347 | ····<div·class="container"> |
| 348 | ······<footer·class="sk-content-footer"> | 348 | ······<footer·class="sk-content-footer"> |
| 349 | ············©·2007·-·202 | 349 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 350 | ··········<a·href="../../_sources/auto_examples/cluster/plot_ward_structured_vs_unstructured.rst.txt"·rel="nofollow">Show·this·page·source</a> | 350 | ··········<a·href="../../_sources/auto_examples/cluster/plot_ward_structured_vs_unstructured.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 351 | ······</footer> | 351 | ······</footer> |
| 352 | ····</div> | 352 | ····</div> |
| 353 | ··</div> | 353 | ··</div> |
| 354 | </div> | 354 | </div> |
| 355 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 355 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 135 | ········edgecolor="k", | 135 | ········edgecolor="k", |
| 136 | ····) | 136 | ····) |
| 137 | fig2.suptitle(f"With·connectivity·constraints·(time·{elapsed_time:.2f}s)") | 137 | fig2.suptitle(f"With·connectivity·constraints·(time·{elapsed_time:.2f}s)") |
| 138 | plt.show() | 138 | plt.show() |
| 139 | [With·connectivity·constraints·(time·0.07s)] | 139 | [With·connectivity·constraints·(time·0.07s)] |
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| 142 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8w_\x8a_\x8r_\x8d_\x8__\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8u_\x8r_\x8e_\x8d_\x8__\x8v_\x8s_\x8__\x8u_\x8n_\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8u_\x8r_\x8e_\x8d_\x8._\x8p_\x8y | 142 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8w_\x8a_\x8r_\x8d_\x8__\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8u_\x8r_\x8e_\x8d_\x8__\x8v_\x8s_\x8__\x8u_\x8n_\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8u_\x8r_\x8e_\x8d_\x8._\x8p_\x8y |
| 143 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8w_\x8a_\x8r_\x8d_\x8__\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8u_\x8r_\x8e_\x8d_\x8__\x8v_\x8s_\x8__\x8u_\x8n_\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8u_\x8r_\x8e_\x8d_\x8._\x8z_\x8i_\x8p | 143 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8w_\x8a_\x8r_\x8d_\x8__\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8u_\x8r_\x8e_\x8d_\x8__\x8v_\x8s_\x8__\x8u_\x8n_\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8u_\x8r_\x8e_\x8d_\x8._\x8z_\x8i_\x8p |
| 144 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 144 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 145 | ©·2007·-·202 | 145 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 211 | </div> | 211 | </div> |
| 212 | </section> | 212 | </section> |
| 213 | ······</div> | 213 | ······</div> |
| 214 | ····<div·class="container"> | 214 | ····<div·class="container"> |
| 215 | ······<footer·class="sk-content-footer"> | 215 | ······<footer·class="sk-content-footer"> |
| 216 | ············©·2007·-·202 | 216 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 217 | ··········<a·href="../../_sources/auto_examples/compose/index.rst.txt"·rel="nofollow">Show·this·page·source</a> | 217 | ··········<a·href="../../_sources/auto_examples/compose/index.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 218 | ······</footer> | 218 | ······</footer> |
| 219 | ····</div> | 219 | ····</div> |
| 220 | ··</div> | 220 | ··</div> |
| 221 | </div> | 221 | </div> |
| 222 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 222 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 39 | Concatenating·multiple·feature·extraction·methods | 39 | Concatenating·multiple·feature·extraction·methods |
| 40 | _\x8E_\x8f_\x8f_\x8e_\x8c_\x8t_\x8·_\x8o_\x8f_\x8·_\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8t_\x8a_\x8r_\x8g_\x8e_\x8t_\x8s_\x8·_\x8i_\x8n_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l | 40 | _\x8E_\x8f_\x8f_\x8e_\x8c_\x8t_\x8·_\x8o_\x8f_\x8·_\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8t_\x8a_\x8r_\x8g_\x8e_\x8t_\x8s_\x8·_\x8i_\x8n_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l |
| 41 | Effect·of·transforming·the·targets·in·regression·model | 41 | Effect·of·transforming·the·targets·in·regression·model |
| 42 | _\x8P_\x8i_\x8p_\x8e_\x8l_\x8i_\x8n_\x8i_\x8n_\x8g_\x8:_\x8·_\x8c_\x8h_\x8a_\x8i_\x8n_\x8i_\x8n_\x8g_\x8·_\x8a_\x8·_\x8P_\x8C_\x8A_\x8·_\x8a_\x8n_\x8d_\x8·_\x8a_\x8·_\x8l_\x8o_\x8g_\x8i_\x8s_\x8t_\x8i_\x8c_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n | 42 | _\x8P_\x8i_\x8p_\x8e_\x8l_\x8i_\x8n_\x8i_\x8n_\x8g_\x8:_\x8·_\x8c_\x8h_\x8a_\x8i_\x8n_\x8i_\x8n_\x8g_\x8·_\x8a_\x8·_\x8P_\x8C_\x8A_\x8·_\x8a_\x8n_\x8d_\x8·_\x8a_\x8·_\x8l_\x8o_\x8g_\x8i_\x8s_\x8t_\x8i_\x8c_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n |
| 43 | Pipelining:·chaining·a·PCA·and·a·logistic·regression | 43 | Pipelining:·chaining·a·PCA·and·a·logistic·regression |
| 44 | _\x8S_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8n_\x8g_\x8·_\x8d_\x8i_\x8m_\x8e_\x8n_\x8s_\x8i_\x8o_\x8n_\x8a_\x8l_\x8i_\x8t_\x8y_\x8·_\x8r_\x8e_\x8d_\x8u_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8P_\x8i_\x8p_\x8e_\x8l_\x8i_\x8n_\x8e_\x8·_\x8a_\x8n_\x8d_\x8·_\x8G_\x8r_\x8i_\x8d_\x8S_\x8e_\x8a_\x8r_\x8c_\x8h_\x8C_\x8V | 44 | _\x8S_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8n_\x8g_\x8·_\x8d_\x8i_\x8m_\x8e_\x8n_\x8s_\x8i_\x8o_\x8n_\x8a_\x8l_\x8i_\x8t_\x8y_\x8·_\x8r_\x8e_\x8d_\x8u_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8P_\x8i_\x8p_\x8e_\x8l_\x8i_\x8n_\x8e_\x8·_\x8a_\x8n_\x8d_\x8·_\x8G_\x8r_\x8i_\x8d_\x8S_\x8e_\x8a_\x8r_\x8c_\x8h_\x8C_\x8V |
| 45 | Selecting·dimensionality·reduction·with·Pipeline·and·GridSearchCV | 45 | Selecting·dimensionality·reduction·with·Pipeline·and·GridSearchCV |
| 46 | ©·2007·-·202 | 46 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 390 | <p>Finally,·we·fit·our·pipeline·on·the·training·data·and·use·it·to·predict | 390 | <p>Finally,·we·fit·our·pipeline·on·the·training·data·and·use·it·to·predict |
| 391 | topics·for·<code·class="docutils·literal·notranslate"><span·class="pre">X_test</span></code>.·Performance·metrics·of·our·pipeline·are·then·printed.</p> | 391 | topics·for·<code·class="docutils·literal·notranslate"><span·class="pre">X_test</span></code>.·Performance·metrics·of·our·pipeline·are·then·printed.</p> |
| 392 | <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="n">pipeline</span><span·class="o">.</span><span·class="n">fit</span><span·class="p">(</span><span·class="n">X_train</span><span·class="p">,</span>·<span·class="n">y_train</span><span·class="p">)</span> | 392 | <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="n">pipeline</span><span·class="o">.</span><span·class="n">fit</span><span·class="p">(</span><span·class="n">X_train</span><span·class="p">,</span>·<span·class="n">y_train</span><span·class="p">)</span> |
| 393 | <span·class="n">y_pred</span>·<span·class="o">=</span>·<span·class="n">pipeline</span><span·class="o">.</span><span·class="n">predict</span><span·class="p">(</span><span·class="n">X_test</span><span·class="p">)</span> | 393 | <span·class="n">y_pred</span>·<span·class="o">=</span>·<span·class="n">pipeline</span><span·class="o">.</span><span·class="n">predict</span><span·class="p">(</span><span·class="n">X_test</span><span·class="p">)</span> |
| 394 | <span·class="nb">print</span><span·class="p">(</span><span·class="s2">"Classification·report:</span><span·class="se">\n\n</span><span·class="si">{}</span><span·class="s2">"</span><span·class="o">.</span><span·class="n">format</span><span·class="p">(</span><span·class="n">classification_report</span><span·class="p">(</span><span·class="n">y_test</span><span·class="p">,</span>·<span·class="n">y_pred</span><span·class="p">)))</span> | 394 | <span·class="nb">print</span><span·class="p">(</span><span·class="s2">"Classification·report:</span><span·class="se">\n\n</span><span·class="si">{}</span><span·class="s2">"</span><span·class="o">.</span><span·class="n">format</span><span·class="p">(</span><span·class="n">classification_report</span><span·class="p">(</span><span·class="n">y_test</span><span·class="p">,</span>·<span·class="n">y_pred</span><span·class="p">)))</span> |
| 395 | </pre></div> | 395 | </pre></div> |
| 396 | </div> | 396 | </div> |
| 397 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.00 | 397 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.005·seconds)</p> |
| 398 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-compose-plot-column-transformer-py"> | 398 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-compose-plot-column-transformer-py"> |
| 399 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 399 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 400 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/15dc6d7a809edf988a7328336a25faec/plot_column_transformer.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_column_transformer.ipynb</span></code></a></p> | 400 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/15dc6d7a809edf988a7328336a25faec/plot_column_transformer.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_column_transformer.ipynb</span></code></a></p> |
| 401 | </div> | 401 | </div> |
| 402 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 402 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 403 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/3e8abcbcde21489054beb05cb87da525/plot_column_transformer.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_column_transformer.py</span></code></a></p> | 403 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/3e8abcbcde21489054beb05cb87da525/plot_column_transformer.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_column_transformer.py</span></code></a></p> |
| 404 | </div> | 404 | </div> |
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| 410 | </section> | 410 | </section> |
| 411 | </section> | 411 | </section> |
| 412 | ······</div> | 412 | ······</div> |
| 413 | ····<div·class="container"> | 413 | ····<div·class="container"> |
| 414 | ······<footer·class="sk-content-footer"> | 414 | ······<footer·class="sk-content-footer"> |
| 415 | ············©·2007·-·202 | 415 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 416 | ··········<a·href="../../_sources/auto_examples/compose/plot_column_transformer.rst.txt"·rel="nofollow">Show·this·page·source</a> | 416 | ··········<a·href="../../_sources/auto_examples/compose/plot_column_transformer.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 417 | ······</footer> | 417 | ······</footer> |
| 418 | ····</div> | 418 | ····</div> |
| 419 | ··</div> | 419 | ··</div> |
| 420 | </div> | 420 | </div> |
| 421 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 421 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 211 | ) | 211 | ) |
| 212 | Finally,·we·fit·our·pipeline·on·the·training·data·and·use·it·to·predict·topics | 212 | Finally,·we·fit·our·pipeline·on·the·training·data·and·use·it·to·predict·topics |
| 213 | for·X_test.·Performance·metrics·of·our·pipeline·are·then·printed. | 213 | for·X_test.·Performance·metrics·of·our·pipeline·are·then·printed. |
| 214 | pipeline.fit(X_train,·y_train) | 214 | pipeline.fit(X_train,·y_train) |
| 215 | y_pred·=·pipeline.predict(X_test) | 215 | y_pred·=·pipeline.predict(X_test) |
| 216 | print("Classification·report:\n\n{}".format(classification_report(y_test, | 216 | print("Classification·report:\n\n{}".format(classification_report(y_test, |
| 217 | y_pred))) | 217 | y_pred))) |
| 218 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.00 | 218 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.005·seconds) |
| 219 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8l_\x8u_\x8m_\x8n_\x8__\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8e_\x8r_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 219 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8l_\x8u_\x8m_\x8n_\x8__\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8e_\x8r_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 220 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8l_\x8u_\x8m_\x8n_\x8__\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8e_\x8r_\x8._\x8p_\x8y | 220 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8l_\x8u_\x8m_\x8n_\x8__\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8e_\x8r_\x8._\x8p_\x8y |
| 221 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8l_\x8u_\x8m_\x8n_\x8__\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8e_\x8r_\x8._\x8z_\x8i_\x8p | 221 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8l_\x8u_\x8m_\x8n_\x8__\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8e_\x8r_\x8._\x8z_\x8i_\x8p |
| 222 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 222 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 223 | ©·2007·-·202 | 223 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 407 | not·used·for·hyperparameter·tuning.</p> | 407 | not·used·for·hyperparameter·tuning.</p> |
| 408 | <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="nb">print</span><span·class="p">(</span> | 408 | <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="nb">print</span><span·class="p">(</span> |
| 409 | ····<span·class="s2">"accuracy·of·the·best·model·from·randomized·search:·"</span> | 409 | ····<span·class="s2">"accuracy·of·the·best·model·from·randomized·search:·"</span> |
| 410 | ····<span·class="sa">f</span><span·class="s2">"</span><span·class="si">{</span><span·class="n">search_cv</span><span·class="o">.</span><span·class="n">score</span><span·class="p">(</span><span·class="n">X_test</span><span·class="p">,</span><span·class="w">·</span><span·class="n">y_test</span><span·class="p">)</span><span·class="si">:</span><span·class="s2">.3f</span><span·class="si">}</span><span·class="s2">"</span> | 410 | ····<span·class="sa">f</span><span·class="s2">"</span><span·class="si">{</span><span·class="n">search_cv</span><span·class="o">.</span><span·class="n">score</span><span·class="p">(</span><span·class="n">X_test</span><span·class="p">,</span><span·class="w">·</span><span·class="n">y_test</span><span·class="p">)</span><span·class="si">:</span><span·class="s2">.3f</span><span·class="si">}</span><span·class="s2">"</span> |
| 411 | <span·class="p">)</span> | 411 | <span·class="p">)</span> |
| 412 | </pre></div> | 412 | </pre></div> |
| 413 | </div> | 413 | </div> |
| 414 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.00 | 414 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.004·seconds)</p> |
| 415 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-compose-plot-column-transformer-mixed-types-py"> | 415 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-compose-plot-column-transformer-mixed-types-py"> |
| 416 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 416 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 417 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/26f110ad6cff1a8a7c58b1a00d8b8b5a/plot_column_transformer_mixed_types.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_column_transformer_mixed_types.ipynb</span></code></a></p> | 417 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/26f110ad6cff1a8a7c58b1a00d8b8b5a/plot_column_transformer_mixed_types.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_column_transformer_mixed_types.ipynb</span></code></a></p> |
| 418 | </div> | 418 | </div> |
| 419 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 419 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 420 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/79c38d2f2cb1f2ef7d68e0cc7ea7b4e4/plot_column_transformer_mixed_types.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_column_transformer_mixed_types.py</span></code></a></p> | 420 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/79c38d2f2cb1f2ef7d68e0cc7ea7b4e4/plot_column_transformer_mixed_types.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_column_transformer_mixed_types.py</span></code></a></p> |
| 421 | </div> | 421 | </div> |
| Offset 426, 15 lines modified | Offset 426, 15 lines modified | ||
| 426 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 426 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 427 | </section> | 427 | </section> |
| 428 | ······</div> | 428 | ······</div> |
| 429 | ····<div·class="container"> | 429 | ····<div·class="container"> |
| 430 | ······<footer·class="sk-content-footer"> | 430 | ······<footer·class="sk-content-footer"> |
| 431 | ············©·2007·-·202 | 431 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 432 | ··········<a·href="../../_sources/auto_examples/compose/plot_column_transformer_mixed_types.rst.txt"·rel="nofollow">Show·this·page·source</a> | 432 | ··········<a·href="../../_sources/auto_examples/compose/plot_column_transformer_mixed_types.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 433 | ······</footer> | 433 | ······</footer> |
| 434 | ····</div> | 434 | ····</div> |
| 435 | ··</div> | 435 | ··</div> |
| 436 | </div> | 436 | </div> |
| 437 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 437 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 207 | The·best·hyper-parameters·have·be·used·to·re-fit·a·final·model·on·the·full | 207 | The·best·hyper-parameters·have·be·used·to·re-fit·a·final·model·on·the·full |
| 208 | training·set.·We·can·evaluate·that·final·model·on·held·out·test·data·that·was | 208 | training·set.·We·can·evaluate·that·final·model·on·held·out·test·data·that·was |
| 209 | not·used·for·hyperparameter·tuning. | 209 | not·used·for·hyperparameter·tuning. |
| 210 | print( | 210 | print( |
| 211 | ····"accuracy·of·the·best·model·from·randomized·search:·" | 211 | ····"accuracy·of·the·best·model·from·randomized·search:·" |
| 212 | ····f"{search_cv.score(X_test,·y_test):.3f}" | 212 | ····f"{search_cv.score(X_test,·y_test):.3f}" |
| 213 | ) | 213 | ) |
| 214 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.00 | 214 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.004·seconds) |
| 215 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8l_\x8u_\x8m_\x8n_\x8__\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8e_\x8r_\x8__\x8m_\x8i_\x8x_\x8e_\x8d_\x8__\x8t_\x8y_\x8p_\x8e_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 215 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8l_\x8u_\x8m_\x8n_\x8__\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8e_\x8r_\x8__\x8m_\x8i_\x8x_\x8e_\x8d_\x8__\x8t_\x8y_\x8p_\x8e_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 216 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8l_\x8u_\x8m_\x8n_\x8__\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8e_\x8r_\x8__\x8m_\x8i_\x8x_\x8e_\x8d_\x8__\x8t_\x8y_\x8p_\x8e_\x8s_\x8._\x8p_\x8y | 216 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8l_\x8u_\x8m_\x8n_\x8__\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8e_\x8r_\x8__\x8m_\x8i_\x8x_\x8e_\x8d_\x8__\x8t_\x8y_\x8p_\x8e_\x8s_\x8._\x8p_\x8y |
| 217 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8l_\x8u_\x8m_\x8n_\x8__\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8e_\x8r_\x8__\x8m_\x8i_\x8x_\x8e_\x8d_\x8__\x8t_\x8y_\x8p_\x8e_\x8s_\x8._\x8z_\x8i_\x8p | 217 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8l_\x8u_\x8m_\x8n_\x8__\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8e_\x8r_\x8__\x8m_\x8i_\x8x_\x8e_\x8d_\x8__\x8t_\x8y_\x8p_\x8e_\x8s_\x8._\x8z_\x8i_\x8p |
| 218 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 218 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 219 | ©·2007·-·202 | 219 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 670 | ··················································max_iter=10000))]), | 670 | ··················································max_iter=10000))]), |
| 671 | ·············n_jobs=1, | 671 | ·············n_jobs=1, |
| 672 | ·············param_grid=[{'classify__C':·[1,·10,·100,·1000], | 672 | ·············param_grid=[{'classify__C':·[1,·10,·100,·1000], |
| 673 | ··························'reduce_dim':·[PCA(iterated_power=7), | 673 | ··························'reduce_dim':·[PCA(iterated_power=7), |
| 674 | ·········································NMF(max_iter=1000)], | 674 | ·········································NMF(max_iter=1000)], |
| 675 | ··························'reduce_dim__n_components':·[2,·4,·8]}, | 675 | ··························'reduce_dim__n_components':·[2,·4,·8]}, |
| 676 | ·························{'classify__C':·[1,·10,·100,·1000], | 676 | ·························{'classify__C':·[1,·10,·100,·1000], |
| 677 | ··························'reduce_dim':·[SelectKBest(score_func=<function·mutual_info_classif·at·0x7f | 677 | ··························'reduce_dim':·[SelectKBest(score_func=<function·mutual_info_classif·at·0x7f74ed53ec00>)], |
| 678 | ··························'reduce_dim__k':·[2,·4,·8]}])</pre><b>In·a·Jupyter·environment,·please·rerun·this·cell·to·show·the·HTML·representation·or·trust·the·notebook.·<br·/>On·GitHub,·the·HTML·representation·is·unable·to·render,·please·try·loading·this·page·with·nbviewer.org.</b></div><div·class="sk-container"·hidden><div·class="sk-item·sk-dashed-wrapped"><div·class="sk-label-container"><div·class="sk-label·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-117"·type="checkbox"·><label·for="sk-estimator-id-117"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> GridSearchCV<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.model_selection.GridSearchCV.html">?<span>Documentation·for·GridSearchCV</span></a><span·class="sk-estimator-doc-link·fitted">i<span>Fitted</span></span></label><div·class="sk-toggleable__content·fitted"><pre>GridSearchCV(estimator=Pipeline(steps=[('scaling',·MinMaxScaler()), | 678 | ··························'reduce_dim__k':·[2,·4,·8]}])</pre><b>In·a·Jupyter·environment,·please·rerun·this·cell·to·show·the·HTML·representation·or·trust·the·notebook.·<br·/>On·GitHub,·the·HTML·representation·is·unable·to·render,·please·try·loading·this·page·with·nbviewer.org.</b></div><div·class="sk-container"·hidden><div·class="sk-item·sk-dashed-wrapped"><div·class="sk-label-container"><div·class="sk-label·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-117"·type="checkbox"·><label·for="sk-estimator-id-117"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> GridSearchCV<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.model_selection.GridSearchCV.html">?<span>Documentation·for·GridSearchCV</span></a><span·class="sk-estimator-doc-link·fitted">i<span>Fitted</span></span></label><div·class="sk-toggleable__content·fitted"><pre>GridSearchCV(estimator=Pipeline(steps=[('scaling',·MinMaxScaler()), |
| 679 | ·······································('reduce_dim',·'passthrough'), | 679 | ·······································('reduce_dim',·'passthrough'), |
| 680 | ·······································('classify', | 680 | ·······································('classify', |
| 681 | ········································LinearSVC(dual=False, | 681 | ········································LinearSVC(dual=False, |
| 682 | ··················································max_iter=10000))]), | 682 | ··················································max_iter=10000))]), |
| 683 | ·············n_jobs=1, | 683 | ·············n_jobs=1, |
| 684 | ·············param_grid=[{'classify__C':·[1,·10,·100,·1000], | 684 | ·············param_grid=[{'classify__C':·[1,·10,·100,·1000], |
| 685 | ··························'reduce_dim':·[PCA(iterated_power=7), | 685 | ··························'reduce_dim':·[PCA(iterated_power=7), |
| 686 | ·········································NMF(max_iter=1000)], | 686 | ·········································NMF(max_iter=1000)], |
| 687 | ··························'reduce_dim__n_components':·[2,·4,·8]}, | 687 | ··························'reduce_dim__n_components':·[2,·4,·8]}, |
| 688 | ·························{'classify__C':·[1,·10,·100,·1000], | 688 | ·························{'classify__C':·[1,·10,·100,·1000], |
| 689 | ··························'reduce_dim':·[SelectKBest(score_func=<function·mutual_info_classif·at·0x7f | 689 | ··························'reduce_dim':·[SelectKBest(score_func=<function·mutual_info_classif·at·0x7f74ed53ec00>)], |
| 690 | ··························'reduce_dim__k':·[2,·4,·8]}])</pre></div>·</div></div><div·class="sk-parallel"><div·class="sk-parallel-item"><div·class="sk-item"><div·class="sk-label-container"><div·class="sk-label·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-118"·type="checkbox"·><label·for="sk-estimator-id-118"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted">estimator:·Pipeline</label><div·class="sk-toggleable__content·fitted"><pre>Pipeline(steps=[('scaling',·MinMaxScaler()),·('reduce_dim',·'passthrough'), | 690 | ··························'reduce_dim__k':·[2,·4,·8]}])</pre></div>·</div></div><div·class="sk-parallel"><div·class="sk-parallel-item"><div·class="sk-item"><div·class="sk-label-container"><div·class="sk-label·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-118"·type="checkbox"·><label·for="sk-estimator-id-118"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted">estimator:·Pipeline</label><div·class="sk-toggleable__content·fitted"><pre>Pipeline(steps=[('scaling',·MinMaxScaler()),·('reduce_dim',·'passthrough'), |
| 691 | ················('classify',·LinearSVC(dual=False,·max_iter=10000))])</pre></div>·</div></div><div·class="sk-serial"><div·class="sk-item"><div·class="sk-serial"><div·class="sk-item"><div·class="sk-estimator·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-119"·type="checkbox"·><label·for="sk-estimator-id-119"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> MinMaxScaler<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.preprocessing.MinMaxScaler.html">?<span>Documentation·for·MinMaxScaler</span></a></label><div·class="sk-toggleable__content·fitted"><pre>MinMaxScaler()</pre></div>·</div></div><div·class="sk-item"><div·class="sk-estimator·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-120"·type="checkbox"·><label·for="sk-estimator-id-120"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted">passthrough</label><div·class="sk-toggleable__content·fitted"><pre>passthrough</pre></div>·</div></div><div·class="sk-item"><div·class="sk-estimator·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-121"·type="checkbox"·><label·for="sk-estimator-id-121"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> LinearSVC<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.svm.LinearSVC.html">?<span>Documentation·for·LinearSVC</span></a></label><div·class="sk-toggleable__content·fitted"><pre>LinearSVC(dual=False,·max_iter=10000)</pre></div>·</div></div></div></div></div></div></div></div></div></div></div> | 691 | ················('classify',·LinearSVC(dual=False,·max_iter=10000))])</pre></div>·</div></div><div·class="sk-serial"><div·class="sk-item"><div·class="sk-serial"><div·class="sk-item"><div·class="sk-estimator·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-119"·type="checkbox"·><label·for="sk-estimator-id-119"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> MinMaxScaler<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.preprocessing.MinMaxScaler.html">?<span>Documentation·for·MinMaxScaler</span></a></label><div·class="sk-toggleable__content·fitted"><pre>MinMaxScaler()</pre></div>·</div></div><div·class="sk-item"><div·class="sk-estimator·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-120"·type="checkbox"·><label·for="sk-estimator-id-120"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted">passthrough</label><div·class="sk-toggleable__content·fitted"><pre>passthrough</pre></div>·</div></div><div·class="sk-item"><div·class="sk-estimator·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-121"·type="checkbox"·><label·for="sk-estimator-id-121"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> LinearSVC<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.svm.LinearSVC.html">?<span>Documentation·for·LinearSVC</span></a></label><div·class="sk-toggleable__content·fitted"><pre>LinearSVC(dual=False,·max_iter=10000)</pre></div>·</div></div></div></div></div></div></div></div></div></div></div> |
| 692 | </div> | 692 | </div> |
| 693 | <br·/> | 693 | <br·/> |
| 694 | <br·/><div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="kn">import</span>·<span·class="nn">pandas</span>·<span·class="k">as</span>·<span·class="nn">pd</span> | 694 | <br·/><div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="kn">import</span>·<span·class="nn">pandas</span>·<span·class="k">as</span>·<span·class="nn">pd</span> |
| 695 | <span·class="n">mean_scores</span>·<span·class="o">=</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">array</span><span·class="p">(</span><span·class="n">grid</span><span·class="o">.</span><span·class="n">cv_results_</span><span·class="p">[</span><span·class="s2">"mean_test_score"</span><span·class="p">])</span> | 695 | <span·class="n">mean_scores</span>·<span·class="o">=</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">array</span><span·class="p">(</span><span·class="n">grid</span><span·class="o">.</span><span·class="n">cv_results_</span><span·class="p">[</span><span·class="s2">"mean_test_score"</span><span·class="p">])</span> |
| Offset 750, 15 lines modified | Offset 750, 15 lines modified | ||
| 750 | </div> | 750 | </div> |
| 751 | <p>The·<code·class="docutils·literal·notranslate"><span·class="pre">PCA</span></code>·fitting·is·only·computed·at·the·evaluation·of·the·first | 751 | <p>The·<code·class="docutils·literal·notranslate"><span·class="pre">PCA</span></code>·fitting·is·only·computed·at·the·evaluation·of·the·first |
| 752 | configuration·of·the·<code·class="docutils·literal·notranslate"><span·class="pre">C</span></code>·parameter·of·the·<code·class="docutils·literal·notranslate"><span·class="pre">LinearSVC</span></code>·classifier.·The | 752 | configuration·of·the·<code·class="docutils·literal·notranslate"><span·class="pre">C</span></code>·parameter·of·the·<code·class="docutils·literal·notranslate"><span·class="pre">LinearSVC</span></code>·classifier.·The |
| 753 | other·configurations·of·<code·class="docutils·literal·notranslate"><span·class="pre">C</span></code>·will·trigger·the·loading·of·the·cached·<code·class="docutils·literal·notranslate"><span·class="pre">PCA</span></code> | 753 | other·configurations·of·<code·class="docutils·literal·notranslate"><span·class="pre">C</span></code>·will·trigger·the·loading·of·the·cached·<code·class="docutils·literal·notranslate"><span·class="pre">PCA</span></code> |
| 754 | estimator·data,·leading·to·save·processing·time.·Therefore,·the·use·of | 754 | estimator·data,·leading·to·save·processing·time.·Therefore,·the·use·of |
| 755 | caching·the·pipeline·using·<code·class="docutils·literal·notranslate"><span·class="pre">memory</span></code>·is·highly·beneficial·when·fitting | 755 | caching·the·pipeline·using·<code·class="docutils·literal·notranslate"><span·class="pre">memory</span></code>·is·highly·beneficial·when·fitting |
| 756 | a·transformer·is·costly.</p> | 756 | a·transformer·is·costly.</p> |
| 757 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(1·minutes· | 757 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(1·minutes·8.544·seconds)</p> |
| 758 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-compose-plot-compare-reduction-py"> | 758 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-compose-plot-compare-reduction-py"> |
| 759 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 759 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 760 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/e38f4849bd47832b7b365f2fa9d31dd6/plot_compare_reduction.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_compare_reduction.ipynb</span></code></a></p> | 760 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/e38f4849bd47832b7b365f2fa9d31dd6/plot_compare_reduction.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_compare_reduction.ipynb</span></code></a></p> |
| 761 | </div> | 761 | </div> |
| 762 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 762 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 763 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/f30499f1e20a3d5f0f83bb90cd6ff348/plot_compare_reduction.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_compare_reduction.py</span></code></a></p> | 763 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/f30499f1e20a3d5f0f83bb90cd6ff348/plot_compare_reduction.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_compare_reduction.py</span></code></a></p> |
| 764 | </div> | 764 | </div> |
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| 770 | </section> | 770 | </section> |
| 771 | </section> | 771 | </section> |
| 772 | ······</div> | 772 | ······</div> |
| 773 | ····<div·class="container"> | 773 | ····<div·class="container"> |
| 774 | ······<footer·class="sk-content-footer"> | 774 | ······<footer·class="sk-content-footer"> |
| 775 | ············©·2007·-·202 | 775 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 776 | ··········<a·href="../../_sources/auto_examples/compose/plot_compare_reduction.rst.txt"·rel="nofollow">Show·this·page·source</a> | 776 | ··········<a·href="../../_sources/auto_examples/compose/plot_compare_reduction.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 777 | ······</footer> | 777 | ······</footer> |
| 778 | ····</div> | 778 | ····</div> |
| 779 | ··</div> | 779 | ··</div> |
| 780 | </div> | 780 | </div> |
| 781 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 781 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 96 | ·············n_jobs=1, | 96 | ·············n_jobs=1, |
| 97 | ·············param_grid=[{'classify__C':·[1,·10,·100,·1000], | 97 | ·············param_grid=[{'classify__C':·[1,·10,·100,·1000], |
| 98 | ··························'reduce_dim':·[PCA(iterated_power=7), | 98 | ··························'reduce_dim':·[PCA(iterated_power=7), |
| 99 | ·········································NMF(max_iter=1000)], | 99 | ·········································NMF(max_iter=1000)], |
| 100 | ··························'reduce_dim__n_components':·[2,·4,·8]}, | 100 | ··························'reduce_dim__n_components':·[2,·4,·8]}, |
| 101 | ·························{'classify__C':·[1,·10,·100,·1000], | 101 | ·························{'classify__C':·[1,·10,·100,·1000], |
| 102 | ··························'reduce_dim':·[SelectKBest(score_func=<function | 102 | ··························'reduce_dim':·[SelectKBest(score_func=<function |
| 103 | mutual_info_classif·at·0x7f | 103 | mutual_info_classif·at·0x7f74ed53ec00>)], |
| 104 | ··························'reduce_dim__k':·[2,·4,·8]}]) | 104 | ··························'reduce_dim__k':·[2,·4,·8]}]) |
| 105 | I\x8In\x8n·a\x8a·J\x8Ju\x8up\x8py\x8yt\x8te\x8er\x8r·e\x8en\x8nv\x8vi\x8ir\x8ro\x8on\x8nm\x8me\x8en\x8nt\x8t,\x8,·p\x8pl\x8le\x8ea\x8as\x8se\x8e·r\x8re\x8er\x8ru\x8un\x8n·t\x8th\x8hi\x8is\x8s·c\x8ce\x8el\x8ll\x8l·t\x8to\x8o·s\x8sh\x8ho\x8ow\x8w·t\x8th\x8he\x8e·H\x8HT\x8TM\x8ML\x8L | 105 | I\x8In\x8n·a\x8a·J\x8Ju\x8up\x8py\x8yt\x8te\x8er\x8r·e\x8en\x8nv\x8vi\x8ir\x8ro\x8on\x8nm\x8me\x8en\x8nt\x8t,\x8,·p\x8pl\x8le\x8ea\x8as\x8se\x8e·r\x8re\x8er\x8ru\x8un\x8n·t\x8th\x8hi\x8is\x8s·c\x8ce\x8el\x8ll\x8l·t\x8to\x8o·s\x8sh\x8ho\x8ow\x8w·t\x8th\x8he\x8e·H\x8HT\x8TM\x8ML\x8L |
| 106 | r\x8re\x8ep\x8pr\x8re\x8es\x8se\x8en\x8nt\x8ta\x8at\x8ti\x8io\x8on\x8n·o\x8or\x8r·t\x8tr\x8ru\x8us\x8st\x8t·t\x8th\x8he\x8e·n\x8no\x8ot\x8te\x8eb\x8bo\x8oo\x8ok\x8k.\x8. | 106 | r\x8re\x8ep\x8pr\x8re\x8es\x8se\x8en\x8nt\x8ta\x8at\x8ti\x8io\x8on\x8n·o\x8or\x8r·t\x8tr\x8ru\x8us\x8st\x8t·t\x8th\x8he\x8e·n\x8no\x8ot\x8te\x8eb\x8bo\x8oo\x8ok\x8k.\x8. |
| 107 | O\x8On\x8n·G\x8Gi\x8it\x8tH\x8Hu\x8ub\x8b,\x8,·t\x8th\x8he\x8e·H\x8HT\x8TM\x8ML\x8L·r\x8re\x8ep\x8pr\x8re\x8es\x8se\x8en\x8nt\x8ta\x8at\x8ti\x8io\x8on\x8n·i\x8is\x8s·u\x8un\x8na\x8ab\x8bl\x8le\x8e·t\x8to\x8o·r\x8re\x8en\x8nd\x8de\x8er\x8r,\x8,·p\x8pl\x8le\x8ea\x8as\x8se\x8e·t\x8tr\x8ry\x8y·l\x8lo\x8oa\x8ad\x8di\x8in\x8ng\x8g·t\x8th\x8hi\x8is\x8s | 107 | O\x8On\x8n·G\x8Gi\x8it\x8tH\x8Hu\x8ub\x8b,\x8,·t\x8th\x8he\x8e·H\x8HT\x8TM\x8ML\x8L·r\x8re\x8ep\x8pr\x8re\x8es\x8se\x8en\x8nt\x8ta\x8at\x8ti\x8io\x8on\x8n·i\x8is\x8s·u\x8un\x8na\x8ab\x8bl\x8le\x8e·t\x8to\x8o·r\x8re\x8en\x8nd\x8de\x8er\x8r,\x8,·p\x8pl\x8le\x8ea\x8as\x8se\x8e·t\x8tr\x8ry\x8y·l\x8lo\x8oa\x8ad\x8di\x8in\x8ng\x8g·t\x8th\x8hi\x8is\x8s |
| 108 | p\x8pa\x8ag\x8ge\x8e·w\x8wi\x8it\x8th\x8h·n\x8nb\x8bv\x8vi\x8ie\x8ew\x8we\x8er\x8r.\x8.o\x8or\x8rg\x8g.\x8. | 108 | p\x8pa\x8ag\x8ge\x8e·w\x8wi\x8it\x8th\x8h·n\x8nb\x8bv\x8vi\x8ie\x8ew\x8we\x8er\x8r.\x8.o\x8or\x8rg\x8g.\x8. |
| 109 | [·] GridSearchCV_\x8?_\x8D_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8G_\x8r_\x8i_\x8d_\x8S_\x8e_\x8a_\x8r_\x8c_\x8h_\x8C_\x8ViFitted | 109 | [·] GridSearchCV_\x8?_\x8D_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8G_\x8r_\x8i_\x8d_\x8S_\x8e_\x8a_\x8r_\x8c_\x8h_\x8C_\x8ViFitted |
| 110 | GridSearchCV(estimator=Pipeline(steps=[('scaling',·MinMaxScaler()), | 110 | GridSearchCV(estimator=Pipeline(steps=[('scaling',·MinMaxScaler()), |
| Offset 115, 15 lines modified | Offset 115, 15 lines modified | ||
| 115 | ·············n_jobs=1, | 115 | ·············n_jobs=1, |
| 116 | ·············param_grid=[{'classify__C':·[1,·10,·100,·1000], | 116 | ·············param_grid=[{'classify__C':·[1,·10,·100,·1000], |
| 117 | ··························'reduce_dim':·[PCA(iterated_power=7), | 117 | ··························'reduce_dim':·[PCA(iterated_power=7), |
| 118 | ·········································NMF(max_iter=1000)], | 118 | ·········································NMF(max_iter=1000)], |
| 119 | ··························'reduce_dim__n_components':·[2,·4,·8]}, | 119 | ··························'reduce_dim__n_components':·[2,·4,·8]}, |
| 120 | ·························{'classify__C':·[1,·10,·100,·1000], | 120 | ·························{'classify__C':·[1,·10,·100,·1000], |
| 121 | ··························'reduce_dim':·[SelectKBest(score_func=<function | 121 | ··························'reduce_dim':·[SelectKBest(score_func=<function |
| 122 | mutual_info_classif·at·0x7f | 122 | mutual_info_classif·at·0x7f74ed53ec00>)], |
| 123 | ··························'reduce_dim__k':·[2,·4,·8]}]) | 123 | ··························'reduce_dim__k':·[2,·4,·8]}]) |
| 124 | [·]estimator:·Pipeline | 124 | [·]estimator:·Pipeline |
| 125 | Pipeline(steps=[('scaling',·MinMaxScaler()),·('reduce_dim',·'passthrough'), | 125 | Pipeline(steps=[('scaling',·MinMaxScaler()),·('reduce_dim',·'passthrough'), |
| 126 | ················('classify',·LinearSVC(dual=False,·max_iter=10000))]) | 126 | ················('classify',·LinearSVC(dual=False,·max_iter=10000))]) |
| 127 | [·] MinMaxScaler_\x8?_\x8D_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8M_\x8i_\x8n_\x8M_\x8a_\x8x_\x8S_\x8c_\x8a_\x8l_\x8e_\x8r | 127 | [·] MinMaxScaler_\x8?_\x8D_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8M_\x8i_\x8n_\x8M_\x8a_\x8x_\x8S_\x8c_\x8a_\x8l_\x8e_\x8r |
| 128 | MinMaxScaler() | 128 | MinMaxScaler() |
| 129 | [·]passthrough | 129 | [·]passthrough |
| Offset 183, 13 lines modified | Offset 183, 13 lines modified | ||
| 183 | memory.clear(warn=False) | 183 | memory.clear(warn=False) |
| 184 | rmtree(location) | 184 | rmtree(location) |
| 185 | The·PCA·fitting·is·only·computed·at·the·evaluation·of·the·first·configuration | 185 | The·PCA·fitting·is·only·computed·at·the·evaluation·of·the·first·configuration |
| 186 | of·the·C·parameter·of·the·LinearSVC·classifier.·The·other·configurations·of·C | 186 | of·the·C·parameter·of·the·LinearSVC·classifier.·The·other·configurations·of·C |
| 187 | will·trigger·the·loading·of·the·cached·PCA·estimator·data,·leading·to·save | 187 | will·trigger·the·loading·of·the·cached·PCA·estimator·data,·leading·to·save |
| 188 | processing·time.·Therefore,·the·use·of·caching·the·pipeline·using·memory·is | 188 | processing·time.·Therefore,·the·use·of·caching·the·pipeline·using·memory·is |
| 189 | highly·beneficial·when·fitting·a·transformer·is·costly. | 189 | highly·beneficial·when·fitting·a·transformer·is·costly. |
| 190 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(1·minutes· | 190 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(1·minutes·8.544·seconds) |
| 191 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8__\x8r_\x8e_\x8d_\x8u_\x8c_\x8t_\x8i_\x8o_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 191 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8__\x8r_\x8e_\x8d_\x8u_\x8c_\x8t_\x8i_\x8o_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 192 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8__\x8r_\x8e_\x8d_\x8u_\x8c_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y | 192 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8__\x8r_\x8e_\x8d_\x8u_\x8c_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y |
| 193 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8__\x8r_\x8e_\x8d_\x8u_\x8c_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p | 193 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8__\x8r_\x8e_\x8d_\x8u_\x8c_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p |
| 194 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 194 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 195 | ©·2007·-·202 | 195 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 271 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xlim</span><span·class="p">(</span><span·class="o">-</span><span·class="mi">1</span><span·class="p">,</span>·<span·class="mi">70</span><span·class="p">)</span> | 271 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xlim</span><span·class="p">(</span><span·class="o">-</span><span·class="mi">1</span><span·class="p">,</span>·<span·class="mi">70</span><span·class="p">)</span> |
| 272 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span> | 272 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span> |
| 273 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 273 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 274 | </pre></div> | 274 | </pre></div> |
| 275 | </div> | 275 | </div> |
| 276 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·4.84 | 276 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·4.784·seconds)</p> |
| 277 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-compose-plot-digits-pipe-py"> | 277 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-compose-plot-digits-pipe-py"> |
| 278 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 278 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 279 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/898b30acf62919d918478efbe526195f/plot_digits_pipe.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_digits_pipe.ipynb</span></code></a></p> | 279 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/898b30acf62919d918478efbe526195f/plot_digits_pipe.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_digits_pipe.ipynb</span></code></a></p> |
| 280 | </div> | 280 | </div> |
| 281 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 281 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 282 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/ba89a400c6902f85c10199ff86947d23/plot_digits_pipe.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_digits_pipe.py</span></code></a></p> | 282 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/ba89a400c6902f85c10199ff86947d23/plot_digits_pipe.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_digits_pipe.py</span></code></a></p> |
| 283 | </div> | 283 | </div> |
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| 290 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 290 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 291 | </section> | 291 | </section> |
| 292 | ······</div> | 292 | ······</div> |
| 293 | ····<div·class="container"> | 293 | ····<div·class="container"> |
| 294 | ······<footer·class="sk-content-footer"> | 294 | ······<footer·class="sk-content-footer"> |
| 295 | ············©·2007·-·202 | 295 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 296 | ··········<a·href="../../_sources/auto_examples/compose/plot_digits_pipe.rst.txt"·rel="nofollow">Show·this·page·source</a> | 296 | ··········<a·href="../../_sources/auto_examples/compose/plot_digits_pipe.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 297 | ······</footer> | 297 | ······</footer> |
| 298 | ····</div> | 298 | ····</div> |
| 299 | ··</div> | 299 | ··</div> |
| 300 | </div> | 300 | </div> |
| 301 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 301 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 106 | ax1.set_ylabel("Classification·accuracy·(val)") | 106 | ax1.set_ylabel("Classification·accuracy·(val)") |
| 107 | ax1.set_xlabel("n_components") | 107 | ax1.set_xlabel("n_components") |
| 108 | plt.xlim(-1,·70) | 108 | plt.xlim(-1,·70) |
| 109 | plt.tight_layout() | 109 | plt.tight_layout() |
| 110 | plt.show() | 110 | plt.show() |
| 111 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·4.84 | 111 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·4.784·seconds) |
| 112 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8__\x8p_\x8i_\x8p_\x8e_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 112 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8__\x8p_\x8i_\x8p_\x8e_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 113 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8__\x8p_\x8i_\x8p_\x8e_\x8._\x8p_\x8y | 113 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8__\x8p_\x8i_\x8p_\x8e_\x8._\x8p_\x8y |
| 114 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8__\x8p_\x8i_\x8p_\x8e_\x8._\x8z_\x8i_\x8p | 114 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8__\x8p_\x8i_\x8p_\x8e_\x8._\x8z_\x8i_\x8p |
| 115 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 115 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 116 | ©·2007·-·202 | 116 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 435 | <span·class="p">)</span> | 435 | <span·class="p">)</span> |
| 436 | <span·class="n">grid_search</span>·<span·class="o">=</span>·<span·class="n">GridSearchCV</span><span·class="p">(</span><span·class="n">pipeline</span><span·class="p">,</span>·<span·class="n">param_grid</span><span·class="o">=</span><span·class="n">param_grid</span><span·class="p">,</span>·<span·class="n">verbose</span><span·class="o">=</span><span·class="mi">10</span><span·class="p">)</span> | 436 | <span·class="n">grid_search</span>·<span·class="o">=</span>·<span·class="n">GridSearchCV</span><span·class="p">(</span><span·class="n">pipeline</span><span·class="p">,</span>·<span·class="n">param_grid</span><span·class="o">=</span><span·class="n">param_grid</span><span·class="p">,</span>·<span·class="n">verbose</span><span·class="o">=</span><span·class="mi">10</span><span·class="p">)</span> |
| 437 | <span·class="n">grid_search</span><span·class="o">.</span><span·class="n">fit</span><span·class="p">(</span><span·class="n">X</span><span·class="p">,</span>·<span·class="n">y</span><span·class="p">)</span> | 437 | <span·class="n">grid_search</span><span·class="o">.</span><span·class="n">fit</span><span·class="p">(</span><span·class="n">X</span><span·class="p">,</span>·<span·class="n">y</span><span·class="p">)</span> |
| 438 | <span·class="nb">print</span><span·class="p">(</span><span·class="n">grid_search</span><span·class="o">.</span><span·class="n">best_estimator_</span><span·class="p">)</span> | 438 | <span·class="nb">print</span><span·class="p">(</span><span·class="n">grid_search</span><span·class="o">.</span><span·class="n">best_estimator_</span><span·class="p">)</span> |
| 439 | </pre></div> | 439 | </pre></div> |
| 440 | </div> | 440 | </div> |
| 441 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.4 | 441 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.436·seconds)</p> |
| 442 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-compose-plot-feature-union-py"> | 442 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-compose-plot-feature-union-py"> |
| 443 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 443 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 444 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/1273a3baa87138f2b817bfc78fe7ecb4/plot_feature_union.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_feature_union.ipynb</span></code></a></p> | 444 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/1273a3baa87138f2b817bfc78fe7ecb4/plot_feature_union.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_feature_union.ipynb</span></code></a></p> |
| 445 | </div> | 445 | </div> |
| 446 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 446 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 447 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/01fdc7c95204e4a420de7cd297711693/plot_feature_union.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_feature_union.py</span></code></a></p> | 447 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/01fdc7c95204e4a420de7cd297711693/plot_feature_union.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_feature_union.py</span></code></a></p> |
| 448 | </div> | 448 | </div> |
| Offset 454, 15 lines modified | Offset 454, 15 lines modified | ||
| 454 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 454 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 455 | </section> | 455 | </section> |
| 456 | ······</div> | 456 | ······</div> |
| 457 | ····<div·class="container"> | 457 | ····<div·class="container"> |
| 458 | ······<footer·class="sk-content-footer"> | 458 | ······<footer·class="sk-content-footer"> |
| 459 | ············©·2007·-·202 | 459 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 460 | ··········<a·href="../../_sources/auto_examples/compose/plot_feature_union.rst.txt"·rel="nofollow">Show·this·page·source</a> | 460 | ··········<a·href="../../_sources/auto_examples/compose/plot_feature_union.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 461 | ······</footer> | 461 | ······</footer> |
| 462 | ····</div> | 462 | ····</div> |
| 463 | ··</div> | 463 | ··</div> |
| 464 | </div> | 464 | </div> |
| 465 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 465 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 447 | ····features__univ_select__k=[1,·2], | 447 | ····features__univ_select__k=[1,·2], |
| 448 | ····svm__C=[0.1,·1,·10], | 448 | ····svm__C=[0.1,·1,·10], |
| 449 | ) | 449 | ) |
| 450 | grid_search·=·GridSearchCV(pipeline,·param_grid=param_grid,·verbose=10) | 450 | grid_search·=·GridSearchCV(pipeline,·param_grid=param_grid,·verbose=10) |
| 451 | grid_search.fit(X,·y) | 451 | grid_search.fit(X,·y) |
| 452 | print(grid_search.best_estimator_) | 452 | print(grid_search.best_estimator_) |
| 453 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.4 | 453 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.436·seconds) |
| 454 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8__\x8u_\x8n_\x8i_\x8o_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 454 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8__\x8u_\x8n_\x8i_\x8o_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 455 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8__\x8u_\x8n_\x8i_\x8o_\x8n_\x8._\x8p_\x8y | 455 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8__\x8u_\x8n_\x8i_\x8o_\x8n_\x8._\x8p_\x8y |
| 456 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8__\x8u_\x8n_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p | 456 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8__\x8u_\x8n_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p |
| 457 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 457 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 458 | ©·2007·-·202 | 458 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 434 | <span·class="n">ax1</span><span·class="p">[</span><span·class="mi">1</span><span·class="p">]</span><span·class="o">.</span><span·class="n">set_title</span><span·class="p">(</span><span·class="s2">"Ridge·regression·</span><span·class="se">\n</span><span·class="s2">·with·target·transformation"</span><span·class="p">)</span> | 434 | <span·class="n">ax1</span><span·class="p">[</span><span·class="mi">1</span><span·class="p">]</span><span·class="o">.</span><span·class="n">set_title</span><span·class="p">(</span><span·class="s2">"Ridge·regression·</span><span·class="se">\n</span><span·class="s2">·with·target·transformation"</span><span·class="p">)</span> |
| 435 | <span·class="n">f</span><span·class="o">.</span><span·class="n">suptitle</span><span·class="p">(</span><span·class="s2">"Ames·housing·data:·selling·price"</span><span·class="p">,</span>·<span·class="n">y</span><span·class="o">=</span><span·class="mf">1.05</span><span·class="p">)</span> | 435 | <span·class="n">f</span><span·class="o">.</span><span·class="n">suptitle</span><span·class="p">(</span><span·class="s2">"Ames·housing·data:·selling·price"</span><span·class="p">,</span>·<span·class="n">y</span><span·class="o">=</span><span·class="mf">1.05</span><span·class="p">)</span> |
| 436 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span> | 436 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span> |
| 437 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 437 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 438 | </pre></div> | 438 | </pre></div> |
| 439 | </div> | 439 | </div> |
| 440 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1. | 440 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1.065·seconds)</p> |
| 441 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-compose-plot-transformed-target-py"> | 441 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-compose-plot-transformed-target-py"> |
| 442 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 442 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 443 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/ea57d7ab1588de8f5bd1afc68f20de2f/plot_transformed_target.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_transformed_target.ipynb</span></code></a></p> | 443 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/ea57d7ab1588de8f5bd1afc68f20de2f/plot_transformed_target.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_transformed_target.ipynb</span></code></a></p> |
| 444 | </div> | 444 | </div> |
| 445 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 445 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 446 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/93d55b9dcb06fda6f82b4d16c9a3a70d/plot_transformed_target.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_transformed_target.py</span></code></a></p> | 446 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/93d55b9dcb06fda6f82b4d16c9a3a70d/plot_transformed_target.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_transformed_target.py</span></code></a></p> |
| 447 | </div> | 447 | </div> |
| Offset 454, 15 lines modified | Offset 454, 15 lines modified | ||
| 454 | </section> | 454 | </section> |
| 455 | </section> | 455 | </section> |
| 456 | ······</div> | 456 | ······</div> |
| 457 | ····<div·class="container"> | 457 | ····<div·class="container"> |
| 458 | ······<footer·class="sk-content-footer"> | 458 | ······<footer·class="sk-content-footer"> |
| 459 | ············©·2007·-·202 | 459 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 460 | ··········<a·href="../../_sources/auto_examples/compose/plot_transformed_target.rst.txt"·rel="nofollow">Show·this·page·source</a> | 460 | ··········<a·href="../../_sources/auto_examples/compose/plot_transformed_target.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 461 | ······</footer> | 461 | ······</footer> |
| 462 | ····</div> | 462 | ····</div> |
| 463 | ··</div> | 463 | ··</div> |
| 464 | </div> | 464 | </div> |
| 465 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 465 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 249 | ) | 249 | ) |
| 250 | ax1[0].set_title("Ridge·regression·\n·without·target·transformation") | 250 | ax1[0].set_title("Ridge·regression·\n·without·target·transformation") |
| 251 | ax1[1].set_title("Ridge·regression·\n·with·target·transformation") | 251 | ax1[1].set_title("Ridge·regression·\n·with·target·transformation") |
| 252 | f.suptitle("Ames·housing·data:·selling·price",·y=1.05) | 252 | f.suptitle("Ames·housing·data:·selling·price",·y=1.05) |
| 253 | plt.tight_layout() | 253 | plt.tight_layout() |
| 254 | plt.show() | 254 | plt.show() |
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| 258 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8e_\x8d_\x8__\x8t_\x8a_\x8r_\x8g_\x8e_\x8t_\x8._\x8z_\x8i_\x8p | 258 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8e_\x8d_\x8__\x8t_\x8a_\x8r_\x8g_\x8e_\x8t_\x8._\x8z_\x8i_\x8p |
| 259 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 259 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 260 | ©·2007·-·202 | 260 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 208 | </div> | 208 | </div> |
| 209 | </section> | 209 | </section> |
| 210 | ······</div> | 210 | ······</div> |
| 211 | ····<div·class="container"> | 211 | ····<div·class="container"> |
| 212 | ······<footer·class="sk-content-footer"> | 212 | ······<footer·class="sk-content-footer"> |
| 213 | ············©·2007·-·202 | 213 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 214 | ··········<a·href="../../_sources/auto_examples/covariance/index.rst.txt"·rel="nofollow">Show·this·page·source</a> | 214 | ··········<a·href="../../_sources/auto_examples/covariance/index.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 215 | ······</footer> | 215 | ······</footer> |
| 216 | ····</div> | 216 | ····</div> |
| 217 | ··</div> | 217 | ··</div> |
| 218 | </div> | 218 | </div> |
| 219 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 219 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 36 | Robust·covariance·estimation·and·Mahalanobis·distances·relevance | 36 | Robust·covariance·estimation·and·Mahalanobis·distances·relevance |
| 37 | _\x8R_\x8o_\x8b_\x8u_\x8s_\x8t_\x8·_\x8v_\x8s_\x8·_\x8E_\x8m_\x8p_\x8i_\x8r_\x8i_\x8c_\x8a_\x8l_\x8·_\x8c_\x8o_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8e | 37 | _\x8R_\x8o_\x8b_\x8u_\x8s_\x8t_\x8·_\x8v_\x8s_\x8·_\x8E_\x8m_\x8p_\x8i_\x8r_\x8i_\x8c_\x8a_\x8l_\x8·_\x8c_\x8o_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8e |
| 38 | Robust·vs·Empirical·covariance·estimate | 38 | Robust·vs·Empirical·covariance·estimate |
| 39 | _\x8S_\x8h_\x8r_\x8i_\x8n_\x8k_\x8a_\x8g_\x8e_\x8·_\x8c_\x8o_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n_\x8:_\x8·_\x8L_\x8e_\x8d_\x8o_\x8i_\x8t_\x8W_\x8o_\x8l_\x8f_\x8·_\x8v_\x8s_\x8·_\x8O_\x8A_\x8S_\x8·_\x8a_\x8n_\x8d_\x8·_\x8m_\x8a_\x8x_\x8-_\x8l_\x8i_\x8k_\x8e_\x8l_\x8i_\x8h_\x8o_\x8o_\x8d | 39 | _\x8S_\x8h_\x8r_\x8i_\x8n_\x8k_\x8a_\x8g_\x8e_\x8·_\x8c_\x8o_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n_\x8:_\x8·_\x8L_\x8e_\x8d_\x8o_\x8i_\x8t_\x8W_\x8o_\x8l_\x8f_\x8·_\x8v_\x8s_\x8·_\x8O_\x8A_\x8S_\x8·_\x8a_\x8n_\x8d_\x8·_\x8m_\x8a_\x8x_\x8-_\x8l_\x8i_\x8k_\x8e_\x8l_\x8i_\x8h_\x8o_\x8o_\x8d |
| 40 | Shrinkage·covariance·estimation:·LedoitWolf·vs·OAS·and·max-likelihood | 40 | Shrinkage·covariance·estimation:·LedoitWolf·vs·OAS·and·max-likelihood |
| 41 | _\x8S_\x8p_\x8a_\x8r_\x8s_\x8e_\x8·_\x8i_\x8n_\x8v_\x8e_\x8r_\x8s_\x8e_\x8·_\x8c_\x8o_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n | 41 | _\x8S_\x8p_\x8a_\x8r_\x8s_\x8e_\x8·_\x8i_\x8n_\x8v_\x8e_\x8r_\x8s_\x8e_\x8·_\x8c_\x8o_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n |
| 42 | Sparse·inverse·covariance·estimation | 42 | Sparse·inverse·covariance·estimation |
| 43 | ©·2007·-·202 | 43 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 336 | <p>The·maximum·likelihood·estimate·corresponds·to·no·shrinkage, | 336 | <p>The·maximum·likelihood·estimate·corresponds·to·no·shrinkage, |
| 337 | and·thus·performs·poorly.·The·Ledoit-Wolf·estimate·performs·really·well, | 337 | and·thus·performs·poorly.·The·Ledoit-Wolf·estimate·performs·really·well, |
| 338 | as·it·is·close·to·the·optimal·and·is·not·computationally·costly.·In·this | 338 | as·it·is·close·to·the·optimal·and·is·not·computationally·costly.·In·this |
| 339 | example,·the·OAS·estimate·is·a·bit·further·away.·Interestingly,·both | 339 | example,·the·OAS·estimate·is·a·bit·further·away.·Interestingly,·both |
| 340 | approaches·outperform·cross-validation,·which·is·significantly·most | 340 | approaches·outperform·cross-validation,·which·is·significantly·most |
| 341 | computationally·costly.</p> | 341 | computationally·costly.</p> |
| 342 | </div> | 342 | </div> |
| 343 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0. | 343 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.510·seconds)</p> |
| 344 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-covariance-plot-covariance-estimation-py"> | 344 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-covariance-plot-covariance-estimation-py"> |
| 345 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 345 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 346 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/503dcbe9fdb65a8f83bd6e34b3adc769/plot_covariance_estimation.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_covariance_estimation.ipynb</span></code></a></p> | 346 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/503dcbe9fdb65a8f83bd6e34b3adc769/plot_covariance_estimation.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_covariance_estimation.ipynb</span></code></a></p> |
| 347 | </div> | 347 | </div> |
| 348 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 348 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 349 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/29c38fef6831de20867ac61e068f2461/plot_covariance_estimation.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_covariance_estimation.py</span></code></a></p> | 349 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/29c38fef6831de20867ac61e068f2461/plot_covariance_estimation.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_covariance_estimation.py</span></code></a></p> |
| 350 | </div> | 350 | </div> |
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| 356 | </section> | 356 | </section> |
| 357 | </section> | 357 | </section> |
| 358 | ······</div> | 358 | ······</div> |
| 359 | ····<div·class="container"> | 359 | ····<div·class="container"> |
| 360 | ······<footer·class="sk-content-footer"> | 360 | ······<footer·class="sk-content-footer"> |
| 361 | ············©·2007·-·202 | 361 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 362 | ··········<a·href="../../_sources/auto_examples/covariance/plot_covariance_estimation.rst.txt"·rel="nofollow">Show·this·page·source</a> | 362 | ··········<a·href="../../_sources/auto_examples/covariance/plot_covariance_estimation.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 363 | ······</footer> | 363 | ······</footer> |
| 364 | ····</div> | 364 | ····</div> |
| 365 | ··</div> | 365 | ··</div> |
| 366 | </div> | 366 | </div> |
| 367 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 367 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 156 | [Regularized·covariance:·likelihood·and·shrinkage·coefficient] | 156 | [Regularized·covariance:·likelihood·and·shrinkage·coefficient] |
| 157 | Note | 157 | Note |
| 158 | The·maximum·likelihood·estimate·corresponds·to·no·shrinkage,·and·thus·performs | 158 | The·maximum·likelihood·estimate·corresponds·to·no·shrinkage,·and·thus·performs |
| 159 | poorly.·The·Ledoit-Wolf·estimate·performs·really·well,·as·it·is·close·to·the | 159 | poorly.·The·Ledoit-Wolf·estimate·performs·really·well,·as·it·is·close·to·the |
| 160 | optimal·and·is·not·computationally·costly.·In·this·example,·the·OAS·estimate·is | 160 | optimal·and·is·not·computationally·costly.·In·this·example,·the·OAS·estimate·is |
| 161 | a·bit·further·away.·Interestingly,·both·approaches·outperform·cross-validation, | 161 | a·bit·further·away.·Interestingly,·both·approaches·outperform·cross-validation, |
| 162 | which·is·significantly·most·computationally·costly. | 162 | which·is·significantly·most·computationally·costly. |
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| 166 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e_\x8__\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p | 166 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e_\x8__\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p |
| 167 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 167 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 168 | ©·2007·-·202 | 168 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 286 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span><span·class="n">loc</span><span·class="o">=</span><span·class="s2">"lower·right"</span><span·class="p">)</span> | 286 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span><span·class="n">loc</span><span·class="o">=</span><span·class="s2">"lower·right"</span><span·class="p">)</span> |
| 287 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylim</span><span·class="p">(</span><span·class="n">plt</span><span·class="o">.</span><span·class="n">ylim</span><span·class="p">()[</span><span·class="mi">0</span><span·class="p">],</span>·<span·class="mf">1.0</span>·<span·class="o">+</span>·<span·class="p">(</span><span·class="n">plt</span><span·class="o">.</span><span·class="n">ylim</span><span·class="p">()[</span><span·class="mi">1</span><span·class="p">]</span>·<span·class="o">-</span>·<span·class="n">plt</span><span·class="o">.</span><span·class="n">ylim</span><span·class="p">()[</span><span·class="mi">0</span><span·class="p">])</span>·<span·class="o">/</span>·<span·class="mf">10.0</span><span·class="p">)</span> | 287 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylim</span><span·class="p">(</span><span·class="n">plt</span><span·class="o">.</span><span·class="n">ylim</span><span·class="p">()[</span><span·class="mi">0</span><span·class="p">],</span>·<span·class="mf">1.0</span>·<span·class="o">+</span>·<span·class="p">(</span><span·class="n">plt</span><span·class="o">.</span><span·class="n">ylim</span><span·class="p">()[</span><span·class="mi">1</span><span·class="p">]</span>·<span·class="o">-</span>·<span·class="n">plt</span><span·class="o">.</span><span·class="n">ylim</span><span·class="p">()[</span><span·class="mi">0</span><span·class="p">])</span>·<span·class="o">/</span>·<span·class="mf">10.0</span><span·class="p">)</span> |
| 288 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xlim</span><span·class="p">(</span><span·class="mi">5</span><span·class="p">,</span>·<span·class="mi">31</span><span·class="p">)</span> | 288 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xlim</span><span·class="p">(</span><span·class="mi">5</span><span·class="p">,</span>·<span·class="mi">31</span><span·class="p">)</span> |
| 289 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 289 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 290 | </pre></div> | 290 | </pre></div> |
| 291 | </div> | 291 | </div> |
| 292 | <img·src="../../_images/sphx_glr_plot_lw_vs_oas_001.png"·srcset="../../_images/sphx_glr_plot_lw_vs_oas_001.png"·alt="Comparison·of·covariance·estimators"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes· | 292 | <img·src="../../_images/sphx_glr_plot_lw_vs_oas_001.png"·srcset="../../_images/sphx_glr_plot_lw_vs_oas_001.png"·alt="Comparison·of·covariance·estimators"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·4.019·seconds)</p> |
| 293 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-covariance-plot-lw-vs-oas-py"> | 293 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-covariance-plot-lw-vs-oas-py"> |
| 294 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 294 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 295 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/6d7313d090e7392c48a23c84b6fdec0c/plot_lw_vs_oas.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_lw_vs_oas.ipynb</span></code></a></p> | 295 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/6d7313d090e7392c48a23c84b6fdec0c/plot_lw_vs_oas.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_lw_vs_oas.ipynb</span></code></a></p> |
| 296 | </div> | 296 | </div> |
| 297 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 297 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 298 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/7b17afb06830fd0b89d4d902646dc86e/plot_lw_vs_oas.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_lw_vs_oas.py</span></code></a></p> | 298 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/7b17afb06830fd0b89d4d902646dc86e/plot_lw_vs_oas.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_lw_vs_oas.py</span></code></a></p> |
| 299 | </div> | 299 | </div> |
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| 305 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 305 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 306 | </section> | 306 | </section> |
| 307 | ······</div> | 307 | ······</div> |
| 308 | ····<div·class="container"> | 308 | ····<div·class="container"> |
| 309 | ······<footer·class="sk-content-footer"> | 309 | ······<footer·class="sk-content-footer"> |
| 310 | ············©·2007·-·202 | 310 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 311 | ··········<a·href="../../_sources/auto_examples/covariance/plot_lw_vs_oas.rst.txt"·rel="nofollow">Show·this·page·source</a> | 311 | ··········<a·href="../../_sources/auto_examples/covariance/plot_lw_vs_oas.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 312 | ······</footer> | 312 | ······</footer> |
| 313 | ····</div> | 313 | ····</div> |
| 314 | ··</div> | 314 | ··</div> |
| 315 | </div> | 315 | </div> |
| 316 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 316 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 121 | plt.ylabel("Shrinkage") | 121 | plt.ylabel("Shrinkage") |
| 122 | plt.legend(loc="lower·right") | 122 | plt.legend(loc="lower·right") |
| 123 | plt.ylim(plt.ylim()[0],·1.0·+·(plt.ylim()[1]·-·plt.ylim()[0])·/·10.0) | 123 | plt.ylim(plt.ylim()[0],·1.0·+·(plt.ylim()[1]·-·plt.ylim()[0])·/·10.0) |
| 124 | plt.xlim(5,·31) | 124 | plt.xlim(5,·31) |
| 125 | plt.show() | 125 | plt.show() |
| 126 | [Comparison·of·covariance·estimators] | 126 | [Comparison·of·covariance·estimators] |
| 127 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes· | 127 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·4.019·seconds) |
| 128 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8w_\x8__\x8v_\x8s_\x8__\x8o_\x8a_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 128 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8w_\x8__\x8v_\x8s_\x8__\x8o_\x8a_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 129 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8w_\x8__\x8v_\x8s_\x8__\x8o_\x8a_\x8s_\x8._\x8p_\x8y | 129 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8w_\x8__\x8v_\x8s_\x8__\x8o_\x8a_\x8s_\x8._\x8p_\x8y |
| 130 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8w_\x8__\x8v_\x8s_\x8__\x8o_\x8a_\x8s_\x8._\x8z_\x8i_\x8p | 130 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8w_\x8__\x8v_\x8s_\x8__\x8o_\x8a_\x8s_\x8._\x8z_\x8i_\x8p |
| 131 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 131 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 132 | ©·2007·-·202 | 132 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 403 | <span·class="n">ax2</span><span·class="o">.</span><span·class="n">axes</span><span·class="o">.</span><span·class="n">set_xticklabels</span><span·class="p">((</span><span·class="s2">"inliers"</span><span·class="p">,</span>·<span·class="s2">"outliers"</span><span·class="p">),</span>·<span·class="n">size</span><span·class="o">=</span><span·class="mi">15</span><span·class="p">)</span> | 403 | <span·class="n">ax2</span><span·class="o">.</span><span·class="n">axes</span><span·class="o">.</span><span·class="n">set_xticklabels</span><span·class="p">((</span><span·class="s2">"inliers"</span><span·class="p">,</span>·<span·class="s2">"outliers"</span><span·class="p">),</span>·<span·class="n">size</span><span·class="o">=</span><span·class="mi">15</span><span·class="p">)</span> |
| 404 | <span·class="n">ax2</span><span·class="o">.</span><span·class="n">set_ylabel</span><span·class="p">(</span><span·class="sa">r</span><span·class="s2">"$\sqrt[3]{\rm{(Mahal.·dist.)}}$"</span><span·class="p">,</span>·<span·class="n">size</span><span·class="o">=</span><span·class="mi">16</span><span·class="p">)</span> | 404 | <span·class="n">ax2</span><span·class="o">.</span><span·class="n">set_ylabel</span><span·class="p">(</span><span·class="sa">r</span><span·class="s2">"$\sqrt[3]{\rm{(Mahal.·dist.)}}$"</span><span·class="p">,</span>·<span·class="n">size</span><span·class="o">=</span><span·class="mi">16</span><span·class="p">)</span> |
| 405 | <span·class="n">ax2</span><span·class="o">.</span><span·class="n">set_title</span><span·class="p">(</span><span·class="s2">"Using·robust·estimates</span><span·class="se">\n</span><span·class="s2">(Minimum·Covariance·Determinant)"</span><span·class="p">)</span> | 405 | <span·class="n">ax2</span><span·class="o">.</span><span·class="n">set_title</span><span·class="p">(</span><span·class="s2">"Using·robust·estimates</span><span·class="se">\n</span><span·class="s2">(Minimum·Covariance·Determinant)"</span><span·class="p">)</span> |
| 406 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 406 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 407 | </pre></div> | 407 | </pre></div> |
| 408 | </div> | 408 | </div> |
| 409 | <img·src="../../_images/sphx_glr_plot_mahalanobis_distances_002.png"·srcset="../../_images/sphx_glr_plot_mahalanobis_distances_002.png"·alt="Using·non-robust·estimates·(Maximum·Likelihood),·Using·robust·estimates·(Minimum·Covariance·Determinant)"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.3 | 409 | <img·src="../../_images/sphx_glr_plot_mahalanobis_distances_002.png"·srcset="../../_images/sphx_glr_plot_mahalanobis_distances_002.png"·alt="Using·non-robust·estimates·(Maximum·Likelihood),·Using·robust·estimates·(Minimum·Covariance·Determinant)"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.322·seconds)</p> |
| 410 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-covariance-plot-mahalanobis-distances-py"> | 410 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-covariance-plot-mahalanobis-distances-py"> |
| 411 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 411 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 412 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/83d33d2afcbf708f386433bb1abb0785/plot_mahalanobis_distances.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_mahalanobis_distances.ipynb</span></code></a></p> | 412 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/83d33d2afcbf708f386433bb1abb0785/plot_mahalanobis_distances.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_mahalanobis_distances.ipynb</span></code></a></p> |
| 413 | </div> | 413 | </div> |
| 414 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 414 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 415 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/7aa7f72ae5f3350402429f7a9851b596/plot_mahalanobis_distances.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_mahalanobis_distances.py</span></code></a></p> | 415 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/7aa7f72ae5f3350402429f7a9851b596/plot_mahalanobis_distances.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_mahalanobis_distances.py</span></code></a></p> |
| 416 | </div> | 416 | </div> |
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| 423 | </section> | 423 | </section> |
| 424 | </section> | 424 | </section> |
| 425 | ······</div> | 425 | ······</div> |
| 426 | ····<div·class="container"> | 426 | ····<div·class="container"> |
| 427 | ······<footer·class="sk-content-footer"> | 427 | ······<footer·class="sk-content-footer"> |
| 428 | ············©·2007·-·202 | 428 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 429 | ··········<a·href="../../_sources/auto_examples/covariance/plot_mahalanobis_distances.rst.txt"·rel="nofollow">Show·this·page·source</a> | 429 | ··········<a·href="../../_sources/auto_examples/covariance/plot_mahalanobis_distances.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 430 | ······</footer> | 430 | ······</footer> |
| 431 | ····</div> | 431 | ····</div> |
| 432 | ··</div> | 432 | ··</div> |
| 433 | </div> | 433 | </div> |
| 434 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 434 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 215 | ax2.axes.set_xticklabels(("inliers",·"outliers"),·size=15) | 215 | ax2.axes.set_xticklabels(("inliers",·"outliers"),·size=15) |
| 216 | ax2.set_ylabel(r"$\sqrt[3]{\rm{(Mahal.·dist.)}}$",·size=16) | 216 | ax2.set_ylabel(r"$\sqrt[3]{\rm{(Mahal.·dist.)}}$",·size=16) |
| 217 | ax2.set_title("Using·robust·estimates\n(Minimum·Covariance·Determinant)") | 217 | ax2.set_title("Using·robust·estimates\n(Minimum·Covariance·Determinant)") |
| 218 | plt.show() | 218 | plt.show() |
| 219 | [Using·non-robust·estimates·(Maximum·Likelihood),·Using·robust·estimates | 219 | [Using·non-robust·estimates·(Maximum·Likelihood),·Using·robust·estimates |
| 220 | (Minimum·Covariance·Determinant)] | 220 | (Minimum·Covariance·Determinant)] |
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| 225 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 225 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 226 | ©·2007·-·202 | 226 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 382 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xlabel</span><span·class="p">(</span><span·class="s2">"Amount·of·contamination·(%)"</span><span·class="p">)</span> | 382 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xlabel</span><span·class="p">(</span><span·class="s2">"Amount·of·contamination·(%)"</span><span·class="p">)</span> |
| 383 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylabel</span><span·class="p">(</span><span·class="s2">"RMSE"</span><span·class="p">)</span> | 383 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylabel</span><span·class="p">(</span><span·class="s2">"RMSE"</span><span·class="p">)</span> |
| 384 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span><span·class="n">loc</span><span·class="o">=</span><span·class="s2">"upper·center"</span><span·class="p">,</span>·<span·class="n">prop</span><span·class="o">=</span><span·class="n">font_prop</span><span·class="p">)</span> | 384 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span><span·class="n">loc</span><span·class="o">=</span><span·class="s2">"upper·center"</span><span·class="p">,</span>·<span·class="n">prop</span><span·class="o">=</span><span·class="n">font_prop</span><span·class="p">)</span> |
| 385 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 385 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 386 | </pre></div> | 386 | </pre></div> |
| 387 | </div> | 387 | </div> |
| 388 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·3.2 | 388 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·3.238·seconds)</p> |
| 389 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-covariance-plot-robust-vs-empirical-covariance-py"> | 389 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-covariance-plot-robust-vs-empirical-covariance-py"> |
| 390 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 390 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 391 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/c0510ef77613771032b63870b7baaa31/plot_robust_vs_empirical_covariance.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_robust_vs_empirical_covariance.ipynb</span></code></a></p> | 391 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/c0510ef77613771032b63870b7baaa31/plot_robust_vs_empirical_covariance.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_robust_vs_empirical_covariance.ipynb</span></code></a></p> |
| 392 | </div> | 392 | </div> |
| 393 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 393 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 394 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/55189006cedb95a2fc6bf8c216dab8f0/plot_robust_vs_empirical_covariance.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_robust_vs_empirical_covariance.py</span></code></a></p> | 394 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/55189006cedb95a2fc6bf8c216dab8f0/plot_robust_vs_empirical_covariance.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_robust_vs_empirical_covariance.py</span></code></a></p> |
| 395 | </div> | 395 | </div> |
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| 402 | </section> | 402 | </section> |
| 403 | </section> | 403 | </section> |
| 404 | ······</div> | 404 | ······</div> |
| 405 | ····<div·class="container"> | 405 | ····<div·class="container"> |
| 406 | ······<footer·class="sk-content-footer"> | 406 | ······<footer·class="sk-content-footer"> |
| 407 | ············©·2007·-·202 | 407 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 408 | ··········<a·href="../../_sources/auto_examples/covariance/plot_robust_vs_empirical_covariance.rst.txt"·rel="nofollow">Show·this·page·source</a> | 408 | ··········<a·href="../../_sources/auto_examples/covariance/plot_robust_vs_empirical_covariance.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 409 | ······</footer> | 409 | ······</footer> |
| 410 | ····</div> | 410 | ····</div> |
| 411 | ··</div> | 411 | ··</div> |
| 412 | </div> | 412 | </div> |
| 413 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 413 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 201 | ) | 201 | ) |
| 202 | plt.title("Influence·of·outliers·on·the·covariance·estimation") | 202 | plt.title("Influence·of·outliers·on·the·covariance·estimation") |
| 203 | plt.xlabel("Amount·of·contamination·(%)") | 203 | plt.xlabel("Amount·of·contamination·(%)") |
| 204 | plt.ylabel("RMSE") | 204 | plt.ylabel("RMSE") |
| 205 | plt.legend(loc="upper·center",·prop=font_prop) | 205 | plt.legend(loc="upper·center",·prop=font_prop) |
| 206 | plt.show() | 206 | plt.show() |
| 207 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·3.2 | 207 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·3.238·seconds) |
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| 209 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8o_\x8b_\x8u_\x8s_\x8t_\x8__\x8v_\x8s_\x8__\x8e_\x8m_\x8p_\x8i_\x8r_\x8i_\x8c_\x8a_\x8l_\x8__\x8c_\x8o_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e_\x8._\x8p_\x8y | 209 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8o_\x8b_\x8u_\x8s_\x8t_\x8__\x8v_\x8s_\x8__\x8e_\x8m_\x8p_\x8i_\x8r_\x8i_\x8c_\x8a_\x8l_\x8__\x8c_\x8o_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e_\x8._\x8p_\x8y |
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| 211 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 211 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 212 | ©·2007·-·202 | 212 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 341 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"Model·selection"</span><span·class="p">)</span> | 341 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"Model·selection"</span><span·class="p">)</span> |
| 342 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylabel</span><span·class="p">(</span><span·class="s2">"Cross-validation·score"</span><span·class="p">)</span> | 342 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylabel</span><span·class="p">(</span><span·class="s2">"Cross-validation·score"</span><span·class="p">)</span> |
| 343 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xlabel</span><span·class="p">(</span><span·class="s2">"alpha"</span><span·class="p">)</span> | 343 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xlabel</span><span·class="p">(</span><span·class="s2">"alpha"</span><span·class="p">)</span> |
| 344 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 344 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 345 | </pre></div> | 345 | </pre></div> |
| 346 | </div> | 346 | </div> |
| 347 | <img·src="../../_images/sphx_glr_plot_sparse_cov_002.png"·srcset="../../_images/sphx_glr_plot_sparse_cov_002.png"·alt="Model·selection"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.6 | 347 | <img·src="../../_images/sphx_glr_plot_sparse_cov_002.png"·srcset="../../_images/sphx_glr_plot_sparse_cov_002.png"·alt="Model·selection"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.672·seconds)</p> |
| 348 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-covariance-plot-sparse-cov-py"> | 348 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-covariance-plot-sparse-cov-py"> |
| 349 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 349 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 350 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/493307eb257cfb3d4e056ee73a41842e/plot_sparse_cov.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_sparse_cov.ipynb</span></code></a></p> | 350 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/493307eb257cfb3d4e056ee73a41842e/plot_sparse_cov.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_sparse_cov.ipynb</span></code></a></p> |
| 351 | </div> | 351 | </div> |
| 352 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 352 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 353 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/ef716d06d01e43235aa0be61f66bd68d/plot_sparse_cov.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_sparse_cov.py</span></code></a></p> | 353 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/ef716d06d01e43235aa0be61f66bd68d/plot_sparse_cov.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_sparse_cov.py</span></code></a></p> |
| 354 | </div> | 354 | </div> |
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| 361 | </section> | 361 | </section> |
| 362 | </section> | 362 | </section> |
| 363 | ······</div> | 363 | ······</div> |
| 364 | ····<div·class="container"> | 364 | ····<div·class="container"> |
| 365 | ······<footer·class="sk-content-footer"> | 365 | ······<footer·class="sk-content-footer"> |
| 366 | ············©·2007·-·202 | 366 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 367 | ··········<a·href="../../_sources/auto_examples/covariance/plot_sparse_cov.rst.txt"·rel="nofollow">Show·this·page·source</a> | 367 | ··········<a·href="../../_sources/auto_examples/covariance/plot_sparse_cov.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 368 | ······</footer> | 368 | ······</footer> |
| 369 | ····</div> | 369 | ····</div> |
| 370 | ··</div> | 370 | ··</div> |
| 371 | </div> | 371 | </div> |
| 372 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 372 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 168 | plt.axvline(model.alpha_,·color=".5") | 168 | plt.axvline(model.alpha_,·color=".5") |
| 169 | plt.title("Model·selection") | 169 | plt.title("Model·selection") |
| 170 | plt.ylabel("Cross-validation·score") | 170 | plt.ylabel("Cross-validation·score") |
| 171 | plt.xlabel("alpha") | 171 | plt.xlabel("alpha") |
| 172 | plt.show() | 172 | plt.show() |
| 173 | [Model·selection] | 173 | [Model·selection] |
| 174 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.6 | 174 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.672·seconds) |
| 175 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8__\x8c_\x8o_\x8v_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 175 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8__\x8c_\x8o_\x8v_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 176 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8__\x8c_\x8o_\x8v_\x8._\x8p_\x8y | 176 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8__\x8c_\x8o_\x8v_\x8._\x8p_\x8y |
| 177 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8__\x8c_\x8o_\x8v_\x8._\x8z_\x8i_\x8p | 177 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8__\x8c_\x8o_\x8v_\x8._\x8z_\x8i_\x8p |
| 178 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 178 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 179 | ©·2007·-·202 | 179 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 199 | </div> | 199 | </div> |
| 200 | </section> | 200 | </section> |
| 201 | ······</div> | 201 | ······</div> |
| 202 | ····<div·class="container"> | 202 | ····<div·class="container"> |
| 203 | ······<footer·class="sk-content-footer"> | 203 | ······<footer·class="sk-content-footer"> |
| 204 | ············©·2007·-·202 | 204 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 205 | ··········<a·href="../../_sources/auto_examples/cross_decomposition/index.rst.txt"·rel="nofollow">Show·this·page·source</a> | 205 | ··········<a·href="../../_sources/auto_examples/cross_decomposition/index.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 206 | ······</footer> | 206 | ······</footer> |
| 207 | ····</div> | 207 | ····</div> |
| 208 | ··</div> | 208 | ··</div> |
| 209 | </div> | 209 | </div> |
| 210 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 210 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 30 | ····*·_\x8C_\x8r_\x8o_\x8s_\x8s_\x8·_\x8d_\x8e_\x8c_\x8o_\x8m_\x8p_\x8o_\x8s_\x8i_\x8t_\x8i_\x8o_\x8n | 30 | ····*·_\x8C_\x8r_\x8o_\x8s_\x8s_\x8·_\x8d_\x8e_\x8c_\x8o_\x8m_\x8p_\x8o_\x8s_\x8i_\x8t_\x8i_\x8o_\x8n |
| 31 | *\x8**\x8**\x8**\x8**\x8**\x8*·C\x8Cr\x8ro\x8os\x8ss\x8s·d\x8de\x8ec\x8co\x8om\x8mp\x8po\x8os\x8si\x8it\x8ti\x8io\x8on\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8**\x8* | 31 | *\x8**\x8**\x8**\x8**\x8**\x8*·C\x8Cr\x8ro\x8os\x8ss\x8s·d\x8de\x8ec\x8co\x8om\x8mp\x8po\x8os\x8si\x8it\x8ti\x8io\x8on\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8**\x8* |
| 32 | Examples·concerning·the·_\x8s_\x8k_\x8l_\x8e_\x8a_\x8r_\x8n_\x8._\x8c_\x8r_\x8o_\x8s_\x8s_\x8__\x8d_\x8e_\x8c_\x8o_\x8m_\x8p_\x8o_\x8s_\x8i_\x8t_\x8i_\x8o_\x8n·module. | 32 | Examples·concerning·the·_\x8s_\x8k_\x8l_\x8e_\x8a_\x8r_\x8n_\x8._\x8c_\x8r_\x8o_\x8s_\x8s_\x8__\x8d_\x8e_\x8c_\x8o_\x8m_\x8p_\x8o_\x8s_\x8i_\x8t_\x8i_\x8o_\x8n·module. |
| 33 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8·_\x8c_\x8r_\x8o_\x8s_\x8s_\x8·_\x8d_\x8e_\x8c_\x8o_\x8m_\x8p_\x8o_\x8s_\x8i_\x8t_\x8i_\x8o_\x8n_\x8·_\x8m_\x8e_\x8t_\x8h_\x8o_\x8d_\x8s | 33 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8·_\x8c_\x8r_\x8o_\x8s_\x8s_\x8·_\x8d_\x8e_\x8c_\x8o_\x8m_\x8p_\x8o_\x8s_\x8i_\x8t_\x8i_\x8o_\x8n_\x8·_\x8m_\x8e_\x8t_\x8h_\x8o_\x8d_\x8s |
| 34 | Compare·cross·decomposition·methods | 34 | Compare·cross·decomposition·methods |
| 35 | _\x8P_\x8r_\x8i_\x8n_\x8c_\x8i_\x8p_\x8a_\x8l_\x8·_\x8C_\x8o_\x8m_\x8p_\x8o_\x8n_\x8e_\x8n_\x8t_\x8·_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8v_\x8s_\x8·_\x8P_\x8a_\x8r_\x8t_\x8i_\x8a_\x8l_\x8·_\x8L_\x8e_\x8a_\x8s_\x8t_\x8·_\x8S_\x8q_\x8u_\x8a_\x8r_\x8e_\x8s_\x8·_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n | 35 | _\x8P_\x8r_\x8i_\x8n_\x8c_\x8i_\x8p_\x8a_\x8l_\x8·_\x8C_\x8o_\x8m_\x8p_\x8o_\x8n_\x8e_\x8n_\x8t_\x8·_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8v_\x8s_\x8·_\x8P_\x8a_\x8r_\x8t_\x8i_\x8a_\x8l_\x8·_\x8L_\x8e_\x8a_\x8s_\x8t_\x8·_\x8S_\x8q_\x8u_\x8a_\x8r_\x8e_\x8s_\x8·_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n |
| 36 | Principal·Component·Regression·vs·Partial·Least·Squares·Regression | 36 | Principal·Component·Regression·vs·Partial·Least·Squares·Regression |
| 37 | ©·2007·-·202 | 37 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 404 | <span·class="n">cca</span>·<span·class="o">=</span>·<span·class="n">CCA</span><span·class="p">(</span><span·class="n">n_components</span><span·class="o">=</span><span·class="mi">2</span><span·class="p">)</span> | 404 | <span·class="n">cca</span>·<span·class="o">=</span>·<span·class="n">CCA</span><span·class="p">(</span><span·class="n">n_components</span><span·class="o">=</span><span·class="mi">2</span><span·class="p">)</span> |
| 405 | <span·class="n">cca</span><span·class="o">.</span><span·class="n">fit</span><span·class="p">(</span><span·class="n">X_train</span><span·class="p">,</span>·<span·class="n">Y_train</span><span·class="p">)</span> | 405 | <span·class="n">cca</span><span·class="o">.</span><span·class="n">fit</span><span·class="p">(</span><span·class="n">X_train</span><span·class="p">,</span>·<span·class="n">Y_train</span><span·class="p">)</span> |
| 406 | <span·class="n">X_train_r</span><span·class="p">,</span>·<span·class="n">Y_train_r</span>·<span·class="o">=</span>·<span·class="n">cca</span><span·class="o">.</span><span·class="n">transform</span><span·class="p">(</span><span·class="n">X_train</span><span·class="p">,</span>·<span·class="n">Y_train</span><span·class="p">)</span> | 406 | <span·class="n">X_train_r</span><span·class="p">,</span>·<span·class="n">Y_train_r</span>·<span·class="o">=</span>·<span·class="n">cca</span><span·class="o">.</span><span·class="n">transform</span><span·class="p">(</span><span·class="n">X_train</span><span·class="p">,</span>·<span·class="n">Y_train</span><span·class="p">)</span> |
| 407 | <span·class="n">X_test_r</span><span·class="p">,</span>·<span·class="n">Y_test_r</span>·<span·class="o">=</span>·<span·class="n">cca</span><span·class="o">.</span><span·class="n">transform</span><span·class="p">(</span><span·class="n">X_test</span><span·class="p">,</span>·<span·class="n">Y_test</span><span·class="p">)</span> | 407 | <span·class="n">X_test_r</span><span·class="p">,</span>·<span·class="n">Y_test_r</span>·<span·class="o">=</span>·<span·class="n">cca</span><span·class="o">.</span><span·class="n">transform</span><span·class="p">(</span><span·class="n">X_test</span><span·class="p">,</span>·<span·class="n">Y_test</span><span·class="p">)</span> |
| 408 | </pre></div> | 408 | </pre></div> |
| 409 | </div> | 409 | </div> |
| 410 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0. | 410 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.231·seconds)</p> |
| 411 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cross-decomposition-plot-compare-cross-decomposition-py"> | 411 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cross-decomposition-plot-compare-cross-decomposition-py"> |
| 412 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 412 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 413 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/0837676cf643e44f0684e848d0967551/plot_compare_cross_decomposition.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_compare_cross_decomposition.ipynb</span></code></a></p> | 413 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/0837676cf643e44f0684e848d0967551/plot_compare_cross_decomposition.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_compare_cross_decomposition.ipynb</span></code></a></p> |
| 414 | </div> | 414 | </div> |
| 415 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 415 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 416 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/4a508ac905c7935181ce08bd00a8cda9/plot_compare_cross_decomposition.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_compare_cross_decomposition.py</span></code></a></p> | 416 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/4a508ac905c7935181ce08bd00a8cda9/plot_compare_cross_decomposition.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_compare_cross_decomposition.py</span></code></a></p> |
| 417 | </div> | 417 | </div> |
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| 424 | </section> | 424 | </section> |
| 425 | </section> | 425 | </section> |
| 426 | ······</div> | 426 | ······</div> |
| 427 | ····<div·class="container"> | 427 | ····<div·class="container"> |
| 428 | ······<footer·class="sk-content-footer"> | 428 | ······<footer·class="sk-content-footer"> |
| 429 | ············©·2007·-·202 | 429 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 430 | ··········<a·href="../../_sources/auto_examples/cross_decomposition/plot_compare_cross_decomposition.rst.txt"·rel="nofollow">Show·this·page·source</a> | 430 | ··········<a·href="../../_sources/auto_examples/cross_decomposition/plot_compare_cross_decomposition.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 431 | ······</footer> | 431 | ······</footer> |
| 432 | ····</div> | 432 | ····</div> |
| 433 | ··</div> | 433 | ··</div> |
| 434 | </div> | 434 | </div> |
| 435 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 435 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 207 | *\x8**\x8**\x8**\x8**\x8*·C\x8CC\x8CA\x8A·(\x8(P\x8PL\x8LS\x8S·m\x8mo\x8od\x8de\x8e·B\x8B·w\x8wi\x8it\x8th\x8h·s\x8sy\x8ym\x8mm\x8me\x8et\x8tr\x8ri\x8ic\x8c·d\x8de\x8ef\x8fl\x8la\x8at\x8ti\x8io\x8on\x8n)\x8)_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 207 | *\x8**\x8**\x8**\x8**\x8*·C\x8CC\x8CA\x8A·(\x8(P\x8PL\x8LS\x8S·m\x8mo\x8od\x8de\x8e·B\x8B·w\x8wi\x8it\x8th\x8h·s\x8sy\x8ym\x8mm\x8me\x8et\x8tr\x8ri\x8ic\x8c·d\x8de\x8ef\x8fl\x8la\x8at\x8ti\x8io\x8on\x8n)\x8)_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 208 | from·sklearn.cross_decomposition·import·CCA | 208 | from·sklearn.cross_decomposition·import·CCA |
| 209 | cca·=·CCA(n_components=2) | 209 | cca·=·CCA(n_components=2) |
| 210 | cca.fit(X_train,·Y_train) | 210 | cca.fit(X_train,·Y_train) |
| 211 | X_train_r,·Y_train_r·=·cca.transform(X_train,·Y_train) | 211 | X_train_r,·Y_train_r·=·cca.transform(X_train,·Y_train) |
| 212 | X_test_r,·Y_test_r·=·cca.transform(X_test,·Y_test) | 212 | X_test_r,·Y_test_r·=·cca.transform(X_test,·Y_test) |
| 213 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0. | 213 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.231·seconds) |
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| 215 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8__\x8c_\x8r_\x8o_\x8s_\x8s_\x8__\x8d_\x8e_\x8c_\x8o_\x8m_\x8p_\x8o_\x8s_\x8i_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y | 215 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8__\x8c_\x8r_\x8o_\x8s_\x8s_\x8__\x8d_\x8e_\x8c_\x8o_\x8m_\x8p_\x8o_\x8s_\x8i_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y |
| 216 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8__\x8c_\x8r_\x8o_\x8s_\x8s_\x8__\x8d_\x8e_\x8c_\x8o_\x8m_\x8p_\x8o_\x8s_\x8i_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p | 216 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8__\x8c_\x8r_\x8o_\x8s_\x8s_\x8__\x8d_\x8e_\x8c_\x8o_\x8m_\x8p_\x8o_\x8s_\x8i_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p |
| 217 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 217 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 218 | ©·2007·-·202 | 218 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 348 | <span·class="n">pca_2</span><span·class="o">.</span><span·class="n">fit</span><span·class="p">(</span><span·class="n">X_train</span><span·class="p">,</span>·<span·class="n">y_train</span><span·class="p">)</span> | 348 | <span·class="n">pca_2</span><span·class="o">.</span><span·class="n">fit</span><span·class="p">(</span><span·class="n">X_train</span><span·class="p">,</span>·<span·class="n">y_train</span><span·class="p">)</span> |
| 349 | <span·class="nb">print</span><span·class="p">(</span><span·class="sa">f</span><span·class="s2">"PCR·r-squared·with·2·components·</span><span·class="si">{</span><span·class="n">pca_2</span><span·class="o">.</span><span·class="n">score</span><span·class="p">(</span><span·class="n">X_test</span><span·class="p">,</span><span·class="w">·</span><span·class="n">y_test</span><span·class="p">)</span><span·class="si">:</span><span·class="s2">.3f</span><span·class="si">}</span><span·class="s2">"</span><span·class="p">)</span> | 349 | <span·class="nb">print</span><span·class="p">(</span><span·class="sa">f</span><span·class="s2">"PCR·r-squared·with·2·components·</span><span·class="si">{</span><span·class="n">pca_2</span><span·class="o">.</span><span·class="n">score</span><span·class="p">(</span><span·class="n">X_test</span><span·class="p">,</span><span·class="w">·</span><span·class="n">y_test</span><span·class="p">)</span><span·class="si">:</span><span·class="s2">.3f</span><span·class="si">}</span><span·class="s2">"</span><span·class="p">)</span> |
| 350 | </pre></div> | 350 | </pre></div> |
| 351 | </div> | 351 | </div> |
| 352 | <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>PCR·r-squared·with·2·components·0.673 | 352 | <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>PCR·r-squared·with·2·components·0.673 |
| 353 | </pre></div> | 353 | </pre></div> |
| 354 | </div> | 354 | </div> |
| 355 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.6 | 355 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.625·seconds)</p> |
| 356 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cross-decomposition-plot-pcr-vs-pls-py"> | 356 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-cross-decomposition-plot-pcr-vs-pls-py"> |
| 357 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 357 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 358 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/0486bf9e537e44cedd2a236d034bcd90/plot_pcr_vs_pls.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_pcr_vs_pls.ipynb</span></code></a></p> | 358 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/0486bf9e537e44cedd2a236d034bcd90/plot_pcr_vs_pls.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_pcr_vs_pls.ipynb</span></code></a></p> |
| 359 | </div> | 359 | </div> |
| 360 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 360 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 361 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/767218d296758dab2ab1c6e1ab1a07bd/plot_pcr_vs_pls.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_pcr_vs_pls.py</span></code></a></p> | 361 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/767218d296758dab2ab1c6e1ab1a07bd/plot_pcr_vs_pls.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_pcr_vs_pls.py</span></code></a></p> |
| 362 | </div> | 362 | </div> |
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| 368 | </section> | 368 | </section> |
| 369 | </section> | 369 | </section> |
| 370 | ······</div> | 370 | ······</div> |
| 371 | ····<div·class="container"> | 371 | ····<div·class="container"> |
| 372 | ······<footer·class="sk-content-footer"> | 372 | ······<footer·class="sk-content-footer"> |
| 373 | ············©·2007·-·202 | 373 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 374 | ··········<a·href="../../_sources/auto_examples/cross_decomposition/plot_pcr_vs_pls.rst.txt"·rel="nofollow">Show·this·page·source</a> | 374 | ··········<a·href="../../_sources/auto_examples/cross_decomposition/plot_pcr_vs_pls.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 375 | ······</footer> | 375 | ······</footer> |
| 376 | ····</div> | 376 | ····</div> |
| 377 | ··</div> | 377 | ··</div> |
| 378 | </div> | 378 | </div> |
| 379 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 379 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 170 | As·a·final·remark,·we·note·that·PCR·with·2·components·performs·as·well·as·PLS: | 170 | As·a·final·remark,·we·note·that·PCR·with·2·components·performs·as·well·as·PLS: |
| 171 | this·is·because·in·this·case,·PCR·was·able·to·leverage·the·second·component | 171 | this·is·because·in·this·case,·PCR·was·able·to·leverage·the·second·component |
| 172 | which·has·the·most·preditive·power·on·the·target. | 172 | which·has·the·most·preditive·power·on·the·target. |
| 173 | pca_2·=·make_pipeline(PCA(n_components=2),·LinearRegression()) | 173 | pca_2·=·make_pipeline(PCA(n_components=2),·LinearRegression()) |
| 174 | pca_2.fit(X_train,·y_train) | 174 | pca_2.fit(X_train,·y_train) |
| 175 | print(f"PCR·r-squared·with·2·components·{pca_2.score(X_test,·y_test):.3f}") | 175 | print(f"PCR·r-squared·with·2·components·{pca_2.score(X_test,·y_test):.3f}") |
| 176 | PCR·r-squared·with·2·components·0.673 | 176 | PCR·r-squared·with·2·components·0.673 |
| 177 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.6 | 177 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.625·seconds) |
| 178 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8c_\x8r_\x8__\x8v_\x8s_\x8__\x8p_\x8l_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 178 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8c_\x8r_\x8__\x8v_\x8s_\x8__\x8p_\x8l_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 179 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8c_\x8r_\x8__\x8v_\x8s_\x8__\x8p_\x8l_\x8s_\x8._\x8p_\x8y | 179 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8c_\x8r_\x8__\x8v_\x8s_\x8__\x8p_\x8l_\x8s_\x8._\x8p_\x8y |
| 180 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8c_\x8r_\x8__\x8v_\x8s_\x8__\x8p_\x8l_\x8s_\x8._\x8z_\x8i_\x8p | 180 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8c_\x8r_\x8__\x8v_\x8s_\x8__\x8p_\x8l_\x8s_\x8._\x8z_\x8i_\x8p |
| 181 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 181 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 182 | ©·2007·-·202 | 182 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 205 | </div> | 205 | </div> |
| 206 | </section> | 206 | </section> |
| 207 | ······</div> | 207 | ······</div> |
| 208 | ····<div·class="container"> | 208 | ····<div·class="container"> |
| 209 | ······<footer·class="sk-content-footer"> | 209 | ······<footer·class="sk-content-footer"> |
| 210 | ············©·2007·-·202 | 210 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 211 | ··········<a·href="../../_sources/auto_examples/datasets/index.rst.txt"·rel="nofollow">Show·this·page·source</a> | 211 | ··········<a·href="../../_sources/auto_examples/datasets/index.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 212 | ······</footer> | 212 | ······</footer> |
| 213 | ····</div> | 213 | ····</div> |
| 214 | ··</div> | 214 | ··</div> |
| 215 | </div> | 215 | </div> |
| 216 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 216 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 34 | Plot·randomly·generated·classification·dataset | 34 | Plot·randomly·generated·classification·dataset |
| 35 | _\x8P_\x8l_\x8o_\x8t_\x8·_\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8l_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8m_\x8u_\x8l_\x8t_\x8i_\x8l_\x8a_\x8b_\x8e_\x8l_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t | 35 | _\x8P_\x8l_\x8o_\x8t_\x8·_\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8l_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8m_\x8u_\x8l_\x8t_\x8i_\x8l_\x8a_\x8b_\x8e_\x8l_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t |
| 36 | Plot·randomly·generated·multilabel·dataset | 36 | Plot·randomly·generated·multilabel·dataset |
| 37 | _\x8T_\x8h_\x8e_\x8·_\x8D_\x8i_\x8g_\x8i_\x8t_\x8·_\x8D_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t | 37 | _\x8T_\x8h_\x8e_\x8·_\x8D_\x8i_\x8g_\x8i_\x8t_\x8·_\x8D_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t |
| 38 | The·Digit·Dataset | 38 | The·Digit·Dataset |
| 39 | _\x8T_\x8h_\x8e_\x8·_\x8I_\x8r_\x8i_\x8s_\x8·_\x8D_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t | 39 | _\x8T_\x8h_\x8e_\x8·_\x8I_\x8r_\x8i_\x8s_\x8·_\x8D_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t |
| 40 | The·Iris·Dataset | 40 | The·Iris·Dataset |
| 41 | ©·2007·-·202 | 41 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 231 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 231 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 232 | </section> | 232 | </section> |
| 233 | ······</div> | 233 | ······</div> |
| 234 | ····<div·class="container"> | 234 | ····<div·class="container"> |
| 235 | ······<footer·class="sk-content-footer"> | 235 | ······<footer·class="sk-content-footer"> |
| 236 | ············©·2007·-·202 | 236 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 237 | ··········<a·href="../../_sources/auto_examples/datasets/plot_digits_last_image.rst.txt"·rel="nofollow">Show·this·page·source</a> | 237 | ··········<a·href="../../_sources/auto_examples/datasets/plot_digits_last_image.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 238 | ······</footer> | 238 | ······</footer> |
| 239 | ····</div> | 239 | ····</div> |
| 240 | ··</div> | 240 | ··</div> |
| 241 | </div> | 241 | </div> |
| 242 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 242 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 52 | plt.imshow(digits.images[-1],·cmap=plt.cm.gray_r,·interpolation="nearest") | 52 | plt.imshow(digits.images[-1],·cmap=plt.cm.gray_r,·interpolation="nearest") |
| 53 | plt.show() | 53 | plt.show() |
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| 56 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8__\x8l_\x8a_\x8s_\x8t_\x8__\x8i_\x8m_\x8a_\x8g_\x8e_\x8._\x8p_\x8y | 56 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8__\x8l_\x8a_\x8s_\x8t_\x8__\x8i_\x8m_\x8a_\x8g_\x8e_\x8._\x8p_\x8y |
| 57 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8__\x8l_\x8a_\x8s_\x8t_\x8__\x8i_\x8m_\x8a_\x8g_\x8e_\x8._\x8z_\x8i_\x8p | 57 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8__\x8l_\x8a_\x8s_\x8t_\x8__\x8i_\x8m_\x8a_\x8g_\x8e_\x8._\x8z_\x8i_\x8p |
| 58 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 58 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 59 | ©·2007·-·202 | 59 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 272 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 272 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 273 | </pre></div> | 273 | </pre></div> |
| 274 | </div> | 274 | </div> |
| 275 | <img·src="../../_images/sphx_glr_plot_iris_dataset_002.png"·srcset="../../_images/sphx_glr_plot_iris_dataset_002.png"·alt="First·three·PCA·dimensions"·class·=·"sphx-glr-single-img"/><p>PCA·will·create·3·new·features·that·are·a·linear·combination·of·the | 275 | <img·src="../../_images/sphx_glr_plot_iris_dataset_002.png"·srcset="../../_images/sphx_glr_plot_iris_dataset_002.png"·alt="First·three·PCA·dimensions"·class·=·"sphx-glr-single-img"/><p>PCA·will·create·3·new·features·that·are·a·linear·combination·of·the |
| 276 | 4·original·features.·In·addition,·this·transform·maximizes·the·variance. | 276 | 4·original·features.·In·addition,·this·transform·maximizes·the·variance. |
| 277 | With·this·transformation,·we·see·that·we·can·identify·each·species·using | 277 | With·this·transformation,·we·see·that·we·can·identify·each·species·using |
| 278 | only·the·first·feature·(i.e.·first·eigenvalues).</p> | 278 | only·the·first·feature·(i.e.·first·eigenvalues).</p> |
| 279 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.20 | 279 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.205·seconds)</p> |
| 280 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-datasets-plot-iris-dataset-py"> | 280 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-datasets-plot-iris-dataset-py"> |
| 281 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 281 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 282 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/26998096b90db15754e891c733ae032c/plot_iris_dataset.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_iris_dataset.ipynb</span></code></a></p> | 282 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/26998096b90db15754e891c733ae032c/plot_iris_dataset.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_iris_dataset.ipynb</span></code></a></p> |
| 283 | </div> | 283 | </div> |
| 284 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 284 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 285 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/5b08a262d5845e4674288edb801adf93/plot_iris_dataset.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_iris_dataset.py</span></code></a></p> | 285 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/5b08a262d5845e4674288edb801adf93/plot_iris_dataset.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_iris_dataset.py</span></code></a></p> |
| 286 | </div> | 286 | </div> |
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| 292 | </section> | 292 | </section> |
| 293 | </section> | 293 | </section> |
| 294 | ······</div> | 294 | ······</div> |
| 295 | ····<div·class="container"> | 295 | ····<div·class="container"> |
| 296 | ······<footer·class="sk-content-footer"> | 296 | ······<footer·class="sk-content-footer"> |
| 297 | ············©·2007·-·202 | 297 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 298 | ··········<a·href="../../_sources/auto_examples/datasets/plot_iris_dataset.rst.txt"·rel="nofollow">Show·this·page·source</a> | 298 | ··········<a·href="../../_sources/auto_examples/datasets/plot_iris_dataset.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 299 | ······</footer> | 299 | ······</footer> |
| 300 | ····</div> | 300 | ····</div> |
| 301 | ··</div> | 301 | ··</div> |
| 302 | </div> | 302 | </div> |
| 303 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 303 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 95 | plt.show() | 95 | plt.show() |
| 96 | [First·three·PCA·dimensions] | 96 | [First·three·PCA·dimensions] |
| 97 | PCA·will·create·3·new·features·that·are·a·linear·combination·of·the·4·original | 97 | PCA·will·create·3·new·features·that·are·a·linear·combination·of·the·4·original |
| 98 | features.·In·addition,·this·transform·maximizes·the·variance.·With·this | 98 | features.·In·addition,·this·transform·maximizes·the·variance.·With·this |
| 99 | transformation,·we·see·that·we·can·identify·each·species·using·only·the·first | 99 | transformation,·we·see·that·we·can·identify·each·species·using·only·the·first |
| 100 | feature·(i.e.·first·eigenvalues). | 100 | feature·(i.e.·first·eigenvalues). |
| 101 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.20 | 101 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.205·seconds) |
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| 105 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 105 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 106 | ©·2007·-·202 | 106 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 242 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"Gaussian·divided·into·three·quantiles"</span><span·class="p">,</span>·<span·class="n">fontsize</span><span·class="o">=</span><span·class="s2">"small"</span><span·class="p">)</span> | 242 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"Gaussian·divided·into·three·quantiles"</span><span·class="p">,</span>·<span·class="n">fontsize</span><span·class="o">=</span><span·class="s2">"small"</span><span·class="p">)</span> |
| 243 | <span·class="n">X1</span><span·class="p">,</span>·<span·class="n">Y1</span>·<span·class="o">=</span>·<span·class="n">make_gaussian_quantiles</span><span·class="p">(</span><span·class="n">n_features</span><span·class="o">=</span><span·class="mi">2</span><span·class="p">,</span>·<span·class="n">n_classes</span><span·class="o">=</span><span·class="mi">3</span><span·class="p">)</span> | 243 | <span·class="n">X1</span><span·class="p">,</span>·<span·class="n">Y1</span>·<span·class="o">=</span>·<span·class="n">make_gaussian_quantiles</span><span·class="p">(</span><span·class="n">n_features</span><span·class="o">=</span><span·class="mi">2</span><span·class="p">,</span>·<span·class="n">n_classes</span><span·class="o">=</span><span·class="mi">3</span><span·class="p">)</span> |
| 244 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">scatter</span><span·class="p">(</span><span·class="n">X1</span><span·class="p">[:,</span>·<span·class="mi">0</span><span·class="p">],</span>·<span·class="n">X1</span><span·class="p">[:,</span>·<span·class="mi">1</span><span·class="p">],</span>·<span·class="n">marker</span><span·class="o">=</span><span·class="s2">"o"</span><span·class="p">,</span>·<span·class="n">c</span><span·class="o">=</span><span·class="n">Y1</span><span·class="p">,</span>·<span·class="n">s</span><span·class="o">=</span><span·class="mi">25</span><span·class="p">,</span>·<span·class="n">edgecolor</span><span·class="o">=</span><span·class="s2">"k"</span><span·class="p">)</span> | 244 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">scatter</span><span·class="p">(</span><span·class="n">X1</span><span·class="p">[:,</span>·<span·class="mi">0</span><span·class="p">],</span>·<span·class="n">X1</span><span·class="p">[:,</span>·<span·class="mi">1</span><span·class="p">],</span>·<span·class="n">marker</span><span·class="o">=</span><span·class="s2">"o"</span><span·class="p">,</span>·<span·class="n">c</span><span·class="o">=</span><span·class="n">Y1</span><span·class="p">,</span>·<span·class="n">s</span><span·class="o">=</span><span·class="mi">25</span><span·class="p">,</span>·<span·class="n">edgecolor</span><span·class="o">=</span><span·class="s2">"k"</span><span·class="p">)</span> |
| 245 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 245 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 246 | </pre></div> | 246 | </pre></div> |
| 247 | </div> | 247 | </div> |
| 248 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.34 | 248 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.344·seconds)</p> |
| 249 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-datasets-plot-random-dataset-py"> | 249 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-datasets-plot-random-dataset-py"> |
| 250 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 250 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 251 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/c940445d2436f8be049bcbd0dfdc0c49/plot_random_dataset.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_random_dataset.ipynb</span></code></a></p> | 251 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/c940445d2436f8be049bcbd0dfdc0c49/plot_random_dataset.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_random_dataset.ipynb</span></code></a></p> |
| 252 | </div> | 252 | </div> |
| 253 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 253 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 254 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/f7f92b18ff7c0777a7a509119e28ca5c/plot_random_dataset.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_random_dataset.py</span></code></a></p> | 254 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/f7f92b18ff7c0777a7a509119e28ca5c/plot_random_dataset.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_random_dataset.py</span></code></a></p> |
| 255 | </div> | 255 | </div> |
| Offset 261, 15 lines modified | Offset 261, 15 lines modified | ||
| 261 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 261 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 262 | </section> | 262 | </section> |
| 263 | ······</div> | 263 | ······</div> |
| 264 | ····<div·class="container"> | 264 | ····<div·class="container"> |
| 265 | ······<footer·class="sk-content-footer"> | 265 | ······<footer·class="sk-content-footer"> |
| 266 | ············©·2007·-·202 | 266 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 267 | ··········<a·href="../../_sources/auto_examples/datasets/plot_random_dataset.rst.txt"·rel="nofollow">Show·this·page·source</a> | 267 | ··········<a·href="../../_sources/auto_examples/datasets/plot_random_dataset.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 268 | ······</footer> | 268 | ······</footer> |
| 269 | ····</div> | 269 | ····</div> |
| 270 | ··</div> | 270 | ··</div> |
| 271 | </div> | 271 | </div> |
| 272 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 272 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 84 | plt.subplot(326) | 84 | plt.subplot(326) |
| 85 | plt.title("Gaussian·divided·into·three·quantiles",·fontsize="small") | 85 | plt.title("Gaussian·divided·into·three·quantiles",·fontsize="small") |
| 86 | X1,·Y1·=·make_gaussian_quantiles(n_features=2,·n_classes=3) | 86 | X1,·Y1·=·make_gaussian_quantiles(n_features=2,·n_classes=3) |
| 87 | plt.scatter(X1[:,·0],·X1[:,·1],·marker="o",·c=Y1,·s=25,·edgecolor="k") | 87 | plt.scatter(X1[:,·0],·X1[:,·1],·marker="o",·c=Y1,·s=25,·edgecolor="k") |
| 88 | plt.show() | 88 | plt.show() |
| 89 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.34 | 89 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.344·seconds) |
| 90 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 90 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 91 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8._\x8p_\x8y | 91 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8._\x8p_\x8y |
| 92 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8._\x8z_\x8i_\x8p | 92 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8._\x8z_\x8i_\x8p |
| 93 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 93 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 94 | ©·2007·-·202 | 94 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 331 | <span·class="nb">print</span><span·class="p">(</span><span·class="s2">"The·data·was·generated·from·(random_state=</span><span·class="si">%d</span><span·class="s2">):"</span>·<span·class="o">%</span>·<span·class="n">RANDOM_SEED</span><span·class="p">)</span> | 331 | <span·class="nb">print</span><span·class="p">(</span><span·class="s2">"The·data·was·generated·from·(random_state=</span><span·class="si">%d</span><span·class="s2">):"</span>·<span·class="o">%</span>·<span·class="n">RANDOM_SEED</span><span·class="p">)</span> |
| 332 | <span·class="nb">print</span><span·class="p">(</span><span·class="s2">"Class"</span><span·class="p">,</span>·<span·class="s2">"P(C)"</span><span·class="p">,</span>·<span·class="s2">"P(w0|C)"</span><span·class="p">,</span>·<span·class="s2">"P(w1|C)"</span><span·class="p">,</span>·<span·class="n">sep</span><span·class="o">=</span><span·class="s2">"</span><span·class="se">\t</span><span·class="s2">"</span><span·class="p">)</span> | 332 | <span·class="nb">print</span><span·class="p">(</span><span·class="s2">"Class"</span><span·class="p">,</span>·<span·class="s2">"P(C)"</span><span·class="p">,</span>·<span·class="s2">"P(w0|C)"</span><span·class="p">,</span>·<span·class="s2">"P(w1|C)"</span><span·class="p">,</span>·<span·class="n">sep</span><span·class="o">=</span><span·class="s2">"</span><span·class="se">\t</span><span·class="s2">"</span><span·class="p">)</span> |
| 333 | <span·class="k">for</span>·<span·class="n">k</span><span·class="p">,</span>·<span·class="n">p</span><span·class="p">,</span>·<span·class="n">p_w</span>·<span·class="ow">in</span>·<span·class="nb">zip</span><span·class="p">([</span><span·class="s2">"red"</span><span·class="p">,</span>·<span·class="s2">"blue"</span><span·class="p">,</span>·<span·class="s2">"yellow"</span><span·class="p">],</span>·<span·class="n">p_c</span><span·class="p">,</span>·<span·class="n">p_w_c</span><span·class="o">.</span><span·class="n">T</span><span·class="p">):</span> | 333 | <span·class="k">for</span>·<span·class="n">k</span><span·class="p">,</span>·<span·class="n">p</span><span·class="p">,</span>·<span·class="n">p_w</span>·<span·class="ow">in</span>·<span·class="nb">zip</span><span·class="p">([</span><span·class="s2">"red"</span><span·class="p">,</span>·<span·class="s2">"blue"</span><span·class="p">,</span>·<span·class="s2">"yellow"</span><span·class="p">],</span>·<span·class="n">p_c</span><span·class="p">,</span>·<span·class="n">p_w_c</span><span·class="o">.</span><span·class="n">T</span><span·class="p">):</span> |
| 334 | ····<span·class="nb">print</span><span·class="p">(</span><span·class="s2">"</span><span·class="si">%s</span><span·class="se">\t</span><span·class="si">%0.2f</span><span·class="se">\t</span><span·class="si">%0.2f</span><span·class="se">\t</span><span·class="si">%0.2f</span><span·class="s2">"</span>·<span·class="o">%</span>·<span·class="p">(</span><span·class="n">k</span><span·class="p">,</span>·<span·class="n">p</span><span·class="p">,</span>·<span·class="n">p_w</span><span·class="p">[</span><span·class="mi">0</span><span·class="p">],</span>·<span·class="n">p_w</span><span·class="p">[</span><span·class="mi">1</span><span·class="p">]))</span> | 334 | ····<span·class="nb">print</span><span·class="p">(</span><span·class="s2">"</span><span·class="si">%s</span><span·class="se">\t</span><span·class="si">%0.2f</span><span·class="se">\t</span><span·class="si">%0.2f</span><span·class="se">\t</span><span·class="si">%0.2f</span><span·class="s2">"</span>·<span·class="o">%</span>·<span·class="p">(</span><span·class="n">k</span><span·class="p">,</span>·<span·class="n">p</span><span·class="p">,</span>·<span·class="n">p_w</span><span·class="p">[</span><span·class="mi">0</span><span·class="p">],</span>·<span·class="n">p_w</span><span·class="p">[</span><span·class="mi">1</span><span·class="p">]))</span> |
| 335 | </pre></div> | 335 | </pre></div> |
| 336 | </div> | 336 | </div> |
| 337 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.14 | 337 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.147·seconds)</p> |
| 338 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-datasets-plot-random-multilabel-dataset-py"> | 338 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-datasets-plot-random-multilabel-dataset-py"> |
| 339 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 339 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 340 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/a8ae7970b854e7e2bea48bb7688bd7b6/plot_random_multilabel_dataset.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_random_multilabel_dataset.ipynb</span></code></a></p> | 340 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/a8ae7970b854e7e2bea48bb7688bd7b6/plot_random_multilabel_dataset.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_random_multilabel_dataset.ipynb</span></code></a></p> |
| 341 | </div> | 341 | </div> |
| 342 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 342 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 343 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/59fa6c0bdd3e601dd83ea28de5feeffd/plot_random_multilabel_dataset.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_random_multilabel_dataset.py</span></code></a></p> | 343 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/59fa6c0bdd3e601dd83ea28de5feeffd/plot_random_multilabel_dataset.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_random_multilabel_dataset.py</span></code></a></p> |
| 344 | </div> | 344 | </div> |
| Offset 350, 15 lines modified | Offset 350, 15 lines modified | ||
| 350 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 350 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 351 | </section> | 351 | </section> |
| 352 | ······</div> | 352 | ······</div> |
| 353 | ····<div·class="container"> | 353 | ····<div·class="container"> |
| 354 | ······<footer·class="sk-content-footer"> | 354 | ······<footer·class="sk-content-footer"> |
| 355 | ············©·2007·-·202 | 355 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 356 | ··········<a·href="../../_sources/auto_examples/datasets/plot_random_multilabel_dataset.rst.txt"·rel="nofollow">Show·this·page·source</a> | 356 | ··········<a·href="../../_sources/auto_examples/datasets/plot_random_multilabel_dataset.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 357 | ······</footer> | 357 | ······</footer> |
| 358 | ····</div> | 358 | ····</div> |
| 359 | ··</div> | 359 | ··</div> |
| 360 | </div> | 360 | </div> |
| 361 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 361 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| Offset 125, 13 lines modified | Offset 125, 13 lines modified | ||
| 125 | plt.show() | 125 | plt.show() |
| 126 | print("The·data·was·generated·from·(random_state=%d):"·%·RANDOM_SEED) | 126 | print("The·data·was·generated·from·(random_state=%d):"·%·RANDOM_SEED) |
| 127 | print("Class",·"P(C)",·"P(w0|C)",·"P(w1|C)",·sep="\t") | 127 | print("Class",·"P(C)",·"P(w0|C)",·"P(w1|C)",·sep="\t") |
| 128 | for·k,·p,·p_w·in·zip(["red",·"blue",·"yellow"],·p_c,·p_w_c.T): | 128 | for·k,·p,·p_w·in·zip(["red",·"blue",·"yellow"],·p_c,·p_w_c.T): |
| 129 | ····print("%s\t%0.2f\t%0.2f\t%0.2f"·%·(k,·p,·p_w[0],·p_w[1])) | 129 | ····print("%s\t%0.2f\t%0.2f\t%0.2f"·%·(k,·p,·p_w[0],·p_w[1])) |
| 130 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.14 | 130 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.147·seconds) |
| 131 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8m_\x8u_\x8l_\x8t_\x8i_\x8l_\x8a_\x8b_\x8e_\x8l_\x8__\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 131 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8m_\x8u_\x8l_\x8t_\x8i_\x8l_\x8a_\x8b_\x8e_\x8l_\x8__\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 132 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8m_\x8u_\x8l_\x8t_\x8i_\x8l_\x8a_\x8b_\x8e_\x8l_\x8__\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8._\x8p_\x8y | 132 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8m_\x8u_\x8l_\x8t_\x8i_\x8l_\x8a_\x8b_\x8e_\x8l_\x8__\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8._\x8p_\x8y |
| 133 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8m_\x8u_\x8l_\x8t_\x8i_\x8l_\x8a_\x8b_\x8e_\x8l_\x8__\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8._\x8z_\x8i_\x8p | 133 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8m_\x8u_\x8l_\x8t_\x8i_\x8l_\x8a_\x8b_\x8e_\x8l_\x8__\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8._\x8z_\x8i_\x8p |
| 134 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 134 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 135 | ©·2007·-·202 | 135 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| Offset 226, 15 lines modified | Offset 226, 15 lines modified | ||
| 226 | </div> | 226 | </div> |
| 227 | </section> | 227 | </section> |
| 228 | ······</div> | 228 | ······</div> |
| 229 | ····<div·class="container"> | 229 | ····<div·class="container"> |
| 230 | ······<footer·class="sk-content-footer"> | 230 | ······<footer·class="sk-content-footer"> |
| 231 | ············©·2007·-·202 | 231 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 232 | ··········<a·href="../../_sources/auto_examples/decomposition/index.rst.txt"·rel="nofollow">Show·this·page·source</a> | 232 | ··········<a·href="../../_sources/auto_examples/decomposition/index.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 233 | ······</footer> | 233 | ······</footer> |
| 234 | ····</div> | 234 | ····</div> |
| 235 | ··</div> | 235 | ··</div> |
| 236 | </div> | 236 | </div> |
| 237 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 237 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| Offset 48, 8 lines modified | Offset 48, 8 lines modified | ||
| 48 | Kernel·PCA | 48 | Kernel·PCA |
| 49 | _\x8M_\x8o_\x8d_\x8e_\x8l_\x8·_\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8P_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8s_\x8t_\x8i_\x8c_\x8·_\x8P_\x8C_\x8A_\x8·_\x8a_\x8n_\x8d_\x8·_\x8F_\x8a_\x8c_\x8t_\x8o_\x8r_\x8·_\x8A_\x8n_\x8a_\x8l_\x8y_\x8s_\x8i_\x8s_\x8·_\x8(_\x8F_\x8A_\x8) | 49 | _\x8M_\x8o_\x8d_\x8e_\x8l_\x8·_\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8P_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8s_\x8t_\x8i_\x8c_\x8·_\x8P_\x8C_\x8A_\x8·_\x8a_\x8n_\x8d_\x8·_\x8F_\x8a_\x8c_\x8t_\x8o_\x8r_\x8·_\x8A_\x8n_\x8a_\x8l_\x8y_\x8s_\x8i_\x8s_\x8·_\x8(_\x8F_\x8A_\x8) |
| 50 | Model·selection·with·Probabilistic·PCA·and·Factor·Analysis·(FA) | 50 | Model·selection·with·Probabilistic·PCA·and·Factor·Analysis·(FA) |
| 51 | _\x8P_\x8C_\x8A_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8I_\x8r_\x8i_\x8s_\x8·_\x8D_\x8a_\x8t_\x8a_\x8-_\x8s_\x8e_\x8t | 51 | _\x8P_\x8C_\x8A_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8I_\x8r_\x8i_\x8s_\x8·_\x8D_\x8a_\x8t_\x8a_\x8-_\x8s_\x8e_\x8t |
| 52 | PCA·example·with·Iris·Data-set | 52 | PCA·example·with·Iris·Data-set |
| 53 | _\x8S_\x8p_\x8a_\x8r_\x8s_\x8e_\x8·_\x8c_\x8o_\x8d_\x8i_\x8n_\x8g_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8a_\x8·_\x8p_\x8r_\x8e_\x8c_\x8o_\x8m_\x8p_\x8u_\x8t_\x8e_\x8d_\x8·_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8a_\x8r_\x8y | 53 | _\x8S_\x8p_\x8a_\x8r_\x8s_\x8e_\x8·_\x8c_\x8o_\x8d_\x8i_\x8n_\x8g_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8a_\x8·_\x8p_\x8r_\x8e_\x8c_\x8o_\x8m_\x8p_\x8u_\x8t_\x8e_\x8d_\x8·_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8a_\x8r_\x8y |
| 54 | Sparse·coding·with·a·precomputed·dictionary | 54 | Sparse·coding·with·a·precomputed·dictionary |
| 55 | ©·2007·-·202 | 55 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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1.7 KB
| Offset 535, 15 lines modified | Offset 535, 15 lines modified | ||
| 535 | </section> | 535 | </section> |
| 536 | </section> | 536 | </section> |
| 537 | ······</div> | 537 | ······</div> |
| 538 | ····<div·class="container"> | 538 | ····<div·class="container"> |
| 539 | ······<footer·class="sk-content-footer"> | 539 | ······<footer·class="sk-content-footer"> |
| 540 | ············©·2007·-·202 | 540 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 541 | ··········<a·href="../../_sources/auto_examples/decomposition/plot_faces_decomposition.rst.txt"·rel="nofollow">Show·this·page·source</a> | 541 | ··········<a·href="../../_sources/auto_examples/decomposition/plot_faces_decomposition.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 542 | ······</footer> | 542 | ······</footer> |
| 543 | ····</div> | 543 | ····</div> |
| 544 | ··</div> | 544 | ··</div> |
| 545 | </div> | 545 | </div> |
| 546 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 546 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| Offset 309, 8 lines modified | Offset 309, 8 lines modified | ||
| 309 | ····cmap=plt.cm.RdBu, | 309 | ····cmap=plt.cm.RdBu, |
| 310 | ) | 310 | ) |
| 311 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.003·seconds) | 311 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.003·seconds) |
| 312 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8f_\x8a_\x8c_\x8e_\x8s_\x8__\x8d_\x8e_\x8c_\x8o_\x8m_\x8p_\x8o_\x8s_\x8i_\x8t_\x8i_\x8o_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 312 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8f_\x8a_\x8c_\x8e_\x8s_\x8__\x8d_\x8e_\x8c_\x8o_\x8m_\x8p_\x8o_\x8s_\x8i_\x8t_\x8i_\x8o_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 313 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8f_\x8a_\x8c_\x8e_\x8s_\x8__\x8d_\x8e_\x8c_\x8o_\x8m_\x8p_\x8o_\x8s_\x8i_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y | 313 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8f_\x8a_\x8c_\x8e_\x8s_\x8__\x8d_\x8e_\x8c_\x8o_\x8m_\x8p_\x8o_\x8s_\x8i_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y |
| 314 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8f_\x8a_\x8c_\x8e_\x8s_\x8__\x8d_\x8e_\x8c_\x8o_\x8m_\x8p_\x8o_\x8s_\x8i_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p | 314 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8f_\x8a_\x8c_\x8e_\x8s_\x8__\x8d_\x8e_\x8c_\x8o_\x8m_\x8p_\x8o_\x8s_\x8i_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p |
| 315 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 315 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 316 | ©·2007·-·202 | 316 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| Offset 267, 15 lines modified | Offset 267, 15 lines modified | ||
| 267 | ····<span·class="k">for</span>·<span·class="n">sig</span><span·class="p">,</span>·<span·class="n">color</span>·<span·class="ow">in</span>·<span·class="nb">zip</span><span·class="p">(</span><span·class="n">model</span><span·class="o">.</span><span·class="n">T</span><span·class="p">,</span>·<span·class="n">colors</span><span·class="p">):</span> | 267 | ····<span·class="k">for</span>·<span·class="n">sig</span><span·class="p">,</span>·<span·class="n">color</span>·<span·class="ow">in</span>·<span·class="nb">zip</span><span·class="p">(</span><span·class="n">model</span><span·class="o">.</span><span·class="n">T</span><span·class="p">,</span>·<span·class="n">colors</span><span·class="p">):</span> |
| 268 | ········<span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">sig</span><span·class="p">,</span>·<span·class="n">color</span><span·class="o">=</span><span·class="n">color</span><span·class="p">)</span> | 268 | ········<span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">sig</span><span·class="p">,</span>·<span·class="n">color</span><span·class="o">=</span><span·class="n">color</span><span·class="p">)</span> |
| 269 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span> | 269 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span> |
| 270 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 270 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 271 | </pre></div> | 271 | </pre></div> |
| 272 | </div> | 272 | </div> |
| 273 | <img·src="../../_images/sphx_glr_plot_ica_blind_source_separation_001.png"·srcset="../../_images/sphx_glr_plot_ica_blind_source_separation_001.png"·alt="Observations·(mixed·signal),·True·Sources,·ICA·recovered·signals,·PCA·recovered·signals"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.4 | 273 | <img·src="../../_images/sphx_glr_plot_ica_blind_source_separation_001.png"·srcset="../../_images/sphx_glr_plot_ica_blind_source_separation_001.png"·alt="Observations·(mixed·signal),·True·Sources,·ICA·recovered·signals,·PCA·recovered·signals"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.414·seconds)</p> |
| 274 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-decomposition-plot-ica-blind-source-separation-py"> | 274 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-decomposition-plot-ica-blind-source-separation-py"> |
| 275 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 275 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 276 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/3018e0d07b27e25beba9764116709763/plot_ica_blind_source_separation.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_ica_blind_source_separation.ipynb</span></code></a></p> | 276 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/3018e0d07b27e25beba9764116709763/plot_ica_blind_source_separation.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_ica_blind_source_separation.ipynb</span></code></a></p> |
| 277 | </div> | 277 | </div> |
| 278 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 278 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 279 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/b122040dba159b8887080828461a517e/plot_ica_blind_source_separation.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_ica_blind_source_separation.py</span></code></a></p> | 279 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/b122040dba159b8887080828461a517e/plot_ica_blind_source_separation.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_ica_blind_source_separation.py</span></code></a></p> |
| 280 | </div> | 280 | </div> |
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| 287 | </section> | 287 | </section> |
| 288 | </section> | 288 | </section> |
| 289 | ······</div> | 289 | ······</div> |
| 290 | ····<div·class="container"> | 290 | ····<div·class="container"> |
| 291 | ······<footer·class="sk-content-footer"> | 291 | ······<footer·class="sk-content-footer"> |
| 292 | ············©·2007·-·202 | 292 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 293 | ··········<a·href="../../_sources/auto_examples/decomposition/plot_ica_blind_source_separation.rst.txt"·rel="nofollow">Show·this·page·source</a> | 293 | ··········<a·href="../../_sources/auto_examples/decomposition/plot_ica_blind_source_separation.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 294 | ······</footer> | 294 | ······</footer> |
| 295 | ····</div> | 295 | ····</div> |
| 296 | ··</div> | 296 | ··</div> |
| 297 | </div> | 297 | </div> |
| 298 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 298 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 93 | ····for·sig,·color·in·zip(model.T,·colors): | 93 | ····for·sig,·color·in·zip(model.T,·colors): |
| 94 | ········plt.plot(sig,·color=color) | 94 | ········plt.plot(sig,·color=color) |
| 95 | plt.tight_layout() | 95 | plt.tight_layout() |
| 96 | plt.show() | 96 | plt.show() |
| 97 | [Observations·(mixed·signal),·True·Sources,·ICA·recovered·signals,·PCA | 97 | [Observations·(mixed·signal),·True·Sources,·ICA·recovered·signals,·PCA |
| 98 | recovered·signals] | 98 | recovered·signals] |
| 99 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.4 | 99 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.414·seconds) |
| 100 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8c_\x8a_\x8__\x8b_\x8l_\x8i_\x8n_\x8d_\x8__\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8__\x8s_\x8e_\x8p_\x8a_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 100 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8c_\x8a_\x8__\x8b_\x8l_\x8i_\x8n_\x8d_\x8__\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8__\x8s_\x8e_\x8p_\x8a_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 101 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8c_\x8a_\x8__\x8b_\x8l_\x8i_\x8n_\x8d_\x8__\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8__\x8s_\x8e_\x8p_\x8a_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y | 101 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8c_\x8a_\x8__\x8b_\x8l_\x8i_\x8n_\x8d_\x8__\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8__\x8s_\x8e_\x8p_\x8a_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y |
| 102 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8c_\x8a_\x8__\x8b_\x8l_\x8i_\x8n_\x8d_\x8__\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8__\x8s_\x8e_\x8p_\x8a_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p | 102 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8c_\x8a_\x8__\x8b_\x8l_\x8i_\x8n_\x8d_\x8__\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8__\x8s_\x8e_\x8p_\x8a_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p |
| 103 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 103 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 104 | ©·2007·-·202 | 104 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 298 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"ICA·recovered·signals"</span><span·class="p">)</span> | 298 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"ICA·recovered·signals"</span><span·class="p">)</span> |
| 299 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">subplots_adjust</span><span·class="p">(</span><span·class="mf">0.09</span><span·class="p">,</span>·<span·class="mf">0.04</span><span·class="p">,</span>·<span·class="mf">0.94</span><span·class="p">,</span>·<span·class="mf">0.94</span><span·class="p">,</span>·<span·class="mf">0.26</span><span·class="p">,</span>·<span·class="mf">0.36</span><span·class="p">)</span> | 299 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">subplots_adjust</span><span·class="p">(</span><span·class="mf">0.09</span><span·class="p">,</span>·<span·class="mf">0.04</span><span·class="p">,</span>·<span·class="mf">0.94</span><span·class="p">,</span>·<span·class="mf">0.94</span><span·class="p">,</span>·<span·class="mf">0.26</span><span·class="p">,</span>·<span·class="mf">0.36</span><span·class="p">)</span> |
| 300 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span> | 300 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span> |
| 301 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 301 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 302 | </pre></div> | 302 | </pre></div> |
| 303 | </div> | 303 | </div> |
| 304 | <img·src="../../_images/sphx_glr_plot_ica_vs_pca_001.png"·srcset="../../_images/sphx_glr_plot_ica_vs_pca_001.png"·alt="True·Independent·Sources,·Observations,·PCA·recovered·signals,·ICA·recovered·signals"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.4 | 304 | <img·src="../../_images/sphx_glr_plot_ica_vs_pca_001.png"·srcset="../../_images/sphx_glr_plot_ica_vs_pca_001.png"·alt="True·Independent·Sources,·Observations,·PCA·recovered·signals,·ICA·recovered·signals"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.431·seconds)</p> |
| 305 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-decomposition-plot-ica-vs-pca-py"> | 305 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-decomposition-plot-ica-vs-pca-py"> |
| 306 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 306 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 307 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/4ee88a807e060ca374ab95e0d8d819ed/plot_ica_vs_pca.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_ica_vs_pca.ipynb</span></code></a></p> | 307 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/4ee88a807e060ca374ab95e0d8d819ed/plot_ica_vs_pca.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_ica_vs_pca.ipynb</span></code></a></p> |
| 308 | </div> | 308 | </div> |
| 309 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 309 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 310 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/dc313f6a0617a04ceea6108f4cde71b6/plot_ica_vs_pca.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_ica_vs_pca.py</span></code></a></p> | 310 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/dc313f6a0617a04ceea6108f4cde71b6/plot_ica_vs_pca.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_ica_vs_pca.py</span></code></a></p> |
| 311 | </div> | 311 | </div> |
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| 318 | </section> | 318 | </section> |
| 319 | </section> | 319 | </section> |
| 320 | ······</div> | 320 | ······</div> |
| 321 | ····<div·class="container"> | 321 | ····<div·class="container"> |
| 322 | ······<footer·class="sk-content-footer"> | 322 | ······<footer·class="sk-content-footer"> |
| 323 | ············©·2007·-·202 | 323 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 324 | ··········<a·href="../../_sources/auto_examples/decomposition/plot_ica_vs_pca.rst.txt"·rel="nofollow">Show·this·page·source</a> | 324 | ··········<a·href="../../_sources/auto_examples/decomposition/plot_ica_vs_pca.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 325 | ······</footer> | 325 | ······</footer> |
| 326 | ····</div> | 326 | ····</div> |
| 327 | ··</div> | 327 | ··</div> |
| 328 | </div> | 328 | </div> |
| 329 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 329 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 126 | plt.title("ICA·recovered·signals") | 126 | plt.title("ICA·recovered·signals") |
| 127 | plt.subplots_adjust(0.09,·0.04,·0.94,·0.94,·0.26,·0.36) | 127 | plt.subplots_adjust(0.09,·0.04,·0.94,·0.94,·0.26,·0.36) |
| 128 | plt.tight_layout() | 128 | plt.tight_layout() |
| 129 | plt.show() | 129 | plt.show() |
| 130 | [True·Independent·Sources,·Observations,·PCA·recovered·signals,·ICA·recovered | 130 | [True·Independent·Sources,·Observations,·PCA·recovered·signals,·ICA·recovered |
| 131 | signals] | 131 | signals] |
| 132 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.4 | 132 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.431·seconds) |
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| 134 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8c_\x8a_\x8__\x8v_\x8s_\x8__\x8p_\x8c_\x8a_\x8._\x8p_\x8y | 134 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8c_\x8a_\x8__\x8v_\x8s_\x8__\x8p_\x8c_\x8a_\x8._\x8p_\x8y |
| 135 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8c_\x8a_\x8__\x8v_\x8s_\x8__\x8p_\x8c_\x8a_\x8._\x8z_\x8i_\x8p | 135 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8c_\x8a_\x8__\x8v_\x8s_\x8__\x8p_\x8c_\x8a_\x8._\x8z_\x8i_\x8p |
| 136 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 136 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 137 | ©·2007·-·202 | 137 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 282 | <span·class="w">···········</span><span·class="pm">~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^</span> | 282 | <span·class="w">···········</span><span·class="pm">~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^</span> |
| 283 | ··File·<span·class="nb">"requests/sessions.py"</span>,·line·<span·class="m">589</span>,·in·<span·class="n">request</span> | 283 | ··File·<span·class="nb">"requests/sessions.py"</span>,·line·<span·class="m">589</span>,·in·<span·class="n">request</span> |
| 284 | <span·class="w">····</span><span·class="n">resp</span>·<span·class="o">=</span>·<span·class="bp">self</span><span·class="o">.</span><span·class="n">send</span><span·class="p">(</span><span·class="n">prep</span><span·class="p">,</span>·<span·class="o">**</span><span·class="n">send_kwargs</span><span·class="p">)</span> | 284 | <span·class="w">····</span><span·class="n">resp</span>·<span·class="o">=</span>·<span·class="bp">self</span><span·class="o">.</span><span·class="n">send</span><span·class="p">(</span><span·class="n">prep</span><span·class="p">,</span>·<span·class="o">**</span><span·class="n">send_kwargs</span><span·class="p">)</span> |
| 285 | ··File·<span·class="nb">"requests/sessions.py"</span>,·line·<span·class="m">703</span>,·in·<span·class="n">send</span> | 285 | ··File·<span·class="nb">"requests/sessions.py"</span>,·line·<span·class="m">703</span>,·in·<span·class="n">send</span> |
| 286 | <span·class="w">····</span><span·class="n">r</span>·<span·class="o">=</span>·<span·class="n">adapter</span><span·class="o">.</span><span·class="n">send</span><span·class="p">(</span><span·class="n">request</span><span·class="p">,</span>·<span·class="o">**</span><span·class="n">kwargs</span><span·class="p">)</span> | 286 | <span·class="w">····</span><span·class="n">r</span>·<span·class="o">=</span>·<span·class="n">adapter</span><span·class="o">.</span><span·class="n">send</span><span·class="p">(</span><span·class="n">request</span><span·class="p">,</span>·<span·class="o">**</span><span·class="n">kwargs</span><span·class="p">)</span> |
| 287 | ··File·<span·class="nb">"requests/adapters.py"</span>,·line·<span·class="m">694</span>,·in·<span·class="n">send</span> | 287 | ··File·<span·class="nb">"requests/adapters.py"</span>,·line·<span·class="m">694</span>,·in·<span·class="n">send</span> |
| 288 | <span·class="w">····</span><span·class="k">raise</span>·<span·class="n">ProxyError</span><span·class="p">(</span><span·class="n">e</span><span·class="p">,</span>·<span·class="n">request</span><span·class="o">=</span><span·class="n">request</span><span·class="p">)</span> | 288 | <span·class="w">····</span><span·class="k">raise</span>·<span·class="n">ProxyError</span><span·class="p">(</span><span·class="n">e</span><span·class="p">,</span>·<span·class="n">request</span><span·class="o">=</span><span·class="n">request</span><span·class="p">)</span> |
| 289 | <span·class="gr">requests.exceptions.ProxyError</span>:·<span·class="n">HTTPSConnectionPool(host='raw.githubusercontent.com',·port=443):·Max·retries·exceeded·with·url:·/scipy/dataset-face/main/face.dat·(Caused·by·ProxyError('Unable·to·connect·to·proxy',·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0x7f | 289 | <span·class="gr">requests.exceptions.ProxyError</span>:·<span·class="n">HTTPSConnectionPool(host='raw.githubusercontent.com',·port=443):·Max·retries·exceeded·with·url:·/scipy/dataset-face/main/face.dat·(Caused·by·ProxyError('Unable·to·connect·to·proxy',·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0x7f74d1052850>:·Failed·to·resolve·'127.0.0.1.9'·([Errno·-3]·Temporary·failure·in·name·resolution)")))</span> |
| 290 | </pre></div> | 290 | </pre></div> |
| 291 | </div> | 291 | </div> |
| 292 | </section> | 292 | </section> |
| 293 | <section·id="display-the-distorted-image"> | 293 | <section·id="display-the-distorted-image"> |
| 294 | <h2>Display·the·distorted·image<a·class="headerlink"·href="#display-the-distorted-image"·title="Link·to·this·heading">¶</a></h2> | 294 | <h2>Display·the·distorted·image<a·class="headerlink"·href="#display-the-distorted-image"·title="Link·to·this·heading">¶</a></h2> |
| 295 | <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="kn">import</span>·<span·class="nn">matplotlib.pyplot</span>·<span·class="k">as</span>·<span·class="nn">plt</span> | 295 | <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="kn">import</span>·<span·class="nn">matplotlib.pyplot</span>·<span·class="k">as</span>·<span·class="nn">plt</span> |
| Offset 410, 15 lines modified | Offset 410, 15 lines modified | ||
| 410 | ····<span·class="n">dt</span>·<span·class="o">=</span>·<span·class="n">time</span><span·class="p">()</span>·<span·class="o">-</span>·<span·class="n">t0</span> | 410 | ····<span·class="n">dt</span>·<span·class="o">=</span>·<span·class="n">time</span><span·class="p">()</span>·<span·class="o">-</span>·<span·class="n">t0</span> |
| 411 | ····<span·class="nb">print</span><span·class="p">(</span><span·class="s2">"done·in·</span><span·class="si">%.2f</span><span·class="s2">s."</span>·<span·class="o">%</span>·<span·class="n">dt</span><span·class="p">)</span> | 411 | ····<span·class="nb">print</span><span·class="p">(</span><span·class="s2">"done·in·</span><span·class="si">%.2f</span><span·class="s2">s."</span>·<span·class="o">%</span>·<span·class="n">dt</span><span·class="p">)</span> |
| 412 | ····<span·class="n">show_with_diff</span><span·class="p">(</span><span·class="n">reconstructions</span><span·class="p">[</span><span·class="n">title</span><span·class="p">],</span>·<span·class="n">raccoon_face</span><span·class="p">,</span>·<span·class="n">title</span>·<span·class="o">+</span>·<span·class="s2">"·(time:·</span><span·class="si">%.1f</span><span·class="s2">s)"</span>·<span·class="o">%</span>·<span·class="n">dt</span><span·class="p">)</span> | 412 | ····<span·class="n">show_with_diff</span><span·class="p">(</span><span·class="n">reconstructions</span><span·class="p">[</span><span·class="n">title</span><span·class="p">],</span>·<span·class="n">raccoon_face</span><span·class="p">,</span>·<span·class="n">title</span>·<span·class="o">+</span>·<span·class="s2">"·(time:·</span><span·class="si">%.1f</span><span·class="s2">s)"</span>·<span·class="o">%</span>·<span·class="n">dt</span><span·class="p">)</span> |
| 413 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 413 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 414 | </pre></div> | 414 | </pre></div> |
| 415 | </div> | 415 | </div> |
| 416 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.00 | 416 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.005·seconds)</p> |
| 417 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-decomposition-plot-image-denoising-py"> | 417 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-decomposition-plot-image-denoising-py"> |
| 418 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 418 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 419 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/f726f6c50f1cc13e1afb7561fa005d16/plot_image_denoising.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_image_denoising.ipynb</span></code></a></p> | 419 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/f726f6c50f1cc13e1afb7561fa005d16/plot_image_denoising.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_image_denoising.ipynb</span></code></a></p> |
| 420 | </div> | 420 | </div> |
| 421 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 421 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 422 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/149ff4a0ff65a845f675cc7a0fcb86ea/plot_image_denoising.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_image_denoising.py</span></code></a></p> | 422 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/149ff4a0ff65a845f675cc7a0fcb86ea/plot_image_denoising.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_image_denoising.py</span></code></a></p> |
| 423 | </div> | 423 | </div> |
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| 430 | </section> | 430 | </section> |
| 431 | </section> | 431 | </section> |
| 432 | ······</div> | 432 | ······</div> |
| 433 | ····<div·class="container"> | 433 | ····<div·class="container"> |
| 434 | ······<footer·class="sk-content-footer"> | 434 | ······<footer·class="sk-content-footer"> |
| 435 | ············©·2007·-·202 | 435 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 436 | ··········<a·href="../../_sources/auto_examples/decomposition/plot_image_denoising.rst.txt"·rel="nofollow">Show·this·page·source</a> | 436 | ··········<a·href="../../_sources/auto_examples/decomposition/plot_image_denoising.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 437 | ······</footer> | 437 | ······</footer> |
| 438 | ····</div> | 438 | ····</div> |
| 439 | ··</div> | 439 | ··</div> |
| 440 | </div> | 440 | </div> |
| 441 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 441 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 119 | ····r·=·adapter.send(request,·**kwargs) | 119 | ····r·=·adapter.send(request,·**kwargs) |
| 120 | ··File·"requests/adapters.py",·line·694,·in·send | 120 | ··File·"requests/adapters.py",·line·694,·in·send |
| 121 | ····raise·ProxyError(e,·request=request) | 121 | ····raise·ProxyError(e,·request=request) |
| 122 | requests.exceptions.ProxyError:·HTTPSConnectionPool | 122 | requests.exceptions.ProxyError:·HTTPSConnectionPool |
| 123 | (host='raw.githubusercontent.com',·port=443):·Max·retries·exceeded·with·url:·/ | 123 | (host='raw.githubusercontent.com',·port=443):·Max·retries·exceeded·with·url:·/ |
| 124 | scipy/dataset-face/main/face.dat·(Caused·by·ProxyError('Unable·to·connect·to | 124 | scipy/dataset-face/main/face.dat·(Caused·by·ProxyError('Unable·to·connect·to |
| 125 | proxy',·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at | 125 | proxy',·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at |
| 126 | 0x7f | 126 | 0x7f74d1052850>:·Failed·to·resolve·'127.0.0.1.9'·([Errno·-3]·Temporary·failure |
| 127 | in·name·resolution)"))) | 127 | in·name·resolution)"))) |
| 128 | *\x8**\x8**\x8**\x8**\x8*·D\x8Di\x8is\x8sp\x8pl\x8la\x8ay\x8y·t\x8th\x8he\x8e·d\x8di\x8is\x8st\x8to\x8or\x8rt\x8te\x8ed\x8d·i\x8im\x8ma\x8ag\x8ge\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 128 | *\x8**\x8**\x8**\x8**\x8*·D\x8Di\x8is\x8sp\x8pl\x8la\x8ay\x8y·t\x8th\x8he\x8e·d\x8di\x8is\x8st\x8to\x8or\x8rt\x8te\x8ed\x8d·i\x8im\x8ma\x8ag\x8ge\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 129 | import·matplotlib.pyplot·as·plt | 129 | import·matplotlib.pyplot·as·plt |
| 130 | def·show_with_diff(image,·reference,·title): | 130 | def·show_with_diff(image,·reference,·title): |
| 131 | ····"""Helper·function·to·display·denoising""" | 131 | ····"""Helper·function·to·display·denoising""" |
| Offset 237, 13 lines modified | Offset 237, 13 lines modified | ||
| 237 | ····) | 237 | ····) |
| 238 | ····dt·=·time()·-·t0 | 238 | ····dt·=·time()·-·t0 |
| 239 | ····print("done·in·%.2fs."·%·dt) | 239 | ····print("done·in·%.2fs."·%·dt) |
| 240 | ····show_with_diff(reconstructions[title],·raccoon_face,·title·+·"·(time: | 240 | ····show_with_diff(reconstructions[title],·raccoon_face,·title·+·"·(time: |
| 241 | %.1fs)"·%·dt) | 241 | %.1fs)"·%·dt) |
| 242 | plt.show() | 242 | plt.show() |
| 243 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.00 | 243 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.005·seconds) |
| 244 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8m_\x8a_\x8g_\x8e_\x8__\x8d_\x8e_\x8n_\x8o_\x8i_\x8s_\x8i_\x8n_\x8g_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 244 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8m_\x8a_\x8g_\x8e_\x8__\x8d_\x8e_\x8n_\x8o_\x8i_\x8s_\x8i_\x8n_\x8g_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 245 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8m_\x8a_\x8g_\x8e_\x8__\x8d_\x8e_\x8n_\x8o_\x8i_\x8s_\x8i_\x8n_\x8g_\x8._\x8p_\x8y | 245 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8m_\x8a_\x8g_\x8e_\x8__\x8d_\x8e_\x8n_\x8o_\x8i_\x8s_\x8i_\x8n_\x8g_\x8._\x8p_\x8y |
| 246 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8m_\x8a_\x8g_\x8e_\x8__\x8d_\x8e_\x8n_\x8o_\x8i_\x8s_\x8i_\x8n_\x8g_\x8._\x8z_\x8i_\x8p | 246 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8m_\x8a_\x8g_\x8e_\x8__\x8d_\x8e_\x8n_\x8o_\x8i_\x8s_\x8i_\x8n_\x8g_\x8._\x8z_\x8i_\x8p |
| 247 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 247 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 248 | ©·2007·-·202 | 248 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 248 | ········<span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="n">title</span>·<span·class="o">+</span>·<span·class="s2">"·of·iris·dataset"</span><span·class="p">)</span> | 248 | ········<span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="n">title</span>·<span·class="o">+</span>·<span·class="s2">"·of·iris·dataset"</span><span·class="p">)</span> |
| 249 | ····<span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span><span·class="n">loc</span><span·class="o">=</span><span·class="s2">"best"</span><span·class="p">,</span>·<span·class="n">shadow</span><span·class="o">=</span><span·class="kc">False</span><span·class="p">,</span>·<span·class="n">scatterpoints</span><span·class="o">=</span><span·class="mi">1</span><span·class="p">)</span> | 249 | ····<span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span><span·class="n">loc</span><span·class="o">=</span><span·class="s2">"best"</span><span·class="p">,</span>·<span·class="n">shadow</span><span·class="o">=</span><span·class="kc">False</span><span·class="p">,</span>·<span·class="n">scatterpoints</span><span·class="o">=</span><span·class="mi">1</span><span·class="p">)</span> |
| 250 | ····<span·class="n">plt</span><span·class="o">.</span><span·class="n">axis</span><span·class="p">([</span><span·class="o">-</span><span·class="mi">4</span><span·class="p">,</span>·<span·class="mi">4</span><span·class="p">,</span>·<span·class="o">-</span><span·class="mf">1.5</span><span·class="p">,</span>·<span·class="mf">1.5</span><span·class="p">])</span> | 250 | ····<span·class="n">plt</span><span·class="o">.</span><span·class="n">axis</span><span·class="p">([</span><span·class="o">-</span><span·class="mi">4</span><span·class="p">,</span>·<span·class="mi">4</span><span·class="p">,</span>·<span·class="o">-</span><span·class="mf">1.5</span><span·class="p">,</span>·<span·class="mf">1.5</span><span·class="p">])</span> |
| 251 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 251 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 252 | </pre></div> | 252 | </pre></div> |
| 253 | </div> | 253 | </div> |
| 254 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.2 | 254 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.257·seconds)</p> |
| 255 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-decomposition-plot-incremental-pca-py"> | 255 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-decomposition-plot-incremental-pca-py"> |
| 256 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 256 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 257 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/1e455640a8ffb0f44808048624f12d3d/plot_incremental_pca.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_incremental_pca.ipynb</span></code></a></p> | 257 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/1e455640a8ffb0f44808048624f12d3d/plot_incremental_pca.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_incremental_pca.ipynb</span></code></a></p> |
| 258 | </div> | 258 | </div> |
| 259 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 259 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 260 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/84013ce9dfea94b493c87cb1413fc3bf/plot_incremental_pca.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_incremental_pca.py</span></code></a></p> | 260 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/84013ce9dfea94b493c87cb1413fc3bf/plot_incremental_pca.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_incremental_pca.py</span></code></a></p> |
| 261 | </div> | 261 | </div> |
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| 267 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 267 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 268 | </section> | 268 | </section> |
| 269 | ······</div> | 269 | ······</div> |
| 270 | ····<div·class="container"> | 270 | ····<div·class="container"> |
| 271 | ······<footer·class="sk-content-footer"> | 271 | ······<footer·class="sk-content-footer"> |
| 272 | ············©·2007·-·202 | 272 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 273 | ··········<a·href="../../_sources/auto_examples/decomposition/plot_incremental_pca.rst.txt"·rel="nofollow">Show·this·page·source</a> | 273 | ··········<a·href="../../_sources/auto_examples/decomposition/plot_incremental_pca.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 274 | ······</footer> | 274 | ······</footer> |
| 275 | ····</div> | 275 | ····</div> |
| 276 | ··</div> | 276 | ··</div> |
| 277 | </div> | 277 | </div> |
| 278 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 278 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 83 | %·err) | 83 | %·err) |
| 84 | ····else: | 84 | ····else: |
| 85 | ········plt.title(title·+·"·of·iris·dataset") | 85 | ········plt.title(title·+·"·of·iris·dataset") |
| 86 | ····plt.legend(loc="best",·shadow=False,·scatterpoints=1) | 86 | ····plt.legend(loc="best",·shadow=False,·scatterpoints=1) |
| 87 | ····plt.axis([-4,·4,·-1.5,·1.5]) | 87 | ····plt.axis([-4,·4,·-1.5,·1.5]) |
| 88 | plt.show() | 88 | plt.show() |
| 89 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.2 | 89 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.257·seconds) |
| 90 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8n_\x8c_\x8r_\x8e_\x8m_\x8e_\x8n_\x8t_\x8a_\x8l_\x8__\x8p_\x8c_\x8a_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 90 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8n_\x8c_\x8r_\x8e_\x8m_\x8e_\x8n_\x8t_\x8a_\x8l_\x8__\x8p_\x8c_\x8a_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 91 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8n_\x8c_\x8r_\x8e_\x8m_\x8e_\x8n_\x8t_\x8a_\x8l_\x8__\x8p_\x8c_\x8a_\x8._\x8p_\x8y | 91 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8n_\x8c_\x8r_\x8e_\x8m_\x8e_\x8n_\x8t_\x8a_\x8l_\x8__\x8p_\x8c_\x8a_\x8._\x8p_\x8y |
| 92 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8n_\x8c_\x8r_\x8e_\x8m_\x8e_\x8n_\x8t_\x8a_\x8l_\x8__\x8p_\x8c_\x8a_\x8._\x8z_\x8i_\x8p | 92 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8n_\x8c_\x8r_\x8e_\x8m_\x8e_\x8n_\x8t_\x8a_\x8l_\x8__\x8p_\x8c_\x8a_\x8._\x8z_\x8i_\x8p |
| 93 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 93 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 94 | ©·2007·-·202 | 94 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 340 | space.·This·method·therefore·comes·with·an·approximation·introducing·small | 340 | space.·This·method·therefore·comes·with·an·approximation·introducing·small |
| 341 | differences·when·back·projecting·in·the·original·feature·space.</p> | 341 | differences·when·back·projecting·in·the·original·feature·space.</p> |
| 342 | <p>To·improve·the·reconstruction·using | 342 | <p>To·improve·the·reconstruction·using |
| 343 | <a·class="reference·internal"·href="../../modules/generated/sklearn.decomposition.KernelPCA.html#sklearn.decomposition.KernelPCA.inverse_transform"·title="sklearn.decomposition.KernelPCA.inverse_transform"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">inverse_transform</span></code></a>,·one·can·tune | 343 | <a·class="reference·internal"·href="../../modules/generated/sklearn.decomposition.KernelPCA.html#sklearn.decomposition.KernelPCA.inverse_transform"·title="sklearn.decomposition.KernelPCA.inverse_transform"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">inverse_transform</span></code></a>,·one·can·tune |
| 344 | <code·class="docutils·literal·notranslate"><span·class="pre">alpha</span></code>·in·<a·class="reference·internal"·href="../../modules/generated/sklearn.decomposition.KernelPCA.html#sklearn.decomposition.KernelPCA"·title="sklearn.decomposition.KernelPCA"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">KernelPCA</span></code></a>,·the·regularization·term | 344 | <code·class="docutils·literal·notranslate"><span·class="pre">alpha</span></code>·in·<a·class="reference·internal"·href="../../modules/generated/sklearn.decomposition.KernelPCA.html#sklearn.decomposition.KernelPCA"·title="sklearn.decomposition.KernelPCA"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">KernelPCA</span></code></a>,·the·regularization·term |
| 345 | which·controls·the·reliance·on·the·training·data·during·the·training·of | 345 | which·controls·the·reliance·on·the·training·data·during·the·training·of |
| 346 | the·mapping.</p> | 346 | the·mapping.</p> |
| 347 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1.4 | 347 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1.419·seconds)</p> |
| 348 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-decomposition-plot-kernel-pca-py"> | 348 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-decomposition-plot-kernel-pca-py"> |
| 349 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 349 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 350 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/c0a901203201090b01ac6d929a31ce08/plot_kernel_pca.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_kernel_pca.ipynb</span></code></a></p> | 350 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/c0a901203201090b01ac6d929a31ce08/plot_kernel_pca.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_kernel_pca.ipynb</span></code></a></p> |
| 351 | </div> | 351 | </div> |
| 352 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 352 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 353 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/023324c27491610e7c0ccff87c59abf9/plot_kernel_pca.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_kernel_pca.py</span></code></a></p> | 353 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/023324c27491610e7c0ccff87c59abf9/plot_kernel_pca.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_kernel_pca.py</span></code></a></p> |
| 354 | </div> | 354 | </div> |
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| 360 | </section> | 360 | </section> |
| 361 | </section> | 361 | </section> |
| 362 | ······</div> | 362 | ······</div> |
| 363 | ····<div·class="container"> | 363 | ····<div·class="container"> |
| 364 | ······<footer·class="sk-content-footer"> | 364 | ······<footer·class="sk-content-footer"> |
| 365 | ············©·2007·-·202 | 365 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 366 | ··········<a·href="../../_sources/auto_examples/decomposition/plot_kernel_pca.rst.txt"·rel="nofollow">Show·this·page·source</a> | 366 | ··········<a·href="../../_sources/auto_examples/decomposition/plot_kernel_pca.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 367 | ······</footer> | 367 | ······</footer> |
| 368 | ····</div> | 368 | ····</div> |
| 369 | ··</div> | 369 | ··</div> |
| 370 | </div> | 370 | </div> |
| 371 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 371 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 161 | an·exact·reconstruction.·Instead,·a·_\x8K_\x8e_\x8r_\x8n_\x8e_\x8l_\x8R_\x8i_\x8d_\x8g_\x8e·is·internally·trained·to·learn | 161 | an·exact·reconstruction.·Instead,·a·_\x8K_\x8e_\x8r_\x8n_\x8e_\x8l_\x8R_\x8i_\x8d_\x8g_\x8e·is·internally·trained·to·learn |
| 162 | a·mapping·from·the·kernalized·PCA·basis·to·the·original·feature·space.·This | 162 | a·mapping·from·the·kernalized·PCA·basis·to·the·original·feature·space.·This |
| 163 | method·therefore·comes·with·an·approximation·introducing·small·differences·when | 163 | method·therefore·comes·with·an·approximation·introducing·small·differences·when |
| 164 | back·projecting·in·the·original·feature·space. | 164 | back·projecting·in·the·original·feature·space. |
| 165 | To·improve·the·reconstruction·using·_\x8i_\x8n_\x8v_\x8e_\x8r_\x8s_\x8e_\x8__\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m,·one·can·tune·alpha·in | 165 | To·improve·the·reconstruction·using·_\x8i_\x8n_\x8v_\x8e_\x8r_\x8s_\x8e_\x8__\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m,·one·can·tune·alpha·in |
| 166 | _\x8K_\x8e_\x8r_\x8n_\x8e_\x8l_\x8P_\x8C_\x8A,·the·regularization·term·which·controls·the·reliance·on·the·training | 166 | _\x8K_\x8e_\x8r_\x8n_\x8e_\x8l_\x8P_\x8C_\x8A,·the·regularization·term·which·controls·the·reliance·on·the·training |
| 167 | data·during·the·training·of·the·mapping. | 167 | data·during·the·training·of·the·mapping. |
| 168 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1.4 | 168 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1.419·seconds) |
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| 170 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8__\x8p_\x8c_\x8a_\x8._\x8p_\x8y | 170 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8__\x8p_\x8c_\x8a_\x8._\x8p_\x8y |
| 171 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8__\x8p_\x8c_\x8a_\x8._\x8z_\x8i_\x8p | 171 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8__\x8p_\x8c_\x8a_\x8._\x8z_\x8i_\x8p |
| 172 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 172 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 173 | ©·2007·-·202 | 173 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 10 | <meta·property="og:title"·content="PCA·example·with·Iris·Data-set"·/> | 10 | <meta·property="og:title"·content="PCA·example·with·Iris·Data-set"·/> |
| 11 | <meta·property="og:type"·content="website"·/> | 11 | <meta·property="og:type"·content="website"·/> |
| 12 | <meta·property="og:url"·content="https://scikit-learn/stable/auto_examples/decomposition/plot_pca_iris.html"·/> | 12 | <meta·property="og:url"·content="https://scikit-learn/stable/auto_examples/decomposition/plot_pca_iris.html"·/> |
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| 14 | <meta·property="og:description"·content="Principal·Component·Analysis·applied·to·the·Iris·dataset.·See·here·for·more·information·on·this·dataset.·Total·running·time·of·the·script:(0·minutes·0.09 | 14 | <meta·property="og:description"·content="Principal·Component·Analysis·applied·to·the·Iris·dataset.·See·here·for·more·information·on·this·dataset.·Total·running·time·of·the·script:(0·minutes·0.091·seconds)·Download·Jupyter·notebook:·plot_p..."·/> |
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| 17 | <meta·name="description"·content="Principal·Component·Analysis·applied·to·the·Iris·dataset.·See·here·for·more·information·on·this·dataset.·Total·running·time·of·the·script:(0·minutes·0.09 | 17 | <meta·name="description"·content="Principal·Component·Analysis·applied·to·the·Iris·dataset.·See·here·for·more·information·on·this·dataset.·Total·running·time·of·the·script:(0·minutes·0.091·seconds)·Download·Jupyter·notebook:·plot_p..."·/> |
| 18 | ··<meta·name="viewport"·content="width=device-width,·initial-scale=1.0"> | 18 | ··<meta·name="viewport"·content="width=device-width,·initial-scale=1.0"> |
| 19 | ·· | 19 | ·· |
| 20 | ··<title>PCA·example·with·Iris·Data-set·—·scikit-learn·1.4.2·documentation</title> | 20 | ··<title>PCA·example·with·Iris·Data-set·—·scikit-learn·1.4.2·documentation</title> |
| 21 | ·· | 21 | ·· |
| 22 | ··<link·rel="canonical"·href="https://scikit-learn.org/stable/auto_examples/decomposition/plot_pca_iris.html"·/> | 22 | ··<link·rel="canonical"·href="https://scikit-learn.org/stable/auto_examples/decomposition/plot_pca_iris.html"·/> |
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| 241 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">xaxis</span><span·class="o">.</span><span·class="n">set_ticklabels</span><span·class="p">([])</span> | 241 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">xaxis</span><span·class="o">.</span><span·class="n">set_ticklabels</span><span·class="p">([])</span> |
| 242 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">yaxis</span><span·class="o">.</span><span·class="n">set_ticklabels</span><span·class="p">([])</span> | 242 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">yaxis</span><span·class="o">.</span><span·class="n">set_ticklabels</span><span·class="p">([])</span> |
| 243 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">zaxis</span><span·class="o">.</span><span·class="n">set_ticklabels</span><span·class="p">([])</span> | 243 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">zaxis</span><span·class="o">.</span><span·class="n">set_ticklabels</span><span·class="p">([])</span> |
| 244 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 244 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 245 | </pre></div> | 245 | </pre></div> |
| 246 | </div> | 246 | </div> |
| 247 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.09 | 247 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.091·seconds)</p> |
| 248 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-decomposition-plot-pca-iris-py"> | 248 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-decomposition-plot-pca-iris-py"> |
| 249 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 249 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 250 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/46b6a23d83637bf0f381ce9d8c528aa2/plot_pca_iris.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_pca_iris.ipynb</span></code></a></p> | 250 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/46b6a23d83637bf0f381ce9d8c528aa2/plot_pca_iris.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_pca_iris.ipynb</span></code></a></p> |
| 251 | </div> | 251 | </div> |
| 252 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 252 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 253 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/1168f82083b3e70f31672e7c33738f8d/plot_pca_iris.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_pca_iris.py</span></code></a></p> | 253 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/1168f82083b3e70f31672e7c33738f8d/plot_pca_iris.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_pca_iris.py</span></code></a></p> |
| 254 | </div> | 254 | </div> |
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| 260 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 260 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 261 | </section> | 261 | </section> |
| 262 | ······</div> | 262 | ······</div> |
| 263 | ····<div·class="container"> | 263 | ····<div·class="container"> |
| 264 | ······<footer·class="sk-content-footer"> | 264 | ······<footer·class="sk-content-footer"> |
| 265 | ············©·2007·-·202 | 265 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 266 | ··········<a·href="../../_sources/auto_examples/decomposition/plot_pca_iris.rst.txt"·rel="nofollow">Show·this·page·source</a> | 266 | ··········<a·href="../../_sources/auto_examples/decomposition/plot_pca_iris.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 268 | ····</div> | 268 | ····</div> |
| 269 | ··</div> | 269 | ··</div> |
| 270 | </div> | 270 | </div> |
| 271 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 271 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 78 | edgecolor="k") | 78 | edgecolor="k") |
| 79 | ax.xaxis.set_ticklabels([]) | 79 | ax.xaxis.set_ticklabels([]) |
| 80 | ax.yaxis.set_ticklabels([]) | 80 | ax.yaxis.set_ticklabels([]) |
| 81 | ax.zaxis.set_ticklabels([]) | 81 | ax.zaxis.set_ticklabels([]) |
| 82 | plt.show() | 82 | plt.show() |
| 83 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.09 | 83 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.091·seconds) |
| 84 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8c_\x8a_\x8__\x8i_\x8r_\x8i_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 84 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8c_\x8a_\x8__\x8i_\x8r_\x8i_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 85 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8c_\x8a_\x8__\x8i_\x8r_\x8i_\x8s_\x8._\x8p_\x8y | 85 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8c_\x8a_\x8__\x8i_\x8r_\x8i_\x8s_\x8._\x8p_\x8y |
| 86 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8c_\x8a_\x8__\x8i_\x8r_\x8i_\x8s_\x8._\x8z_\x8i_\x8p | 86 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8c_\x8a_\x8__\x8i_\x8r_\x8i_\x8s_\x8._\x8z_\x8i_\x8p |
| 87 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 87 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 88 | ©·2007·-·202 | 88 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 340 | best·n_components·by·FactorAnalysis·CV·=·5 | 340 | best·n_components·by·FactorAnalysis·CV·=·5 |
| 341 | best·n_components·by·PCA·MLE·=·5 | 341 | best·n_components·by·PCA·MLE·=·5 |
| 342 | best·n_components·by·PCA·CV·=·20 | 342 | best·n_components·by·PCA·CV·=·20 |
| 343 | best·n_components·by·FactorAnalysis·CV·=·5 | 343 | best·n_components·by·FactorAnalysis·CV·=·5 |
| 344 | best·n_components·by·PCA·MLE·=·18 | 344 | best·n_components·by·PCA·MLE·=·18 |
| 345 | </pre></div> | 345 | </pre></div> |
| 346 | </div> | 346 | </div> |
| 347 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·7.2 | 347 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·7.216·seconds)</p> |
| 348 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-decomposition-plot-pca-vs-fa-model-selection-py"> | 348 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-decomposition-plot-pca-vs-fa-model-selection-py"> |
| 349 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 349 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 350 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/0c988b0c2bea0040fec13fe1055db95c/plot_pca_vs_fa_model_selection.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_pca_vs_fa_model_selection.ipynb</span></code></a></p> | 350 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/0c988b0c2bea0040fec13fe1055db95c/plot_pca_vs_fa_model_selection.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_pca_vs_fa_model_selection.ipynb</span></code></a></p> |
| 351 | </div> | 351 | </div> |
| 352 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 352 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 353 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/79ed9713970355da938b86bf77fcefa5/plot_pca_vs_fa_model_selection.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_pca_vs_fa_model_selection.py</span></code></a></p> | 353 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/79ed9713970355da938b86bf77fcefa5/plot_pca_vs_fa_model_selection.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_pca_vs_fa_model_selection.py</span></code></a></p> |
| 354 | </div> | 354 | </div> |
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| 360 | </section> | 360 | </section> |
| 361 | </section> | 361 | </section> |
| 362 | ······</div> | 362 | ······</div> |
| 363 | ····<div·class="container"> | 363 | ····<div·class="container"> |
| 364 | ······<footer·class="sk-content-footer"> | 364 | ······<footer·class="sk-content-footer"> |
| 365 | ············©·2007·-·202 | 365 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 366 | ··········<a·href="../../_sources/auto_examples/decomposition/plot_pca_vs_fa_model_selection.rst.txt"·rel="nofollow">Show·this·page·source</a> | 366 | ··········<a·href="../../_sources/auto_examples/decomposition/plot_pca_vs_fa_model_selection.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 367 | ······</footer> | 367 | ······</footer> |
| 368 | ····</div> | 368 | ····</div> |
| 369 | ··</div> | 369 | ··</div> |
| 370 | </div> | 370 | </div> |
| 371 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 371 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 162 | ····*·[Heteroscedastic·Noise] | 162 | ····*·[Heteroscedastic·Noise] |
| 163 | best·n_components·by·PCA·CV·=·5 | 163 | best·n_components·by·PCA·CV·=·5 |
| 164 | best·n_components·by·FactorAnalysis·CV·=·5 | 164 | best·n_components·by·FactorAnalysis·CV·=·5 |
| 165 | best·n_components·by·PCA·MLE·=·5 | 165 | best·n_components·by·PCA·MLE·=·5 |
| 166 | best·n_components·by·PCA·CV·=·20 | 166 | best·n_components·by·PCA·CV·=·20 |
| 167 | best·n_components·by·FactorAnalysis·CV·=·5 | 167 | best·n_components·by·FactorAnalysis·CV·=·5 |
| 168 | best·n_components·by·PCA·MLE·=·18 | 168 | best·n_components·by·PCA·MLE·=·18 |
| 169 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·7.2 | 169 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·7.216·seconds) |
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| 171 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8c_\x8a_\x8__\x8v_\x8s_\x8__\x8f_\x8a_\x8__\x8m_\x8o_\x8d_\x8e_\x8l_\x8__\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y | 171 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8c_\x8a_\x8__\x8v_\x8s_\x8__\x8f_\x8a_\x8__\x8m_\x8o_\x8d_\x8e_\x8l_\x8__\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y |
| 172 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8c_\x8a_\x8__\x8v_\x8s_\x8__\x8f_\x8a_\x8__\x8m_\x8o_\x8d_\x8e_\x8l_\x8__\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p | 172 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8c_\x8a_\x8__\x8v_\x8s_\x8__\x8f_\x8a_\x8__\x8m_\x8o_\x8d_\x8e_\x8l_\x8__\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p |
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| 174 | ©·2007·-·202 | 174 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 255 | ····<span·class="p">)</span> | 255 | ····<span·class="p">)</span> |
| 256 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span><span·class="n">loc</span><span·class="o">=</span><span·class="s2">"best"</span><span·class="p">,</span>·<span·class="n">shadow</span><span·class="o">=</span><span·class="kc">False</span><span·class="p">,</span>·<span·class="n">scatterpoints</span><span·class="o">=</span><span·class="mi">1</span><span·class="p">)</span> | 256 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span><span·class="n">loc</span><span·class="o">=</span><span·class="s2">"best"</span><span·class="p">,</span>·<span·class="n">shadow</span><span·class="o">=</span><span·class="kc">False</span><span·class="p">,</span>·<span·class="n">scatterpoints</span><span·class="o">=</span><span·class="mi">1</span><span·class="p">)</span> |
| 257 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"LDA·of·IRIS·dataset"</span><span·class="p">)</span> | 257 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"LDA·of·IRIS·dataset"</span><span·class="p">)</span> |
| 258 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 258 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 259 | </pre></div> | 259 | </pre></div> |
| 260 | </div> | 260 | </div> |
| 261 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.2 | 261 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.217·seconds)</p> |
| 262 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-decomposition-plot-pca-vs-lda-py"> | 262 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-decomposition-plot-pca-vs-lda-py"> |
| 263 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 263 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 264 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/24a2d942938af474165a1cab2179d64d/plot_pca_vs_lda.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_pca_vs_lda.ipynb</span></code></a></p> | 264 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/24a2d942938af474165a1cab2179d64d/plot_pca_vs_lda.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_pca_vs_lda.ipynb</span></code></a></p> |
| 265 | </div> | 265 | </div> |
| 266 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 266 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 267 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/1c72371dcc2add3178503d130a25cd74/plot_pca_vs_lda.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_pca_vs_lda.py</span></code></a></p> | 267 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/1c72371dcc2add3178503d130a25cd74/plot_pca_vs_lda.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_pca_vs_lda.py</span></code></a></p> |
| 268 | </div> | 268 | </div> |
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| 274 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 274 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 275 | </section> | 275 | </section> |
| 276 | ······</div> | 276 | ······</div> |
| 277 | ····<div·class="container"> | 277 | ····<div·class="container"> |
| 278 | ······<footer·class="sk-content-footer"> | 278 | ······<footer·class="sk-content-footer"> |
| 279 | ············©·2007·-·202 | 279 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 280 | ··········<a·href="../../_sources/auto_examples/decomposition/plot_pca_vs_lda.rst.txt"·rel="nofollow">Show·this·page·source</a> | 280 | ··········<a·href="../../_sources/auto_examples/decomposition/plot_pca_vs_lda.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 281 | ······</footer> | 281 | ······</footer> |
| 282 | ····</div> | 282 | ····</div> |
| 283 | ··</div> | 283 | ··</div> |
| 284 | </div> | 284 | </div> |
| 285 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 285 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 87 | ········X_r2[y·==·i,·0],·X_r2[y·==·i,·1],·alpha=0.8,·color=color, | 87 | ········X_r2[y·==·i,·0],·X_r2[y·==·i,·1],·alpha=0.8,·color=color, |
| 88 | label=target_name | 88 | label=target_name |
| 89 | ····) | 89 | ····) |
| 90 | plt.legend(loc="best",·shadow=False,·scatterpoints=1) | 90 | plt.legend(loc="best",·shadow=False,·scatterpoints=1) |
| 91 | plt.title("LDA·of·IRIS·dataset") | 91 | plt.title("LDA·of·IRIS·dataset") |
| 92 | plt.show() | 92 | plt.show() |
| 93 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.2 | 93 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.217·seconds) |
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| 97 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 97 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 98 | ©·2007·-·202 | 98 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 303 | ····<span·class="n">plt</span><span·class="o">.</span><span·class="n">axis</span><span·class="p">(</span><span·class="s2">"tight"</span><span·class="p">)</span> | 303 | ····<span·class="n">plt</span><span·class="o">.</span><span·class="n">axis</span><span·class="p">(</span><span·class="s2">"tight"</span><span·class="p">)</span> |
| 304 | ····<span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span><span·class="n">shadow</span><span·class="o">=</span><span·class="kc">False</span><span·class="p">,</span>·<span·class="n">loc</span><span·class="o">=</span><span·class="s2">"best"</span><span·class="p">)</span> | 304 | ····<span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span><span·class="n">shadow</span><span·class="o">=</span><span·class="kc">False</span><span·class="p">,</span>·<span·class="n">loc</span><span·class="o">=</span><span·class="s2">"best"</span><span·class="p">)</span> |
| 305 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">subplots_adjust</span><span·class="p">(</span><span·class="mf">0.04</span><span·class="p">,</span>·<span·class="mf">0.07</span><span·class="p">,</span>·<span·class="mf">0.97</span><span·class="p">,</span>·<span·class="mf">0.90</span><span·class="p">,</span>·<span·class="mf">0.09</span><span·class="p">,</span>·<span·class="mf">0.2</span><span·class="p">)</span> | 305 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">subplots_adjust</span><span·class="p">(</span><span·class="mf">0.04</span><span·class="p">,</span>·<span·class="mf">0.07</span><span·class="p">,</span>·<span·class="mf">0.97</span><span·class="p">,</span>·<span·class="mf">0.90</span><span·class="p">,</span>·<span·class="mf">0.09</span><span·class="p">,</span>·<span·class="mf">0.2</span><span·class="p">)</span> |
| 306 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 306 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 307 | </pre></div> | 307 | </pre></div> |
| 308 | </div> | 308 | </div> |
| 309 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.5 | 309 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.575·seconds)</p> |
| 310 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-decomposition-plot-sparse-coding-py"> | 310 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-decomposition-plot-sparse-coding-py"> |
| 311 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 311 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 312 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/c763870a5d2681d445fc65fcf63bba31/plot_sparse_coding.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_sparse_coding.ipynb</span></code></a></p> | 312 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/c763870a5d2681d445fc65fcf63bba31/plot_sparse_coding.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_sparse_coding.ipynb</span></code></a></p> |
| 313 | </div> | 313 | </div> |
| 314 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 314 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 315 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/2a14e362a70d246e83fa6a89ca069cee/plot_sparse_coding.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_sparse_coding.py</span></code></a></p> | 315 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/2a14e362a70d246e83fa6a89ca069cee/plot_sparse_coding.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_sparse_coding.py</span></code></a></p> |
| 316 | </div> | 316 | </div> |
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| 321 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 321 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 322 | </section> | 322 | </section> |
| 323 | ······</div> | 323 | ······</div> |
| 324 | ····<div·class="container"> | 324 | ····<div·class="container"> |
| 325 | ······<footer·class="sk-content-footer"> | 325 | ······<footer·class="sk-content-footer"> |
| 326 | ············©·2007·-·202 | 326 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 327 | ··········<a·href="../../_sources/auto_examples/decomposition/plot_sparse_coding.rst.txt"·rel="nofollow">Show·this·page·source</a> | 327 | ··········<a·href="../../_sources/auto_examples/decomposition/plot_sparse_coding.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 328 | ······</footer> | 328 | ······</footer> |
| 329 | ····</div> | 329 | ····</div> |
| 330 | ··</div> | 330 | ··</div> |
| 331 | </div> | 331 | </div> |
| 332 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 332 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 144 | ········%·(len(idx),·squared_error), | 144 | ········%·(len(idx),·squared_error), |
| 145 | ····) | 145 | ····) |
| 146 | ····plt.axis("tight") | 146 | ····plt.axis("tight") |
| 147 | ····plt.legend(shadow=False,·loc="best") | 147 | ····plt.legend(shadow=False,·loc="best") |
| 148 | plt.subplots_adjust(0.04,·0.07,·0.97,·0.90,·0.09,·0.2) | 148 | plt.subplots_adjust(0.04,·0.07,·0.97,·0.90,·0.09,·0.2) |
| 149 | plt.show() | 149 | plt.show() |
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| 152 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8__\x8c_\x8o_\x8d_\x8i_\x8n_\x8g_\x8._\x8p_\x8y | 152 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8__\x8c_\x8o_\x8d_\x8i_\x8n_\x8g_\x8._\x8p_\x8y |
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| 154 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 154 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 155 | ©·2007·-·202 | 155 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 285 | [[·0.98633022·-0.05752333] | 285 | [[·0.98633022·-0.05752333] |
| 286 | ·[-0.16052385·-0.67443065] | 286 | ·[-0.16052385·-0.67443065] |
| 287 | ·[·0.90809432··0.41726413] | 287 | ·[·0.90809432··0.41726413] |
| 288 | ·[·0.85857475··0.43847489]] | 288 | ·[·0.85857475··0.43847489]] |
| 289 | </pre></div> | 289 | </pre></div> |
| 290 | </div> | 290 | </div> |
| 291 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0. | 291 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.481·seconds)</p> |
| 292 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-decomposition-plot-varimax-fa-py"> | 292 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-decomposition-plot-varimax-fa-py"> |
| 293 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 293 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 294 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/7716523ca12b85a020d7a525dff641cc/plot_varimax_fa.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_varimax_fa.ipynb</span></code></a></p> | 294 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/7716523ca12b85a020d7a525dff641cc/plot_varimax_fa.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_varimax_fa.ipynb</span></code></a></p> |
| 295 | </div> | 295 | </div> |
| 296 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 296 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 297 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/e953392bd366ce4c91e2993b65d310dd/plot_varimax_fa.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_varimax_fa.py</span></code></a></p> | 297 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/e953392bd366ce4c91e2993b65d310dd/plot_varimax_fa.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_varimax_fa.py</span></code></a></p> |
| 298 | </div> | 298 | </div> |
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| 304 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 304 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 305 | </section> | 305 | </section> |
| 306 | ······</div> | 306 | ······</div> |
| 307 | ····<div·class="container"> | 307 | ····<div·class="container"> |
| 308 | ······<footer·class="sk-content-footer"> | 308 | ······<footer·class="sk-content-footer"> |
| 309 | ············©·2007·-·202 | 309 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 310 | ··········<a·href="../../_sources/auto_examples/decomposition/plot_varimax_fa.rst.txt"·rel="nofollow">Show·this·page·source</a> | 310 | ··········<a·href="../../_sources/auto_examples/decomposition/plot_varimax_fa.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 311 | ······</footer> | 311 | ······</footer> |
| 312 | ····</div> | 312 | ····</div> |
| 313 | ··</div> | 313 | ··</div> |
| 314 | </div> | 314 | </div> |
| 315 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 315 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 113 | ·Varimax·FA·: | 113 | ·Varimax·FA·: |
| 114 | [[·0.98633022·-0.05752333] | 114 | [[·0.98633022·-0.05752333] |
| 115 | ·[-0.16052385·-0.67443065] | 115 | ·[-0.16052385·-0.67443065] |
| 116 | ·[·0.90809432··0.41726413] | 116 | ·[·0.90809432··0.41726413] |
| 117 | ·[·0.85857475··0.43847489]] | 117 | ·[·0.85857475··0.43847489]] |
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| 123 | ©·2007·-·202 | 123 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 197 | </section> | 197 | </section> |
| 198 | ······</div> | 198 | ······</div> |
| 199 | ····<div·class="container"> | 199 | ····<div·class="container"> |
| 200 | ······<footer·class="sk-content-footer"> | 200 | ······<footer·class="sk-content-footer"> |
| 201 | ············©·2007·-·202 | 201 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 202 | ··········<a·href="../../_sources/auto_examples/developing_estimators/index.rst.txt"·rel="nofollow">Show·this·page·source</a> | 202 | ··········<a·href="../../_sources/auto_examples/developing_estimators/index.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 203 | ······</footer> | 203 | ······</footer> |
| 204 | ····</div> | 204 | ····</div> |
| 205 | ··</div> | 205 | ··</div> |
| 206 | </div> | 206 | </div> |
| 207 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 207 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 28 | _\x8O_\x8t_\x8h_\x8e_\x8r_\x8·_\x8v_\x8e_\x8r_\x8s_\x8i_\x8o_\x8n_\x8s | 28 | _\x8O_\x8t_\x8h_\x8e_\x8r_\x8·_\x8v_\x8e_\x8r_\x8s_\x8i_\x8o_\x8n_\x8s |
| 29 | Please·_\x8c_\x8i_\x8t_\x8e_\x8·_\x8u_\x8s·if·you·use·the·software. | 29 | Please·_\x8c_\x8i_\x8t_\x8e_\x8·_\x8u_\x8s·if·you·use·the·software. |
| 30 | ····*·_\x8D_\x8e_\x8v_\x8e_\x8l_\x8o_\x8p_\x8i_\x8n_\x8g_\x8·_\x8E_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8s | 30 | ····*·_\x8D_\x8e_\x8v_\x8e_\x8l_\x8o_\x8p_\x8i_\x8n_\x8g_\x8·_\x8E_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8s |
| 31 | *\x8**\x8**\x8**\x8**\x8**\x8*·D\x8De\x8ev\x8ve\x8el\x8lo\x8op\x8pi\x8in\x8ng\x8g·E\x8Es\x8st\x8ti\x8im\x8ma\x8at\x8to\x8or\x8rs\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8**\x8* | 31 | *\x8**\x8**\x8**\x8**\x8**\x8*·D\x8De\x8ev\x8ve\x8el\x8lo\x8op\x8pi\x8in\x8ng\x8g·E\x8Es\x8st\x8ti\x8im\x8ma\x8at\x8to\x8or\x8rs\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8**\x8* |
| 32 | Examples·concerning·the·development·of·Custom·Estimator. | 32 | Examples·concerning·the·development·of·Custom·Estimator. |
| 33 | _\x8__\x8__\x8s_\x8k_\x8l_\x8e_\x8a_\x8r_\x8n_\x8__\x8i_\x8s_\x8__\x8f_\x8i_\x8t_\x8t_\x8e_\x8d_\x8__\x8__\x8·_\x8a_\x8s_\x8·_\x8D_\x8e_\x8v_\x8e_\x8l_\x8o_\x8p_\x8e_\x8r_\x8·_\x8A_\x8P_\x8I | 33 | _\x8__\x8__\x8s_\x8k_\x8l_\x8e_\x8a_\x8r_\x8n_\x8__\x8i_\x8s_\x8__\x8f_\x8i_\x8t_\x8t_\x8e_\x8d_\x8__\x8__\x8·_\x8a_\x8s_\x8·_\x8D_\x8e_\x8v_\x8e_\x8l_\x8o_\x8p_\x8e_\x8r_\x8·_\x8A_\x8P_\x8I |
| 34 | __sklearn_is_fitted__·as·Developer·API | 34 | __sklearn_is_fitted__·as·Developer·API |
| 35 | ©·2007·-·202 | 35 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 278 | </section> | 278 | </section> |
| 279 | </section> | 279 | </section> |
| 280 | ······</div> | 280 | ······</div> |
| 281 | ····<div·class="container"> | 281 | ····<div·class="container"> |
| 282 | ······<footer·class="sk-content-footer"> | 282 | ······<footer·class="sk-content-footer"> |
| 283 | ············©·2007·-·202 | 283 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 284 | ··········<a·href="../../_sources/auto_examples/developing_estimators/sklearn_is_fitted.rst.txt"·rel="nofollow">Show·this·page·source</a> | 284 | ··········<a·href="../../_sources/auto_examples/developing_estimators/sklearn_is_fitted.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 285 | ······</footer> | 285 | ······</footer> |
| 286 | ····</div> | 286 | ····</div> |
| 287 | ··</div> | 287 | ··</div> |
| 288 | </div> | 288 | </div> |
| 289 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 289 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 95 | ········Check·fitted·status·and·return·a·Boolean·value. | 95 | ········Check·fitted·status·and·return·a·Boolean·value. |
| 96 | ········""" | 96 | ········""" |
| 97 | ········return·hasattr(self,·"_is_fitted")·and·self._is_fitted | 97 | ········return·hasattr(self,·"_is_fitted")·and·self._is_fitted |
| 98 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8s_\x8k_\x8l_\x8e_\x8a_\x8r_\x8n_\x8__\x8i_\x8s_\x8__\x8f_\x8i_\x8t_\x8t_\x8e_\x8d_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 98 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8s_\x8k_\x8l_\x8e_\x8a_\x8r_\x8n_\x8__\x8i_\x8s_\x8__\x8f_\x8i_\x8t_\x8t_\x8e_\x8d_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 99 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8s_\x8k_\x8l_\x8e_\x8a_\x8r_\x8n_\x8__\x8i_\x8s_\x8__\x8f_\x8i_\x8t_\x8t_\x8e_\x8d_\x8._\x8p_\x8y | 99 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8s_\x8k_\x8l_\x8e_\x8a_\x8r_\x8n_\x8__\x8i_\x8s_\x8__\x8f_\x8i_\x8t_\x8t_\x8e_\x8d_\x8._\x8p_\x8y |
| 100 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8s_\x8k_\x8l_\x8e_\x8a_\x8r_\x8n_\x8__\x8i_\x8s_\x8__\x8f_\x8i_\x8t_\x8t_\x8e_\x8d_\x8._\x8z_\x8i_\x8p | 100 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8s_\x8k_\x8l_\x8e_\x8a_\x8r_\x8n_\x8__\x8i_\x8s_\x8__\x8f_\x8i_\x8t_\x8t_\x8e_\x8d_\x8._\x8z_\x8i_\x8p |
| 101 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 101 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 102 | ©·2007·-·202 | 102 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 265 | </div> | 265 | </div> |
| 266 | </section> | 266 | </section> |
| 267 | ······</div> | 267 | ······</div> |
| 268 | ····<div·class="container"> | 268 | ····<div·class="container"> |
| 269 | ······<footer·class="sk-content-footer"> | 269 | ······<footer·class="sk-content-footer"> |
| 270 | ············©·2007·-·202 | 270 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 271 | ··········<a·href="../../_sources/auto_examples/ensemble/index.rst.txt"·rel="nofollow">Show·this·page·source</a> | 271 | ··········<a·href="../../_sources/auto_examples/ensemble/index.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 272 | ······</footer> | 272 | ······</footer> |
| 273 | ····</div> | 273 | ····</div> |
| 274 | ··</div> | 274 | ··</div> |
| 275 | </div> | 275 | </div> |
| 276 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 276 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 74 | Plot·the·decision·surfaces·of·ensembles·of·trees·on·the·iris·dataset | 74 | Plot·the·decision·surfaces·of·ensembles·of·trees·on·the·iris·dataset |
| 75 | _\x8P_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8I_\x8n_\x8t_\x8e_\x8r_\x8v_\x8a_\x8l_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8G_\x8r_\x8a_\x8d_\x8i_\x8e_\x8n_\x8t_\x8·_\x8B_\x8o_\x8o_\x8s_\x8t_\x8i_\x8n_\x8g_\x8·_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n | 75 | _\x8P_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8I_\x8n_\x8t_\x8e_\x8r_\x8v_\x8a_\x8l_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8G_\x8r_\x8a_\x8d_\x8i_\x8e_\x8n_\x8t_\x8·_\x8B_\x8o_\x8o_\x8s_\x8t_\x8i_\x8n_\x8g_\x8·_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n |
| 76 | Prediction·Intervals·for·Gradient·Boosting·Regression | 76 | Prediction·Intervals·for·Gradient·Boosting·Regression |
| 77 | _\x8S_\x8i_\x8n_\x8g_\x8l_\x8e_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8·_\x8v_\x8e_\x8r_\x8s_\x8u_\x8s_\x8·_\x8b_\x8a_\x8g_\x8g_\x8i_\x8n_\x8g_\x8:_\x8·_\x8b_\x8i_\x8a_\x8s_\x8-_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e_\x8·_\x8d_\x8e_\x8c_\x8o_\x8m_\x8p_\x8o_\x8s_\x8i_\x8t_\x8i_\x8o_\x8n | 77 | _\x8S_\x8i_\x8n_\x8g_\x8l_\x8e_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8·_\x8v_\x8e_\x8r_\x8s_\x8u_\x8s_\x8·_\x8b_\x8a_\x8g_\x8g_\x8i_\x8n_\x8g_\x8:_\x8·_\x8b_\x8i_\x8a_\x8s_\x8-_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e_\x8·_\x8d_\x8e_\x8c_\x8o_\x8m_\x8p_\x8o_\x8s_\x8i_\x8t_\x8i_\x8o_\x8n |
| 78 | Single·estimator·versus·bagging:·bias-variance·decomposition | 78 | Single·estimator·versus·bagging:·bias-variance·decomposition |
| 79 | _\x8T_\x8w_\x8o_\x8-_\x8c_\x8l_\x8a_\x8s_\x8s_\x8·_\x8A_\x8d_\x8a_\x8B_\x8o_\x8o_\x8s_\x8t | 79 | _\x8T_\x8w_\x8o_\x8-_\x8c_\x8l_\x8a_\x8s_\x8s_\x8·_\x8A_\x8d_\x8a_\x8B_\x8o_\x8o_\x8s_\x8t |
| 80 | Two-class·AdaBoost | 80 | Two-class·AdaBoost |
| 81 | ©·2007·-·202 | 81 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 442 | learners·of·the·model·make·fewer·errors·than·later·weak·learners·of·the | 442 | learners·of·the·model·make·fewer·errors·than·later·weak·learners·of·the |
| 443 | boosting·chain.</p> | 443 | boosting·chain.</p> |
| 444 | <p>The·intuition·behind·this·observation·is·the·following:·due·to·the·sample | 444 | <p>The·intuition·behind·this·observation·is·the·following:·due·to·the·sample |
| 445 | reweighting,·later·classifiers·are·forced·to·try·to·classify·more·difficult·or | 445 | reweighting,·later·classifiers·are·forced·to·try·to·classify·more·difficult·or |
| 446 | noisy·samples·and·to·ignore·already·well·classified·samples.·Therefore,·the | 446 | noisy·samples·and·to·ignore·already·well·classified·samples.·Therefore,·the |
| 447 | overall·error·on·the·training·set·will·increase.·That’s·why·the·weak·learner’s | 447 | overall·error·on·the·training·set·will·increase.·That’s·why·the·weak·learner’s |
| 448 | weights·are·built·to·counter-balance·the·worse·performing·weak·learners.</p> | 448 | weights·are·built·to·counter-balance·the·worse·performing·weak·learners.</p> |
| 449 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes· | 449 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·4.812·seconds)</p> |
| 450 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-ensemble-plot-adaboost-multiclass-py"> | 450 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-ensemble-plot-adaboost-multiclass-py"> |
| 451 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 451 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 452 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/607c99671400a5055ef516d1aabd00c1/plot_adaboost_multiclass.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_adaboost_multiclass.ipynb</span></code></a></p> | 452 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/607c99671400a5055ef516d1aabd00c1/plot_adaboost_multiclass.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_adaboost_multiclass.ipynb</span></code></a></p> |
| 453 | </div> | 453 | </div> |
| 454 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 454 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 455 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/4e46f015ab8300f262e6e8775bcdcf8a/plot_adaboost_multiclass.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_adaboost_multiclass.py</span></code></a></p> | 455 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/4e46f015ab8300f262e6e8775bcdcf8a/plot_adaboost_multiclass.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_adaboost_multiclass.py</span></code></a></p> |
| 456 | </div> | 456 | </div> |
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| 463 | </section> | 463 | </section> |
| 464 | </section> | 464 | </section> |
| 465 | ······</div> | 465 | ······</div> |
| 466 | ····<div·class="container"> | 466 | ····<div·class="container"> |
| 467 | ······<footer·class="sk-content-footer"> | 467 | ······<footer·class="sk-content-footer"> |
| 468 | ············©·2007·-·202 | 468 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 469 | ··········<a·href="../../_sources/auto_examples/ensemble/plot_adaboost_multiclass.rst.txt"·rel="nofollow">Show·this·page·source</a> | 469 | ··········<a·href="../../_sources/auto_examples/ensemble/plot_adaboost_multiclass.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 470 | ······</footer> | 470 | ······</footer> |
| 471 | ····</div> | 471 | ····</div> |
| 472 | ··</div> | 472 | ··</div> |
| 473 | </div> | 473 | </div> |
| 474 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 474 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 235 | learners·of·the·model·make·fewer·errors·than·later·weak·learners·of·the | 235 | learners·of·the·model·make·fewer·errors·than·later·weak·learners·of·the |
| 236 | boosting·chain. | 236 | boosting·chain. |
| 237 | The·intuition·behind·this·observation·is·the·following:·due·to·the·sample | 237 | The·intuition·behind·this·observation·is·the·following:·due·to·the·sample |
| 238 | reweighting,·later·classifiers·are·forced·to·try·to·classify·more·difficult·or | 238 | reweighting,·later·classifiers·are·forced·to·try·to·classify·more·difficult·or |
| 239 | noisy·samples·and·to·ignore·already·well·classified·samples.·Therefore,·the | 239 | noisy·samples·and·to·ignore·already·well·classified·samples.·Therefore,·the |
| 240 | overall·error·on·the·training·set·will·increase.·That’s·why·the·weak·learner’s | 240 | overall·error·on·the·training·set·will·increase.·That’s·why·the·weak·learner’s |
| 241 | weights·are·built·to·counter-balance·the·worse·performing·weak·learners. | 241 | weights·are·built·to·counter-balance·the·worse·performing·weak·learners. |
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| 246 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 246 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 247 | ©·2007·-·202 | 247 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 265 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xlabel</span><span·class="p">(</span><span·class="s2">"data"</span><span·class="p">)</span> | 265 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xlabel</span><span·class="p">(</span><span·class="s2">"data"</span><span·class="p">)</span> |
| 266 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylabel</span><span·class="p">(</span><span·class="s2">"target"</span><span·class="p">)</span> | 266 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylabel</span><span·class="p">(</span><span·class="s2">"target"</span><span·class="p">)</span> |
| 267 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"Boosted·Decision·Tree·Regression"</span><span·class="p">)</span> | 267 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"Boosted·Decision·Tree·Regression"</span><span·class="p">)</span> |
| 268 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span> | 268 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span> |
| 269 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 269 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 270 | </pre></div> | 270 | </pre></div> |
| 271 | </div> | 271 | </div> |
| 272 | <img·src="../../_images/sphx_glr_plot_adaboost_regression_001.png"·srcset="../../_images/sphx_glr_plot_adaboost_regression_001.png"·alt="Boosted·Decision·Tree·Regression"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.5 | 272 | <img·src="../../_images/sphx_glr_plot_adaboost_regression_001.png"·srcset="../../_images/sphx_glr_plot_adaboost_regression_001.png"·alt="Boosted·Decision·Tree·Regression"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.516·seconds)</p> |
| 273 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-ensemble-plot-adaboost-regression-py"> | 273 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-ensemble-plot-adaboost-regression-py"> |
| 274 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 274 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 275 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/38e826c9e3778d7de78b2fc671fd7903/plot_adaboost_regression.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_adaboost_regression.ipynb</span></code></a></p> | 275 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/38e826c9e3778d7de78b2fc671fd7903/plot_adaboost_regression.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_adaboost_regression.ipynb</span></code></a></p> |
| 276 | </div> | 276 | </div> |
| 277 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 277 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 278 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/2da78c80da33b4e0d313b0a90b923ec8/plot_adaboost_regression.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_adaboost_regression.py</span></code></a></p> | 278 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/2da78c80da33b4e0d313b0a90b923ec8/plot_adaboost_regression.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_adaboost_regression.py</span></code></a></p> |
| 279 | </div> | 279 | </div> |
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| 285 | </section> | 285 | </section> |
| 286 | </section> | 286 | </section> |
| 287 | ······</div> | 287 | ······</div> |
| 288 | ····<div·class="container"> | 288 | ····<div·class="container"> |
| 289 | ······<footer·class="sk-content-footer"> | 289 | ······<footer·class="sk-content-footer"> |
| 290 | ············©·2007·-·202 | 290 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 291 | ··········<a·href="../../_sources/auto_examples/ensemble/plot_adaboost_regression.rst.txt"·rel="nofollow">Show·this·page·source</a> | 291 | ··········<a·href="../../_sources/auto_examples/ensemble/plot_adaboost_regression.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 292 | ······</footer> | 292 | ······</footer> |
| 293 | ····</div> | 293 | ····</div> |
| 294 | ··</div> | 294 | ··</div> |
| 295 | </div> | 295 | </div> |
| 296 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 296 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 86 | plt.plot(X,·y_2,·color=colors[2],·label="n_estimators=300",·linewidth=2) | 86 | plt.plot(X,·y_2,·color=colors[2],·label="n_estimators=300",·linewidth=2) |
| 87 | plt.xlabel("data") | 87 | plt.xlabel("data") |
| 88 | plt.ylabel("target") | 88 | plt.ylabel("target") |
| 89 | plt.title("Boosted·Decision·Tree·Regression") | 89 | plt.title("Boosted·Decision·Tree·Regression") |
| 90 | plt.legend() | 90 | plt.legend() |
| 91 | plt.show() | 91 | plt.show() |
| 92 | [Boosted·Decision·Tree·Regression] | 92 | [Boosted·Decision·Tree·Regression] |
| 93 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.5 | 93 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.516·seconds) |
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| 97 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 97 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 98 | ©·2007·-·202 | 98 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 301 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"Decision·Scores"</span><span·class="p">)</span> | 301 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"Decision·Scores"</span><span·class="p">)</span> |
| 302 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span> | 302 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span> |
| 303 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">subplots_adjust</span><span·class="p">(</span><span·class="n">wspace</span><span·class="o">=</span><span·class="mf">0.35</span><span·class="p">)</span> | 303 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">subplots_adjust</span><span·class="p">(</span><span·class="n">wspace</span><span·class="o">=</span><span·class="mf">0.35</span><span·class="p">)</span> |
| 304 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 304 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 305 | </pre></div> | 305 | </pre></div> |
| 306 | </div> | 306 | </div> |
| 307 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.7 | 307 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.736·seconds)</p> |
| 308 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-ensemble-plot-adaboost-twoclass-py"> | 308 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-ensemble-plot-adaboost-twoclass-py"> |
| 309 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 309 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 310 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/c3a0ceabf65f8c894895af414e685ee9/plot_adaboost_twoclass.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_adaboost_twoclass.ipynb</span></code></a></p> | 310 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/c3a0ceabf65f8c894895af414e685ee9/plot_adaboost_twoclass.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_adaboost_twoclass.ipynb</span></code></a></p> |
| 311 | </div> | 311 | </div> |
| 312 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 312 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 313 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/f0440afe8f6b99019c4fd181a9f57c59/plot_adaboost_twoclass.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_adaboost_twoclass.py</span></code></a></p> | 313 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/f0440afe8f6b99019c4fd181a9f57c59/plot_adaboost_twoclass.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_adaboost_twoclass.py</span></code></a></p> |
| 314 | </div> | 314 | </div> |
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| 320 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 320 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 321 | </section> | 321 | </section> |
| 322 | ······</div> | 322 | ······</div> |
| 323 | ····<div·class="container"> | 323 | ····<div·class="container"> |
| 324 | ······<footer·class="sk-content-footer"> | 324 | ······<footer·class="sk-content-footer"> |
| 325 | ············©·2007·-·202 | 325 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 326 | ··········<a·href="../../_sources/auto_examples/ensemble/plot_adaboost_twoclass.rst.txt"·rel="nofollow">Show·this·page·source</a> | 326 | ··········<a·href="../../_sources/auto_examples/ensemble/plot_adaboost_twoclass.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 327 | ······</footer> | 327 | ······</footer> |
| 328 | ····</div> | 328 | ····</div> |
| 329 | ··</div> | 329 | ··</div> |
| 330 | </div> | 330 | </div> |
| 331 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 331 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 137 | plt.ylabel("Samples") | 137 | plt.ylabel("Samples") |
| 138 | plt.xlabel("Score") | 138 | plt.xlabel("Score") |
| 139 | plt.title("Decision·Scores") | 139 | plt.title("Decision·Scores") |
| 140 | plt.tight_layout() | 140 | plt.tight_layout() |
| 141 | plt.subplots_adjust(wspace=0.35) | 141 | plt.subplots_adjust(wspace=0.35) |
| 142 | plt.show() | 142 | plt.show() |
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| 145 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8a_\x8d_\x8a_\x8b_\x8o_\x8o_\x8s_\x8t_\x8__\x8t_\x8w_\x8o_\x8c_\x8l_\x8a_\x8s_\x8s_\x8._\x8p_\x8y | 145 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8a_\x8d_\x8a_\x8b_\x8o_\x8o_\x8s_\x8t_\x8__\x8t_\x8w_\x8o_\x8c_\x8l_\x8a_\x8s_\x8s_\x8._\x8p_\x8y |
| 146 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8a_\x8d_\x8a_\x8b_\x8o_\x8o_\x8s_\x8t_\x8__\x8t_\x8w_\x8o_\x8c_\x8l_\x8a_\x8s_\x8s_\x8._\x8z_\x8i_\x8p | 146 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8a_\x8d_\x8a_\x8b_\x8o_\x8o_\x8s_\x8t_\x8__\x8t_\x8w_\x8o_\x8c_\x8l_\x8a_\x8s_\x8s_\x8._\x8z_\x8i_\x8p |
| 147 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 147 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 148 | ©·2007·-·202 | 148 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 382 | ····<span·class="k">if</span>·<span·class="n">n</span>·<span·class="o">==</span>·<span·class="n">n_estimators</span>·<span·class="o">-</span>·<span·class="mi">1</span><span·class="p">:</span> | 382 | ····<span·class="k">if</span>·<span·class="n">n</span>·<span·class="o">==</span>·<span·class="n">n_estimators</span>·<span·class="o">-</span>·<span·class="mi">1</span><span·class="p">:</span> |
| 383 | ········<span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span><span·class="n">loc</span><span·class="o">=</span><span·class="p">(</span><span·class="mf">1.1</span><span·class="p">,</span>·<span·class="mf">0.5</span><span·class="p">))</span> | 383 | ········<span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span><span·class="n">loc</span><span·class="o">=</span><span·class="p">(</span><span·class="mf">1.1</span><span·class="p">,</span>·<span·class="mf">0.5</span><span·class="p">))</span> |
| 384 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">subplots_adjust</span><span·class="p">(</span><span·class="n">right</span><span·class="o">=</span><span·class="mf">0.75</span><span·class="p">)</span> | 384 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">subplots_adjust</span><span·class="p">(</span><span·class="n">right</span><span·class="o">=</span><span·class="mf">0.75</span><span·class="p">)</span> |
| 385 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 385 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 386 | </pre></div> | 386 | </pre></div> |
| 387 | </div> | 387 | </div> |
| 388 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1. | 388 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1.362·seconds)</p> |
| 389 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-ensemble-plot-bias-variance-py"> | 389 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-ensemble-plot-bias-variance-py"> |
| 390 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 390 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 391 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/8d09950dfaf03c48cddf217f4acf8b65/plot_bias_variance.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_bias_variance.ipynb</span></code></a></p> | 391 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/8d09950dfaf03c48cddf217f4acf8b65/plot_bias_variance.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_bias_variance.ipynb</span></code></a></p> |
| 392 | </div> | 392 | </div> |
| 393 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 393 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 394 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/4fe7ce5d502ee21f3c344f775829354a/plot_bias_variance.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_bias_variance.py</span></code></a></p> | 394 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/4fe7ce5d502ee21f3c344f775829354a/plot_bias_variance.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_bias_variance.py</span></code></a></p> |
| 395 | </div> | 395 | </div> |
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| 402 | </section> | 402 | </section> |
| 403 | </section> | 403 | </section> |
| 404 | ······</div> | 404 | ······</div> |
| 405 | ····<div·class="container"> | 405 | ····<div·class="container"> |
| 406 | ······<footer·class="sk-content-footer"> | 406 | ······<footer·class="sk-content-footer"> |
| 407 | ············©·2007·-·202 | 407 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 408 | ··········<a·href="../../_sources/auto_examples/ensemble/plot_bias_variance.rst.txt"·rel="nofollow">Show·this·page·source</a> | 408 | ··········<a·href="../../_sources/auto_examples/ensemble/plot_bias_variance.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 409 | ······</footer> | 409 | ······</footer> |
| 410 | ····</div> | 410 | ····</div> |
| 411 | ··</div> | 411 | ··</div> |
| 412 | </div> | 412 | </div> |
| 413 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 413 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 211 | ····plt.ylim([0,·0.1]) | 211 | ····plt.ylim([0,·0.1]) |
| 212 | ····if·n·==·n_estimators·-·1: | 212 | ····if·n·==·n_estimators·-·1: |
| 213 | ········plt.legend(loc=(1.1,·0.5)) | 213 | ········plt.legend(loc=(1.1,·0.5)) |
| 214 | plt.subplots_adjust(right=0.75) | 214 | plt.subplots_adjust(right=0.75) |
| 215 | plt.show() | 215 | plt.show() |
| 216 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1. | 216 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1.362·seconds) |
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| 219 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8b_\x8i_\x8a_\x8s_\x8__\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e_\x8._\x8z_\x8i_\x8p | 219 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8b_\x8i_\x8a_\x8s_\x8__\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e_\x8._\x8z_\x8i_\x8p |
| 220 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 220 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 221 | ©·2007·-·202 | 221 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 291 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xlim</span><span·class="p">(</span><span·class="n">min_estimators</span><span·class="p">,</span>·<span·class="n">max_estimators</span><span·class="p">)</span> | 291 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xlim</span><span·class="p">(</span><span·class="n">min_estimators</span><span·class="p">,</span>·<span·class="n">max_estimators</span><span·class="p">)</span> |
| 292 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xlabel</span><span·class="p">(</span><span·class="s2">"n_estimators"</span><span·class="p">)</span> | 292 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xlabel</span><span·class="p">(</span><span·class="s2">"n_estimators"</span><span·class="p">)</span> |
| 293 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylabel</span><span·class="p">(</span><span·class="s2">"OOB·error·rate"</span><span·class="p">)</span> | 293 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylabel</span><span·class="p">(</span><span·class="s2">"OOB·error·rate"</span><span·class="p">)</span> |
| 294 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span><span·class="n">loc</span><span·class="o">=</span><span·class="s2">"upper·right"</span><span·class="p">)</span> | 294 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span><span·class="n">loc</span><span·class="o">=</span><span·class="s2">"upper·right"</span><span·class="p">)</span> |
| 295 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 295 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 296 | </pre></div> | 296 | </pre></div> |
| 297 | </div> | 297 | </div> |
| 298 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·4. | 298 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·4.447·seconds)</p> |
| 299 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-ensemble-plot-ensemble-oob-py"> | 299 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-ensemble-plot-ensemble-oob-py"> |
| 300 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 300 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 301 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/6c50dbd9c6dc52f3da913f8d8f82274d/plot_ensemble_oob.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_ensemble_oob.ipynb</span></code></a></p> | 301 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/6c50dbd9c6dc52f3da913f8d8f82274d/plot_ensemble_oob.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_ensemble_oob.ipynb</span></code></a></p> |
| 302 | </div> | 302 | </div> |
| 303 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 303 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 304 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/75191b2eb3b4aa13066927321dd3fdcf/plot_ensemble_oob.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_ensemble_oob.py</span></code></a></p> | 304 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/75191b2eb3b4aa13066927321dd3fdcf/plot_ensemble_oob.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_ensemble_oob.py</span></code></a></p> |
| 305 | </div> | 305 | </div> |
| Offset 310, 15 lines modified | Offset 310, 15 lines modified | ||
| 310 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 310 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 311 | </section> | 311 | </section> |
| 312 | ······</div> | 312 | ······</div> |
| 313 | ····<div·class="container"> | 313 | ····<div·class="container"> |
| 314 | ······<footer·class="sk-content-footer"> | 314 | ······<footer·class="sk-content-footer"> |
| 315 | ············©·2007·-·202 | 315 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 316 | ··········<a·href="../../_sources/auto_examples/ensemble/plot_ensemble_oob.rst.txt"·rel="nofollow">Show·this·page·source</a> | 316 | ··········<a·href="../../_sources/auto_examples/ensemble/plot_ensemble_oob.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 317 | ······</footer> | 317 | ······</footer> |
| 318 | ····</div> | 318 | ····</div> |
| 319 | ··</div> | 319 | ··</div> |
| 320 | </div> | 320 | </div> |
| 321 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 321 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 124 | ····plt.plot(xs,·ys,·label=label) | 124 | ····plt.plot(xs,·ys,·label=label) |
| 125 | plt.xlim(min_estimators,·max_estimators) | 125 | plt.xlim(min_estimators,·max_estimators) |
| 126 | plt.xlabel("n_estimators") | 126 | plt.xlabel("n_estimators") |
| 127 | plt.ylabel("OOB·error·rate") | 127 | plt.ylabel("OOB·error·rate") |
| 128 | plt.legend(loc="upper·right") | 128 | plt.legend(loc="upper·right") |
| 129 | plt.show() | 129 | plt.show() |
| 130 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·4. | 130 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·4.447·seconds) |
| 131 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8e_\x8n_\x8s_\x8e_\x8m_\x8b_\x8l_\x8e_\x8__\x8o_\x8o_\x8b_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 131 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8e_\x8n_\x8s_\x8e_\x8m_\x8b_\x8l_\x8e_\x8__\x8o_\x8o_\x8b_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 132 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8e_\x8n_\x8s_\x8e_\x8m_\x8b_\x8l_\x8e_\x8__\x8o_\x8o_\x8b_\x8._\x8p_\x8y | 132 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8e_\x8n_\x8s_\x8e_\x8m_\x8b_\x8l_\x8e_\x8__\x8o_\x8o_\x8b_\x8._\x8p_\x8y |
| 133 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8e_\x8n_\x8s_\x8e_\x8m_\x8b_\x8l_\x8e_\x8__\x8o_\x8o_\x8b_\x8._\x8z_\x8i_\x8p | 133 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8e_\x8n_\x8s_\x8e_\x8m_\x8b_\x8l_\x8e_\x8__\x8o_\x8o_\x8b_\x8._\x8z_\x8i_\x8p |
| 134 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 134 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 135 | ©·2007·-·202 | 135 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 1113 | } | 1113 | } |
| 1114 | #sk-container-id-9·a.estimator_doc_link.fitted:hover·{ | 1114 | #sk-container-id-9·a.estimator_doc_link.fitted:hover·{ |
| 1115 | ··/*·fitted·*/ | 1115 | ··/*·fitted·*/ |
| 1116 | ··background-color:·var(--sklearn-color-fitted-level-3); | 1116 | ··background-color:·var(--sklearn-color-fitted-level-3); |
| 1117 | } | 1117 | } |
| 1118 | </style><div·id="sk-container-id-9"·class="sk-top-container"><div·class="sk-text-repr-fallback"><pre>Pipeline(steps=[('functiontransformer', | 1118 | </style><div·id="sk-container-id-9"·class="sk-top-container"><div·class="sk-text-repr-fallback"><pre>Pipeline(steps=[('functiontransformer', |
| 1119 | ·················FunctionTransformer(func=<function·rf_apply·at·0x7f | 1119 | ·················FunctionTransformer(func=<function·rf_apply·at·0x7f74d10d1f80>, |
| 1120 | ·····································kw_args={'model':·RandomForestClassifier(max_depth=3, | 1120 | ·····································kw_args={'model':·RandomForestClassifier(max_depth=3, |
| 1121 | ··············································································n_estimators=10, | 1121 | ··············································································n_estimators=10, |
| 1122 | ··············································································random_state=10)})), | 1122 | ··············································································random_state=10)})), |
| 1123 | ················('onehotencoder',·OneHotEncoder(handle_unknown='ignore')), | 1123 | ················('onehotencoder',·OneHotEncoder(handle_unknown='ignore')), |
| 1124 | ················('logisticregression',·LogisticRegression(max_iter=1000))])</pre><b>In·a·Jupyter·environment,·please·rerun·this·cell·to·show·the·HTML·representation·or·trust·the·notebook.·<br·/>On·GitHub,·the·HTML·representation·is·unable·to·render,·please·try·loading·this·page·with·nbviewer.org.</b></div><div·class="sk-container"·hidden><div·class="sk-item·sk-dashed-wrapped"><div·class="sk-label-container"><div·class="sk-label·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-23"·type="checkbox"·><label·for="sk-estimator-id-23"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> Pipeline<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.pipeline.Pipeline.html">?<span>Documentation·for·Pipeline</span></a><span·class="sk-estimator-doc-link·fitted">i<span>Fitted</span></span></label><div·class="sk-toggleable__content·fitted"><pre>Pipeline(steps=[('functiontransformer', | 1124 | ················('logisticregression',·LogisticRegression(max_iter=1000))])</pre><b>In·a·Jupyter·environment,·please·rerun·this·cell·to·show·the·HTML·representation·or·trust·the·notebook.·<br·/>On·GitHub,·the·HTML·representation·is·unable·to·render,·please·try·loading·this·page·with·nbviewer.org.</b></div><div·class="sk-container"·hidden><div·class="sk-item·sk-dashed-wrapped"><div·class="sk-label-container"><div·class="sk-label·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-23"·type="checkbox"·><label·for="sk-estimator-id-23"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> Pipeline<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.pipeline.Pipeline.html">?<span>Documentation·for·Pipeline</span></a><span·class="sk-estimator-doc-link·fitted">i<span>Fitted</span></span></label><div·class="sk-toggleable__content·fitted"><pre>Pipeline(steps=[('functiontransformer', |
| 1125 | ·················FunctionTransformer(func=<function·rf_apply·at·0x7f | 1125 | ·················FunctionTransformer(func=<function·rf_apply·at·0x7f74d10d1f80>, |
| 1126 | ·····································kw_args={'model':·RandomForestClassifier(max_depth=3, | 1126 | ·····································kw_args={'model':·RandomForestClassifier(max_depth=3, |
| 1127 | ··············································································n_estimators=10, | 1127 | ··············································································n_estimators=10, |
| 1128 | ··············································································random_state=10)})), | 1128 | ··············································································random_state=10)})), |
| 1129 | ················('onehotencoder',·OneHotEncoder(handle_unknown='ignore')), | 1129 | ················('onehotencoder',·OneHotEncoder(handle_unknown='ignore')), |
| 1130 | ················('logisticregression',·LogisticRegression(max_iter=1000))])</pre></div>·</div></div><div·class="sk-serial"><div·class="sk-item"><div·class="sk-estimator·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-24"·type="checkbox"·><label·for="sk-estimator-id-24"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> FunctionTransformer<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.preprocessing.FunctionTransformer.html">?<span>Documentation·for·FunctionTransformer</span></a></label><div·class="sk-toggleable__content·fitted"><pre>FunctionTransformer(func=<function·rf_apply·at·0x7f | 1130 | ················('logisticregression',·LogisticRegression(max_iter=1000))])</pre></div>·</div></div><div·class="sk-serial"><div·class="sk-item"><div·class="sk-estimator·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-24"·type="checkbox"·><label·for="sk-estimator-id-24"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> FunctionTransformer<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.preprocessing.FunctionTransformer.html">?<span>Documentation·for·FunctionTransformer</span></a></label><div·class="sk-toggleable__content·fitted"><pre>FunctionTransformer(func=<function·rf_apply·at·0x7f74d10d1f80>, |
| 1131 | ····················kw_args={'model':·RandomForestClassifier(max_depth=3, | 1131 | ····················kw_args={'model':·RandomForestClassifier(max_depth=3, |
| 1132 | ·····························································n_estimators=10, | 1132 | ·····························································n_estimators=10, |
| 1133 | ·····························································random_state=10)})</pre></div>·</div></div><div·class="sk-item"><div·class="sk-estimator·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-25"·type="checkbox"·><label·for="sk-estimator-id-25"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> OneHotEncoder<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.preprocessing.OneHotEncoder.html">?<span>Documentation·for·OneHotEncoder</span></a></label><div·class="sk-toggleable__content·fitted"><pre>OneHotEncoder(handle_unknown='ignore')</pre></div>·</div></div><div·class="sk-item"><div·class="sk-estimator·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-26"·type="checkbox"·><label·for="sk-estimator-id-26"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> LogisticRegression<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.linear_model.LogisticRegression.html">?<span>Documentation·for·LogisticRegression</span></a></label><div·class="sk-toggleable__content·fitted"><pre>LogisticRegression(max_iter=1000)</pre></div>·</div></div></div></div></div></div> | 1133 | ·····························································random_state=10)})</pre></div>·</div></div><div·class="sk-item"><div·class="sk-estimator·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-25"·type="checkbox"·><label·for="sk-estimator-id-25"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> OneHotEncoder<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.preprocessing.OneHotEncoder.html">?<span>Documentation·for·OneHotEncoder</span></a></label><div·class="sk-toggleable__content·fitted"><pre>OneHotEncoder(handle_unknown='ignore')</pre></div>·</div></div><div·class="sk-item"><div·class="sk-estimator·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-26"·type="checkbox"·><label·for="sk-estimator-id-26"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> LogisticRegression<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.linear_model.LogisticRegression.html">?<span>Documentation·for·LogisticRegression</span></a></label><div·class="sk-toggleable__content·fitted"><pre>LogisticRegression(max_iter=1000)</pre></div>·</div></div></div></div></div></div> |
| 1134 | </div> | 1134 | </div> |
| 1135 | <br·/> | 1135 | <br·/> |
| 1136 | <br·/><div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="k">def</span>·<span·class="nf">gbdt_apply</span><span·class="p">(</span><span·class="n">X</span><span·class="p">,</span>·<span·class="n">model</span><span·class="p">):</span> | 1136 | <br·/><div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="k">def</span>·<span·class="nf">gbdt_apply</span><span·class="p">(</span><span·class="n">X</span><span·class="p">,</span>·<span·class="n">model</span><span·class="p">):</span> |
| 1137 | ····<span·class="k">return</span>·<span·class="n">model</span><span·class="o">.</span><span·class="n">apply</span><span·class="p">(</span><span·class="n">X</span><span·class="p">)[:,</span>·<span·class="p">:,</span>·<span·class="mi">0</span><span·class="p">]</span> | 1137 | ····<span·class="k">return</span>·<span·class="n">model</span><span·class="o">.</span><span·class="n">apply</span><span·class="p">(</span><span·class="n">X</span><span·class="p">)[:,</span>·<span·class="p">:,</span>·<span·class="mi">0</span><span·class="p">]</span> |
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| 1552 | } | 1552 | } |
| 1553 | #sk-container-id-10·a.estimator_doc_link.fitted:hover·{ | 1553 | #sk-container-id-10·a.estimator_doc_link.fitted:hover·{ |
| 1554 | ··/*·fitted·*/ | 1554 | ··/*·fitted·*/ |
| 1555 | ··background-color:·var(--sklearn-color-fitted-level-3); | 1555 | ··background-color:·var(--sklearn-color-fitted-level-3); |
| 1556 | } | 1556 | } |
| 1557 | </style><div·id="sk-container-id-10"·class="sk-top-container"><div·class="sk-text-repr-fallback"><pre>Pipeline(steps=[('functiontransformer', | 1557 | </style><div·id="sk-container-id-10"·class="sk-top-container"><div·class="sk-text-repr-fallback"><pre>Pipeline(steps=[('functiontransformer', |
| 1558 | ·················FunctionTransformer(func=<function·gbdt_apply·at·0x7f | 1558 | ·················FunctionTransformer(func=<function·gbdt_apply·at·0x7f74d10d0ea0>, |
| 1559 | ·····································kw_args={'model':·GradientBoostingClassifier(n_estimators=10, | 1559 | ·····································kw_args={'model':·GradientBoostingClassifier(n_estimators=10, |
| 1560 | ··················································································random_state=10)})), | 1560 | ··················································································random_state=10)})), |
| 1561 | ················('onehotencoder',·OneHotEncoder(handle_unknown='ignore')), | 1561 | ················('onehotencoder',·OneHotEncoder(handle_unknown='ignore')), |
| 1562 | ················('logisticregression',·LogisticRegression(max_iter=1000))])</pre><b>In·a·Jupyter·environment,·please·rerun·this·cell·to·show·the·HTML·representation·or·trust·the·notebook.·<br·/>On·GitHub,·the·HTML·representation·is·unable·to·render,·please·try·loading·this·page·with·nbviewer.org.</b></div><div·class="sk-container"·hidden><div·class="sk-item·sk-dashed-wrapped"><div·class="sk-label-container"><div·class="sk-label·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-27"·type="checkbox"·><label·for="sk-estimator-id-27"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> Pipeline<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.pipeline.Pipeline.html">?<span>Documentation·for·Pipeline</span></a><span·class="sk-estimator-doc-link·fitted">i<span>Fitted</span></span></label><div·class="sk-toggleable__content·fitted"><pre>Pipeline(steps=[('functiontransformer', | 1562 | ················('logisticregression',·LogisticRegression(max_iter=1000))])</pre><b>In·a·Jupyter·environment,·please·rerun·this·cell·to·show·the·HTML·representation·or·trust·the·notebook.·<br·/>On·GitHub,·the·HTML·representation·is·unable·to·render,·please·try·loading·this·page·with·nbviewer.org.</b></div><div·class="sk-container"·hidden><div·class="sk-item·sk-dashed-wrapped"><div·class="sk-label-container"><div·class="sk-label·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-27"·type="checkbox"·><label·for="sk-estimator-id-27"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> Pipeline<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.pipeline.Pipeline.html">?<span>Documentation·for·Pipeline</span></a><span·class="sk-estimator-doc-link·fitted">i<span>Fitted</span></span></label><div·class="sk-toggleable__content·fitted"><pre>Pipeline(steps=[('functiontransformer', |
| 1563 | ·················FunctionTransformer(func=<function·gbdt_apply·at·0x7f | 1563 | ·················FunctionTransformer(func=<function·gbdt_apply·at·0x7f74d10d0ea0>, |
| 1564 | ·····································kw_args={'model':·GradientBoostingClassifier(n_estimators=10, | 1564 | ·····································kw_args={'model':·GradientBoostingClassifier(n_estimators=10, |
| 1565 | ··················································································random_state=10)})), | 1565 | ··················································································random_state=10)})), |
| 1566 | ················('onehotencoder',·OneHotEncoder(handle_unknown='ignore')), | 1566 | ················('onehotencoder',·OneHotEncoder(handle_unknown='ignore')), |
| 1567 | ················('logisticregression',·LogisticRegression(max_iter=1000))])</pre></div>·</div></div><div·class="sk-serial"><div·class="sk-item"><div·class="sk-estimator·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-28"·type="checkbox"·><label·for="sk-estimator-id-28"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> FunctionTransformer<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.preprocessing.FunctionTransformer.html">?<span>Documentation·for·FunctionTransformer</span></a></label><div·class="sk-toggleable__content·fitted"><pre>FunctionTransformer(func=<function·gbdt_apply·at·0x7f | 1567 | ················('logisticregression',·LogisticRegression(max_iter=1000))])</pre></div>·</div></div><div·class="sk-serial"><div·class="sk-item"><div·class="sk-estimator·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-28"·type="checkbox"·><label·for="sk-estimator-id-28"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> FunctionTransformer<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.preprocessing.FunctionTransformer.html">?<span>Documentation·for·FunctionTransformer</span></a></label><div·class="sk-toggleable__content·fitted"><pre>FunctionTransformer(func=<function·gbdt_apply·at·0x7f74d10d0ea0>, |
| 1568 | ····················kw_args={'model':·GradientBoostingClassifier(n_estimators=10, | 1568 | ····················kw_args={'model':·GradientBoostingClassifier(n_estimators=10, |
| 1569 | ·································································random_state=10)})</pre></div>·</div></div><div·class="sk-item"><div·class="sk-estimator·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-29"·type="checkbox"·><label·for="sk-estimator-id-29"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> OneHotEncoder<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.preprocessing.OneHotEncoder.html">?<span>Documentation·for·OneHotEncoder</span></a></label><div·class="sk-toggleable__content·fitted"><pre>OneHotEncoder(handle_unknown='ignore')</pre></div>·</div></div><div·class="sk-item"><div·class="sk-estimator·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-30"·type="checkbox"·><label·for="sk-estimator-id-30"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> LogisticRegression<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.linear_model.LogisticRegression.html">?<span>Documentation·for·LogisticRegression</span></a></label><div·class="sk-toggleable__content·fitted"><pre>LogisticRegression(max_iter=1000)</pre></div>·</div></div></div></div></div></div> | 1569 | ·································································random_state=10)})</pre></div>·</div></div><div·class="sk-item"><div·class="sk-estimator·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-29"·type="checkbox"·><label·for="sk-estimator-id-29"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> OneHotEncoder<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.preprocessing.OneHotEncoder.html">?<span>Documentation·for·OneHotEncoder</span></a></label><div·class="sk-toggleable__content·fitted"><pre>OneHotEncoder(handle_unknown='ignore')</pre></div>·</div></div><div·class="sk-item"><div·class="sk-estimator·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-30"·type="checkbox"·><label·for="sk-estimator-id-30"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> LogisticRegression<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.linear_model.LogisticRegression.html">?<span>Documentation·for·LogisticRegression</span></a></label><div·class="sk-toggleable__content·fitted"><pre>LogisticRegression(max_iter=1000)</pre></div>·</div></div></div></div></div></div> |
| 1570 | </div> | 1570 | </div> |
| 1571 | <br·/> | 1571 | <br·/> |
| 1572 | <br·/><p>We·can·finally·show·the·different·ROC·curves·for·all·the·models.</p> | 1572 | <br·/><p>We·can·finally·show·the·different·ROC·curves·for·all·the·models.</p> |
| 1573 | <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="kn">import</span>·<span·class="nn">matplotlib.pyplot</span>·<span·class="k">as</span>·<span·class="nn">plt</span> | 1573 | <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="kn">import</span>·<span·class="nn">matplotlib.pyplot</span>·<span·class="k">as</span>·<span·class="nn">plt</span> |
| Offset 1598, 15 lines modified | Offset 1598, 15 lines modified | ||
| 1598 | ····<span·class="n">model_displays</span><span·class="p">[</span><span·class="n">name</span><span·class="p">]</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">ax</span><span·class="o">=</span><span·class="n">ax</span><span·class="p">)</span> | 1598 | ····<span·class="n">model_displays</span><span·class="p">[</span><span·class="n">name</span><span·class="p">]</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">ax</span><span·class="o">=</span><span·class="n">ax</span><span·class="p">)</span> |
| 1599 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">set_xlim</span><span·class="p">(</span><span·class="mi">0</span><span·class="p">,</span>·<span·class="mf">0.2</span><span·class="p">)</span> | 1599 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">set_xlim</span><span·class="p">(</span><span·class="mi">0</span><span·class="p">,</span>·<span·class="mf">0.2</span><span·class="p">)</span> |
| 1600 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">set_ylim</span><span·class="p">(</span><span·class="mf">0.8</span><span·class="p">,</span>·<span·class="mi">1</span><span·class="p">)</span> | 1600 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">set_ylim</span><span·class="p">(</span><span·class="mf">0.8</span><span·class="p">,</span>·<span·class="mi">1</span><span·class="p">)</span> |
| 1601 | <span·class="n">_</span>·<span·class="o">=</span>·<span·class="n">ax</span><span·class="o">.</span><span·class="n">set_title</span><span·class="p">(</span><span·class="s2">"ROC·curve·(zoomed·in·at·top·left)"</span><span·class="p">)</span> | 1601 | <span·class="n">_</span>·<span·class="o">=</span>·<span·class="n">ax</span><span·class="o">.</span><span·class="n">set_title</span><span·class="p">(</span><span·class="s2">"ROC·curve·(zoomed·in·at·top·left)"</span><span·class="p">)</span> |
| 1602 | </pre></div> | 1602 | </pre></div> |
| 1603 | </div> | 1603 | </div> |
| 1604 | <img·src="../../_images/sphx_glr_plot_feature_transformation_002.png"·srcset="../../_images/sphx_glr_plot_feature_transformation_002.png"·alt="ROC·curve·(zoomed·in·at·top·left)"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·2.9 | 1604 | <img·src="../../_images/sphx_glr_plot_feature_transformation_002.png"·srcset="../../_images/sphx_glr_plot_feature_transformation_002.png"·alt="ROC·curve·(zoomed·in·at·top·left)"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·2.946·seconds)</p> |
| 1605 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-ensemble-plot-feature-transformation-py"> | 1605 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-ensemble-plot-feature-transformation-py"> |
| 1606 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 1606 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 1607 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/bd48035d82fe0719ccbd66ac2192f65b/plot_feature_transformation.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_feature_transformation.ipynb</span></code></a></p> | 1607 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/bd48035d82fe0719ccbd66ac2192f65b/plot_feature_transformation.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_feature_transformation.ipynb</span></code></a></p> |
| 1608 | </div> | 1608 | </div> |
| 1609 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 1609 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 1610 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/3a10dcfbc1a4bf1349c7101a429aa47b/plot_feature_transformation.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_feature_transformation.py</span></code></a></p> | 1610 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/3a10dcfbc1a4bf1349c7101a429aa47b/plot_feature_transformation.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_feature_transformation.py</span></code></a></p> |
| 1611 | </div> | 1611 | </div> |
| Offset 1617, 15 lines modified | Offset 1617, 15 lines modified | ||
| 1617 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 1617 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 1618 | </section> | 1618 | </section> |
| 1619 | ······</div> | 1619 | ······</div> |
| 1620 | ····<div·class="container"> | 1620 | ····<div·class="container"> |
| 1621 | ······<footer·class="sk-content-footer"> | 1621 | ······<footer·class="sk-content-footer"> |
| 1622 | ············©·2007·-·202 | 1622 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 1623 | ··········<a·href="../../_sources/auto_examples/ensemble/plot_feature_transformation.rst.txt"·rel="nofollow">Show·this·page·source</a> | 1623 | ··········<a·href="../../_sources/auto_examples/ensemble/plot_feature_transformation.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 1624 | ······</footer> | 1624 | ······</footer> |
| 1625 | ····</div> | 1625 | ····</div> |
| 1626 | ··</div> | 1626 | ··</div> |
| 1627 | </div> | 1627 | </div> |
| 1628 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 1628 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 138 | ····rf_leaves_yielder, | 138 | ····rf_leaves_yielder, |
| 139 | ····OneHotEncoder(handle_unknown="ignore"), | 139 | ····OneHotEncoder(handle_unknown="ignore"), |
| 140 | ····LogisticRegression(max_iter=1000), | 140 | ····LogisticRegression(max_iter=1000), |
| 141 | ) | 141 | ) |
| 142 | rf_model.fit(X_train_linear,·y_train_linear) | 142 | rf_model.fit(X_train_linear,·y_train_linear) |
| 143 | Pipeline(steps=[('functiontransformer', | 143 | Pipeline(steps=[('functiontransformer', |
| 144 | ·················FunctionTransformer(func=<function·rf_apply·at | 144 | ·················FunctionTransformer(func=<function·rf_apply·at |
| 145 | 0x7f | 145 | 0x7f74d10d1f80>, |
| 146 | ·····································kw_args={'model':·RandomForestClassifier | 146 | ·····································kw_args={'model':·RandomForestClassifier |
| 147 | (max_depth=3, | 147 | (max_depth=3, |
| 148 | n_estimators=10, | 148 | n_estimators=10, |
| 149 | random_state=10)})), | 149 | random_state=10)})), |
| 150 | ················('onehotencoder',·OneHotEncoder(handle_unknown='ignore')), | 150 | ················('onehotencoder',·OneHotEncoder(handle_unknown='ignore')), |
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| 154 | I\x8In\x8n·a\x8a·J\x8Ju\x8up\x8py\x8yt\x8te\x8er\x8r·e\x8en\x8nv\x8vi\x8ir\x8ro\x8on\x8nm\x8me\x8en\x8nt\x8t,\x8,·p\x8pl\x8le\x8ea\x8as\x8se\x8e·r\x8re\x8er\x8ru\x8un\x8n·t\x8th\x8hi\x8is\x8s·c\x8ce\x8el\x8ll\x8l·t\x8to\x8o·s\x8sh\x8ho\x8ow\x8w·t\x8th\x8he\x8e·H\x8HT\x8TM\x8ML\x8L | 154 | I\x8In\x8n·a\x8a·J\x8Ju\x8up\x8py\x8yt\x8te\x8er\x8r·e\x8en\x8nv\x8vi\x8ir\x8ro\x8on\x8nm\x8me\x8en\x8nt\x8t,\x8,·p\x8pl\x8le\x8ea\x8as\x8se\x8e·r\x8re\x8er\x8ru\x8un\x8n·t\x8th\x8hi\x8is\x8s·c\x8ce\x8el\x8ll\x8l·t\x8to\x8o·s\x8sh\x8ho\x8ow\x8w·t\x8th\x8he\x8e·H\x8HT\x8TM\x8ML\x8L |
| 155 | r\x8re\x8ep\x8pr\x8re\x8es\x8se\x8en\x8nt\x8ta\x8at\x8ti\x8io\x8on\x8n·o\x8or\x8r·t\x8tr\x8ru\x8us\x8st\x8t·t\x8th\x8he\x8e·n\x8no\x8ot\x8te\x8eb\x8bo\x8oo\x8ok\x8k.\x8. | 155 | r\x8re\x8ep\x8pr\x8re\x8es\x8se\x8en\x8nt\x8ta\x8at\x8ti\x8io\x8on\x8n·o\x8or\x8r·t\x8tr\x8ru\x8us\x8st\x8t·t\x8th\x8he\x8e·n\x8no\x8ot\x8te\x8eb\x8bo\x8oo\x8ok\x8k.\x8. |
| 156 | O\x8On\x8n·G\x8Gi\x8it\x8tH\x8Hu\x8ub\x8b,\x8,·t\x8th\x8he\x8e·H\x8HT\x8TM\x8ML\x8L·r\x8re\x8ep\x8pr\x8re\x8es\x8se\x8en\x8nt\x8ta\x8at\x8ti\x8io\x8on\x8n·i\x8is\x8s·u\x8un\x8na\x8ab\x8bl\x8le\x8e·t\x8to\x8o·r\x8re\x8en\x8nd\x8de\x8er\x8r,\x8,·p\x8pl\x8le\x8ea\x8as\x8se\x8e·t\x8tr\x8ry\x8y·l\x8lo\x8oa\x8ad\x8di\x8in\x8ng\x8g·t\x8th\x8hi\x8is\x8s | 156 | O\x8On\x8n·G\x8Gi\x8it\x8tH\x8Hu\x8ub\x8b,\x8,·t\x8th\x8he\x8e·H\x8HT\x8TM\x8ML\x8L·r\x8re\x8ep\x8pr\x8re\x8es\x8se\x8en\x8nt\x8ta\x8at\x8ti\x8io\x8on\x8n·i\x8is\x8s·u\x8un\x8na\x8ab\x8bl\x8le\x8e·t\x8to\x8o·r\x8re\x8en\x8nd\x8de\x8er\x8r,\x8,·p\x8pl\x8le\x8ea\x8as\x8se\x8e·t\x8tr\x8ry\x8y·l\x8lo\x8oa\x8ad\x8di\x8in\x8ng\x8g·t\x8th\x8hi\x8is\x8s |
| 157 | p\x8pa\x8ag\x8ge\x8e·w\x8wi\x8it\x8th\x8h·n\x8nb\x8bv\x8vi\x8ie\x8ew\x8we\x8er\x8r.\x8.o\x8or\x8rg\x8g.\x8. | 157 | p\x8pa\x8ag\x8ge\x8e·w\x8wi\x8it\x8th\x8h·n\x8nb\x8bv\x8vi\x8ie\x8ew\x8we\x8er\x8r.\x8.o\x8or\x8rg\x8g.\x8. |
| 158 | [·] Pipeline_\x8?_\x8D_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8P_\x8i_\x8p_\x8e_\x8l_\x8i_\x8n_\x8eiFitted | 158 | [·] Pipeline_\x8?_\x8D_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8P_\x8i_\x8p_\x8e_\x8l_\x8i_\x8n_\x8eiFitted |
| 159 | Pipeline(steps=[('functiontransformer', | 159 | Pipeline(steps=[('functiontransformer', |
| 160 | ·················FunctionTransformer(func=<function·rf_apply·at | 160 | ·················FunctionTransformer(func=<function·rf_apply·at |
| 161 | 0x7f | 161 | 0x7f74d10d1f80>, |
| 162 | ·····································kw_args={'model':·RandomForestClassifier | 162 | ·····································kw_args={'model':·RandomForestClassifier |
| 163 | (max_depth=3, | 163 | (max_depth=3, |
| 164 | n_estimators=10, | 164 | n_estimators=10, |
| 165 | random_state=10)})), | 165 | random_state=10)})), |
| 166 | ················('onehotencoder',·OneHotEncoder(handle_unknown='ignore')), | 166 | ················('onehotencoder',·OneHotEncoder(handle_unknown='ignore')), |
| 167 | ················('logisticregression',·LogisticRegression(max_iter=1000))]) | 167 | ················('logisticregression',·LogisticRegression(max_iter=1000))]) |
| 168 | [·] FunctionTransformer_\x8?_\x8D_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8F_\x8u_\x8n_\x8c_\x8t_\x8i_\x8o_\x8n_\x8T_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8e_\x8r | 168 | [·] FunctionTransformer_\x8?_\x8D_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8F_\x8u_\x8n_\x8c_\x8t_\x8i_\x8o_\x8n_\x8T_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8e_\x8r |
| 169 | FunctionTransformer(func=<function·rf_apply·at·0x7f | 169 | FunctionTransformer(func=<function·rf_apply·at·0x7f74d10d1f80>, |
| 170 | ····················kw_args={'model':·RandomForestClassifier(max_depth=3, | 170 | ····················kw_args={'model':·RandomForestClassifier(max_depth=3, |
| 171 | ·····························································n_estimators=10, | 171 | ·····························································n_estimators=10, |
| 172 | ·····························································random_state=10)}) | 172 | ·····························································random_state=10)}) |
| 173 | [·] OneHotEncoder_\x8?_\x8D_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8O_\x8n_\x8e_\x8H_\x8o_\x8t_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r | 173 | [·] OneHotEncoder_\x8?_\x8D_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8O_\x8n_\x8e_\x8H_\x8o_\x8t_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r |
| 174 | OneHotEncoder(handle_unknown='ignore') | 174 | OneHotEncoder(handle_unknown='ignore') |
| 175 | [·] LogisticRegression_\x8?_\x8D_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8L_\x8o_\x8g_\x8i_\x8s_\x8t_\x8i_\x8c_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n | 175 | [·] LogisticRegression_\x8?_\x8D_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8L_\x8o_\x8g_\x8i_\x8s_\x8t_\x8i_\x8c_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n |
| 176 | LogisticRegression(max_iter=1000) | 176 | LogisticRegression(max_iter=1000) |
| Offset 190, 37 lines modified | Offset 190, 37 lines modified | ||
| 190 | ····gbdt_leaves_yielder, | 190 | ····gbdt_leaves_yielder, |
| 191 | ····OneHotEncoder(handle_unknown="ignore"), | 191 | ····OneHotEncoder(handle_unknown="ignore"), |
| 192 | ····LogisticRegression(max_iter=1000), | 192 | ····LogisticRegression(max_iter=1000), |
| 193 | ) | 193 | ) |
| 194 | gbdt_model.fit(X_train_linear,·y_train_linear) | 194 | gbdt_model.fit(X_train_linear,·y_train_linear) |
| 195 | Pipeline(steps=[('functiontransformer', | 195 | Pipeline(steps=[('functiontransformer', |
| 196 | ·················FunctionTransformer(func=<function·gbdt_apply·at | 196 | ·················FunctionTransformer(func=<function·gbdt_apply·at |
| 197 | 0x7f | 197 | 0x7f74d10d0ea0>, |
| 198 | ·····································kw_args={'model': | 198 | ·····································kw_args={'model': |
| 199 | GradientBoostingClassifier(n_estimators=10, | 199 | GradientBoostingClassifier(n_estimators=10, |
| 200 | random_state=10)})), | 200 | random_state=10)})), |
| 201 | ················('onehotencoder',·OneHotEncoder(handle_unknown='ignore')), | 201 | ················('onehotencoder',·OneHotEncoder(handle_unknown='ignore')), |
| 202 | ················('logisticregression',·LogisticRegression(max_iter=1000))]) | 202 | ················('logisticregression',·LogisticRegression(max_iter=1000))]) |
| 203 | I\x8In\x8n·a\x8a·J\x8Ju\x8up\x8py\x8yt\x8te\x8er\x8r·e\x8en\x8nv\x8vi\x8ir\x8ro\x8on\x8nm\x8me\x8en\x8nt\x8t,\x8,·p\x8pl\x8le\x8ea\x8as\x8se\x8e·r\x8re\x8er\x8ru\x8un\x8n·t\x8th\x8hi\x8is\x8s·c\x8ce\x8el\x8ll\x8l·t\x8to\x8o·s\x8sh\x8ho\x8ow\x8w·t\x8th\x8he\x8e·H\x8HT\x8TM\x8ML\x8L | 203 | I\x8In\x8n·a\x8a·J\x8Ju\x8up\x8py\x8yt\x8te\x8er\x8r·e\x8en\x8nv\x8vi\x8ir\x8ro\x8on\x8nm\x8me\x8en\x8nt\x8t,\x8,·p\x8pl\x8le\x8ea\x8as\x8se\x8e·r\x8re\x8er\x8ru\x8un\x8n·t\x8th\x8hi\x8is\x8s·c\x8ce\x8el\x8ll\x8l·t\x8to\x8o·s\x8sh\x8ho\x8ow\x8w·t\x8th\x8he\x8e·H\x8HT\x8TM\x8ML\x8L |
| 204 | r\x8re\x8ep\x8pr\x8re\x8es\x8se\x8en\x8nt\x8ta\x8at\x8ti\x8io\x8on\x8n·o\x8or\x8r·t\x8tr\x8ru\x8us\x8st\x8t·t\x8th\x8he\x8e·n\x8no\x8ot\x8te\x8eb\x8bo\x8oo\x8ok\x8k.\x8. | 204 | r\x8re\x8ep\x8pr\x8re\x8es\x8se\x8en\x8nt\x8ta\x8at\x8ti\x8io\x8on\x8n·o\x8or\x8r·t\x8tr\x8ru\x8us\x8st\x8t·t\x8th\x8he\x8e·n\x8no\x8ot\x8te\x8eb\x8bo\x8oo\x8ok\x8k.\x8. |
| 205 | O\x8On\x8n·G\x8Gi\x8it\x8tH\x8Hu\x8ub\x8b,\x8,·t\x8th\x8he\x8e·H\x8HT\x8TM\x8ML\x8L·r\x8re\x8ep\x8pr\x8re\x8es\x8se\x8en\x8nt\x8ta\x8at\x8ti\x8io\x8on\x8n·i\x8is\x8s·u\x8un\x8na\x8ab\x8bl\x8le\x8e·t\x8to\x8o·r\x8re\x8en\x8nd\x8de\x8er\x8r,\x8,·p\x8pl\x8le\x8ea\x8as\x8se\x8e·t\x8tr\x8ry\x8y·l\x8lo\x8oa\x8ad\x8di\x8in\x8ng\x8g·t\x8th\x8hi\x8is\x8s | 205 | O\x8On\x8n·G\x8Gi\x8it\x8tH\x8Hu\x8ub\x8b,\x8,·t\x8th\x8he\x8e·H\x8HT\x8TM\x8ML\x8L·r\x8re\x8ep\x8pr\x8re\x8es\x8se\x8en\x8nt\x8ta\x8at\x8ti\x8io\x8on\x8n·i\x8is\x8s·u\x8un\x8na\x8ab\x8bl\x8le\x8e·t\x8to\x8o·r\x8re\x8en\x8nd\x8de\x8er\x8r,\x8,·p\x8pl\x8le\x8ea\x8as\x8se\x8e·t\x8tr\x8ry\x8y·l\x8lo\x8oa\x8ad\x8di\x8in\x8ng\x8g·t\x8th\x8hi\x8is\x8s |
| 206 | p\x8pa\x8ag\x8ge\x8e·w\x8wi\x8it\x8th\x8h·n\x8nb\x8bv\x8vi\x8ie\x8ew\x8we\x8er\x8r.\x8.o\x8or\x8rg\x8g.\x8. | 206 | p\x8pa\x8ag\x8ge\x8e·w\x8wi\x8it\x8th\x8h·n\x8nb\x8bv\x8vi\x8ie\x8ew\x8we\x8er\x8r.\x8.o\x8or\x8rg\x8g.\x8. |
| 207 | [·] Pipeline_\x8?_\x8D_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8P_\x8i_\x8p_\x8e_\x8l_\x8i_\x8n_\x8eiFitted | 207 | [·] Pipeline_\x8?_\x8D_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8P_\x8i_\x8p_\x8e_\x8l_\x8i_\x8n_\x8eiFitted |
| 208 | Pipeline(steps=[('functiontransformer', | 208 | Pipeline(steps=[('functiontransformer', |
| 209 | ·················FunctionTransformer(func=<function·gbdt_apply·at | 209 | ·················FunctionTransformer(func=<function·gbdt_apply·at |
| 210 | 0x7f | 210 | 0x7f74d10d0ea0>, |
| 211 | ·····································kw_args={'model': | 211 | ·····································kw_args={'model': |
| 212 | GradientBoostingClassifier(n_estimators=10, | 212 | GradientBoostingClassifier(n_estimators=10, |
| 213 | random_state=10)})), | 213 | random_state=10)})), |
| 214 | ················('onehotencoder',·OneHotEncoder(handle_unknown='ignore')), | 214 | ················('onehotencoder',·OneHotEncoder(handle_unknown='ignore')), |
| 215 | ················('logisticregression',·LogisticRegression(max_iter=1000))]) | 215 | ················('logisticregression',·LogisticRegression(max_iter=1000))]) |
| 216 | [·] FunctionTransformer_\x8?_\x8D_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8F_\x8u_\x8n_\x8c_\x8t_\x8i_\x8o_\x8n_\x8T_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8e_\x8r | 216 | [·] FunctionTransformer_\x8?_\x8D_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8F_\x8u_\x8n_\x8c_\x8t_\x8i_\x8o_\x8n_\x8T_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8e_\x8r |
| 217 | FunctionTransformer(func=<function·gbdt_apply·at·0x7f | 217 | FunctionTransformer(func=<function·gbdt_apply·at·0x7f74d10d0ea0>, |
| 218 | ····················kw_args={'model':·GradientBoostingClassifier | 218 | ····················kw_args={'model':·GradientBoostingClassifier |
| 219 | (n_estimators=10, | 219 | (n_estimators=10, |
| 220 | random_state=10)}) | 220 | random_state=10)}) |
| 221 | [·] OneHotEncoder_\x8?_\x8D_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8O_\x8n_\x8e_\x8H_\x8o_\x8t_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r | 221 | [·] OneHotEncoder_\x8?_\x8D_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8O_\x8n_\x8e_\x8H_\x8o_\x8t_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r |
| 222 | OneHotEncoder(handle_unknown='ignore') | 222 | OneHotEncoder(handle_unknown='ignore') |
| 223 | [·] LogisticRegression_\x8?_\x8D_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8L_\x8o_\x8g_\x8i_\x8s_\x8t_\x8i_\x8c_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n | 223 | [·] LogisticRegression_\x8?_\x8D_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8L_\x8o_\x8g_\x8i_\x8s_\x8t_\x8i_\x8c_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n |
| Offset 253, 13 lines modified | Offset 253, 13 lines modified | ||
| 253 | for·name,·pipeline·in·models: | 253 | for·name,·pipeline·in·models: |
| 254 | ····model_displays[name].plot(ax=ax) | 254 | ····model_displays[name].plot(ax=ax) |
| 255 | ax.set_xlim(0,·0.2) | 255 | ax.set_xlim(0,·0.2) |
| 256 | ax.set_ylim(0.8,·1) | 256 | ax.set_ylim(0.8,·1) |
| 257 | _·=·ax.set_title("ROC·curve·(zoomed·in·at·top·left)") | 257 | _·=·ax.set_title("ROC·curve·(zoomed·in·at·top·left)") |
| 258 | [ROC·curve·(zoomed·in·at·top·left)] | 258 | [ROC·curve·(zoomed·in·at·top·left)] |
| 259 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·2.9 | 259 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·2.946·seconds) |
| 260 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8__\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 260 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8__\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 261 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8__\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y | 261 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8__\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y |
| 262 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8__\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p | 262 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8__\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p |
| 263 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 263 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 264 | ©·2007·-·202 | 264 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 433 | </section> | 433 | </section> |
| 434 | </section> | 434 | </section> |
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| 235 | by·the·RF·models·are·naturally·multiclass·which·should·improve·the·speed | 235 | by·the·RF·models·are·naturally·multiclass·which·should·improve·the·speed |
| 236 | accuracy·trade-off·of·the·RF·models·in·this·case. | 236 | accuracy·trade-off·of·the·RF·models·in·this·case. |
| 237 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.002·seconds) | 237 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.002·seconds) |
| 238 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8f_\x8o_\x8r_\x8e_\x8s_\x8t_\x8__\x8h_\x8i_\x8s_\x8t_\x8__\x8g_\x8r_\x8a_\x8d_\x8__\x8b_\x8o_\x8o_\x8s_\x8t_\x8i_\x8n_\x8g_\x8__\x8c_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 238 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8f_\x8o_\x8r_\x8e_\x8s_\x8t_\x8__\x8h_\x8i_\x8s_\x8t_\x8__\x8g_\x8r_\x8a_\x8d_\x8__\x8b_\x8o_\x8o_\x8s_\x8t_\x8i_\x8n_\x8g_\x8__\x8c_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 239 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8f_\x8o_\x8r_\x8e_\x8s_\x8t_\x8__\x8h_\x8i_\x8s_\x8t_\x8__\x8g_\x8r_\x8a_\x8d_\x8__\x8b_\x8o_\x8o_\x8s_\x8t_\x8i_\x8n_\x8g_\x8__\x8c_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n_\x8._\x8p_\x8y | 239 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8f_\x8o_\x8r_\x8e_\x8s_\x8t_\x8__\x8h_\x8i_\x8s_\x8t_\x8__\x8g_\x8r_\x8a_\x8d_\x8__\x8b_\x8o_\x8o_\x8s_\x8t_\x8i_\x8n_\x8g_\x8__\x8c_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n_\x8._\x8p_\x8y |
| 240 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8f_\x8o_\x8r_\x8e_\x8s_\x8t_\x8__\x8h_\x8i_\x8s_\x8t_\x8__\x8g_\x8r_\x8a_\x8d_\x8__\x8b_\x8o_\x8o_\x8s_\x8t_\x8i_\x8n_\x8g_\x8__\x8c_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n_\x8._\x8z_\x8i_\x8p | 240 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8f_\x8o_\x8r_\x8e_\x8s_\x8t_\x8__\x8h_\x8i_\x8s_\x8t_\x8__\x8g_\x8r_\x8a_\x8d_\x8__\x8b_\x8o_\x8o_\x8s_\x8t_\x8i_\x8n_\x8g_\x8__\x8c_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n_\x8._\x8z_\x8i_\x8p |
| 241 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 241 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 242 | ©·2007·-·202 | 242 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 699 | <span·class="p">)</span> | 699 | <span·class="p">)</span> |
| 700 | <span·class="n">elapsed_time</span>·<span·class="o">=</span>·<span·class="n">time</span><span·class="o">.</span><span·class="n">time</span><span·class="p">()</span>·<span·class="o">-</span>·<span·class="n">start_time</span> | 700 | <span·class="n">elapsed_time</span>·<span·class="o">=</span>·<span·class="n">time</span><span·class="o">.</span><span·class="n">time</span><span·class="p">()</span>·<span·class="o">-</span>·<span·class="n">start_time</span> |
| 701 | <span·class="nb">print</span><span·class="p">(</span><span·class="sa">f</span><span·class="s2">"Elapsed·time·to·compute·the·importances:·</span><span·class="si">{</span><span·class="n">elapsed_time</span><span·class="si">:</span><span·class="s2">.3f</span><span·class="si">}</span><span·class="s2">·seconds"</span><span·class="p">)</span> | 701 | <span·class="nb">print</span><span·class="p">(</span><span·class="sa">f</span><span·class="s2">"Elapsed·time·to·compute·the·importances:·</span><span·class="si">{</span><span·class="n">elapsed_time</span><span·class="si">:</span><span·class="s2">.3f</span><span·class="si">}</span><span·class="s2">·seconds"</span><span·class="p">)</span> |
| 702 | <span·class="n">forest_importances</span>·<span·class="o">=</span>·<span·class="n">pd</span><span·class="o">.</span><span·class="n">Series</span><span·class="p">(</span><span·class="n">result</span><span·class="o">.</span><span·class="n">importances_mean</span><span·class="p">,</span>·<span·class="n">index</span><span·class="o">=</span><span·class="n">feature_names</span><span·class="p">)</span> | 702 | <span·class="n">forest_importances</span>·<span·class="o">=</span>·<span·class="n">pd</span><span·class="o">.</span><span·class="n">Series</span><span·class="p">(</span><span·class="n">result</span><span·class="o">.</span><span·class="n">importances_mean</span><span·class="p">,</span>·<span·class="n">index</span><span·class="o">=</span><span·class="n">feature_names</span><span·class="p">)</span> |
| 703 | </pre></div> | 703 | </pre></div> |
| 704 | </div> | 704 | </div> |
| 705 | <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>Elapsed·time·to·compute·the·importances:·0.6 | 705 | <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>Elapsed·time·to·compute·the·importances:·0.654·seconds |
| 706 | </pre></div> | 706 | </pre></div> |
| 707 | </div> | 707 | </div> |
| 708 | <p>The·computation·for·full·permutation·importance·is·more·costly.·Features·are | 708 | <p>The·computation·for·full·permutation·importance·is·more·costly.·Features·are |
| 709 | shuffled·n·times·and·the·model·refitted·to·estimate·the·importance·of·it. | 709 | shuffled·n·times·and·the·model·refitted·to·estimate·the·importance·of·it. |
| 710 | Please·see·<a·class="reference·internal"·href="../../modules/permutation_importance.html#permutation-importance"><span·class="std·std-ref">Permutation·feature·importance</span></a>·for·more·details.·We·can·now·plot | 710 | Please·see·<a·class="reference·internal"·href="../../modules/permutation_importance.html#permutation-importance"><span·class="std·std-ref">Permutation·feature·importance</span></a>·for·more·details.·We·can·now·plot |
| 711 | the·importance·ranking.</p> | 711 | the·importance·ranking.</p> |
| 712 | <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="n">fig</span><span·class="p">,</span>·<span·class="n">ax</span>·<span·class="o">=</span>·<span·class="n">plt</span><span·class="o">.</span><span·class="n">subplots</span><span·class="p">()</span> | 712 | <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="n">fig</span><span·class="p">,</span>·<span·class="n">ax</span>·<span·class="o">=</span>·<span·class="n">plt</span><span·class="o">.</span><span·class="n">subplots</span><span·class="p">()</span> |
| Offset 717, 15 lines modified | Offset 717, 15 lines modified | ||
| 717 | <span·class="n">fig</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span> | 717 | <span·class="n">fig</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span> |
| 718 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 718 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 719 | </pre></div> | 719 | </pre></div> |
| 720 | </div> | 720 | </div> |
| 721 | <img·src="../../_images/sphx_glr_plot_forest_importances_002.png"·srcset="../../_images/sphx_glr_plot_forest_importances_002.png"·alt="Feature·importances·using·permutation·on·full·model"·class·=·"sphx-glr-single-img"/><p>The·same·features·are·detected·as·most·important·using·both·methods.·Although | 721 | <img·src="../../_images/sphx_glr_plot_forest_importances_002.png"·srcset="../../_images/sphx_glr_plot_forest_importances_002.png"·alt="Feature·importances·using·permutation·on·full·model"·class·=·"sphx-glr-single-img"/><p>The·same·features·are·detected·as·most·important·using·both·methods.·Although |
| 722 | the·relative·importances·vary.·As·seen·on·the·plots,·MDI·is·less·likely·than | 722 | the·relative·importances·vary.·As·seen·on·the·plots,·MDI·is·less·likely·than |
| 723 | permutation·importance·to·fully·omit·a·feature.</p> | 723 | permutation·importance·to·fully·omit·a·feature.</p> |
| 724 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1.2 | 724 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1.234·seconds)</p> |
| 725 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-ensemble-plot-forest-importances-py"> | 725 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-ensemble-plot-forest-importances-py"> |
| 726 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 726 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 727 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/5e3b69cd18b43dd31a46a35ccba413e7/plot_forest_importances.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_forest_importances.ipynb</span></code></a></p> | 727 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/5e3b69cd18b43dd31a46a35ccba413e7/plot_forest_importances.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_forest_importances.ipynb</span></code></a></p> |
| 728 | </div> | 728 | </div> |
| 729 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 729 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 730 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/74c6ab6570af7f9379b15af6a1323943/plot_forest_importances.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_forest_importances.py</span></code></a></p> | 730 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/74c6ab6570af7f9379b15af6a1323943/plot_forest_importances.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_forest_importances.py</span></code></a></p> |
| 731 | </div> | 731 | </div> |
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| 737 | </section> | 737 | </section> |
| 738 | </section> | 738 | </section> |
| 739 | ······</div> | 739 | ······</div> |
| 740 | ····<div·class="container"> | 740 | ····<div·class="container"> |
| 741 | ······<footer·class="sk-content-footer"> | 741 | ······<footer·class="sk-content-footer"> |
| 742 | ············©·2007·-·202 | 742 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 743 | ··········<a·href="../../_sources/auto_examples/ensemble/plot_forest_importances.rst.txt"·rel="nofollow">Show·this·page·source</a> | 743 | ··········<a·href="../../_sources/auto_examples/ensemble/plot_forest_importances.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 744 | ······</footer> | 744 | ······</footer> |
| 745 | ····</div> | 745 | ····</div> |
| 746 | ··</div> | 746 | ··</div> |
| 747 | </div> | 747 | </div> |
| 748 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 748 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 118 | result·=·permutation_importance( | 118 | result·=·permutation_importance( |
| 119 | ····forest,·X_test,·y_test,·n_repeats=10,·random_state=42,·n_jobs=2 | 119 | ····forest,·X_test,·y_test,·n_repeats=10,·random_state=42,·n_jobs=2 |
| 120 | ) | 120 | ) |
| 121 | elapsed_time·=·time.time()·-·start_time | 121 | elapsed_time·=·time.time()·-·start_time |
| 122 | print(f"Elapsed·time·to·compute·the·importances:·{elapsed_time:.3f}·seconds") | 122 | print(f"Elapsed·time·to·compute·the·importances:·{elapsed_time:.3f}·seconds") |
| 123 | forest_importances·=·pd.Series(result.importances_mean,·index=feature_names) | 123 | forest_importances·=·pd.Series(result.importances_mean,·index=feature_names) |
| 124 | Elapsed·time·to·compute·the·importances:·0.6 | 124 | Elapsed·time·to·compute·the·importances:·0.654·seconds |
| 125 | The·computation·for·full·permutation·importance·is·more·costly.·Features·are | 125 | The·computation·for·full·permutation·importance·is·more·costly.·Features·are |
| 126 | shuffled·n·times·and·the·model·refitted·to·estimate·the·importance·of·it. | 126 | shuffled·n·times·and·the·model·refitted·to·estimate·the·importance·of·it. |
| 127 | Please·see·_\x8P_\x8e_\x8r_\x8m_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8i_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e·for·more·details.·We·can·now·plot·the | 127 | Please·see·_\x8P_\x8e_\x8r_\x8m_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8i_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e·for·more·details.·We·can·now·plot·the |
| 128 | importance·ranking. | 128 | importance·ranking. |
| 129 | fig,·ax·=·plt.subplots() | 129 | fig,·ax·=·plt.subplots() |
| 130 | forest_importances.plot.bar(yerr=result.importances_std,·ax=ax) | 130 | forest_importances.plot.bar(yerr=result.importances_std,·ax=ax) |
| 131 | ax.set_title("Feature·importances·using·permutation·on·full·model") | 131 | ax.set_title("Feature·importances·using·permutation·on·full·model") |
| 132 | ax.set_ylabel("Mean·accuracy·decrease") | 132 | ax.set_ylabel("Mean·accuracy·decrease") |
| 133 | fig.tight_layout() | 133 | fig.tight_layout() |
| 134 | plt.show() | 134 | plt.show() |
| 135 | [Feature·importances·using·permutation·on·full·model] | 135 | [Feature·importances·using·permutation·on·full·model] |
| 136 | The·same·features·are·detected·as·most·important·using·both·methods.·Although | 136 | The·same·features·are·detected·as·most·important·using·both·methods.·Although |
| 137 | the·relative·importances·vary.·As·seen·on·the·plots,·MDI·is·less·likely·than | 137 | the·relative·importances·vary.·As·seen·on·the·plots,·MDI·is·less·likely·than |
| 138 | permutation·importance·to·fully·omit·a·feature. | 138 | permutation·importance·to·fully·omit·a·feature. |
| 139 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1.2 | 139 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1.234·seconds) |
| 140 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8f_\x8o_\x8r_\x8e_\x8s_\x8t_\x8__\x8i_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 140 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8f_\x8o_\x8r_\x8e_\x8s_\x8t_\x8__\x8i_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 141 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8f_\x8o_\x8r_\x8e_\x8s_\x8t_\x8__\x8i_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8s_\x8._\x8p_\x8y | 141 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8f_\x8o_\x8r_\x8e_\x8s_\x8t_\x8__\x8i_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8s_\x8._\x8p_\x8y |
| 142 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8f_\x8o_\x8r_\x8e_\x8s_\x8t_\x8__\x8i_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8s_\x8._\x8z_\x8i_\x8p | 142 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8f_\x8o_\x8r_\x8e_\x8s_\x8t_\x8__\x8i_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8s_\x8._\x8z_\x8i_\x8p |
| 143 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 143 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 144 | ©·2007·-·202 | 144 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 306 | </section> | 306 | </section> |
| 307 | </section> | 307 | </section> |
| 308 | ······</div> | 308 | ······</div> |
| 309 | ····<div·class="container"> | 309 | ····<div·class="container"> |
| 310 | ······<footer·class="sk-content-footer"> | 310 | ······<footer·class="sk-content-footer"> |
| 311 | ············©·2007·-·202 | 311 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 312 | ··········<a·href="../../_sources/auto_examples/ensemble/plot_forest_importances_faces.rst.txt"·rel="nofollow">Show·this·page·source</a> | 312 | ··········<a·href="../../_sources/auto_examples/ensemble/plot_forest_importances_faces.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 313 | ······</footer> | 313 | ······</footer> |
| 314 | ····</div> | 314 | ····</div> |
| 315 | ··</div> | 315 | ··</div> |
| 316 | </div> | 316 | </div> |
| 317 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 317 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 111 | If·these·two·conditions·are·not·met,·it·is·recommended·to·instead·use·the | 111 | If·these·two·conditions·are·not·met,·it·is·recommended·to·instead·use·the |
| 112 | _\x8p_\x8e_\x8r_\x8m_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8i_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e. | 112 | _\x8p_\x8e_\x8r_\x8m_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8i_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e. |
| 113 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.002·seconds) | 113 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.002·seconds) |
| 114 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8f_\x8o_\x8r_\x8e_\x8s_\x8t_\x8__\x8i_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8s_\x8__\x8f_\x8a_\x8c_\x8e_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 114 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8f_\x8o_\x8r_\x8e_\x8s_\x8t_\x8__\x8i_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8s_\x8__\x8f_\x8a_\x8c_\x8e_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 115 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8f_\x8o_\x8r_\x8e_\x8s_\x8t_\x8__\x8i_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8s_\x8__\x8f_\x8a_\x8c_\x8e_\x8s_\x8._\x8p_\x8y | 115 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8f_\x8o_\x8r_\x8e_\x8s_\x8t_\x8__\x8i_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8s_\x8__\x8f_\x8a_\x8c_\x8e_\x8s_\x8._\x8p_\x8y |
| 116 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8f_\x8o_\x8r_\x8e_\x8s_\x8t_\x8__\x8i_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8s_\x8__\x8f_\x8a_\x8c_\x8e_\x8s_\x8._\x8z_\x8i_\x8p | 116 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8f_\x8o_\x8r_\x8e_\x8s_\x8t_\x8__\x8i_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8s_\x8__\x8f_\x8a_\x8c_\x8e_\x8s_\x8._\x8z_\x8i_\x8p |
| 117 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 117 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 118 | ©·2007·-·202 | 118 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 372 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">suptitle</span><span·class="p">(</span><span·class="s2">"Classifiers·on·feature·subsets·of·the·Iris·dataset"</span><span·class="p">,</span>·<span·class="n">fontsize</span><span·class="o">=</span><span·class="mi">12</span><span·class="p">)</span> | 372 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">suptitle</span><span·class="p">(</span><span·class="s2">"Classifiers·on·feature·subsets·of·the·Iris·dataset"</span><span·class="p">,</span>·<span·class="n">fontsize</span><span·class="o">=</span><span·class="mi">12</span><span·class="p">)</span> |
| 373 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">axis</span><span·class="p">(</span><span·class="s2">"tight"</span><span·class="p">)</span> | 373 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">axis</span><span·class="p">(</span><span·class="s2">"tight"</span><span·class="p">)</span> |
| 374 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">(</span><span·class="n">h_pad</span><span·class="o">=</span><span·class="mf">0.2</span><span·class="p">,</span>·<span·class="n">w_pad</span><span·class="o">=</span><span·class="mf">0.2</span><span·class="p">,</span>·<span·class="n">pad</span><span·class="o">=</span><span·class="mf">2.5</span><span·class="p">)</span> | 374 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">(</span><span·class="n">h_pad</span><span·class="o">=</span><span·class="mf">0.2</span><span·class="p">,</span>·<span·class="n">w_pad</span><span·class="o">=</span><span·class="mf">0.2</span><span·class="p">,</span>·<span·class="n">pad</span><span·class="o">=</span><span·class="mf">2.5</span><span·class="p">)</span> |
| 375 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 375 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 376 | </pre></div> | 376 | </pre></div> |
| 377 | </div> | 377 | </div> |
| 378 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·6. | 378 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·6.804·seconds)</p> |
| 379 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-ensemble-plot-forest-iris-py"> | 379 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-ensemble-plot-forest-iris-py"> |
| 380 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 380 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 381 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/985f759e90739932d90206b8295630d6/plot_forest_iris.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_forest_iris.ipynb</span></code></a></p> | 381 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/985f759e90739932d90206b8295630d6/plot_forest_iris.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_forest_iris.ipynb</span></code></a></p> |
| 382 | </div> | 382 | </div> |
| 383 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 383 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 384 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/7b2d436e94933f77577bba1962762f33/plot_forest_iris.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_forest_iris.py</span></code></a></p> | 384 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/7b2d436e94933f77577bba1962762f33/plot_forest_iris.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_forest_iris.py</span></code></a></p> |
| 385 | </div> | 385 | </div> |
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| 391 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 391 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 392 | </section> | 392 | </section> |
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| 394 | ····<div·class="container"> | 394 | ····<div·class="container"> |
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| 212 | ········) | 212 | ········) |
| 213 | ········plot_idx·+=·1··#·move·on·to·the·next·plot·in·sequence | 213 | ········plot_idx·+=·1··#·move·on·to·the·next·plot·in·sequence |
| 214 | plt.suptitle("Classifiers·on·feature·subsets·of·the·Iris·dataset",·fontsize=12) | 214 | plt.suptitle("Classifiers·on·feature·subsets·of·the·Iris·dataset",·fontsize=12) |
| 215 | plt.axis("tight") | 215 | plt.axis("tight") |
| 216 | plt.tight_layout(h_pad=0.2,·w_pad=0.2,·pad=2.5) | 216 | plt.tight_layout(h_pad=0.2,·w_pad=0.2,·pad=2.5) |
| 217 | plt.show() | 217 | plt.show() |
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| 222 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 222 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 223 | ©·2007·-·202 | 223 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 485 | </section> | 485 | </section> |
| 486 | </section> | 486 | </section> |
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| 488 | ····<div·class="container"> | 488 | ····<div·class="container"> |
| 489 | ······<footer·class="sk-content-footer"> | 489 | ······<footer·class="sk-content-footer"> |
| 490 | ············©·2007·-·202 | 490 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 491 | ··········<a·href="../../_sources/auto_examples/ensemble/plot_gradient_boosting_categorical.rst.txt"·rel="nofollow">Show·this·page·source</a> | 491 | ··········<a·href="../../_sources/auto_examples/ensemble/plot_gradient_boosting_categorical.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 287 | categories·as·ordinal·values)·lead·to·error·values·comparable·to·the·baseline | 287 | categories·as·ordinal·values)·lead·to·error·values·comparable·to·the·baseline |
| 288 | model·that·just·dropped·the·categorical·features·altogether. | 288 | model·that·just·dropped·the·categorical·features·altogether. |
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| 292 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8r_\x8a_\x8d_\x8i_\x8e_\x8n_\x8t_\x8__\x8b_\x8o_\x8o_\x8s_\x8t_\x8i_\x8n_\x8g_\x8__\x8c_\x8a_\x8t_\x8e_\x8g_\x8o_\x8r_\x8i_\x8c_\x8a_\x8l_\x8._\x8z_\x8i_\x8p | 292 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8r_\x8a_\x8d_\x8i_\x8e_\x8n_\x8t_\x8__\x8b_\x8o_\x8o_\x8s_\x8t_\x8i_\x8n_\x8g_\x8__\x8c_\x8a_\x8t_\x8e_\x8g_\x8o_\x8r_\x8i_\x8c_\x8a_\x8l_\x8._\x8z_\x8i_\x8p |
| 293 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 293 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 294 | ©·2007·-·202 | 294 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 399 | ····<div·class="container"> | 399 | ····<div·class="container"> |
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| 404 | ····</div> | 404 | ····</div> |
| 405 | ··</div> | 405 | ··</div> |
| 406 | </div> | 406 | </div> |
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| 201 | ······comparable·accuracy·while·requiring·significantly·fewer·estimators, | 201 | ······comparable·accuracy·while·requiring·significantly·fewer·estimators, |
| 202 | ······resulting·in·faster·training. | 202 | ······resulting·in·faster·training. |
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| 207 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 207 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 208 | ©·2007·-·202 | 208 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 335 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span><span·class="n">loc</span><span·class="o">=</span><span·class="s2">"upper·center"</span><span·class="p">)</span> | 335 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span><span·class="n">loc</span><span·class="o">=</span><span·class="s2">"upper·center"</span><span·class="p">)</span> |
| 336 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylabel</span><span·class="p">(</span><span·class="s2">"normalized·loss"</span><span·class="p">)</span> | 336 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylabel</span><span·class="p">(</span><span·class="s2">"normalized·loss"</span><span·class="p">)</span> |
| 337 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xlabel</span><span·class="p">(</span><span·class="s2">"number·of·iterations"</span><span·class="p">)</span> | 337 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xlabel</span><span·class="p">(</span><span·class="s2">"number·of·iterations"</span><span·class="p">)</span> |
| 338 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 338 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 339 | </pre></div> | 339 | </pre></div> |
| 340 | </div> | 340 | </div> |
| 341 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·10. | 341 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·10.533·seconds)</p> |
| 342 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-ensemble-plot-gradient-boosting-oob-py"> | 342 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-ensemble-plot-gradient-boosting-oob-py"> |
| 343 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 343 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 344 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/d45483409febd18772e1fe41233d258e/plot_gradient_boosting_oob.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_gradient_boosting_oob.ipynb</span></code></a></p> | 344 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/d45483409febd18772e1fe41233d258e/plot_gradient_boosting_oob.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_gradient_boosting_oob.ipynb</span></code></a></p> |
| 345 | </div> | 345 | </div> |
| 346 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 346 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 347 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/a0f093cdc82e6c383a734fc9beaf8e24/plot_gradient_boosting_oob.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_gradient_boosting_oob.py</span></code></a></p> | 347 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/a0f093cdc82e6c383a734fc9beaf8e24/plot_gradient_boosting_oob.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_gradient_boosting_oob.py</span></code></a></p> |
| 348 | </div> | 348 | </div> |
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| 354 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 354 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 355 | </section> | 355 | </section> |
| 356 | ······</div> | 356 | ······</div> |
| 357 | ····<div·class="container"> | 357 | ····<div·class="container"> |
| 358 | ······<footer·class="sk-content-footer"> | 358 | ······<footer·class="sk-content-footer"> |
| 359 | ············©·2007·-·202 | 359 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 360 | ··········<a·href="../../_sources/auto_examples/ensemble/plot_gradient_boosting_oob.rst.txt"·rel="nofollow">Show·this·page·source</a> | 360 | ··········<a·href="../../_sources/auto_examples/ensemble/plot_gradient_boosting_oob.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 361 | ······</footer> | 361 | ······</footer> |
| 362 | ····</div> | 362 | ····</div> |
| 363 | ··</div> | 363 | ··</div> |
| 364 | </div> | 364 | </div> |
| 365 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 365 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 167 | plt.xticks(xticks_pos,·xticks_label,·rotation=90) | 167 | plt.xticks(xticks_pos,·xticks_label,·rotation=90) |
| 168 | plt.legend(loc="upper·center") | 168 | plt.legend(loc="upper·center") |
| 169 | plt.ylabel("normalized·loss") | 169 | plt.ylabel("normalized·loss") |
| 170 | plt.xlabel("number·of·iterations") | 170 | plt.xlabel("number·of·iterations") |
| 171 | plt.show() | 171 | plt.show() |
| 172 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·10. | 172 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·10.533·seconds) |
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| 176 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 176 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 177 | ©·2007·-·202 | 177 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 332 | ····<span·class="n">results</span><span·class="o">.</span><span·class="n">append</span><span·class="p">(</span><span·class="n">metrics</span><span·class="p">)</span> | 332 | ····<span·class="n">results</span><span·class="o">.</span><span·class="n">append</span><span·class="p">(</span><span·class="n">metrics</span><span·class="p">)</span> |
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| 334 | </pre></div> | 334 | </pre></div> |
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| 349 | ······<th·id="T_ | 349 | ······<th·id="T_1ec7d_level0_col3"·class="col_heading·level0·col3"·>MSE</th> |
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| 365 | ······<td·id="T_ | 365 | ······<td·id="T_1ec7d_row0_col3"·class="data·row0·col3"·>7.750348</td> |
| 366 | ····</tr> | 366 | ····</tr> |
| 367 | ····<tr> | 367 | ····<tr> |
| 368 | ······<th·id="T_ | 368 | ······<th·id="T_1ec7d_level0_row1"·class="row_heading·level0·row1"·>q·0.05</th> |
| 369 | ······<td·id="T_ | 369 | ······<td·id="T_1ec7d_row1_col0"·class="data·row1·col0"·>0.127128</td> |
| 370 | ······<td·id="T_ | 370 | ······<td·id="T_1ec7d_row1_col1"·class="data·row1·col1"·>1.253445</td> |
| 371 | ······<td·id="T_ | 371 | ······<td·id="T_1ec7d_row1_col2"·class="data·row1·col2"·>2.379763</td> |
| 372 | ······<td·id="T_ | 372 | ······<td·id="T_1ec7d_row1_col3"·class="data·row1·col3"·>18.933253</td> |
| 373 | ····</tr> | 373 | ····</tr> |
| 374 | ····<tr> | 374 | ····<tr> |
| 375 | ······<th·id="T_ | 375 | ······<th·id="T_1ec7d_level0_row2"·class="row_heading·level0·row2"·>q·0.50</th> |
| 376 | ······<td·id="T_ | 376 | ······<td·id="T_1ec7d_row2_col0"·class="data·row2·col0"·>0.305438</td> |
| 377 | ······<td·id="T_ | 377 | ······<td·id="T_1ec7d_row2_col1"·class="data·row2·col1"·>0.622811</td> |
| 378 | ······<td·id="T_ | 378 | ······<td·id="T_1ec7d_row2_col2"·class="data·row2·col2"·>0.940184</td> |
| 379 | ······<td·id="T_ | 379 | ······<td·id="T_1ec7d_row2_col3"·class="data·row2·col3"·>9.827917</td> |
| 380 | ····</tr> | 380 | ····</tr> |
| 381 | ····<tr> | 381 | ····<tr> |
| 382 | ······<th·id="T_ | 382 | ······<th·id="T_1ec7d_level0_row3"·class="row_heading·level0·row3"·>q·0.95</th> |
| 383 | ······<td·id="T_ | 383 | ······<td·id="T_1ec7d_row3_col0"·class="data·row3·col0"·>3.909909</td> |
| 384 | ······<td·id="T_ | 384 | ······<td·id="T_1ec7d_row3_col1"·class="data·row3·col1"·>2.145957</td> |
| 385 | ······<td·id="T_ | 385 | ······<td·id="T_1ec7d_row3_col2"·class="data·row3·col2"·>0.382005</td> |
| 386 | ······<td·id="T_ | 386 | ······<td·id="T_1ec7d_row3_col3"·class="data·row3·col3"·>28.667219</td> |
| 387 | ····</tr> | 387 | ····</tr> |
| 388 | ··</tbody> | 388 | ··</tbody> |
| 389 | </table> | 389 | </table> |
| 390 | </div> | 390 | </div> |
| 391 | <br·/> | 391 | <br·/> |
| 392 | <br·/><p>One·column·shows·all·models·evaluated·by·the·same·metric.·The·minimum·number | 392 | <br·/><p>One·column·shows·all·models·evaluated·by·the·same·metric.·The·minimum·number |
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| 413 | ····<span·class="n">results</span><span·class="o">.</span><span·class="n">append</span><span·class="p">(</span><span·class="n">metrics</span><span·class="p">)</span> | 413 | ····<span·class="n">results</span><span·class="o">.</span><span·class="n">append</span><span·class="p">(</span><span·class="n">metrics</span><span·class="p">)</span> |
| 414 | <span·class="n">pd</span><span·class="o">.</span><span·class="n">DataFrame</span><span·class="p">(</span><span·class="n">results</span><span·class="p">)</span><span·class="o">.</span><span·class="n">set_index</span><span·class="p">(</span><span·class="s2">"model"</span><span·class="p">)</span><span·class="o">.</span><span·class="n">style</span><span·class="o">.</span><span·class="n">apply</span><span·class="p">(</span><span·class="n">highlight_min</span><span·class="p">)</span> | 414 | <span·class="n">pd</span><span·class="o">.</span><span·class="n">DataFrame</span><span·class="p">(</span><span·class="n">results</span><span·class="p">)</span><span·class="o">.</span><span·class="n">set_index</span><span·class="p">(</span><span·class="s2">"model"</span><span·class="p">)</span><span·class="o">.</span><span·class="n">style</span><span·class="o">.</span><span·class="n">apply</span><span·class="p">(</span><span·class="n">highlight_min</span><span·class="p">)</span> |
| 415 | </pre></div> | 415 | </pre></div> |
| 416 | </div> | 416 | </div> |
| 417 | <div·class="output_subarea·output_html·rendered_html·output_result"> | 417 | <div·class="output_subarea·output_html·rendered_html·output_result"> |
| 418 | <style·type="text/css"> | 418 | <style·type="text/css"> |
| 419 | #T_ | 419 | #T_ea2ab_row1_col0,·#T_ea2ab_row2_col1,·#T_ea2ab_row2_col3,·#T_ea2ab_row3_col2·{ |
| 420 | ··font-weight:·bold; | 420 | ··font-weight:·bold; |
| 421 | } | 421 | } |
| 422 | </style> | 422 | </style> |
| 423 | <table·id="T_ | 423 | <table·id="T_ea2ab"> |
| 424 | ··<thead> | 424 | ··<thead> |
| 425 | ····<tr> | 425 | ····<tr> |
| 426 | ······<th·class="blank·level0"·> </th> | 426 | ······<th·class="blank·level0"·> </th> |
| 427 | ······<th·id="T_ | 427 | ······<th·id="T_ea2ab_level0_col0"·class="col_heading·level0·col0"·>pbl=0.05</th> |
| 428 | ······<th·id="T_ | 428 | ······<th·id="T_ea2ab_level0_col1"·class="col_heading·level0·col1"·>pbl=0.50</th> |
| 429 | ······<th·id="T_ | 429 | ······<th·id="T_ea2ab_level0_col2"·class="col_heading·level0·col2"·>pbl=0.95</th> |
| 430 | ······<th·id="T_ | 430 | ······<th·id="T_ea2ab_level0_col3"·class="col_heading·level0·col3"·>MSE</th> |
| 431 | ····</tr> | 431 | ····</tr> |
| 432 | ····<tr> | 432 | ····<tr> |
| 433 | ······<th·class="index_name·level0"·>model</th> | 433 | ······<th·class="index_name·level0"·>model</th> |
| 434 | ······<th·class="blank·col0"·> </th> | 434 | ······<th·class="blank·col0"·> </th> |
| 435 | ······<th·class="blank·col1"·> </th> | 435 | ······<th·class="blank·col1"·> </th> |
| 436 | ······<th·class="blank·col2"·> </th> | 436 | ······<th·class="blank·col2"·> </th> |
| 437 | ······<th·class="blank·col3"·> </th> | 437 | ······<th·class="blank·col3"·> </th> |
| 438 | ····</tr> | 438 | ····</tr> |
| 439 | ··</thead> | 439 | ··</thead> |
| 440 | ··<tbody> | 440 | ··<tbody> |
| 441 | ····<tr> | 441 | ····<tr> |
| 442 | ······<th·id="T_ | 442 | ······<th·id="T_ea2ab_level0_row0"·class="row_heading·level0·row0"·>mse</th> |
| 443 | ······<td·id="T_ | 443 | ······<td·id="T_ea2ab_row0_col0"·class="data·row0·col0"·>0.917281</td> |
| 444 | ······<td·id="T_ | 444 | ······<td·id="T_ea2ab_row0_col1"·class="data·row0·col1"·>0.767498</td> |
| 445 | ······<td·id="T_ | 445 | ······<td·id="T_ea2ab_row0_col2"·class="data·row0·col2"·>0.617715</td> |
| 446 | ······<td·id="T_ | 446 | ······<td·id="T_ea2ab_row0_col3"·class="data·row0·col3"·>6.692901</td> |
| 447 | ····</tr> | 447 | ····</tr> |
| 448 | ····<tr> | 448 | ····<tr> |
| 449 | ······<th·id="T_ | 449 | ······<th·id="T_ea2ab_level0_row1"·class="row_heading·level0·row1"·>q·0.05</th> |
| 450 | ······<td·id="T_ | 450 | ······<td·id="T_ea2ab_row1_col0"·class="data·row1·col0"·>0.144204</td> |
| 451 | ······<td·id="T_ | 451 | ······<td·id="T_ea2ab_row1_col1"·class="data·row1·col1"·>1.245961</td> |
| 452 | ······<td·id="T_ | 452 | ······<td·id="T_ea2ab_row1_col2"·class="data·row1·col2"·>2.347717</td> |
| 453 | ······<td·id="T_ | 453 | ······<td·id="T_ea2ab_row1_col3"·class="data·row1·col3"·>15.648026</td> |
| 454 | ····</tr> | 454 | ····</tr> |
| 455 | ····<tr> | 455 | ····<tr> |
| 456 | ······<th·id="T_ | 456 | ······<th·id="T_ea2ab_level0_row2"·class="row_heading·level0·row2"·>q·0.50</th> |
| 457 | ······<td·id="T_ | 457 | ······<td·id="T_ea2ab_row2_col0"·class="data·row2·col0"·>0.412021</td> |
| 458 | ······<td·id="T_ | 458 | ······<td·id="T_ea2ab_row2_col1"·class="data·row2·col1"·>0.607752</td> |
| 459 | ······<td·id="T_ | 459 | ······<td·id="T_ea2ab_row2_col2"·class="data·row2·col2"·>0.803483</td> |
| 460 | ······<td·id="T_ | 460 | ······<td·id="T_ea2ab_row2_col3"·class="data·row2·col3"·>5.874771</td> |
| 461 | ····</tr> | 461 | ····</tr> |
| 462 | ····<tr> | 462 | ····<tr> |
| 463 | ······<th·id="T_ | 463 | ······<th·id="T_ea2ab_level0_row3"·class="row_heading·level0·row3"·>q·0.95</th> |
| 464 | ······<td·id="T_ | 464 | ······<td·id="T_ea2ab_row3_col0"·class="data·row3·col0"·>4.354394</td> |
| 465 | ······<td·id="T_ | 465 | ······<td·id="T_ea2ab_row3_col1"·class="data·row3·col1"·>2.355445</td> |
| 466 | ······<td·id="T_ | 466 | ······<td·id="T_ea2ab_row3_col2"·class="data·row3·col2"·>0.356497</td> |
| 467 | ······<td·id="T_ | 467 | ······<td·id="T_ea2ab_row3_col3"·class="data·row3·col3"·>34.852774</td> |
| 468 | ····</tr> | 468 | ····</tr> |
| 469 | ··</tbody> | 469 | ··</tbody> |
| 470 | </table> | 470 | </table> |
| 471 | </div> | 471 | </div> |
| 472 | <br·/> | 472 | <br·/> |
| 473 | <br·/><p>Errors·are·higher·meaning·the·models·slightly·overfitted·the·data.·It·still | 473 | <br·/><p>Errors·are·higher·meaning·the·models·slightly·overfitted·the·data.·It·still |
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| 330 | coverage_fraction(y_test,·search_05p.predict(X_test),·search_95p.predict | 330 | coverage_fraction(y_test,·search_05p.predict(X_test),·search_95p.predict |
| 331 | (X_test)) | 331 | (X_test)) |
| 332 | np.float64(0.796) | 332 | np.float64(0.796) |
| 333 | The·calibration·of·the·tuned·pair·is·sadly·not·better·on·the·test·set:·the | 333 | The·calibration·of·the·tuned·pair·is·sadly·not·better·on·the·test·set:·the |
| 334 | width·of·the·estimated·confidence·interval·is·still·too·narrow. | 334 | width·of·the·estimated·confidence·interval·is·still·too·narrow. |
| 335 | Again,·we·would·need·to·wrap·this·study·in·a·cross-validation·loop·to·better | 335 | Again,·we·would·need·to·wrap·this·study·in·a·cross-validation·loop·to·better |
| 336 | assess·the·variability·of·those·estimates. | 336 | assess·the·variability·of·those·estimates. |
| 337 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·2 | 337 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·27.329·seconds) |
| 338 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8r_\x8a_\x8d_\x8i_\x8e_\x8n_\x8t_\x8__\x8b_\x8o_\x8o_\x8s_\x8t_\x8i_\x8n_\x8g_\x8__\x8q_\x8u_\x8a_\x8n_\x8t_\x8i_\x8l_\x8e_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 338 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8r_\x8a_\x8d_\x8i_\x8e_\x8n_\x8t_\x8__\x8b_\x8o_\x8o_\x8s_\x8t_\x8i_\x8n_\x8g_\x8__\x8q_\x8u_\x8a_\x8n_\x8t_\x8i_\x8l_\x8e_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 339 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8r_\x8a_\x8d_\x8i_\x8e_\x8n_\x8t_\x8__\x8b_\x8o_\x8o_\x8s_\x8t_\x8i_\x8n_\x8g_\x8__\x8q_\x8u_\x8a_\x8n_\x8t_\x8i_\x8l_\x8e_\x8._\x8p_\x8y | 339 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8r_\x8a_\x8d_\x8i_\x8e_\x8n_\x8t_\x8__\x8b_\x8o_\x8o_\x8s_\x8t_\x8i_\x8n_\x8g_\x8__\x8q_\x8u_\x8a_\x8n_\x8t_\x8i_\x8l_\x8e_\x8._\x8p_\x8y |
| 340 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8r_\x8a_\x8d_\x8i_\x8e_\x8n_\x8t_\x8__\x8b_\x8o_\x8o_\x8s_\x8t_\x8i_\x8n_\x8g_\x8__\x8q_\x8u_\x8a_\x8n_\x8t_\x8i_\x8l_\x8e_\x8._\x8z_\x8i_\x8p | 340 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8r_\x8a_\x8d_\x8i_\x8e_\x8n_\x8t_\x8__\x8b_\x8o_\x8o_\x8s_\x8t_\x8i_\x8n_\x8g_\x8__\x8q_\x8u_\x8a_\x8n_\x8t_\x8i_\x8l_\x8e_\x8._\x8z_\x8i_\x8p |
| 341 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 341 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 342 | ©·2007·-·202 | 342 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 341 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 341 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 342 | </pre></div> | 342 | </pre></div> |
| 343 | </div> | 343 | </div> |
| 344 | <img·src="../../_images/sphx_glr_plot_gradient_boosting_regression_002.png"·srcset="../../_images/sphx_glr_plot_gradient_boosting_regression_002.png"·alt="Feature·Importance·(MDI),·Permutation·Importance·(test·set)"·class·=·"sphx-glr-single-img"/><div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>/build/reproducible-path/scikit-learn-1.4.2+dfsg/examples/ensemble/plot_gradient_boosting_regression.py:148:·MatplotlibDeprecationWarning:·The·'labels'·parameter·of·boxplot()·has·been·renamed·'tick_labels'·since·Matplotlib·3.9;·support·for·the·old·name·will·be·dropped·in·3.11. | 344 | <img·src="../../_images/sphx_glr_plot_gradient_boosting_regression_002.png"·srcset="../../_images/sphx_glr_plot_gradient_boosting_regression_002.png"·alt="Feature·Importance·(MDI),·Permutation·Importance·(test·set)"·class·=·"sphx-glr-single-img"/><div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>/build/reproducible-path/scikit-learn-1.4.2+dfsg/examples/ensemble/plot_gradient_boosting_regression.py:148:·MatplotlibDeprecationWarning:·The·'labels'·parameter·of·boxplot()·has·been·renamed·'tick_labels'·since·Matplotlib·3.9;·support·for·the·old·name·will·be·dropped·in·3.11. |
| 345 | ··plt.boxplot( | 345 | ··plt.boxplot( |
| 346 | </pre></div> | 346 | </pre></div> |
| 347 | </div> | 347 | </div> |
| 348 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1. | 348 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1.471·seconds)</p> |
| 349 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-ensemble-plot-gradient-boosting-regression-py"> | 349 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-ensemble-plot-gradient-boosting-regression-py"> |
| 350 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 350 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 351 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/c536eb92f539255e80e2b3ef5200e7a1/plot_gradient_boosting_regression.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_gradient_boosting_regression.ipynb</span></code></a></p> | 351 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/c536eb92f539255e80e2b3ef5200e7a1/plot_gradient_boosting_regression.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_gradient_boosting_regression.ipynb</span></code></a></p> |
| 352 | </div> | 352 | </div> |
| 353 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 353 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 354 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/e0186b37c52cdb964f7759aac5fbb9b9/plot_gradient_boosting_regression.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_gradient_boosting_regression.py</span></code></a></p> | 354 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/e0186b37c52cdb964f7759aac5fbb9b9/plot_gradient_boosting_regression.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_gradient_boosting_regression.py</span></code></a></p> |
| 355 | </div> | 355 | </div> |
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| 361 | </section> | 361 | </section> |
| 362 | </section> | 362 | </section> |
| 363 | ······</div> | 363 | ······</div> |
| 364 | ····<div·class="container"> | 364 | ····<div·class="container"> |
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| 366 | ············©·2007·-·202 | 366 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
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| 369 | ····</div> | 369 | ····</div> |
| 370 | ··</div> | 370 | ··</div> |
| 371 | </div> | 371 | </div> |
| 372 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 372 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 155 | plt.show() | 155 | plt.show() |
| 156 | [Feature·Importance·(MDI),·Permutation·Importance·(test·set)] | 156 | [Feature·Importance·(MDI),·Permutation·Importance·(test·set)] |
| 157 | /build/reproducible-path/scikit-learn-1.4.2+dfsg/examples/ensemble/ | 157 | /build/reproducible-path/scikit-learn-1.4.2+dfsg/examples/ensemble/ |
| 158 | plot_gradient_boosting_regression.py:148:·MatplotlibDeprecationWarning:·The | 158 | plot_gradient_boosting_regression.py:148:·MatplotlibDeprecationWarning:·The |
| 159 | 'labels'·parameter·of·boxplot()·has·been·renamed·'tick_labels'·since·Matplotlib | 159 | 'labels'·parameter·of·boxplot()·has·been·renamed·'tick_labels'·since·Matplotlib |
| 160 | 3.9;·support·for·the·old·name·will·be·dropped·in·3.11. | 160 | 3.9;·support·for·the·old·name·will·be·dropped·in·3.11. |
| 161 | ··plt.boxplot( | 161 | ··plt.boxplot( |
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| 167 | ©·2007·-·202 | 167 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 277 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span><span·class="n">loc</span><span·class="o">=</span><span·class="s2">"upper·right"</span><span·class="p">)</span> | 277 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span><span·class="n">loc</span><span·class="o">=</span><span·class="s2">"upper·right"</span><span·class="p">)</span> |
| 278 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xlabel</span><span·class="p">(</span><span·class="s2">"Boosting·Iterations"</span><span·class="p">)</span> | 278 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xlabel</span><span·class="p">(</span><span·class="s2">"Boosting·Iterations"</span><span·class="p">)</span> |
| 279 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylabel</span><span·class="p">(</span><span·class="s2">"Test·Set·Deviance"</span><span·class="p">)</span> | 279 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylabel</span><span·class="p">(</span><span·class="s2">"Test·Set·Deviance"</span><span·class="p">)</span> |
| 280 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 280 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 281 | </pre></div> | 281 | </pre></div> |
| 282 | </div> | 282 | </div> |
| 283 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·9.36 | 283 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·9.036·seconds)</p> |
| 284 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-ensemble-plot-gradient-boosting-regularization-py"> | 284 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-ensemble-plot-gradient-boosting-regularization-py"> |
| 285 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 285 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 286 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/0a90f2b8e2dadb7d37ca67b3f7adb656/plot_gradient_boosting_regularization.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_gradient_boosting_regularization.ipynb</span></code></a></p> | 286 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/0a90f2b8e2dadb7d37ca67b3f7adb656/plot_gradient_boosting_regularization.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_gradient_boosting_regularization.ipynb</span></code></a></p> |
| 287 | </div> | 287 | </div> |
| 288 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 288 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 289 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/e641093af989b69bc2b89b130bcf320f/plot_gradient_boosting_regularization.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_gradient_boosting_regularization.py</span></code></a></p> | 289 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/e641093af989b69bc2b89b130bcf320f/plot_gradient_boosting_regularization.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_gradient_boosting_regularization.py</span></code></a></p> |
| 290 | </div> | 290 | </div> |
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| 296 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 296 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 297 | </section> | 297 | </section> |
| 298 | ······</div> | 298 | ······</div> |
| 299 | ····<div·class="container"> | 299 | ····<div·class="container"> |
| 300 | ······<footer·class="sk-content-footer"> | 300 | ······<footer·class="sk-content-footer"> |
| 301 | ············©·2007·-·202 | 301 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 302 | ··········<a·href="../../_sources/auto_examples/ensemble/plot_gradient_boosting_regularization.rst.txt"·rel="nofollow">Show·this·page·source</a> | 302 | ··········<a·href="../../_sources/auto_examples/ensemble/plot_gradient_boosting_regularization.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 303 | ······</footer> | 303 | ······</footer> |
| 304 | ····</div> | 304 | ····</div> |
| 305 | ··</div> | 305 | ··</div> |
| 306 | </div> | 306 | </div> |
| 307 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 307 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 110 | ····) | 110 | ····) |
| 111 | plt.legend(loc="upper·right") | 111 | plt.legend(loc="upper·right") |
| 112 | plt.xlabel("Boosting·Iterations") | 112 | plt.xlabel("Boosting·Iterations") |
| 113 | plt.ylabel("Test·Set·Deviance") | 113 | plt.ylabel("Test·Set·Deviance") |
| 114 | plt.show() | 114 | plt.show() |
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| 120 | ©·2007·-·202 | 120 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 710 | <span·class="n">disp</span><span·class="o">.</span><span·class="n">ax_</span><span·class="o">.</span><span·class="n">set_title</span><span·class="p">(</span><span·class="s2">"Path·length·decision·boundary·</span><span·class="se">\n</span><span·class="s2">of·IsolationForest"</span><span·class="p">)</span> | 710 | <span·class="n">disp</span><span·class="o">.</span><span·class="n">ax_</span><span·class="o">.</span><span·class="n">set_title</span><span·class="p">(</span><span·class="s2">"Path·length·decision·boundary·</span><span·class="se">\n</span><span·class="s2">of·IsolationForest"</span><span·class="p">)</span> |
| 711 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">axis</span><span·class="p">(</span><span·class="s2">"square"</span><span·class="p">)</span> | 711 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">axis</span><span·class="p">(</span><span·class="s2">"square"</span><span·class="p">)</span> |
| 712 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span><span·class="n">handles</span><span·class="o">=</span><span·class="n">handles</span><span·class="p">,</span>·<span·class="n">labels</span><span·class="o">=</span><span·class="p">[</span><span·class="s2">"outliers"</span><span·class="p">,</span>·<span·class="s2">"inliers"</span><span·class="p">],</span>·<span·class="n">title</span><span·class="o">=</span><span·class="s2">"true·class"</span><span·class="p">)</span> | 712 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span><span·class="n">handles</span><span·class="o">=</span><span·class="n">handles</span><span·class="p">,</span>·<span·class="n">labels</span><span·class="o">=</span><span·class="p">[</span><span·class="s2">"outliers"</span><span·class="p">,</span>·<span·class="s2">"inliers"</span><span·class="p">],</span>·<span·class="n">title</span><span·class="o">=</span><span·class="s2">"true·class"</span><span·class="p">)</span> |
| 713 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">colorbar</span><span·class="p">(</span><span·class="n">disp</span><span·class="o">.</span><span·class="n">ax_</span><span·class="o">.</span><span·class="n">collections</span><span·class="p">[</span><span·class="mi">1</span><span·class="p">])</span> | 713 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">colorbar</span><span·class="p">(</span><span·class="n">disp</span><span·class="o">.</span><span·class="n">ax_</span><span·class="o">.</span><span·class="n">collections</span><span·class="p">[</span><span·class="mi">1</span><span·class="p">])</span> |
| 714 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 714 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 715 | </pre></div> | 715 | </pre></div> |
| 716 | </div> | 716 | </div> |
| 717 | <img·src="../../_images/sphx_glr_plot_isolation_forest_003.png"·srcset="../../_images/sphx_glr_plot_isolation_forest_003.png"·alt="Path·length·decision·boundary··of·IsolationForest"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0. | 717 | <img·src="../../_images/sphx_glr_plot_isolation_forest_003.png"·srcset="../../_images/sphx_glr_plot_isolation_forest_003.png"·alt="Path·length·decision·boundary··of·IsolationForest"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.478·seconds)</p> |
| 718 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-ensemble-plot-isolation-forest-py"> | 718 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-ensemble-plot-isolation-forest-py"> |
| 719 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 719 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 720 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/f39c19ddd9f1c49a604c054eff707568/plot_isolation_forest.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_isolation_forest.ipynb</span></code></a></p> | 720 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/f39c19ddd9f1c49a604c054eff707568/plot_isolation_forest.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_isolation_forest.ipynb</span></code></a></p> |
| 721 | </div> | 721 | </div> |
| 722 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 722 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 723 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/2108844cb1b17bae9a6b4c0b0fb3b211/plot_isolation_forest.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_isolation_forest.py</span></code></a></p> | 723 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/2108844cb1b17bae9a6b4c0b0fb3b211/plot_isolation_forest.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_isolation_forest.py</span></code></a></p> |
| 724 | </div> | 724 | </div> |
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| 730 | </section> | 730 | </section> |
| 731 | </section> | 731 | </section> |
| 732 | ······</div> | 732 | ······</div> |
| 733 | ····<div·class="container"> | 733 | ····<div·class="container"> |
| 734 | ······<footer·class="sk-content-footer"> | 734 | ······<footer·class="sk-content-footer"> |
| 735 | ············©·2007·-·202 | 735 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 736 | ··········<a·href="../../_sources/auto_examples/ensemble/plot_isolation_forest.rst.txt"·rel="nofollow">Show·this·page·source</a> | 736 | ··········<a·href="../../_sources/auto_examples/ensemble/plot_isolation_forest.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 737 | ······</footer> | 737 | ······</footer> |
| 738 | ····</div> | 738 | ····</div> |
| 739 | ··</div> | 739 | ··</div> |
| 740 | </div> | 740 | </div> |
| 741 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 741 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 132 | disp.ax_.scatter(X[:,·0],·X[:,·1],·c=y,·s=20,·edgecolor="k") | 132 | disp.ax_.scatter(X[:,·0],·X[:,·1],·c=y,·s=20,·edgecolor="k") |
| 133 | disp.ax_.set_title("Path·length·decision·boundary·\nof·IsolationForest") | 133 | disp.ax_.set_title("Path·length·decision·boundary·\nof·IsolationForest") |
| 134 | plt.axis("square") | 134 | plt.axis("square") |
| 135 | plt.legend(handles=handles,·labels=["outliers",·"inliers"],·title="true·class") | 135 | plt.legend(handles=handles,·labels=["outliers",·"inliers"],·title="true·class") |
| 136 | plt.colorbar(disp.ax_.collections[1]) | 136 | plt.colorbar(disp.ax_.collections[1]) |
| 137 | plt.show() | 137 | plt.show() |
| 138 | [Path·length·decision·boundary··of·IsolationForest] | 138 | [Path·length·decision·boundary··of·IsolationForest] |
| 139 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0. | 139 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.478·seconds) |
| 140 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8s_\x8o_\x8l_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8f_\x8o_\x8r_\x8e_\x8s_\x8t_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 140 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8s_\x8o_\x8l_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8f_\x8o_\x8r_\x8e_\x8s_\x8t_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 141 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8s_\x8o_\x8l_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8f_\x8o_\x8r_\x8e_\x8s_\x8t_\x8._\x8p_\x8y | 141 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8s_\x8o_\x8l_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8f_\x8o_\x8r_\x8e_\x8s_\x8t_\x8._\x8p_\x8y |
| 142 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8s_\x8o_\x8l_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8f_\x8o_\x8r_\x8e_\x8s_\x8t_\x8._\x8z_\x8i_\x8p | 142 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8s_\x8o_\x8l_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8f_\x8o_\x8r_\x8e_\x8s_\x8t_\x8._\x8z_\x8i_\x8p |
| 143 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 143 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 144 | ©·2007·-·202 | 144 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 1102 | ····<span·class="n">gbdt_with_monotonic_cst_df</span><span·class="o">.</span><span·class="n">predict</span><span·class="p">(</span><span·class="n">X_df</span><span·class="p">),</span>·<span·class="n">gbdt_with_monotonic_cst</span><span·class="o">.</span><span·class="n">predict</span><span·class="p">(</span><span·class="n">X</span><span·class="p">)</span> | 1102 | ····<span·class="n">gbdt_with_monotonic_cst_df</span><span·class="o">.</span><span·class="n">predict</span><span·class="p">(</span><span·class="n">X_df</span><span·class="p">),</span>·<span·class="n">gbdt_with_monotonic_cst</span><span·class="o">.</span><span·class="n">predict</span><span·class="p">(</span><span·class="n">X</span><span·class="p">)</span> |
| 1103 | <span·class="p">)</span> | 1103 | <span·class="p">)</span> |
| 1104 | </pre></div> | 1104 | </pre></div> |
| 1105 | </div> | 1105 | </div> |
| 1106 | <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>True | 1106 | <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>True |
| 1107 | </pre></div> | 1107 | </pre></div> |
| 1108 | </div> | 1108 | </div> |
| 1109 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.67 | 1109 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.670·seconds)</p> |
| 1110 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-ensemble-plot-monotonic-constraints-py"> | 1110 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-ensemble-plot-monotonic-constraints-py"> |
| 1111 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 1111 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 1112 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/215c560d29193ab9b0a495609bc74802/plot_monotonic_constraints.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_monotonic_constraints.ipynb</span></code></a></p> | 1112 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/215c560d29193ab9b0a495609bc74802/plot_monotonic_constraints.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_monotonic_constraints.ipynb</span></code></a></p> |
| 1113 | </div> | 1113 | </div> |
| 1114 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 1114 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 1115 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/9e22207e9bd6485b95f32783b59d9a80/plot_monotonic_constraints.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_monotonic_constraints.py</span></code></a></p> | 1115 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/9e22207e9bd6485b95f32783b59d9a80/plot_monotonic_constraints.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_monotonic_constraints.py</span></code></a></p> |
| 1116 | </div> | 1116 | </div> |
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| 1122 | </section> | 1122 | </section> |
| 1123 | </section> | 1123 | </section> |
| 1124 | ······</div> | 1124 | ······</div> |
| 1125 | ····<div·class="container"> | 1125 | ····<div·class="container"> |
| 1126 | ······<footer·class="sk-content-footer"> | 1126 | ······<footer·class="sk-content-footer"> |
| 1127 | ············©·2007·-·202 | 1127 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 1128 | ··········<a·href="../../_sources/auto_examples/ensemble/plot_monotonic_constraints.rst.txt"·rel="nofollow">Show·this·page·source</a> | 1128 | ··········<a·href="../../_sources/auto_examples/ensemble/plot_monotonic_constraints.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 1129 | ······</footer> | 1129 | ······</footer> |
| 1130 | ····</div> | 1130 | ····</div> |
| 1131 | ··</div> | 1131 | ··</div> |
| 1132 | </div> | 1132 | </div> |
| 1133 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 1133 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 132 | ).fit(X_df,·y) | 132 | ).fit(X_df,·y) |
| 133 | np.allclose( | 133 | np.allclose( |
| 134 | ····gbdt_with_monotonic_cst_df.predict(X_df),·gbdt_with_monotonic_cst.predict | 134 | ····gbdt_with_monotonic_cst_df.predict(X_df),·gbdt_with_monotonic_cst.predict |
| 135 | (X) | 135 | (X) |
| 136 | ) | 136 | ) |
| 137 | True | 137 | True |
| 138 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.67 | 138 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.670·seconds) |
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| 140 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8o_\x8n_\x8o_\x8t_\x8o_\x8n_\x8i_\x8c_\x8__\x8c_\x8o_\x8n_\x8s_\x8t_\x8r_\x8a_\x8i_\x8n_\x8t_\x8s_\x8._\x8p_\x8y | 140 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8o_\x8n_\x8o_\x8t_\x8o_\x8n_\x8i_\x8c_\x8__\x8c_\x8o_\x8n_\x8s_\x8t_\x8r_\x8a_\x8i_\x8n_\x8t_\x8s_\x8._\x8p_\x8y |
| 141 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8o_\x8n_\x8o_\x8t_\x8o_\x8n_\x8i_\x8c_\x8__\x8c_\x8o_\x8n_\x8s_\x8t_\x8r_\x8a_\x8i_\x8n_\x8t_\x8s_\x8._\x8z_\x8i_\x8p | 141 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8o_\x8n_\x8o_\x8t_\x8o_\x8n_\x8i_\x8c_\x8__\x8c_\x8o_\x8n_\x8s_\x8t_\x8r_\x8a_\x8i_\x8n_\x8t_\x8s_\x8._\x8z_\x8i_\x8p |
| 142 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 142 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 143 | ©·2007·-·202 | 143 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 288 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">set_xticks</span><span·class="p">(())</span> | 288 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">set_xticks</span><span·class="p">(())</span> |
| 289 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">set_yticks</span><span·class="p">(())</span> | 289 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">set_yticks</span><span·class="p">(())</span> |
| 290 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span> | 290 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span> |
| 291 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 291 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 292 | </pre></div> | 292 | </pre></div> |
| 293 | </div> | 293 | </div> |
| 294 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.36 | 294 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.360·seconds)</p> |
| 295 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-ensemble-plot-random-forest-embedding-py"> | 295 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-ensemble-plot-random-forest-embedding-py"> |
| 296 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 296 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 297 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/b22a06b90f4e4dff100e395092c650be/plot_random_forest_embedding.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_random_forest_embedding.ipynb</span></code></a></p> | 297 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/b22a06b90f4e4dff100e395092c650be/plot_random_forest_embedding.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_random_forest_embedding.ipynb</span></code></a></p> |
| 298 | </div> | 298 | </div> |
| 299 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 299 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 300 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/58eb7f19c96d77148277d974aa5c112e/plot_random_forest_embedding.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_random_forest_embedding.py</span></code></a></p> | 300 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/58eb7f19c96d77148277d974aa5c112e/plot_random_forest_embedding.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_random_forest_embedding.py</span></code></a></p> |
| 301 | </div> | 301 | </div> |
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| 307 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 307 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 308 | </section> | 308 | </section> |
| 309 | ······</div> | 309 | ······</div> |
| 310 | ····<div·class="container"> | 310 | ····<div·class="container"> |
| 311 | ······<footer·class="sk-content-footer"> | 311 | ······<footer·class="sk-content-footer"> |
| 312 | ············©·2007·-·202 | 312 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 313 | ··········<a·href="../../_sources/auto_examples/ensemble/plot_random_forest_embedding.rst.txt"·rel="nofollow">Show·this·page·source</a> | 313 | ··········<a·href="../../_sources/auto_examples/ensemble/plot_random_forest_embedding.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 314 | ······</footer> | 314 | ······</footer> |
| 315 | ····</div> | 315 | ····</div> |
| 316 | ··</div> | 316 | ··</div> |
| 317 | </div> | 317 | </div> |
| 318 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 318 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 125 | ax.set_ylim(-1.4,·1.4) | 125 | ax.set_ylim(-1.4,·1.4) |
| 126 | ax.set_xlim(-1.4,·1.4) | 126 | ax.set_xlim(-1.4,·1.4) |
| 127 | ax.set_xticks(()) | 127 | ax.set_xticks(()) |
| 128 | ax.set_yticks(()) | 128 | ax.set_yticks(()) |
| 129 | plt.tight_layout() | 129 | plt.tight_layout() |
| 130 | plt.show() | 130 | plt.show() |
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| 133 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8f_\x8o_\x8r_\x8e_\x8s_\x8t_\x8__\x8e_\x8m_\x8b_\x8e_\x8d_\x8d_\x8i_\x8n_\x8g_\x8._\x8p_\x8y | 133 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8f_\x8o_\x8r_\x8e_\x8s_\x8t_\x8__\x8e_\x8m_\x8b_\x8e_\x8d_\x8d_\x8i_\x8n_\x8g_\x8._\x8p_\x8y |
| 134 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8f_\x8o_\x8r_\x8e_\x8s_\x8t_\x8__\x8e_\x8m_\x8b_\x8e_\x8d_\x8d_\x8i_\x8n_\x8g_\x8._\x8z_\x8i_\x8p | 134 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8f_\x8o_\x8r_\x8e_\x8s_\x8t_\x8__\x8e_\x8m_\x8b_\x8e_\x8d_\x8d_\x8i_\x8n_\x8g_\x8._\x8z_\x8i_\x8p |
| 135 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 135 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 136 | ©·2007·-·202 | 136 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 277 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xlabel</span><span·class="p">(</span><span·class="s2">"target·1"</span><span·class="p">)</span> | 277 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xlabel</span><span·class="p">(</span><span·class="s2">"target·1"</span><span·class="p">)</span> |
| 278 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylabel</span><span·class="p">(</span><span·class="s2">"target·2"</span><span·class="p">)</span> | 278 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylabel</span><span·class="p">(</span><span·class="s2">"target·2"</span><span·class="p">)</span> |
| 279 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"Comparing·random·forests·and·the·multi-output·meta·estimator"</span><span·class="p">)</span> | 279 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"Comparing·random·forests·and·the·multi-output·meta·estimator"</span><span·class="p">)</span> |
| 280 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span> | 280 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span> |
| 281 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 281 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 282 | </pre></div> | 282 | </pre></div> |
| 283 | </div> | 283 | </div> |
| 284 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.6 | 284 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.604·seconds)</p> |
| 285 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-ensemble-plot-random-forest-regression-multioutput-py"> | 285 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-ensemble-plot-random-forest-regression-multioutput-py"> |
| 286 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 286 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 287 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/11cbd2b41092ecf5ba8083dfb7bae25a/plot_random_forest_regression_multioutput.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_random_forest_regression_multioutput.ipynb</span></code></a></p> | 287 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/11cbd2b41092ecf5ba8083dfb7bae25a/plot_random_forest_regression_multioutput.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_random_forest_regression_multioutput.ipynb</span></code></a></p> |
| 288 | </div> | 288 | </div> |
| 289 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 289 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 290 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/d54072eca33dc111fb8f7a73aedcb488/plot_random_forest_regression_multioutput.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_random_forest_regression_multioutput.py</span></code></a></p> | 290 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/d54072eca33dc111fb8f7a73aedcb488/plot_random_forest_regression_multioutput.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_random_forest_regression_multioutput.py</span></code></a></p> |
| 291 | </div> | 291 | </div> |
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| 296 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 296 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 297 | </section> | 297 | </section> |
| 298 | ······</div> | 298 | ······</div> |
| 299 | ····<div·class="container"> | 299 | ····<div·class="container"> |
| 300 | ······<footer·class="sk-content-footer"> | 300 | ······<footer·class="sk-content-footer"> |
| 301 | ············©·2007·-·202 | 301 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 302 | ··········<a·href="../../_sources/auto_examples/ensemble/plot_random_forest_regression_multioutput.rst.txt"·rel="nofollow">Show·this·page·source</a> | 302 | ··········<a·href="../../_sources/auto_examples/ensemble/plot_random_forest_regression_multioutput.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 303 | ······</footer> | 303 | ······</footer> |
| 304 | ····</div> | 304 | ····</div> |
| 305 | ··</div> | 305 | ··</div> |
| 306 | </div> | 306 | </div> |
| 307 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 307 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 115 | plt.xlim([-6,·6]) | 115 | plt.xlim([-6,·6]) |
| 116 | plt.ylim([-6,·6]) | 116 | plt.ylim([-6,·6]) |
| 117 | plt.xlabel("target·1") | 117 | plt.xlabel("target·1") |
| 118 | plt.ylabel("target·2") | 118 | plt.ylabel("target·2") |
| 119 | plt.title("Comparing·random·forests·and·the·multi-output·meta·estimator") | 119 | plt.title("Comparing·random·forests·and·the·multi-output·meta·estimator") |
| 120 | plt.legend() | 120 | plt.legend() |
| 121 | plt.show() | 121 | plt.show() |
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| 124 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8f_\x8o_\x8r_\x8e_\x8s_\x8t_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8__\x8m_\x8u_\x8l_\x8t_\x8i_\x8o_\x8u_\x8t_\x8p_\x8u_\x8t_\x8._\x8p_\x8y | 124 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8f_\x8o_\x8r_\x8e_\x8s_\x8t_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8__\x8m_\x8u_\x8l_\x8t_\x8i_\x8o_\x8u_\x8t_\x8p_\x8u_\x8t_\x8._\x8p_\x8y |
| 125 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8f_\x8o_\x8r_\x8e_\x8s_\x8t_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8__\x8m_\x8u_\x8l_\x8t_\x8i_\x8o_\x8u_\x8t_\x8p_\x8u_\x8t_\x8._\x8z_\x8i_\x8p | 125 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8f_\x8o_\x8r_\x8e_\x8s_\x8t_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8__\x8m_\x8u_\x8l_\x8t_\x8i_\x8o_\x8u_\x8t_\x8p_\x8u_\x8t_\x8._\x8z_\x8i_\x8p |
| 126 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 126 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 127 | ©·2007·-·202 | 127 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 471 | </section> | 471 | </section> |
| 472 | </section> | 472 | </section> |
| 473 | ······</div> | 473 | ······</div> |
| 474 | ····<div·class="container"> | 474 | ····<div·class="container"> |
| 475 | ······<footer·class="sk-content-footer"> | 475 | ······<footer·class="sk-content-footer"> |
| 476 | ············©·2007·-·202 | 476 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 477 | ··········<a·href="../../_sources/auto_examples/ensemble/plot_stack_predictors.rst.txt"·rel="nofollow">Show·this·page·source</a> | 477 | ··········<a·href="../../_sources/auto_examples/ensemble/plot_stack_predictors.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 478 | ······</footer> | 478 | ······</footer> |
| 479 | ····</div> | 479 | ····</div> |
| 480 | ··</div> | 480 | ··</div> |
| 481 | </div> | 481 | </div> |
| 482 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 482 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 259 | However,·we·also·see·that·training·the·stacked·regressor·is·much·more | 259 | However,·we·also·see·that·training·the·stacked·regressor·is·much·more |
| 260 | computationally·expensive. | 260 | computationally·expensive. |
| 261 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.002·seconds) | 261 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.002·seconds) |
| 262 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8t_\x8a_\x8c_\x8k_\x8__\x8p_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8o_\x8r_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 262 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8t_\x8a_\x8c_\x8k_\x8__\x8p_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8o_\x8r_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 263 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8t_\x8a_\x8c_\x8k_\x8__\x8p_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8o_\x8r_\x8s_\x8._\x8p_\x8y | 263 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8t_\x8a_\x8c_\x8k_\x8__\x8p_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8o_\x8r_\x8s_\x8._\x8p_\x8y |
| 264 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8t_\x8a_\x8c_\x8k_\x8__\x8p_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8o_\x8r_\x8s_\x8._\x8z_\x8i_\x8p | 264 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8t_\x8a_\x8c_\x8k_\x8__\x8p_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8o_\x8r_\x8s_\x8._\x8z_\x8i_\x8p |
| 265 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 265 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 266 | ©·2007·-·202 | 266 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 249 | ····<span·class="p">)</span> | 249 | ····<span·class="p">)</span> |
| 250 | ····<span·class="n">axarr</span><span·class="p">[</span><span·class="n">idx</span><span·class="p">[</span><span·class="mi">0</span><span·class="p">],</span>·<span·class="n">idx</span><span·class="p">[</span><span·class="mi">1</span><span·class="p">]]</span><span·class="o">.</span><span·class="n">scatter</span><span·class="p">(</span><span·class="n">X</span><span·class="p">[:,</span>·<span·class="mi">0</span><span·class="p">],</span>·<span·class="n">X</span><span·class="p">[:,</span>·<span·class="mi">1</span><span·class="p">],</span>·<span·class="n">c</span><span·class="o">=</span><span·class="n">y</span><span·class="p">,</span>·<span·class="n">s</span><span·class="o">=</span><span·class="mi">20</span><span·class="p">,</span>·<span·class="n">edgecolor</span><span·class="o">=</span><span·class="s2">"k"</span><span·class="p">)</span> | 250 | ····<span·class="n">axarr</span><span·class="p">[</span><span·class="n">idx</span><span·class="p">[</span><span·class="mi">0</span><span·class="p">],</span>·<span·class="n">idx</span><span·class="p">[</span><span·class="mi">1</span><span·class="p">]]</span><span·class="o">.</span><span·class="n">scatter</span><span·class="p">(</span><span·class="n">X</span><span·class="p">[:,</span>·<span·class="mi">0</span><span·class="p">],</span>·<span·class="n">X</span><span·class="p">[:,</span>·<span·class="mi">1</span><span·class="p">],</span>·<span·class="n">c</span><span·class="o">=</span><span·class="n">y</span><span·class="p">,</span>·<span·class="n">s</span><span·class="o">=</span><span·class="mi">20</span><span·class="p">,</span>·<span·class="n">edgecolor</span><span·class="o">=</span><span·class="s2">"k"</span><span·class="p">)</span> |
| 251 | ····<span·class="n">axarr</span><span·class="p">[</span><span·class="n">idx</span><span·class="p">[</span><span·class="mi">0</span><span·class="p">],</span>·<span·class="n">idx</span><span·class="p">[</span><span·class="mi">1</span><span·class="p">]]</span><span·class="o">.</span><span·class="n">set_title</span><span·class="p">(</span><span·class="n">tt</span><span·class="p">)</span> | 251 | ····<span·class="n">axarr</span><span·class="p">[</span><span·class="n">idx</span><span·class="p">[</span><span·class="mi">0</span><span·class="p">],</span>·<span·class="n">idx</span><span·class="p">[</span><span·class="mi">1</span><span·class="p">]]</span><span·class="o">.</span><span·class="n">set_title</span><span·class="p">(</span><span·class="n">tt</span><span·class="p">)</span> |
| 252 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 252 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 253 | </pre></div> | 253 | </pre></div> |
| 254 | </div> | 254 | </div> |
| 255 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.7 | 255 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.745·seconds)</p> |
| 256 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-ensemble-plot-voting-decision-regions-py"> | 256 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-ensemble-plot-voting-decision-regions-py"> |
| 257 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 257 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 258 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/905bd7d135e7fe5fdec55e4f0aa77420/plot_voting_decision_regions.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_voting_decision_regions.ipynb</span></code></a></p> | 258 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/905bd7d135e7fe5fdec55e4f0aa77420/plot_voting_decision_regions.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_voting_decision_regions.ipynb</span></code></a></p> |
| 259 | </div> | 259 | </div> |
| 260 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 260 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 261 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/12b6dbb270865986bd1c9bbf7ce24cb0/plot_voting_decision_regions.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_voting_decision_regions.py</span></code></a></p> | 261 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/12b6dbb270865986bd1c9bbf7ce24cb0/plot_voting_decision_regions.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_voting_decision_regions.py</span></code></a></p> |
| 262 | </div> | 262 | </div> |
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| 268 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 268 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 269 | </section> | 269 | </section> |
| 270 | ······</div> | 270 | ······</div> |
| 271 | ····<div·class="container"> | 271 | ····<div·class="container"> |
| 272 | ······<footer·class="sk-content-footer"> | 272 | ······<footer·class="sk-content-footer"> |
| 273 | ············©·2007·-·202 | 273 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 274 | ··········<a·href="../../_sources/auto_examples/ensemble/plot_voting_decision_regions.rst.txt"·rel="nofollow">Show·this·page·source</a> | 274 | ··········<a·href="../../_sources/auto_examples/ensemble/plot_voting_decision_regions.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 275 | ······</footer> | 275 | ······</footer> |
| 276 | ····</div> | 276 | ····</div> |
| 277 | ··</div> | 277 | ··</div> |
| 278 | </div> | 278 | </div> |
| 279 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 279 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 83 | ····DecisionBoundaryDisplay.from_estimator( | 83 | ····DecisionBoundaryDisplay.from_estimator( |
| 84 | ········clf,·X,·alpha=0.4,·ax=axarr[idx[0],·idx[1]],·response_method="predict" | 84 | ········clf,·X,·alpha=0.4,·ax=axarr[idx[0],·idx[1]],·response_method="predict" |
| 85 | ····) | 85 | ····) |
| 86 | ····axarr[idx[0],·idx[1]].scatter(X[:,·0],·X[:,·1],·c=y,·s=20,·edgecolor="k") | 86 | ····axarr[idx[0],·idx[1]].scatter(X[:,·0],·X[:,·1],·c=y,·s=20,·edgecolor="k") |
| 87 | ····axarr[idx[0],·idx[1]].set_title(tt) | 87 | ····axarr[idx[0],·idx[1]].set_title(tt) |
| 88 | plt.show() | 88 | plt.show() |
| 89 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.7 | 89 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.745·seconds) |
| 90 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8v_\x8o_\x8t_\x8i_\x8n_\x8g_\x8__\x8d_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8__\x8r_\x8e_\x8g_\x8i_\x8o_\x8n_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 90 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8v_\x8o_\x8t_\x8i_\x8n_\x8g_\x8__\x8d_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8__\x8r_\x8e_\x8g_\x8i_\x8o_\x8n_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 91 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8v_\x8o_\x8t_\x8i_\x8n_\x8g_\x8__\x8d_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8__\x8r_\x8e_\x8g_\x8i_\x8o_\x8n_\x8s_\x8._\x8p_\x8y | 91 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8v_\x8o_\x8t_\x8i_\x8n_\x8g_\x8__\x8d_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8__\x8r_\x8e_\x8g_\x8i_\x8o_\x8n_\x8s_\x8._\x8p_\x8y |
| 92 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8v_\x8o_\x8t_\x8i_\x8n_\x8g_\x8__\x8d_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8__\x8r_\x8e_\x8g_\x8i_\x8o_\x8n_\x8s_\x8._\x8z_\x8i_\x8p | 92 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8v_\x8o_\x8t_\x8i_\x8n_\x8g_\x8__\x8d_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8__\x8r_\x8e_\x8g_\x8i_\x8o_\x8n_\x8s_\x8._\x8z_\x8i_\x8p |
| 93 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 93 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 94 | ©·2007·-·202 | 94 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 273 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylim</span><span·class="p">([</span><span·class="mi">0</span><span·class="p">,</span>·<span·class="mi">1</span><span·class="p">])</span> | 273 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylim</span><span·class="p">([</span><span·class="mi">0</span><span·class="p">,</span>·<span·class="mi">1</span><span·class="p">])</span> |
| 274 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"Class·probabilities·for·sample·1·by·different·classifiers"</span><span·class="p">)</span> | 274 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"Class·probabilities·for·sample·1·by·different·classifiers"</span><span·class="p">)</span> |
| 275 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">([</span><span·class="n">p1</span><span·class="p">[</span><span·class="mi">0</span><span·class="p">],</span>·<span·class="n">p2</span><span·class="p">[</span><span·class="mi">0</span><span·class="p">]],</span>·<span·class="p">[</span><span·class="s2">"class·1"</span><span·class="p">,</span>·<span·class="s2">"class·2"</span><span·class="p">],</span>·<span·class="n">loc</span><span·class="o">=</span><span·class="s2">"upper·left"</span><span·class="p">)</span> | 275 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">([</span><span·class="n">p1</span><span·class="p">[</span><span·class="mi">0</span><span·class="p">],</span>·<span·class="n">p2</span><span·class="p">[</span><span·class="mi">0</span><span·class="p">]],</span>·<span·class="p">[</span><span·class="s2">"class·1"</span><span·class="p">,</span>·<span·class="s2">"class·2"</span><span·class="p">],</span>·<span·class="n">loc</span><span·class="o">=</span><span·class="s2">"upper·left"</span><span·class="p">)</span> |
| 276 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span> | 276 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span> |
| 277 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 277 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 278 | </pre></div> | 278 | </pre></div> |
| 279 | </div> | 279 | </div> |
| 280 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.3 | 280 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.370·seconds)</p> |
| 281 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-ensemble-plot-voting-probas-py"> | 281 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-ensemble-plot-voting-probas-py"> |
| 282 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 282 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 283 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/7011de1f31ecdc52f138d7e582a6a455/plot_voting_probas.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_voting_probas.ipynb</span></code></a></p> | 283 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/7011de1f31ecdc52f138d7e582a6a455/plot_voting_probas.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_voting_probas.ipynb</span></code></a></p> |
| 284 | </div> | 284 | </div> |
| 285 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 285 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 286 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/93cd12369459b2e432d0a2665e19ef8a/plot_voting_probas.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_voting_probas.py</span></code></a></p> | 286 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/93cd12369459b2e432d0a2665e19ef8a/plot_voting_probas.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_voting_probas.py</span></code></a></p> |
| 287 | </div> | 287 | </div> |
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| 292 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 292 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 293 | </section> | 293 | </section> |
| 294 | ······</div> | 294 | ······</div> |
| 295 | ····<div·class="container"> | 295 | ····<div·class="container"> |
| 296 | ······<footer·class="sk-content-footer"> | 296 | ······<footer·class="sk-content-footer"> |
| 297 | ············©·2007·-·202 | 297 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 298 | ··········<a·href="../../_sources/auto_examples/ensemble/plot_voting_probas.rst.txt"·rel="nofollow">Show·this·page·source</a> | 298 | ··········<a·href="../../_sources/auto_examples/ensemble/plot_voting_probas.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 299 | ······</footer> | 299 | ······</footer> |
| 300 | ····</div> | 300 | ····</div> |
| 301 | ··</div> | 301 | ··</div> |
| 302 | </div> | 302 | </div> |
| 303 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 303 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 109 | ····ha="right", | 109 | ····ha="right", |
| 110 | ) | 110 | ) |
| 111 | plt.ylim([0,·1]) | 111 | plt.ylim([0,·1]) |
| 112 | plt.title("Class·probabilities·for·sample·1·by·different·classifiers") | 112 | plt.title("Class·probabilities·for·sample·1·by·different·classifiers") |
| 113 | plt.legend([p1[0],·p2[0]],·["class·1",·"class·2"],·loc="upper·left") | 113 | plt.legend([p1[0],·p2[0]],·["class·1",·"class·2"],·loc="upper·left") |
| 114 | plt.tight_layout() | 114 | plt.tight_layout() |
| 115 | plt.show() | 115 | plt.show() |
| 116 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.3 | 116 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.370·seconds) |
| 117 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8v_\x8o_\x8t_\x8i_\x8n_\x8g_\x8__\x8p_\x8r_\x8o_\x8b_\x8a_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 117 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8v_\x8o_\x8t_\x8i_\x8n_\x8g_\x8__\x8p_\x8r_\x8o_\x8b_\x8a_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 118 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8v_\x8o_\x8t_\x8i_\x8n_\x8g_\x8__\x8p_\x8r_\x8o_\x8b_\x8a_\x8s_\x8._\x8p_\x8y | 118 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8v_\x8o_\x8t_\x8i_\x8n_\x8g_\x8__\x8p_\x8r_\x8o_\x8b_\x8a_\x8s_\x8._\x8p_\x8y |
| 119 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8v_\x8o_\x8t_\x8i_\x8n_\x8g_\x8__\x8p_\x8r_\x8o_\x8b_\x8a_\x8s_\x8._\x8z_\x8i_\x8p | 119 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8v_\x8o_\x8t_\x8i_\x8n_\x8g_\x8__\x8p_\x8r_\x8o_\x8b_\x8a_\x8s_\x8._\x8z_\x8i_\x8p |
| 120 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 120 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 121 | ©·2007·-·202 | 121 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 682 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xlabel</span><span·class="p">(</span><span·class="s2">"training·samples"</span><span·class="p">)</span> | 682 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xlabel</span><span·class="p">(</span><span·class="s2">"training·samples"</span><span·class="p">)</span> |
| 683 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span><span·class="n">loc</span><span·class="o">=</span><span·class="s2">"best"</span><span·class="p">)</span> | 683 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span><span·class="n">loc</span><span·class="o">=</span><span·class="s2">"best"</span><span·class="p">)</span> |
| 684 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"Regressor·predictions·and·their·average"</span><span·class="p">)</span> | 684 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"Regressor·predictions·and·their·average"</span><span·class="p">)</span> |
| 685 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 685 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 686 | </pre></div> | 686 | </pre></div> |
| 687 | </div> | 687 | </div> |
| 688 | <img·src="../../_images/sphx_glr_plot_voting_regressor_001.png"·srcset="../../_images/sphx_glr_plot_voting_regressor_001.png"·alt="Regressor·predictions·and·their·average"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1. | 688 | <img·src="../../_images/sphx_glr_plot_voting_regressor_001.png"·srcset="../../_images/sphx_glr_plot_voting_regressor_001.png"·alt="Regressor·predictions·and·their·average"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1.095·seconds)</p> |
| 689 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-ensemble-plot-voting-regressor-py"> | 689 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-ensemble-plot-voting-regressor-py"> |
| 690 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 690 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 691 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/5bb69fbfba6a6762ece8fe57d5044636/plot_voting_regressor.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_voting_regressor.ipynb</span></code></a></p> | 691 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/5bb69fbfba6a6762ece8fe57d5044636/plot_voting_regressor.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_voting_regressor.ipynb</span></code></a></p> |
| 692 | </div> | 692 | </div> |
| 693 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 693 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 694 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/41218639b706e8575551bfabbe93c69f/plot_voting_regressor.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_voting_regressor.py</span></code></a></p> | 694 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/41218639b706e8575551bfabbe93c69f/plot_voting_regressor.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_voting_regressor.py</span></code></a></p> |
| 695 | </div> | 695 | </div> |
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| 702 | </section> | 702 | </section> |
| 703 | </section> | 703 | </section> |
| 704 | ······</div> | 704 | ······</div> |
| 705 | ····<div·class="container"> | 705 | ····<div·class="container"> |
| 706 | ······<footer·class="sk-content-footer"> | 706 | ······<footer·class="sk-content-footer"> |
| 707 | ············©·2007·-·202 | 707 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 708 | ··········<a·href="../../_sources/auto_examples/ensemble/plot_voting_regressor.rst.txt"·rel="nofollow">Show·this·page·source</a> | 708 | ··········<a·href="../../_sources/auto_examples/ensemble/plot_voting_regressor.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 709 | ······</footer> | 709 | ······</footer> |
| 710 | ····</div> | 710 | ····</div> |
| 711 | ··</div> | 711 | ··</div> |
| 712 | </div> | 712 | </div> |
| 713 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 713 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 114 | plt.ylabel("predicted") | 114 | plt.ylabel("predicted") |
| 115 | plt.xlabel("training·samples") | 115 | plt.xlabel("training·samples") |
| 116 | plt.legend(loc="best") | 116 | plt.legend(loc="best") |
| 117 | plt.title("Regressor·predictions·and·their·average") | 117 | plt.title("Regressor·predictions·and·their·average") |
| 118 | plt.show() | 118 | plt.show() |
| 119 | [Regressor·predictions·and·their·average] | 119 | [Regressor·predictions·and·their·average] |
| 120 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1. | 120 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1.095·seconds) |
| 121 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8v_\x8o_\x8t_\x8i_\x8n_\x8g_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8o_\x8r_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 121 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8v_\x8o_\x8t_\x8i_\x8n_\x8g_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8o_\x8r_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 122 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8v_\x8o_\x8t_\x8i_\x8n_\x8g_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8o_\x8r_\x8._\x8p_\x8y | 122 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8v_\x8o_\x8t_\x8i_\x8n_\x8g_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8o_\x8r_\x8._\x8p_\x8y |
| 123 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8v_\x8o_\x8t_\x8i_\x8n_\x8g_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8o_\x8r_\x8._\x8z_\x8i_\x8p | 123 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8v_\x8o_\x8t_\x8i_\x8n_\x8g_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8o_\x8r_\x8._\x8z_\x8i_\x8p |
| 124 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 124 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 125 | ©·2007·-·202 | 125 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 202 | </div> | 202 | </div> |
| 203 | </section> | 203 | </section> |
| 204 | ······</div> | 204 | ······</div> |
| 205 | ····<div·class="container"> | 205 | ····<div·class="container"> |
| 206 | ······<footer·class="sk-content-footer"> | 206 | ······<footer·class="sk-content-footer"> |
| 207 | ············©·2007·-·202 | 207 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 208 | ··········<a·href="../../_sources/auto_examples/exercises/index.rst.txt"·rel="nofollow">Show·this·page·source</a> | 208 | ··········<a·href="../../_sources/auto_examples/exercises/index.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 209 | ······</footer> | 209 | ······</footer> |
| 210 | ····</div> | 210 | ····</div> |
| 211 | ··</div> | 211 | ··</div> |
| 212 | </div> | 212 | </div> |
| 213 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 213 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 32 | Exercises·for·the·tutorials | 32 | Exercises·for·the·tutorials |
| 33 | _\x8C_\x8r_\x8o_\x8s_\x8s_\x8-_\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8d_\x8i_\x8a_\x8b_\x8e_\x8t_\x8e_\x8s_\x8·_\x8D_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8·_\x8E_\x8x_\x8e_\x8r_\x8c_\x8i_\x8s_\x8e | 33 | _\x8C_\x8r_\x8o_\x8s_\x8s_\x8-_\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8d_\x8i_\x8a_\x8b_\x8e_\x8t_\x8e_\x8s_\x8·_\x8D_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8·_\x8E_\x8x_\x8e_\x8r_\x8c_\x8i_\x8s_\x8e |
| 34 | Cross-validation·on·diabetes·Dataset·Exercise | 34 | Cross-validation·on·diabetes·Dataset·Exercise |
| 35 | _\x8D_\x8i_\x8g_\x8i_\x8t_\x8s_\x8·_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8E_\x8x_\x8e_\x8r_\x8c_\x8i_\x8s_\x8e | 35 | _\x8D_\x8i_\x8g_\x8i_\x8t_\x8s_\x8·_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8E_\x8x_\x8e_\x8r_\x8c_\x8i_\x8s_\x8e |
| 36 | Digits·Classification·Exercise | 36 | Digits·Classification·Exercise |
| 37 | _\x8S_\x8V_\x8M_\x8·_\x8E_\x8x_\x8e_\x8r_\x8c_\x8i_\x8s_\x8e | 37 | _\x8S_\x8V_\x8M_\x8·_\x8E_\x8x_\x8e_\x8r_\x8c_\x8i_\x8s_\x8e |
| 38 | SVM·Exercise | 38 | SVM·Exercise |
| 39 | ©·2007·-·202 | 39 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 292 | [fold·2]·alpha:·0.07880,·score:·0.45192 | 292 | [fold·2]·alpha:·0.07880,·score:·0.45192 |
| 293 | Answer:·Not·very·much·since·we·obtained·different·alphas·for·different | 293 | Answer:·Not·very·much·since·we·obtained·different·alphas·for·different |
| 294 | subsets·of·the·data·and·moreover,·the·scores·for·these·alphas·differ | 294 | subsets·of·the·data·and·moreover,·the·scores·for·these·alphas·differ |
| 295 | quite·substantially. | 295 | quite·substantially. |
| 296 | </pre></div> | 296 | </pre></div> |
| 297 | </div> | 297 | </div> |
| 298 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.6 | 298 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.643·seconds)</p> |
| 299 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-exercises-plot-cv-diabetes-py"> | 299 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-exercises-plot-cv-diabetes-py"> |
| 300 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 300 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 301 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/27d42183163dfa32c3c487b21701b537/plot_cv_diabetes.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_cv_diabetes.ipynb</span></code></a></p> | 301 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/27d42183163dfa32c3c487b21701b537/plot_cv_diabetes.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_cv_diabetes.ipynb</span></code></a></p> |
| 302 | </div> | 302 | </div> |
| 303 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 303 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 304 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/428a26d23bc55d1c898a0e4361695ad0/plot_cv_diabetes.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_cv_diabetes.py</span></code></a></p> | 304 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/428a26d23bc55d1c898a0e4361695ad0/plot_cv_diabetes.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_cv_diabetes.py</span></code></a></p> |
| 305 | </div> | 305 | </div> |
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| 312 | </section> | 312 | </section> |
| 313 | </section> | 313 | </section> |
| 314 | ······</div> | 314 | ······</div> |
| 315 | ····<div·class="container"> | 315 | ····<div·class="container"> |
| 316 | ······<footer·class="sk-content-footer"> | 316 | ······<footer·class="sk-content-footer"> |
| 317 | ············©·2007·-·202 | 317 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 318 | ··········<a·href="../../_sources/auto_examples/exercises/plot_cv_diabetes.rst.txt"·rel="nofollow">Show·this·page·source</a> | 318 | ··········<a·href="../../_sources/auto_examples/exercises/plot_cv_diabetes.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 319 | ······</footer> | 319 | ······</footer> |
| 320 | ····</div> | 320 | ····</div> |
| 321 | ··</div> | 321 | ··</div> |
| 322 | </div> | 322 | </div> |
| 323 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 323 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 116 | [fold·0]·alpha:·0.05968,·score:·0.54209 | 116 | [fold·0]·alpha:·0.05968,·score:·0.54209 |
| 117 | [fold·1]·alpha:·0.04520,·score:·0.15521 | 117 | [fold·1]·alpha:·0.04520,·score:·0.15521 |
| 118 | [fold·2]·alpha:·0.07880,·score:·0.45192 | 118 | [fold·2]·alpha:·0.07880,·score:·0.45192 |
| 119 | Answer:·Not·very·much·since·we·obtained·different·alphas·for·different | 119 | Answer:·Not·very·much·since·we·obtained·different·alphas·for·different |
| 120 | subsets·of·the·data·and·moreover,·the·scores·for·these·alphas·differ | 120 | subsets·of·the·data·and·moreover,·the·scores·for·these·alphas·differ |
| 121 | quite·substantially. | 121 | quite·substantially. |
| 122 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.6 | 122 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.643·seconds) |
| 123 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8v_\x8__\x8d_\x8i_\x8a_\x8b_\x8e_\x8t_\x8e_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 123 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8v_\x8__\x8d_\x8i_\x8a_\x8b_\x8e_\x8t_\x8e_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 124 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8v_\x8__\x8d_\x8i_\x8a_\x8b_\x8e_\x8t_\x8e_\x8s_\x8._\x8p_\x8y | 124 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8v_\x8__\x8d_\x8i_\x8a_\x8b_\x8e_\x8t_\x8e_\x8s_\x8._\x8p_\x8y |
| 125 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8v_\x8__\x8d_\x8i_\x8a_\x8b_\x8e_\x8t_\x8e_\x8s_\x8._\x8z_\x8i_\x8p | 125 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8v_\x8__\x8d_\x8i_\x8a_\x8b_\x8e_\x8t_\x8e_\x8s_\x8._\x8z_\x8i_\x8p |
| 126 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 126 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 127 | ©·2007·-·202 | 127 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| Offset 223, 15 lines modified | Offset 223, 15 lines modified | ||
| 223 | <span·class="nb">print</span><span·class="p">(</span><span·class="s2">"KNN·score:·</span><span·class="si">%f</span><span·class="s2">"</span>·<span·class="o">%</span>·<span·class="n">knn</span><span·class="o">.</span><span·class="n">fit</span><span·class="p">(</span><span·class="n">X_train</span><span·class="p">,</span>·<span·class="n">y_train</span><span·class="p">)</span><span·class="o">.</span><span·class="n">score</span><span·class="p">(</span><span·class="n">X_test</span><span·class="p">,</span>·<span·class="n">y_test</span><span·class="p">))</span> | 223 | <span·class="nb">print</span><span·class="p">(</span><span·class="s2">"KNN·score:·</span><span·class="si">%f</span><span·class="s2">"</span>·<span·class="o">%</span>·<span·class="n">knn</span><span·class="o">.</span><span·class="n">fit</span><span·class="p">(</span><span·class="n">X_train</span><span·class="p">,</span>·<span·class="n">y_train</span><span·class="p">)</span><span·class="o">.</span><span·class="n">score</span><span·class="p">(</span><span·class="n">X_test</span><span·class="p">,</span>·<span·class="n">y_test</span><span·class="p">))</span> |
| 224 | <span·class="nb">print</span><span·class="p">(</span> | 224 | <span·class="nb">print</span><span·class="p">(</span> |
| 225 | ····<span·class="s2">"LogisticRegression·score:·</span><span·class="si">%f</span><span·class="s2">"</span> | 225 | ····<span·class="s2">"LogisticRegression·score:·</span><span·class="si">%f</span><span·class="s2">"</span> |
| 226 | ····<span·class="o">%</span>·<span·class="n">logistic</span><span·class="o">.</span><span·class="n">fit</span><span·class="p">(</span><span·class="n">X_train</span><span·class="p">,</span>·<span·class="n">y_train</span><span·class="p">)</span><span·class="o">.</span><span·class="n">score</span><span·class="p">(</span><span·class="n">X_test</span><span·class="p">,</span>·<span·class="n">y_test</span><span·class="p">)</span> | 226 | ····<span·class="o">%</span>·<span·class="n">logistic</span><span·class="o">.</span><span·class="n">fit</span><span·class="p">(</span><span·class="n">X_train</span><span·class="p">,</span>·<span·class="n">y_train</span><span·class="p">)</span><span·class="o">.</span><span·class="n">score</span><span·class="p">(</span><span·class="n">X_test</span><span·class="p">,</span>·<span·class="n">y_test</span><span·class="p">)</span> |
| 227 | <span·class="p">)</span> | 227 | <span·class="p">)</span> |
| 228 | </pre></div> | 228 | </pre></div> |
| 229 | </div> | 229 | </div> |
| 230 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.21 | 230 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.212·seconds)</p> |
| 231 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-exercises-plot-digits-classification-exercise-py"> | 231 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-exercises-plot-digits-classification-exercise-py"> |
| 232 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 232 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 233 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/93e61a11238f7256c97ee66b7e6a275b/plot_digits_classification_exercise.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_digits_classification_exercise.ipynb</span></code></a></p> | 233 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/93e61a11238f7256c97ee66b7e6a275b/plot_digits_classification_exercise.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_digits_classification_exercise.ipynb</span></code></a></p> |
| 234 | </div> | 234 | </div> |
| 235 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 235 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 236 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/e4d278c5c3a8450d66b5dd01a57ae923/plot_digits_classification_exercise.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_digits_classification_exercise.py</span></code></a></p> | 236 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/e4d278c5c3a8450d66b5dd01a57ae923/plot_digits_classification_exercise.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_digits_classification_exercise.py</span></code></a></p> |
| 237 | </div> | 237 | </div> |
| Offset 242, 15 lines modified | Offset 242, 15 lines modified | ||
| 242 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 242 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 243 | </section> | 243 | </section> |
| 244 | ······</div> | 244 | ······</div> |
| 245 | ····<div·class="container"> | 245 | ····<div·class="container"> |
| 246 | ······<footer·class="sk-content-footer"> | 246 | ······<footer·class="sk-content-footer"> |
| 247 | ············©·2007·-·202 | 247 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 248 | ··········<a·href="../../_sources/auto_examples/exercises/plot_digits_classification_exercise.rst.txt"·rel="nofollow">Show·this·page·source</a> | 248 | ··········<a·href="../../_sources/auto_examples/exercises/plot_digits_classification_exercise.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 249 | ······</footer> | 249 | ······</footer> |
| 250 | ····</div> | 250 | ····</div> |
| 251 | ··</div> | 251 | ··</div> |
| 252 | </div> | 252 | </div> |
| 253 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 253 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| Offset 55, 13 lines modified | Offset 55, 13 lines modified | ||
| 55 | logistic·=·linear_model.LogisticRegression(max_iter=1000) | 55 | logistic·=·linear_model.LogisticRegression(max_iter=1000) |
| 56 | print("KNN·score:·%f"·%·knn.fit(X_train,·y_train).score(X_test,·y_test)) | 56 | print("KNN·score:·%f"·%·knn.fit(X_train,·y_train).score(X_test,·y_test)) |
| 57 | print( | 57 | print( |
| 58 | ····"LogisticRegression·score:·%f" | 58 | ····"LogisticRegression·score:·%f" |
| 59 | ····%·logistic.fit(X_train,·y_train).score(X_test,·y_test) | 59 | ····%·logistic.fit(X_train,·y_train).score(X_test,·y_test) |
| 60 | ) | 60 | ) |
| 61 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.21 | 61 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.212·seconds) |
| 62 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8__\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8e_\x8x_\x8e_\x8r_\x8c_\x8i_\x8s_\x8e_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 62 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8__\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8e_\x8x_\x8e_\x8r_\x8c_\x8i_\x8s_\x8e_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 63 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8__\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8e_\x8x_\x8e_\x8r_\x8c_\x8i_\x8s_\x8e_\x8._\x8p_\x8y | 63 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8__\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8e_\x8x_\x8e_\x8r_\x8c_\x8i_\x8s_\x8e_\x8._\x8p_\x8y |
| 64 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8__\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8e_\x8x_\x8e_\x8r_\x8c_\x8i_\x8s_\x8e_\x8._\x8z_\x8i_\x8p | 64 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8__\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8e_\x8x_\x8e_\x8r_\x8c_\x8i_\x8s_\x8e_\x8._\x8z_\x8i_\x8p |
| 65 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 65 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 66 | ©·2007·-·202 | 66 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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3.82 KB
| Offset 262, 15 lines modified | Offset 262, 15 lines modified | ||
| 262 | ········<span·class="n">levels</span><span·class="o">=</span><span·class="p">[</span><span·class="o">-</span><span·class="mf">0.5</span><span·class="p">,</span>·<span·class="mi">0</span><span·class="p">,</span>·<span·class="mf">0.5</span><span·class="p">],</span> | 262 | ········<span·class="n">levels</span><span·class="o">=</span><span·class="p">[</span><span·class="o">-</span><span·class="mf">0.5</span><span·class="p">,</span>·<span·class="mi">0</span><span·class="p">,</span>·<span·class="mf">0.5</span><span·class="p">],</span> |
| 263 | ····<span·class="p">)</span> | 263 | ····<span·class="p">)</span> |
| 264 | ····<span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="n">kernel</span><span·class="p">)</span> | 264 | ····<span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="n">kernel</span><span·class="p">)</span> |
| 265 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 265 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 266 | </pre></div> | 266 | </pre></div> |
| 267 | </div> | 267 | </div> |
| 268 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·6. | 268 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·6.688·seconds)</p> |
| 269 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-exercises-plot-iris-exercise-py"> | 269 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-exercises-plot-iris-exercise-py"> |
| 270 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 270 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 271 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/eb3b0c569e154d9b77fdc4a01497b2db/plot_iris_exercise.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_iris_exercise.ipynb</span></code></a></p> | 271 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/eb3b0c569e154d9b77fdc4a01497b2db/plot_iris_exercise.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_iris_exercise.ipynb</span></code></a></p> |
| 272 | </div> | 272 | </div> |
| 273 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 273 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 274 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/a3ad6892094cf4c9641b7b11f9263348/plot_iris_exercise.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_iris_exercise.py</span></code></a></p> | 274 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/a3ad6892094cf4c9641b7b11f9263348/plot_iris_exercise.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_iris_exercise.py</span></code></a></p> |
| 275 | </div> | 275 | </div> |
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| 281 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 281 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 282 | </section> | 282 | </section> |
| 283 | ······</div> | 283 | ······</div> |
| 284 | ····<div·class="container"> | 284 | ····<div·class="container"> |
| 285 | ······<footer·class="sk-content-footer"> | 285 | ······<footer·class="sk-content-footer"> |
| 286 | ············©·2007·-·202 | 286 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 287 | ··········<a·href="../../_sources/auto_examples/exercises/plot_iris_exercise.rst.txt"·rel="nofollow">Show·this·page·source</a> | 287 | ··········<a·href="../../_sources/auto_examples/exercises/plot_iris_exercise.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 288 | ······</footer> | 288 | ······</footer> |
| 289 | ····</div> | 289 | ····</div> |
| 290 | ··</div> | 290 | ··</div> |
| 291 | </div> | 291 | </div> |
| 292 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 292 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 102 | ····) | 102 | ····) |
| 103 | ····plt.title(kernel) | 103 | ····plt.title(kernel) |
| 104 | plt.show() | 104 | plt.show() |
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| 106 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8r_\x8i_\x8s_\x8__\x8e_\x8x_\x8e_\x8r_\x8c_\x8i_\x8s_\x8e_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 106 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8r_\x8i_\x8s_\x8__\x8e_\x8x_\x8e_\x8r_\x8c_\x8i_\x8s_\x8e_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
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| 108 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8r_\x8i_\x8s_\x8__\x8e_\x8x_\x8e_\x8r_\x8c_\x8i_\x8s_\x8e_\x8._\x8z_\x8i_\x8p | 108 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8r_\x8i_\x8s_\x8__\x8e_\x8x_\x8e_\x8r_\x8c_\x8i_\x8s_\x8e_\x8._\x8z_\x8i_\x8p |
| 109 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 109 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 110 | ©·2007·-·202 | 110 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 211 | </div> | 211 | </div> |
| 212 | </section> | 212 | </section> |
| 213 | ······</div> | 213 | ······</div> |
| 214 | ····<div·class="container"> | 214 | ····<div·class="container"> |
| 215 | ······<footer·class="sk-content-footer"> | 215 | ······<footer·class="sk-content-footer"> |
| 216 | ············©·2007·-·202 | 216 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 217 | ··········<a·href="../../_sources/auto_examples/feature_selection/index.rst.txt"·rel="nofollow">Show·this·page·source</a> | 217 | ··········<a·href="../../_sources/auto_examples/feature_selection/index.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 218 | ······</footer> | 218 | ······</footer> |
| 219 | ····</div> | 219 | ····</div> |
| 220 | ··</div> | 220 | ··</div> |
| 221 | </div> | 221 | </div> |
| 222 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 222 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 38 | Pipeline·ANOVA·SVM | 38 | Pipeline·ANOVA·SVM |
| 39 | _\x8R_\x8e_\x8c_\x8u_\x8r_\x8s_\x8i_\x8v_\x8e_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8e_\x8l_\x8i_\x8m_\x8i_\x8n_\x8a_\x8t_\x8i_\x8o_\x8n | 39 | _\x8R_\x8e_\x8c_\x8u_\x8r_\x8s_\x8i_\x8v_\x8e_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8e_\x8l_\x8i_\x8m_\x8i_\x8n_\x8a_\x8t_\x8i_\x8o_\x8n |
| 40 | Recursive·feature·elimination | 40 | Recursive·feature·elimination |
| 41 | _\x8R_\x8e_\x8c_\x8u_\x8r_\x8s_\x8i_\x8v_\x8e_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8e_\x8l_\x8i_\x8m_\x8i_\x8n_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8c_\x8r_\x8o_\x8s_\x8s_\x8-_\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n | 41 | _\x8R_\x8e_\x8c_\x8u_\x8r_\x8s_\x8i_\x8v_\x8e_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8e_\x8l_\x8i_\x8m_\x8i_\x8n_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8c_\x8r_\x8o_\x8s_\x8s_\x8-_\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n |
| 42 | Recursive·feature·elimination·with·cross-validation | 42 | Recursive·feature·elimination·with·cross-validation |
| 43 | _\x8U_\x8n_\x8i_\x8v_\x8a_\x8r_\x8i_\x8a_\x8t_\x8e_\x8·_\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8S_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n | 43 | _\x8U_\x8n_\x8i_\x8v_\x8a_\x8r_\x8i_\x8a_\x8t_\x8e_\x8·_\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8S_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n |
| 44 | Univariate·Feature·Selection | 44 | Univariate·Feature·Selection |
| 45 | ©·2007·-·202 | 45 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 228 | ····<span·class="n">plt</span><span·class="o">.</span><span·class="n">xlabel</span><span·class="p">(</span><span·class="s2">"$x_</span><span·class="si">{}</span><span·class="s2">$"</span><span·class="o">.</span><span·class="n">format</span><span·class="p">(</span><span·class="n">i</span>·<span·class="o">+</span>·<span·class="mi">1</span><span·class="p">),</span>·<span·class="n">fontsize</span><span·class="o">=</span><span·class="mi">14</span><span·class="p">)</span> | 228 | ····<span·class="n">plt</span><span·class="o">.</span><span·class="n">xlabel</span><span·class="p">(</span><span·class="s2">"$x_</span><span·class="si">{}</span><span·class="s2">$"</span><span·class="o">.</span><span·class="n">format</span><span·class="p">(</span><span·class="n">i</span>·<span·class="o">+</span>·<span·class="mi">1</span><span·class="p">),</span>·<span·class="n">fontsize</span><span·class="o">=</span><span·class="mi">14</span><span·class="p">)</span> |
| 229 | ····<span·class="k">if</span>·<span·class="n">i</span>·<span·class="o">==</span>·<span·class="mi">0</span><span·class="p">:</span> | 229 | ····<span·class="k">if</span>·<span·class="n">i</span>·<span·class="o">==</span>·<span·class="mi">0</span><span·class="p">:</span> |
| 230 | ········<span·class="n">plt</span><span·class="o">.</span><span·class="n">ylabel</span><span·class="p">(</span><span·class="s2">"$y$"</span><span·class="p">,</span>·<span·class="n">fontsize</span><span·class="o">=</span><span·class="mi">14</span><span·class="p">)</span> | 230 | ········<span·class="n">plt</span><span·class="o">.</span><span·class="n">ylabel</span><span·class="p">(</span><span·class="s2">"$y$"</span><span·class="p">,</span>·<span·class="n">fontsize</span><span·class="o">=</span><span·class="mi">14</span><span·class="p">)</span> |
| 231 | ····<span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"F-test=</span><span·class="si">{:.2f}</span><span·class="s2">,·MI=</span><span·class="si">{:.2f}</span><span·class="s2">"</span><span·class="o">.</span><span·class="n">format</span><span·class="p">(</span><span·class="n">f_test</span><span·class="p">[</span><span·class="n">i</span><span·class="p">],</span>·<span·class="n">mi</span><span·class="p">[</span><span·class="n">i</span><span·class="p">]),</span>·<span·class="n">fontsize</span><span·class="o">=</span><span·class="mi">16</span><span·class="p">)</span> | 231 | ····<span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"F-test=</span><span·class="si">{:.2f}</span><span·class="s2">,·MI=</span><span·class="si">{:.2f}</span><span·class="s2">"</span><span·class="o">.</span><span·class="n">format</span><span·class="p">(</span><span·class="n">f_test</span><span·class="p">[</span><span·class="n">i</span><span·class="p">],</span>·<span·class="n">mi</span><span·class="p">[</span><span·class="n">i</span><span·class="p">]),</span>·<span·class="n">fontsize</span><span·class="o">=</span><span·class="mi">16</span><span·class="p">)</span> |
| 232 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 232 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 233 | </pre></div> | 233 | </pre></div> |
| 234 | </div> | 234 | </div> |
| 235 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.2 | 235 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.245·seconds)</p> |
| 236 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-feature-selection-plot-f-test-vs-mi-py"> | 236 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-feature-selection-plot-f-test-vs-mi-py"> |
| 237 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 237 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 238 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/95e2652922af032381167a5aa13f2b36/plot_f_test_vs_mi.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_f_test_vs_mi.ipynb</span></code></a></p> | 238 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/95e2652922af032381167a5aa13f2b36/plot_f_test_vs_mi.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_f_test_vs_mi.ipynb</span></code></a></p> |
| 239 | </div> | 239 | </div> |
| 240 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 240 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 241 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/b15a0f93878767ffa709315b9ebf8a94/plot_f_test_vs_mi.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_f_test_vs_mi.py</span></code></a></p> | 241 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/b15a0f93878767ffa709315b9ebf8a94/plot_f_test_vs_mi.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_f_test_vs_mi.py</span></code></a></p> |
| 242 | </div> | 242 | </div> |
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| 247 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 247 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 248 | </section> | 248 | </section> |
| 249 | ······</div> | 249 | ······</div> |
| 250 | ····<div·class="container"> | 250 | ····<div·class="container"> |
| 251 | ······<footer·class="sk-content-footer"> | 251 | ······<footer·class="sk-content-footer"> |
| 252 | ············©·2007·-·202 | 252 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 253 | ··········<a·href="../../_sources/auto_examples/feature_selection/plot_f_test_vs_mi.rst.txt"·rel="nofollow">Show·this·page·source</a> | 253 | ··········<a·href="../../_sources/auto_examples/feature_selection/plot_f_test_vs_mi.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 254 | ······</footer> | 254 | ······</footer> |
| 255 | ····</div> | 255 | ····</div> |
| 256 | ··</div> | 256 | ··</div> |
| 257 | </div> | 257 | </div> |
| 258 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 258 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 65 | ····plt.subplot(1,·3,·i·+·1) | 65 | ····plt.subplot(1,·3,·i·+·1) |
| 66 | ····plt.scatter(X[:,·i],·y,·edgecolor="black",·s=20) | 66 | ····plt.scatter(X[:,·i],·y,·edgecolor="black",·s=20) |
| 67 | ····plt.xlabel("$x_{}$".format(i·+·1),·fontsize=14) | 67 | ····plt.xlabel("$x_{}$".format(i·+·1),·fontsize=14) |
| 68 | ····if·i·==·0: | 68 | ····if·i·==·0: |
| 69 | ········plt.ylabel("$y$",·fontsize=14) | 69 | ········plt.ylabel("$y$",·fontsize=14) |
| 70 | ····plt.title("F-test={:.2f},·MI={:.2f}".format(f_test[i],·mi[i]),·fontsize=16) | 70 | ····plt.title("F-test={:.2f},·MI={:.2f}".format(f_test[i],·mi[i]),·fontsize=16) |
| 71 | plt.show() | 71 | plt.show() |
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| 77 | ©·2007·-·202 | 77 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 319 | </pre></div> | 319 | </pre></div> |
| 320 | </div> | 320 | </div> |
| 321 | <img·src="../../_images/sphx_glr_plot_feature_selection_002.png"·srcset="../../_images/sphx_glr_plot_feature_selection_002.png"·alt="Comparing·feature·selection"·class·=·"sphx-glr-single-img"/><p>Without·univariate·feature·selection,·the·SVM·assigns·a·large·weight | 321 | <img·src="../../_images/sphx_glr_plot_feature_selection_002.png"·srcset="../../_images/sphx_glr_plot_feature_selection_002.png"·alt="Comparing·feature·selection"·class·=·"sphx-glr-single-img"/><p>Without·univariate·feature·selection,·the·SVM·assigns·a·large·weight |
| 322 | to·the·first·4·original·significant·features,·but·also·selects·many·of·the | 322 | to·the·first·4·original·significant·features,·but·also·selects·many·of·the |
| 323 | non-informative·features.·Applying·univariate·feature·selection·before | 323 | non-informative·features.·Applying·univariate·feature·selection·before |
| 324 | the·SVM·increases·the·SVM·weight·attributed·to·the·significant·features, | 324 | the·SVM·increases·the·SVM·weight·attributed·to·the·significant·features, |
| 325 | and·will·thus·improve·classification.</p> | 325 | and·will·thus·improve·classification.</p> |
| 326 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.2 | 326 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.205·seconds)</p> |
| 327 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-feature-selection-plot-feature-selection-py"> | 327 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-feature-selection-plot-feature-selection-py"> |
| 328 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 328 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 329 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/fe71806a900680d092025bf56d0dfcb3/plot_feature_selection.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_feature_selection.ipynb</span></code></a></p> | 329 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/fe71806a900680d092025bf56d0dfcb3/plot_feature_selection.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_feature_selection.ipynb</span></code></a></p> |
| 330 | </div> | 330 | </div> |
| 331 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 331 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 332 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/62397dcd82eb2478e27036ac96fe2ab9/plot_feature_selection.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_feature_selection.py</span></code></a></p> | 332 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/62397dcd82eb2478e27036ac96fe2ab9/plot_feature_selection.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_feature_selection.py</span></code></a></p> |
| 333 | </div> | 333 | </div> |
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| 339 | </section> | 339 | </section> |
| 340 | </section> | 340 | </section> |
| 341 | ······</div> | 341 | ······</div> |
| 342 | ····<div·class="container"> | 342 | ····<div·class="container"> |
| 343 | ······<footer·class="sk-content-footer"> | 343 | ······<footer·class="sk-content-footer"> |
| 344 | ············©·2007·-·202 | 344 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 345 | ··········<a·href="../../_sources/auto_examples/feature_selection/plot_feature_selection.rst.txt"·rel="nofollow">Show·this·page·source</a> | 345 | ··········<a·href="../../_sources/auto_examples/feature_selection/plot_feature_selection.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 346 | ······</footer> | 346 | ······</footer> |
| 347 | ····</div> | 347 | ····</div> |
| 348 | ··</div> | 348 | ··</div> |
| 349 | </div> | 349 | </div> |
| 350 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 350 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 137 | plt.show() | 137 | plt.show() |
| 138 | [Comparing·feature·selection] | 138 | [Comparing·feature·selection] |
| 139 | Without·univariate·feature·selection,·the·SVM·assigns·a·large·weight·to·the | 139 | Without·univariate·feature·selection,·the·SVM·assigns·a·large·weight·to·the |
| 140 | first·4·original·significant·features,·but·also·selects·many·of·the·non- | 140 | first·4·original·significant·features,·but·also·selects·many·of·the·non- |
| 141 | informative·features.·Applying·univariate·feature·selection·before·the·SVM | 141 | informative·features.·Applying·univariate·feature·selection·before·the·SVM |
| 142 | increases·the·SVM·weight·attributed·to·the·significant·features,·and·will·thus | 142 | increases·the·SVM·weight·attributed·to·the·significant·features,·and·will·thus |
| 143 | improve·classification. | 143 | improve·classification. |
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| 148 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 148 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 149 | ©·2007·-·202 | 149 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 702 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 702 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 703 | </section> | 703 | </section> |
| 704 | ······</div> | 704 | ······</div> |
| 705 | ····<div·class="container"> | 705 | ····<div·class="container"> |
| 706 | ······<footer·class="sk-content-footer"> | 706 | ······<footer·class="sk-content-footer"> |
| 707 | ············©·2007·-·202 | 707 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 708 | ··········<a·href="../../_sources/auto_examples/feature_selection/plot_feature_selection_pipeline.rst.txt"·rel="nofollow">Show·this·page·source</a> | 708 | ··········<a·href="../../_sources/auto_examples/feature_selection/plot_feature_selection_pipeline.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 709 | ······</footer> | 709 | ······</footer> |
| 710 | ····</div> | 710 | ····</div> |
| 711 | ··</div> | 711 | ··</div> |
| 712 | </div> | 712 | </div> |
| 713 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 713 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 113 | We·can·see·that·the·features·with·non-zero·coefficients·are·the·selected | 113 | We·can·see·that·the·features·with·non-zero·coefficients·are·the·selected |
| 114 | features·by·the·first·step. | 114 | features·by·the·first·step. |
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| 120 | ©·2007·-·202 | 120 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 19 | ·· | 19 | ·· |
| 20 | ··<title>Recursive·feature·elimination·—·scikit-learn·1.4.2·documentation</title> | 20 | ··<title>Recursive·feature·elimination·—·scikit-learn·1.4.2·documentation</title> |
| 21 | ·· | 21 | ·· |
| 22 | ··<link·rel="canonical"·href="https://scikit-learn.org/stable/auto_examples/feature_selection/plot_rfe_digits.html"·/> | 22 | ··<link·rel="canonical"·href="https://scikit-learn.org/stable/auto_examples/feature_selection/plot_rfe_digits.html"·/> |
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| 219 | <span·class="c1">#·Plot·pixel·ranking</span> | 219 | <span·class="c1">#·Plot·pixel·ranking</span> |
| 220 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">matshow</span><span·class="p">(</span><span·class="n">ranking</span><span·class="p">,</span>·<span·class="n">cmap</span><span·class="o">=</span><span·class="n">plt</span><span·class="o">.</span><span·class="n">cm</span><span·class="o">.</span><span·class="n">Blues</span><span·class="p">)</span> | 220 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">matshow</span><span·class="p">(</span><span·class="n">ranking</span><span·class="p">,</span>·<span·class="n">cmap</span><span·class="o">=</span><span·class="n">plt</span><span·class="o">.</span><span·class="n">cm</span><span·class="o">.</span><span·class="n">Blues</span><span·class="p">)</span> |
| 221 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">colorbar</span><span·class="p">()</span> | 221 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">colorbar</span><span·class="p">()</span> |
| 222 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"Ranking·of·pixels·with·RFE"</span><span·class="p">)</span> | 222 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"Ranking·of·pixels·with·RFE"</span><span·class="p">)</span> |
| 223 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 223 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 224 | </pre></div> | 224 | </pre></div> |
| 225 | </div> | 225 | </div> |
| 226 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes· | 226 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·6.605·seconds)</p> |
| 227 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-feature-selection-plot-rfe-digits-py"> | 227 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-feature-selection-plot-rfe-digits-py"> |
| 228 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 228 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 229 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/89b02c3e866d0979d0024f34b90877de/plot_rfe_digits.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_rfe_digits.ipynb</span></code></a></p> | 229 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/89b02c3e866d0979d0024f34b90877de/plot_rfe_digits.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_rfe_digits.ipynb</span></code></a></p> |
| 230 | </div> | 230 | </div> |
| 231 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 231 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 232 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/f03a2a04a75f73f183e0407e663d121d/plot_rfe_digits.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_rfe_digits.py</span></code></a></p> | 232 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/f03a2a04a75f73f183e0407e663d121d/plot_rfe_digits.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_rfe_digits.py</span></code></a></p> |
| 233 | </div> | 233 | </div> |
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| 238 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 238 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 239 | </section> | 239 | </section> |
| 240 | ······</div> | 240 | ······</div> |
| 241 | ····<div·class="container"> | 241 | ····<div·class="container"> |
| 242 | ······<footer·class="sk-content-footer"> | 242 | ······<footer·class="sk-content-footer"> |
| 243 | ············©·2007·-·202 | 243 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 244 | ··········<a·href="../../_sources/auto_examples/feature_selection/plot_rfe_digits.rst.txt"·rel="nofollow">Show·this·page·source</a> | 244 | ··········<a·href="../../_sources/auto_examples/feature_selection/plot_rfe_digits.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 245 | ······</footer> | 245 | ······</footer> |
| 246 | ····</div> | 246 | ····</div> |
| 247 | ··</div> | 247 | ··</div> |
| 248 | </div> | 248 | </div> |
| 249 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 249 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 54 | ranking·=·rfe.ranking_.reshape(digits.images[0].shape) | 54 | ranking·=·rfe.ranking_.reshape(digits.images[0].shape) |
| 55 | #·Plot·pixel·ranking | 55 | #·Plot·pixel·ranking |
| 56 | plt.matshow(ranking,·cmap=plt.cm.Blues) | 56 | plt.matshow(ranking,·cmap=plt.cm.Blues) |
| 57 | plt.colorbar() | 57 | plt.colorbar() |
| 58 | plt.title("Ranking·of·pixels·with·RFE") | 58 | plt.title("Ranking·of·pixels·with·RFE") |
| 59 | plt.show() | 59 | plt.show() |
| 60 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes· | 60 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·6.605·seconds) |
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| 62 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8f_\x8e_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8._\x8p_\x8y | 62 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8f_\x8e_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8._\x8p_\x8y |
| 63 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8f_\x8e_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8._\x8z_\x8i_\x8p | 63 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8f_\x8e_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8._\x8z_\x8i_\x8p |
| 64 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 64 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 65 | ©·2007·-·202 | 65 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 273 | <img·src="../../_images/sphx_glr_plot_rfe_with_cross_validation_001.png"·srcset="../../_images/sphx_glr_plot_rfe_with_cross_validation_001.png"·alt="Recursive·Feature·Elimination··with·correlated·features"·class·=·"sphx-glr-single-img"/><p>From·the·plot·above·one·can·further·notice·a·plateau·of·equivalent·scores | 273 | <img·src="../../_images/sphx_glr_plot_rfe_with_cross_validation_001.png"·srcset="../../_images/sphx_glr_plot_rfe_with_cross_validation_001.png"·alt="Recursive·Feature·Elimination··with·correlated·features"·class·=·"sphx-glr-single-img"/><p>From·the·plot·above·one·can·further·notice·a·plateau·of·equivalent·scores |
| 274 | (similar·mean·value·and·overlapping·errorbars)·for·3·to·5·selected·features. | 274 | (similar·mean·value·and·overlapping·errorbars)·for·3·to·5·selected·features. |
| 275 | This·is·the·result·of·introducing·correlated·features.·Indeed,·the·optimal | 275 | This·is·the·result·of·introducing·correlated·features.·Indeed,·the·optimal |
| 276 | model·selected·by·the·RFE·can·lie·within·this·range,·depending·on·the | 276 | model·selected·by·the·RFE·can·lie·within·this·range,·depending·on·the |
| 277 | cross-validation·technique.·The·test·accuracy·decreases·above·5·selected | 277 | cross-validation·technique.·The·test·accuracy·decreases·above·5·selected |
| 278 | features,·this·is,·keeping·non-informative·features·leads·to·over-fitting·and | 278 | features,·this·is,·keeping·non-informative·features·leads·to·over-fitting·and |
| 279 | is·therefore·detrimental·for·the·statistical·performance·of·the·models.</p> | 279 | is·therefore·detrimental·for·the·statistical·performance·of·the·models.</p> |
| 280 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.8 | 280 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.885·seconds)</p> |
| 281 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-feature-selection-plot-rfe-with-cross-validation-py"> | 281 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-feature-selection-plot-rfe-with-cross-validation-py"> |
| 282 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 282 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 283 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/949ed208b2147ed2b3e348e81fef52be/plot_rfe_with_cross_validation.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_rfe_with_cross_validation.ipynb</span></code></a></p> | 283 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/949ed208b2147ed2b3e348e81fef52be/plot_rfe_with_cross_validation.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_rfe_with_cross_validation.ipynb</span></code></a></p> |
| 284 | </div> | 284 | </div> |
| 285 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 285 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 286 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/592b2521e44501266ca5339d1fb123cb/plot_rfe_with_cross_validation.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_rfe_with_cross_validation.py</span></code></a></p> | 286 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/592b2521e44501266ca5339d1fb123cb/plot_rfe_with_cross_validation.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_rfe_with_cross_validation.py</span></code></a></p> |
| 287 | </div> | 287 | </div> |
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| 293 | </section> | 293 | </section> |
| 294 | </section> | 294 | </section> |
| 295 | ······</div> | 295 | ······</div> |
| 296 | ····<div·class="container"> | 296 | ····<div·class="container"> |
| 297 | ······<footer·class="sk-content-footer"> | 297 | ······<footer·class="sk-content-footer"> |
| 298 | ············©·2007·-·202 | 298 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 299 | ··········<a·href="../../_sources/auto_examples/feature_selection/plot_rfe_with_cross_validation.rst.txt"·rel="nofollow">Show·this·page·source</a> | 299 | ··········<a·href="../../_sources/auto_examples/feature_selection/plot_rfe_with_cross_validation.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 300 | ······</footer> | 300 | ······</footer> |
| 301 | ····</div> | 301 | ····</div> |
| 302 | ··</div> | 302 | ··</div> |
| 303 | </div> | 303 | </div> |
| 304 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 304 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 97 | From·the·plot·above·one·can·further·notice·a·plateau·of·equivalent·scores | 97 | From·the·plot·above·one·can·further·notice·a·plateau·of·equivalent·scores |
| 98 | (similar·mean·value·and·overlapping·errorbars)·for·3·to·5·selected·features. | 98 | (similar·mean·value·and·overlapping·errorbars)·for·3·to·5·selected·features. |
| 99 | This·is·the·result·of·introducing·correlated·features.·Indeed,·the·optimal | 99 | This·is·the·result·of·introducing·correlated·features.·Indeed,·the·optimal |
| 100 | model·selected·by·the·RFE·can·lie·within·this·range,·depending·on·the·cross- | 100 | model·selected·by·the·RFE·can·lie·within·this·range,·depending·on·the·cross- |
| 101 | validation·technique.·The·test·accuracy·decreases·above·5·selected·features, | 101 | validation·technique.·The·test·accuracy·decreases·above·5·selected·features, |
| 102 | this·is,·keeping·non-informative·features·leads·to·over-fitting·and·is | 102 | this·is,·keeping·non-informative·features·leads·to·over-fitting·and·is |
| 103 | therefore·detrimental·for·the·statistical·performance·of·the·models. | 103 | therefore·detrimental·for·the·statistical·performance·of·the·models. |
| 104 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.8 | 104 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.885·seconds) |
| 105 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8f_\x8e_\x8__\x8w_\x8i_\x8t_\x8h_\x8__\x8c_\x8r_\x8o_\x8s_\x8s_\x8__\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 105 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8f_\x8e_\x8__\x8w_\x8i_\x8t_\x8h_\x8__\x8c_\x8r_\x8o_\x8s_\x8s_\x8__\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 106 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8f_\x8e_\x8__\x8w_\x8i_\x8t_\x8h_\x8__\x8c_\x8r_\x8o_\x8s_\x8s_\x8__\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y | 106 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8f_\x8e_\x8__\x8w_\x8i_\x8t_\x8h_\x8__\x8c_\x8r_\x8o_\x8s_\x8s_\x8__\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y |
| 107 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8f_\x8e_\x8__\x8w_\x8i_\x8t_\x8h_\x8__\x8c_\x8r_\x8o_\x8s_\x8s_\x8__\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p | 107 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8f_\x8e_\x8__\x8w_\x8i_\x8t_\x8h_\x8__\x8c_\x8r_\x8o_\x8s_\x8s_\x8__\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p |
| 108 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 108 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 109 | ©·2007·-·202 | 109 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 349 | ····<span·class="s2">"Features·selected·by·backward·sequential·selection:·"</span> | 349 | ····<span·class="s2">"Features·selected·by·backward·sequential·selection:·"</span> |
| 350 | ····<span·class="sa">f</span><span·class="s2">"</span><span·class="si">{</span><span·class="n">feature_names</span><span·class="p">[</span><span·class="n">sfs_backward</span><span·class="o">.</span><span·class="n">get_support</span><span·class="p">()]</span><span·class="si">}</span><span·class="s2">"</span> | 350 | ····<span·class="sa">f</span><span·class="s2">"</span><span·class="si">{</span><span·class="n">feature_names</span><span·class="p">[</span><span·class="n">sfs_backward</span><span·class="o">.</span><span·class="n">get_support</span><span·class="p">()]</span><span·class="si">}</span><span·class="s2">"</span> |
| 351 | <span·class="p">)</span> | 351 | <span·class="p">)</span> |
| 352 | <span·class="nb">print</span><span·class="p">(</span><span·class="sa">f</span><span·class="s2">"Done·in·</span><span·class="si">{</span><span·class="n">toc_bwd</span><span·class="w">·</span><span·class="o">-</span><span·class="w">·</span><span·class="n">tic_bwd</span><span·class="si">:</span><span·class="s2">.3f</span><span·class="si">}</span><span·class="s2">s"</span><span·class="p">)</span> | 352 | <span·class="nb">print</span><span·class="p">(</span><span·class="sa">f</span><span·class="s2">"Done·in·</span><span·class="si">{</span><span·class="n">toc_bwd</span><span·class="w">·</span><span·class="o">-</span><span·class="w">·</span><span·class="n">tic_bwd</span><span·class="si">:</span><span·class="s2">.3f</span><span·class="si">}</span><span·class="s2">s"</span><span·class="p">)</span> |
| 353 | </pre></div> | 353 | </pre></div> |
| 354 | </div> | 354 | </div> |
| 355 | <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>Features·selected·by·forward·sequential·selection:·['bmi'·'s5'] | 355 | <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>Features·selected·by·forward·sequential·selection:·['bmi'·'s5'] |
| 356 | Done·in·0.1 | 356 | Done·in·0.187s |
| 357 | Features·selected·by·backward·sequential·selection:·['bmi'·'s5'] | 357 | Features·selected·by·backward·sequential·selection:·['bmi'·'s5'] |
| 358 | Done·in·0.5 | 358 | Done·in·0.547s |
| 359 | </pre></div> | 359 | </pre></div> |
| 360 | </div> | 360 | </div> |
| 361 | <p>Interestingly,·forward·and·backward·selection·have·selected·the·same·set·of | 361 | <p>Interestingly,·forward·and·backward·selection·have·selected·the·same·set·of |
| 362 | features.·In·general,·this·isn’t·the·case·and·the·two·methods·would·lead·to | 362 | features.·In·general,·this·isn’t·the·case·and·the·two·methods·would·lead·to |
| 363 | different·results.</p> | 363 | different·results.</p> |
| 364 | <p>We·also·note·that·the·features·selected·by·SFS·differ·from·those·selected·by | 364 | <p>We·also·note·that·the·features·selected·by·SFS·differ·from·those·selected·by |
| 365 | feature·importance:·SFS·selects·<code·class="docutils·literal·notranslate"><span·class="pre">bmi</span></code>·instead·of·<code·class="docutils·literal·notranslate"><span·class="pre">s1</span></code>.·This·does·sound | 365 | feature·importance:·SFS·selects·<code·class="docutils·literal·notranslate"><span·class="pre">bmi</span></code>·instead·of·<code·class="docutils·literal·notranslate"><span·class="pre">s1</span></code>.·This·does·sound |
| Offset 545, 35 lines modified | Offset 545, 35 lines modified | ||
| 545 | ····<span·class="nb">print</span><span·class="p">(</span><span·class="sa">f</span><span·class="s2">"ROC·AUC·score:·</span><span·class="si">{</span><span·class="n">roc_auc_score</span><span·class="p">(</span><span·class="n">y</span><span·class="p">,</span><span·class="w">·</span><span·class="n">model</span><span·class="o">.</span><span·class="n">predict_proba</span><span·class="p">(</span><span·class="n">X</span><span·class="p">)[:,</span><span·class="w">·</span><span·class="mi">1</span><span·class="p">])</span><span·class="si">:</span><span·class="s2">.3f</span><span·class="si">}</span><span·class="s2">"</span><span·class="p">)</span> | 545 | ····<span·class="nb">print</span><span·class="p">(</span><span·class="sa">f</span><span·class="s2">"ROC·AUC·score:·</span><span·class="si">{</span><span·class="n">roc_auc_score</span><span·class="p">(</span><span·class="n">y</span><span·class="p">,</span><span·class="w">·</span><span·class="n">model</span><span·class="o">.</span><span·class="n">predict_proba</span><span·class="p">(</span><span·class="n">X</span><span·class="p">)[:,</span><span·class="w">·</span><span·class="mi">1</span><span·class="p">])</span><span·class="si">:</span><span·class="s2">.3f</span><span·class="si">}</span><span·class="s2">"</span><span·class="p">)</span> |
| 546 | ····<span·class="nb">print</span><span·class="p">(</span><span·class="sa">f</span><span·class="s2">"Done·in·</span><span·class="si">{</span><span·class="n">end</span><span·class="w">·</span><span·class="o">-</span><span·class="w">·</span><span·class="n">start</span><span·class="si">:</span><span·class="s2">.3f</span><span·class="si">}</span><span·class="s2">s"</span><span·class="p">)</span> | 546 | ····<span·class="nb">print</span><span·class="p">(</span><span·class="sa">f</span><span·class="s2">"Done·in·</span><span·class="si">{</span><span·class="n">end</span><span·class="w">·</span><span·class="o">-</span><span·class="w">·</span><span·class="n">start</span><span·class="si">:</span><span·class="s2">.3f</span><span·class="si">}</span><span·class="s2">s"</span><span·class="p">)</span> |
| 547 | </pre></div> | 547 | </pre></div> |
| 548 | </div> | 548 | </div> |
| 549 | <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>tol:·-0.01 | 549 | <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>tol:·-0.01 |
| 550 | Features·selected:·['worst·perimeter'] | 550 | Features·selected:·['worst·perimeter'] |
| 551 | ROC·AUC·score:·0.975 | 551 | ROC·AUC·score:·0.975 |
| 552 | Done·in·12. | 552 | Done·in·12.032s |
| 553 | tol:·-0.001 | 553 | tol:·-0.001 |
| 554 | Features·selected:·['radius·error'·'fractal·dimension·error'·'worst·texture' | 554 | Features·selected:·['radius·error'·'fractal·dimension·error'·'worst·texture' |
| 555 | ·'worst·perimeter'·'worst·concave·points'] | 555 | ·'worst·perimeter'·'worst·concave·points'] |
| 556 | ROC·AUC·score:·0.997 | 556 | ROC·AUC·score:·0.997 |
| 557 | Done·in·1 | 557 | Done·in·13.182s |
| 558 | tol:·-0.0001 | 558 | tol:·-0.0001 |
| 559 | Features·selected:·['mean·compactness'·'mean·concavity'·'mean·concave·points'·'radius·error' | 559 | Features·selected:·['mean·compactness'·'mean·concavity'·'mean·concave·points'·'radius·error' |
| 560 | ·'area·error'·'concave·points·error'·'symmetry·error' | 560 | ·'area·error'·'concave·points·error'·'symmetry·error' |
| 561 | ·'fractal·dimension·error'·'worst·texture'·'worst·perimeter'·'worst·area' | 561 | ·'fractal·dimension·error'·'worst·texture'·'worst·perimeter'·'worst·area' |
| 562 | ·'worst·concave·points'·'worst·symmetry'] | 562 | ·'worst·concave·points'·'worst·symmetry'] |
| 563 | ROC·AUC·score:·0.998 | 563 | ROC·AUC·score:·0.998 |
| 564 | Done·in·10. | 564 | Done·in·10.891s |
| 565 | </pre></div> | 565 | </pre></div> |
| 566 | </div> | 566 | </div> |
| 567 | <p>We·can·see·that·the·number·of·features·selected·tend·to·increase·as·negative | 567 | <p>We·can·see·that·the·number·of·features·selected·tend·to·increase·as·negative |
| 568 | values·of·<code·class="docutils·literal·notranslate"><span·class="pre">tol</span></code>·approach·to·zero.·The·time·taken·for·feature·selection·also | 568 | values·of·<code·class="docutils·literal·notranslate"><span·class="pre">tol</span></code>·approach·to·zero.·The·time·taken·for·feature·selection·also |
| 569 | decreases·as·the·values·of·<code·class="docutils·literal·notranslate"><span·class="pre">tol</span></code>·come·closer·to·zero.</p> | 569 | decreases·as·the·values·of·<code·class="docutils·literal·notranslate"><span·class="pre">tol</span></code>·come·closer·to·zero.</p> |
| 570 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·3 | 570 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·36.941·seconds)</p> |
| 571 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-feature-selection-plot-select-from-model-diabetes-py"> | 571 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-feature-selection-plot-select-from-model-diabetes-py"> |
| 572 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 572 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 573 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/f1e887db7b101f4c858db7db12e9c7e2/plot_select_from_model_diabetes.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_select_from_model_diabetes.ipynb</span></code></a></p> | 573 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/f1e887db7b101f4c858db7db12e9c7e2/plot_select_from_model_diabetes.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_select_from_model_diabetes.ipynb</span></code></a></p> |
| 574 | </div> | 574 | </div> |
| 575 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 575 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 576 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/53e76f761ef04e8d06fa5757554513b0/plot_select_from_model_diabetes.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_select_from_model_diabetes.py</span></code></a></p> | 576 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/53e76f761ef04e8d06fa5757554513b0/plot_select_from_model_diabetes.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_select_from_model_diabetes.py</span></code></a></p> |
| 577 | </div> | 577 | </div> |
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| 585 | </section> | 585 | </section> |
| 586 | </section> | 586 | </section> |
| 587 | ······</div> | 587 | ······</div> |
| 588 | ····<div·class="container"> | 588 | ····<div·class="container"> |
| 589 | ······<footer·class="sk-content-footer"> | 589 | ······<footer·class="sk-content-footer"> |
| 590 | ············©·2007·-·202 | 590 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 591 | ··········<a·href="../../_sources/auto_examples/feature_selection/plot_select_from_model_diabetes.rst.txt"·rel="nofollow">Show·this·page·source</a> | 591 | ··········<a·href="../../_sources/auto_examples/feature_selection/plot_select_from_model_diabetes.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 592 | ······</footer> | 592 | ······</footer> |
| 593 | ····</div> | 593 | ····</div> |
| 594 | ··</div> | 594 | ··</div> |
| 595 | </div> | 595 | </div> |
| 596 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 596 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| Offset 166, 17 lines modified | Offset 166, 17 lines modified | ||
| 166 | print(f"Done·in·{toc_fwd·-·tic_fwd:.3f}s") | 166 | print(f"Done·in·{toc_fwd·-·tic_fwd:.3f}s") |
| 167 | print( | 167 | print( |
| 168 | ····"Features·selected·by·backward·sequential·selection:·" | 168 | ····"Features·selected·by·backward·sequential·selection:·" |
| 169 | ····f"{feature_names[sfs_backward.get_support()]}" | 169 | ····f"{feature_names[sfs_backward.get_support()]}" |
| 170 | ) | 170 | ) |
| 171 | print(f"Done·in·{toc_bwd·-·tic_bwd:.3f}s") | 171 | print(f"Done·in·{toc_bwd·-·tic_bwd:.3f}s") |
| 172 | Features·selected·by·forward·sequential·selection:·['bmi'·'s5'] | 172 | Features·selected·by·forward·sequential·selection:·['bmi'·'s5'] |
| 173 | Done·in·0.1 | 173 | Done·in·0.187s |
| 174 | Features·selected·by·backward·sequential·selection:·['bmi'·'s5'] | 174 | Features·selected·by·backward·sequential·selection:·['bmi'·'s5'] |
| 175 | Done·in·0.5 | 175 | Done·in·0.547s |
| 176 | Interestingly,·forward·and·backward·selection·have·selected·the·same·set·of | 176 | Interestingly,·forward·and·backward·selection·have·selected·the·same·set·of |
| 177 | features.·In·general,·this·isn’t·the·case·and·the·two·methods·would·lead·to | 177 | features.·In·general,·this·isn’t·the·case·and·the·two·methods·would·lead·to |
| 178 | different·results. | 178 | different·results. |
| 179 | We·also·note·that·the·features·selected·by·SFS·differ·from·those·selected·by | 179 | We·also·note·that·the·features·selected·by·SFS·differ·from·those·selected·by |
| 180 | feature·importance:·SFS·selects·bmi·instead·of·s1.·This·does·sound·reasonable | 180 | feature·importance:·SFS·selects·bmi·instead·of·s1.·This·does·sound·reasonable |
| 181 | though,·since·bmi·corresponds·to·the·third·most·important·feature·according·to | 181 | though,·since·bmi·corresponds·to·the·third·most·important·feature·according·to |
| 182 | the·coefficients.·It·is·quite·remarkable·considering·that·SFS·makes·no·use·of | 182 | the·coefficients.·It·is·quite·remarkable·considering·that·SFS·makes·no·use·of |
| Offset 351, 32 lines modified | Offset 351, 32 lines modified | ||
| 351 | ····print(f"Features·selected:·{feature_names[model[1].get_support()]}") | 351 | ····print(f"Features·selected:·{feature_names[model[1].get_support()]}") |
| 352 | ····print(f"ROC·AUC·score:·{roc_auc_score(y,·model.predict_proba(X)[:, | 352 | ····print(f"ROC·AUC·score:·{roc_auc_score(y,·model.predict_proba(X)[:, |
| 353 | 1]):.3f}") | 353 | 1]):.3f}") |
| 354 | ····print(f"Done·in·{end·-·start:.3f}s") | 354 | ····print(f"Done·in·{end·-·start:.3f}s") |
| 355 | tol:·-0.01 | 355 | tol:·-0.01 |
| 356 | Features·selected:·['worst·perimeter'] | 356 | Features·selected:·['worst·perimeter'] |
| 357 | ROC·AUC·score:·0.975 | 357 | ROC·AUC·score:·0.975 |
| 358 | Done·in·12. | 358 | Done·in·12.032s |
| 359 | tol:·-0.001 | 359 | tol:·-0.001 |
| 360 | Features·selected:·['radius·error'·'fractal·dimension·error'·'worst·texture' | 360 | Features·selected:·['radius·error'·'fractal·dimension·error'·'worst·texture' |
| 361 | ·'worst·perimeter'·'worst·concave·points'] | 361 | ·'worst·perimeter'·'worst·concave·points'] |
| 362 | ROC·AUC·score:·0.997 | 362 | ROC·AUC·score:·0.997 |
| 363 | Done·in·1 | 363 | Done·in·13.182s |
| 364 | tol:·-0.0001 | 364 | tol:·-0.0001 |
| 365 | Features·selected:·['mean·compactness'·'mean·concavity'·'mean·concave·points' | 365 | Features·selected:·['mean·compactness'·'mean·concavity'·'mean·concave·points' |
| 366 | 'radius·error' | 366 | 'radius·error' |
| 367 | ·'area·error'·'concave·points·error'·'symmetry·error' | 367 | ·'area·error'·'concave·points·error'·'symmetry·error' |
| 368 | ·'fractal·dimension·error'·'worst·texture'·'worst·perimeter'·'worst·area' | 368 | ·'fractal·dimension·error'·'worst·texture'·'worst·perimeter'·'worst·area' |
| 369 | ·'worst·concave·points'·'worst·symmetry'] | 369 | ·'worst·concave·points'·'worst·symmetry'] |
| 370 | ROC·AUC·score:·0.998 | 370 | ROC·AUC·score:·0.998 |
| 371 | Done·in·10. | 371 | Done·in·10.891s |
| 372 | We·can·see·that·the·number·of·features·selected·tend·to·increase·as·negative | 372 | We·can·see·that·the·number·of·features·selected·tend·to·increase·as·negative |
| 373 | values·of·tol·approach·to·zero.·The·time·taken·for·feature·selection·also | 373 | values·of·tol·approach·to·zero.·The·time·taken·for·feature·selection·also |
| 374 | decreases·as·the·values·of·tol·come·closer·to·zero. | 374 | decreases·as·the·values·of·tol·come·closer·to·zero. |
| 375 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·3 | 375 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·36.941·seconds) |
| 376 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8__\x8f_\x8r_\x8o_\x8m_\x8__\x8m_\x8o_\x8d_\x8e_\x8l_\x8__\x8d_\x8i_\x8a_\x8b_\x8e_\x8t_\x8e_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 376 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8__\x8f_\x8r_\x8o_\x8m_\x8__\x8m_\x8o_\x8d_\x8e_\x8l_\x8__\x8d_\x8i_\x8a_\x8b_\x8e_\x8t_\x8e_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 377 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8__\x8f_\x8r_\x8o_\x8m_\x8__\x8m_\x8o_\x8d_\x8e_\x8l_\x8__\x8d_\x8i_\x8a_\x8b_\x8e_\x8t_\x8e_\x8s_\x8._\x8p_\x8y | 377 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8__\x8f_\x8r_\x8o_\x8m_\x8__\x8m_\x8o_\x8d_\x8e_\x8l_\x8__\x8d_\x8i_\x8a_\x8b_\x8e_\x8t_\x8e_\x8s_\x8._\x8p_\x8y |
| 378 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8__\x8f_\x8r_\x8o_\x8m_\x8__\x8m_\x8o_\x8d_\x8e_\x8l_\x8__\x8d_\x8i_\x8a_\x8b_\x8e_\x8t_\x8e_\x8s_\x8._\x8z_\x8i_\x8p | 378 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8__\x8f_\x8r_\x8o_\x8m_\x8__\x8m_\x8o_\x8d_\x8e_\x8l_\x8__\x8d_\x8i_\x8a_\x8b_\x8e_\x8t_\x8e_\x8s_\x8._\x8z_\x8i_\x8p |
| 379 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 379 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 380 | ©·2007·-·202 | 380 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 223 | </div> | 223 | </div> |
| 224 | </section> | 224 | </section> |
| 225 | ······</div> | 225 | ······</div> |
| 226 | ····<div·class="container"> | 226 | ····<div·class="container"> |
| 227 | ······<footer·class="sk-content-footer"> | 227 | ······<footer·class="sk-content-footer"> |
| 228 | ············©·2007·-·202 | 228 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 229 | ··········<a·href="../../_sources/auto_examples/gaussian_process/index.rst.txt"·rel="nofollow">Show·this·page·source</a> | 229 | ··········<a·href="../../_sources/auto_examples/gaussian_process/index.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 230 | ······</footer> | 230 | ······</footer> |
| 231 | ····</div> | 231 | ····</div> |
| 232 | ··</div> | 232 | ··</div> |
| 233 | </div> | 233 | </div> |
| 234 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 234 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 48 | Illustration·of·Gaussian·process·classification·(GPC)·on·the·XOR·dataset | 48 | Illustration·of·Gaussian·process·classification·(GPC)·on·the·XOR·dataset |
| 49 | _\x8I_\x8l_\x8l_\x8u_\x8s_\x8t_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8p_\x8r_\x8i_\x8o_\x8r_\x8·_\x8a_\x8n_\x8d_\x8·_\x8p_\x8o_\x8s_\x8t_\x8e_\x8r_\x8i_\x8o_\x8r_\x8·_\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8p_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8s | 49 | _\x8I_\x8l_\x8l_\x8u_\x8s_\x8t_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8p_\x8r_\x8i_\x8o_\x8r_\x8·_\x8a_\x8n_\x8d_\x8·_\x8p_\x8o_\x8s_\x8t_\x8e_\x8r_\x8i_\x8o_\x8r_\x8·_\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8p_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8s |
| 50 | Illustration·of·prior·and·posterior·Gaussian·process·for·different·kernels | 50 | Illustration·of·prior·and·posterior·Gaussian·process·for·different·kernels |
| 51 | _\x8I_\x8s_\x8o_\x8-_\x8p_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y_\x8·_\x8l_\x8i_\x8n_\x8e_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8P_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s_\x8e_\x8s_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8(_\x8G_\x8P_\x8C_\x8) | 51 | _\x8I_\x8s_\x8o_\x8-_\x8p_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y_\x8·_\x8l_\x8i_\x8n_\x8e_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8P_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s_\x8e_\x8s_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8(_\x8G_\x8P_\x8C_\x8) |
| 52 | Iso-probability·lines·for·Gaussian·Processes·classification·(GPC) | 52 | Iso-probability·lines·for·Gaussian·Processes·classification·(GPC) |
| 53 | _\x8P_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8s_\x8t_\x8i_\x8c_\x8·_\x8p_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8p_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8(_\x8G_\x8P_\x8C_\x8) | 53 | _\x8P_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8s_\x8t_\x8i_\x8c_\x8·_\x8p_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8p_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8(_\x8G_\x8P_\x8C_\x8) |
| 54 | Probabilistic·predictions·with·Gaussian·process·classification·(GPC) | 54 | Probabilistic·predictions·with·Gaussian·process·classification·(GPC) |
| 55 | ©·2007·-·202 | 55 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 323 | <span·class="n">start_time</span>·<span·class="o">=</span>·<span·class="n">time</span><span·class="o">.</span><span·class="n">time</span><span·class="p">()</span> | 323 | <span·class="n">start_time</span>·<span·class="o">=</span>·<span·class="n">time</span><span·class="o">.</span><span·class="n">time</span><span·class="p">()</span> |
| 324 | <span·class="n">kernel_ridge</span><span·class="o">.</span><span·class="n">fit</span><span·class="p">(</span><span·class="n">training_data</span><span·class="p">,</span>·<span·class="n">training_noisy_target</span><span·class="p">)</span> | 324 | <span·class="n">kernel_ridge</span><span·class="o">.</span><span·class="n">fit</span><span·class="p">(</span><span·class="n">training_data</span><span·class="p">,</span>·<span·class="n">training_noisy_target</span><span·class="p">)</span> |
| 325 | <span·class="nb">print</span><span·class="p">(</span> | 325 | <span·class="nb">print</span><span·class="p">(</span> |
| 326 | ····<span·class="sa">f</span><span·class="s2">"Fitting·KernelRidge·with·default·kernel:·</span><span·class="si">{</span><span·class="n">time</span><span·class="o">.</span><span·class="n">time</span><span·class="p">()</span><span·class="w">·</span><span·class="o">-</span><span·class="w">·</span><span·class="n">start_time</span><span·class="si">:</span><span·class="s2">.3f</span><span·class="si">}</span><span·class="s2">·seconds"</span> | 326 | ····<span·class="sa">f</span><span·class="s2">"Fitting·KernelRidge·with·default·kernel:·</span><span·class="si">{</span><span·class="n">time</span><span·class="o">.</span><span·class="n">time</span><span·class="p">()</span><span·class="w">·</span><span·class="o">-</span><span·class="w">·</span><span·class="n">start_time</span><span·class="si">:</span><span·class="s2">.3f</span><span·class="si">}</span><span·class="s2">·seconds"</span> |
| 327 | <span·class="p">)</span> | 327 | <span·class="p">)</span> |
| 328 | </pre></div> | 328 | </pre></div> |
| 329 | </div> | 329 | </div> |
| 330 | <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>Fitting·KernelRidge·with·default·kernel:·0.00 | 330 | <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>Fitting·KernelRidge·with·default·kernel:·0.002·seconds |
| 331 | </pre></div> | 331 | </pre></div> |
| 332 | </div> | 332 | </div> |
| 333 | <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">data</span><span·class="p">,</span>·<span·class="n">target</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s2">"True·signal"</span><span·class="p">,</span>·<span·class="n">linewidth</span><span·class="o">=</span><span·class="mi">2</span><span·class="p">,</span>·<span·class="n">linestyle</span><span·class="o">=</span><span·class="s2">"dashed"</span><span·class="p">)</span> | 333 | <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">data</span><span·class="p">,</span>·<span·class="n">target</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s2">"True·signal"</span><span·class="p">,</span>·<span·class="n">linewidth</span><span·class="o">=</span><span·class="mi">2</span><span·class="p">,</span>·<span·class="n">linestyle</span><span·class="o">=</span><span·class="s2">"dashed"</span><span·class="p">)</span> |
| 334 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">scatter</span><span·class="p">(</span> | 334 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">scatter</span><span·class="p">(</span> |
| 335 | ····<span·class="n">training_data</span><span·class="p">,</span> | 335 | ····<span·class="n">training_data</span><span·class="p">,</span> |
| 336 | ····<span·class="n">training_noisy_target</span><span·class="p">,</span> | 336 | ····<span·class="n">training_noisy_target</span><span·class="p">,</span> |
| 337 | ····<span·class="n">color</span><span·class="o">=</span><span·class="s2">"black"</span><span·class="p">,</span> | 337 | ····<span·class="n">color</span><span·class="o">=</span><span·class="s2">"black"</span><span·class="p">,</span> |
| Offset 386, 15 lines modified | Offset 386, 15 lines modified | ||
| 386 | ····<span·class="n">random_state</span><span·class="o">=</span><span·class="mi">0</span><span·class="p">,</span> | 386 | ····<span·class="n">random_state</span><span·class="o">=</span><span·class="mi">0</span><span·class="p">,</span> |
| 387 | <span·class="p">)</span> | 387 | <span·class="p">)</span> |
| 388 | <span·class="n">start_time</span>·<span·class="o">=</span>·<span·class="n">time</span><span·class="o">.</span><span·class="n">time</span><span·class="p">()</span> | 388 | <span·class="n">start_time</span>·<span·class="o">=</span>·<span·class="n">time</span><span·class="o">.</span><span·class="n">time</span><span·class="p">()</span> |
| 389 | <span·class="n">kernel_ridge_tuned</span><span·class="o">.</span><span·class="n">fit</span><span·class="p">(</span><span·class="n">training_data</span><span·class="p">,</span>·<span·class="n">training_noisy_target</span><span·class="p">)</span> | 389 | <span·class="n">kernel_ridge_tuned</span><span·class="o">.</span><span·class="n">fit</span><span·class="p">(</span><span·class="n">training_data</span><span·class="p">,</span>·<span·class="n">training_noisy_target</span><span·class="p">)</span> |
| 390 | <span·class="nb">print</span><span·class="p">(</span><span·class="sa">f</span><span·class="s2">"Time·for·KernelRidge·fitting:·</span><span·class="si">{</span><span·class="n">time</span><span·class="o">.</span><span·class="n">time</span><span·class="p">()</span><span·class="w">·</span><span·class="o">-</span><span·class="w">·</span><span·class="n">start_time</span><span·class="si">:</span><span·class="s2">.3f</span><span·class="si">}</span><span·class="s2">·seconds"</span><span·class="p">)</span> | 390 | <span·class="nb">print</span><span·class="p">(</span><span·class="sa">f</span><span·class="s2">"Time·for·KernelRidge·fitting:·</span><span·class="si">{</span><span·class="n">time</span><span·class="o">.</span><span·class="n">time</span><span·class="p">()</span><span·class="w">·</span><span·class="o">-</span><span·class="w">·</span><span·class="n">start_time</span><span·class="si">:</span><span·class="s2">.3f</span><span·class="si">}</span><span·class="s2">·seconds"</span><span·class="p">)</span> |
| 391 | </pre></div> | 391 | </pre></div> |
| 392 | </div> | 392 | </div> |
| 393 | <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>Time·for·KernelRidge·fitting:·4. | 393 | <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>Time·for·KernelRidge·fitting:·4.930·seconds |
| 394 | </pre></div> | 394 | </pre></div> |
| 395 | </div> | 395 | </div> |
| 396 | <p>Fitting·the·model·is·now·more·computationally·expensive·since·we·have·to·try | 396 | <p>Fitting·the·model·is·now·more·computationally·expensive·since·we·have·to·try |
| 397 | several·combinations·of·hyperparameters.·We·can·have·a·look·at·the | 397 | several·combinations·of·hyperparameters.·We·can·have·a·look·at·the |
| 398 | hyperparameters·found·to·get·some·intuitions.</p> | 398 | hyperparameters·found·to·get·some·intuitions.</p> |
| 399 | <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="n">kernel_ridge_tuned</span><span·class="o">.</span><span·class="n">best_params_</span> | 399 | <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="n">kernel_ridge_tuned</span><span·class="o">.</span><span·class="n">best_params_</span> |
| 400 | </pre></div> | 400 | </pre></div> |
| Offset 599, 15 lines modified | Offset 599, 15 lines modified | ||
| 599 | </pre></div> | 599 | </pre></div> |
| 600 | </div> | 600 | </div> |
| 601 | <img·src="../../_images/sphx_glr_plot_compare_gpr_krr_006.png"·srcset="../../_images/sphx_glr_plot_compare_gpr_krr_006.png"·alt="Effect·of·using·a·radial·basis·function·kernel"·class·=·"sphx-glr-single-img"/><p>The·effect·of·using·a·radial·basis·function·kernel·will·attenuate·the | 601 | <img·src="../../_images/sphx_glr_plot_compare_gpr_krr_006.png"·srcset="../../_images/sphx_glr_plot_compare_gpr_krr_006.png"·alt="Effect·of·using·a·radial·basis·function·kernel"·class·=·"sphx-glr-single-img"/><p>The·effect·of·using·a·radial·basis·function·kernel·will·attenuate·the |
| 602 | periodicity·effect·once·that·no·sample·are·available·in·the·training. | 602 | periodicity·effect·once·that·no·sample·are·available·in·the·training. |
| 603 | As·testing·samples·get·further·away·from·the·training·ones,·predictions | 603 | As·testing·samples·get·further·away·from·the·training·ones,·predictions |
| 604 | are·converging·towards·their·mean·and·their·standard·deviation | 604 | are·converging·towards·their·mean·and·their·standard·deviation |
| 605 | also·increases.</p> | 605 | also·increases.</p> |
| 606 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes· | 606 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·6.004·seconds)</p> |
| 607 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-gaussian-process-plot-compare-gpr-krr-py"> | 607 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-gaussian-process-plot-compare-gpr-krr-py"> |
| 608 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 608 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 609 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/c3bc3113489c0b7c9a698b430d691ddc/plot_compare_gpr_krr.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_compare_gpr_krr.ipynb</span></code></a></p> | 609 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/c3bc3113489c0b7c9a698b430d691ddc/plot_compare_gpr_krr.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_compare_gpr_krr.ipynb</span></code></a></p> |
| 610 | </div> | 610 | </div> |
| 611 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 611 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 612 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/c499f9c8abaa56c9b615349a539cb6ae/plot_compare_gpr_krr.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_compare_gpr_krr.py</span></code></a></p> | 612 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/c499f9c8abaa56c9b615349a539cb6ae/plot_compare_gpr_krr.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_compare_gpr_krr.py</span></code></a></p> |
| 613 | </div> | 613 | </div> |
| Offset 619, 15 lines modified | Offset 619, 15 lines modified | ||
| 619 | </section> | 619 | </section> |
| 620 | </section> | 620 | </section> |
| 621 | ······</div> | 621 | ······</div> |
| 622 | ····<div·class="container"> | 622 | ····<div·class="container"> |
| 623 | ······<footer·class="sk-content-footer"> | 623 | ······<footer·class="sk-content-footer"> |
| 624 | ············©·2007·-·202 | 624 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 625 | ··········<a·href="../../_sources/auto_examples/gaussian_process/plot_compare_gpr_krr.rst.txt"·rel="nofollow">Show·this·page·source</a> | 625 | ··········<a·href="../../_sources/auto_examples/gaussian_process/plot_compare_gpr_krr.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 626 | ······</footer> | 626 | ······</footer> |
| 627 | ····</div> | 627 | ····</div> |
| 628 | ··</div> | 628 | ··</div> |
| 629 | </div> | 629 | </div> |
| 630 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 630 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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2.77 KB
| Offset 139, 15 lines modified | Offset 139, 15 lines modified | ||
| 139 | start_time·=·time.time() | 139 | start_time·=·time.time() |
| 140 | kernel_ridge.fit(training_data,·training_noisy_target) | 140 | kernel_ridge.fit(training_data,·training_noisy_target) |
| 141 | print( | 141 | print( |
| 142 | ····f"Fitting·KernelRidge·with·default·kernel:·{time.time()·-·start_time:.3f} | 142 | ····f"Fitting·KernelRidge·with·default·kernel:·{time.time()·-·start_time:.3f} |
| 143 | seconds" | 143 | seconds" |
| 144 | ) | 144 | ) |
| 145 | Fitting·KernelRidge·with·default·kernel:·0.00 | 145 | Fitting·KernelRidge·with·default·kernel:·0.002·seconds |
| 146 | plt.plot(data,·target,·label="True·signal",·linewidth=2,·linestyle="dashed") | 146 | plt.plot(data,·target,·label="True·signal",·linewidth=2,·linestyle="dashed") |
| 147 | plt.scatter( | 147 | plt.scatter( |
| 148 | ····training_data, | 148 | ····training_data, |
| 149 | ····training_noisy_target, | 149 | ····training_noisy_target, |
| 150 | ····color="black", | 150 | ····color="black", |
| 151 | ····label="Noisy·measurements", | 151 | ····label="Noisy·measurements", |
| 152 | ) | 152 | ) |
| Offset 193, 15 lines modified | Offset 193, 15 lines modified | ||
| 193 | ····param_distributions=param_distributions, | 193 | ····param_distributions=param_distributions, |
| 194 | ····n_iter=500, | 194 | ····n_iter=500, |
| 195 | ····random_state=0, | 195 | ····random_state=0, |
| 196 | ) | 196 | ) |
| 197 | start_time·=·time.time() | 197 | start_time·=·time.time() |
| 198 | kernel_ridge_tuned.fit(training_data,·training_noisy_target) | 198 | kernel_ridge_tuned.fit(training_data,·training_noisy_target) |
| 199 | print(f"Time·for·KernelRidge·fitting:·{time.time()·-·start_time:.3f}·seconds") | 199 | print(f"Time·for·KernelRidge·fitting:·{time.time()·-·start_time:.3f}·seconds") |
| 200 | Time·for·KernelRidge·fitting:·4. | 200 | Time·for·KernelRidge·fitting:·4.930·seconds |
| 201 | Fitting·the·model·is·now·more·computationally·expensive·since·we·have·to·try | 201 | Fitting·the·model·is·now·more·computationally·expensive·since·we·have·to·try |
| 202 | several·combinations·of·hyperparameters.·We·can·have·a·look·at·the | 202 | several·combinations·of·hyperparameters.·We·can·have·a·look·at·the |
| 203 | hyperparameters·found·to·get·some·intuitions. | 203 | hyperparameters·found·to·get·some·intuitions. |
| 204 | kernel_ridge_tuned.best_params_ | 204 | kernel_ridge_tuned.best_params_ |
| 205 | {'alpha':·np.float64(1.991584977345022),·'kernel__length_scale':·np.float64 | 205 | {'alpha':·np.float64(1.991584977345022),·'kernel__length_scale':·np.float64 |
| 206 | (0.7986499491396734),·'kernel__periodicity':·np.float64(6.6072758064261095)} | 206 | (0.7986499491396734),·'kernel__periodicity':·np.float64(6.6072758064261095)} |
| 207 | Looking·at·the·best·parameters,·we·see·that·they·are·different·from·the | 207 | Looking·at·the·best·parameters,·we·see·that·they·are·different·from·the |
| Offset 376, 13 lines modified | Offset 376, 13 lines modified | ||
| 376 | plt.ylabel("target") | 376 | plt.ylabel("target") |
| 377 | _·=·plt.title("Effect·of·using·a·radial·basis·function·kernel") | 377 | _·=·plt.title("Effect·of·using·a·radial·basis·function·kernel") |
| 378 | [Effect·of·using·a·radial·basis·function·kernel] | 378 | [Effect·of·using·a·radial·basis·function·kernel] |
| 379 | The·effect·of·using·a·radial·basis·function·kernel·will·attenuate·the | 379 | The·effect·of·using·a·radial·basis·function·kernel·will·attenuate·the |
| 380 | periodicity·effect·once·that·no·sample·are·available·in·the·training.·As | 380 | periodicity·effect·once·that·no·sample·are·available·in·the·training.·As |
| 381 | testing·samples·get·further·away·from·the·training·ones,·predictions·are | 381 | testing·samples·get·further·away·from·the·training·ones,·predictions·are |
| 382 | converging·towards·their·mean·and·their·standard·deviation·also·increases. | 382 | converging·towards·their·mean·and·their·standard·deviation·also·increases. |
| 383 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes· | 383 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·6.004·seconds) |
| 384 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8__\x8g_\x8p_\x8r_\x8__\x8k_\x8r_\x8r_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 384 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8__\x8g_\x8p_\x8r_\x8__\x8k_\x8r_\x8r_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 385 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8__\x8g_\x8p_\x8r_\x8__\x8k_\x8r_\x8r_\x8._\x8p_\x8y | 385 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8__\x8g_\x8p_\x8r_\x8__\x8k_\x8r_\x8r_\x8._\x8p_\x8y |
| 386 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8__\x8g_\x8p_\x8r_\x8__\x8k_\x8r_\x8r_\x8._\x8z_\x8i_\x8p | 386 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8__\x8g_\x8p_\x8r_\x8__\x8k_\x8r_\x8r_\x8._\x8z_\x8i_\x8p |
| 387 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 387 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 388 | ©·2007·-·202 | 388 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| Offset 322, 15 lines modified | Offset 322, 15 lines modified | ||
| 322 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xlabel</span><span·class="p">(</span><span·class="s2">"Magnitude"</span><span·class="p">)</span> | 322 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xlabel</span><span·class="p">(</span><span·class="s2">"Magnitude"</span><span·class="p">)</span> |
| 323 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylabel</span><span·class="p">(</span><span·class="s2">"Length-scale"</span><span·class="p">)</span> | 323 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylabel</span><span·class="p">(</span><span·class="s2">"Length-scale"</span><span·class="p">)</span> |
| 324 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"Log-marginal-likelihood"</span><span·class="p">)</span> | 324 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"Log-marginal-likelihood"</span><span·class="p">)</span> |
| 325 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 325 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 326 | </pre></div> | 326 | </pre></div> |
| 327 | </div> | 327 | </div> |
| 328 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes· | 328 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·6.982·seconds)</p> |
| 329 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-gaussian-process-plot-gpc-py"> | 329 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-gaussian-process-plot-gpc-py"> |
| 330 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 330 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 331 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/60bf71ece62c4a5b5fe3e40007de265b/plot_gpc.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_gpc.ipynb</span></code></a></p> | 331 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/60bf71ece62c4a5b5fe3e40007de265b/plot_gpc.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_gpc.ipynb</span></code></a></p> |
| 332 | </div> | 332 | </div> |
| 333 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 333 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 334 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/a4394ee28b22f6d8930db11a3e185ba8/plot_gpc.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_gpc.py</span></code></a></p> | 334 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/a4394ee28b22f6d8930db11a3e185ba8/plot_gpc.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_gpc.py</span></code></a></p> |
| 335 | </div> | 335 | </div> |
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| 341 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 341 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 342 | </section> | 342 | </section> |
| 343 | ······</div> | 343 | ······</div> |
| 344 | ····<div·class="container"> | 344 | ····<div·class="container"> |
| 345 | ······<footer·class="sk-content-footer"> | 345 | ······<footer·class="sk-content-footer"> |
| 346 | ············©·2007·-·202 | 346 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 347 | ··········<a·href="../../_sources/auto_examples/gaussian_process/plot_gpc.rst.txt"·rel="nofollow">Show·this·page·source</a> | 347 | ··········<a·href="../../_sources/auto_examples/gaussian_process/plot_gpc.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 348 | ······</footer> | 348 | ······</footer> |
| 349 | ····</div> | 349 | ····</div> |
| 350 | ··</div> | 350 | ··</div> |
| 351 | </div> | 351 | </div> |
| 352 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 352 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 158 | plt.yscale("log") | 158 | plt.yscale("log") |
| 159 | plt.colorbar() | 159 | plt.colorbar() |
| 160 | plt.xlabel("Magnitude") | 160 | plt.xlabel("Magnitude") |
| 161 | plt.ylabel("Length-scale") | 161 | plt.ylabel("Length-scale") |
| 162 | plt.title("Log-marginal-likelihood") | 162 | plt.title("Log-marginal-likelihood") |
| 163 | plt.show() | 163 | plt.show() |
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| 168 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 168 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 169 | ©·2007·-·202 | 169 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 246 | ········<span·class="s2">"</span><span·class="si">%s</span><span·class="s2">,·LML:·</span><span·class="si">%.3f</span><span·class="s2">"</span>·<span·class="o">%</span>·<span·class="p">(</span><span·class="n">titles</span><span·class="p">[</span><span·class="n">i</span><span·class="p">],</span>·<span·class="n">clf</span><span·class="o">.</span><span·class="n">log_marginal_likelihood</span><span·class="p">(</span><span·class="n">clf</span><span·class="o">.</span><span·class="n">kernel_</span><span·class="o">.</span><span·class="n">theta</span><span·class="p">))</span> | 246 | ········<span·class="s2">"</span><span·class="si">%s</span><span·class="s2">,·LML:·</span><span·class="si">%.3f</span><span·class="s2">"</span>·<span·class="o">%</span>·<span·class="p">(</span><span·class="n">titles</span><span·class="p">[</span><span·class="n">i</span><span·class="p">],</span>·<span·class="n">clf</span><span·class="o">.</span><span·class="n">log_marginal_likelihood</span><span·class="p">(</span><span·class="n">clf</span><span·class="o">.</span><span·class="n">kernel_</span><span·class="o">.</span><span·class="n">theta</span><span·class="p">))</span> |
| 247 | ····<span·class="p">)</span> | 247 | ····<span·class="p">)</span> |
| 248 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span> | 248 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span> |
| 249 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 249 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 250 | </pre></div> | 250 | </pre></div> |
| 251 | </div> | 251 | </div> |
| 252 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes· | 252 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·10.564·seconds)</p> |
| 253 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-gaussian-process-plot-gpc-iris-py"> | 253 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-gaussian-process-plot-gpc-iris-py"> |
| 254 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 254 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 255 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/a2f99bb3ce0cbeefa9d2e44fe9daf4cd/plot_gpc_iris.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_gpc_iris.ipynb</span></code></a></p> | 255 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/a2f99bb3ce0cbeefa9d2e44fe9daf4cd/plot_gpc_iris.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_gpc_iris.ipynb</span></code></a></p> |
| 256 | </div> | 256 | </div> |
| 257 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 257 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 258 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/44d6b1038c2225e954af6a4f193c2a94/plot_gpc_iris.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_gpc_iris.py</span></code></a></p> | 258 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/44d6b1038c2225e954af6a4f193c2a94/plot_gpc_iris.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_gpc_iris.py</span></code></a></p> |
| 259 | </div> | 259 | </div> |
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| 265 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 265 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 266 | </section> | 266 | </section> |
| 267 | ······</div> | 267 | ······</div> |
| 268 | ····<div·class="container"> | 268 | ····<div·class="container"> |
| 269 | ······<footer·class="sk-content-footer"> | 269 | ······<footer·class="sk-content-footer"> |
| 270 | ············©·2007·-·202 | 270 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 271 | ··········<a·href="../../_sources/auto_examples/gaussian_process/plot_gpc_iris.rst.txt"·rel="nofollow">Show·this·page·source</a> | 271 | ··········<a·href="../../_sources/auto_examples/gaussian_process/plot_gpc_iris.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 272 | ······</footer> | 272 | ······</footer> |
| 273 | ····</div> | 273 | ····</div> |
| 274 | ··</div> | 274 | ··</div> |
| 275 | </div> | 275 | </div> |
| 276 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 276 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 85 | ····plt.title( | 85 | ····plt.title( |
| 86 | ········"%s,·LML:·%.3f"·%·(titles[i],·clf.log_marginal_likelihood | 86 | ········"%s,·LML:·%.3f"·%·(titles[i],·clf.log_marginal_likelihood |
| 87 | (clf.kernel_.theta)) | 87 | (clf.kernel_.theta)) |
| 88 | ····) | 88 | ····) |
| 89 | plt.tight_layout() | 89 | plt.tight_layout() |
| 90 | plt.show() | 90 | plt.show() |
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| 95 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 95 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 96 | ©·2007·-·202 | 96 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 7 | <head> | 7 | <head> |
| 8 | ··<meta·charset="utf-8"> | 8 | ··<meta·charset="utf-8"> |
| 9 | ··<meta·name="viewport"·content="width=device-width,·initial-scale=1"·/> | 9 | ··<meta·name="viewport"·content="width=device-width,·initial-scale=1"·/> |
| 10 | <meta·property="og:title"·content="Iso-probability·lines·for·Gaussian·Processes·classification·(GPC)"·/> | 10 | <meta·property="og:title"·content="Iso-probability·lines·for·Gaussian·Processes·classification·(GPC)"·/> |
| 11 | <meta·property="og:type"·content="website"·/> | 11 | <meta·property="og:type"·content="website"·/> |
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| 19 | ·· | 19 | ·· |
| 20 | ··<title>Iso-probability·lines·for·Gaussian·Processes·classification·(GPC)·—·scikit-learn·1.4.2·documentation</title> | 20 | ··<title>Iso-probability·lines·for·Gaussian·Processes·classification·(GPC)·—·scikit-learn·1.4.2·documentation</title> |
| 21 | ·· | 21 | ·· |
| 22 | ··<link·rel="canonical"·href="https://scikit-learn.org/stable/auto_examples/gaussian_process/plot_gpc_isoprobability.html"·/> | 22 | ··<link·rel="canonical"·href="https://scikit-learn.org/stable/auto_examples/gaussian_process/plot_gpc_isoprobability.html"·/> |
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| 288 | <span·class="n">cs</span>·<span·class="o">=</span>·<span·class="n">plt</span><span·class="o">.</span><span·class="n">contour</span><span·class="p">(</span><span·class="n">x1</span><span·class="p">,</span>·<span·class="n">x2</span><span·class="p">,</span>·<span·class="n">y_prob</span><span·class="p">,</span>·<span·class="p">[</span><span·class="mf">0.334</span><span·class="p">],</span>·<span·class="n">colors</span><span·class="o">=</span><span·class="s2">"r"</span><span·class="p">,</span>·<span·class="n">linestyles</span><span·class="o">=</span><span·class="s2">"solid"</span><span·class="p">)</span> | 288 | <span·class="n">cs</span>·<span·class="o">=</span>·<span·class="n">plt</span><span·class="o">.</span><span·class="n">contour</span><span·class="p">(</span><span·class="n">x1</span><span·class="p">,</span>·<span·class="n">x2</span><span·class="p">,</span>·<span·class="n">y_prob</span><span·class="p">,</span>·<span·class="p">[</span><span·class="mf">0.334</span><span·class="p">],</span>·<span·class="n">colors</span><span·class="o">=</span><span·class="s2">"r"</span><span·class="p">,</span>·<span·class="n">linestyles</span><span·class="o">=</span><span·class="s2">"solid"</span><span·class="p">)</span> |
| 289 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">clabel</span><span·class="p">(</span><span·class="n">cs</span><span·class="p">,</span>·<span·class="n">fontsize</span><span·class="o">=</span><span·class="mi">11</span><span·class="p">)</span> | 289 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">clabel</span><span·class="p">(</span><span·class="n">cs</span><span·class="p">,</span>·<span·class="n">fontsize</span><span·class="o">=</span><span·class="mi">11</span><span·class="p">)</span> |
| 290 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 290 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 291 | </pre></div> | 291 | </pre></div> |
| 292 | </div> | 292 | </div> |
| 293 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0. | 293 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.258·seconds)</p> |
| 294 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-gaussian-process-plot-gpc-isoprobability-py"> | 294 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-gaussian-process-plot-gpc-isoprobability-py"> |
| 295 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 295 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 296 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/f927b32733adb25c5c8208225278f50c/plot_gpc_isoprobability.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_gpc_isoprobability.ipynb</span></code></a></p> | 296 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/f927b32733adb25c5c8208225278f50c/plot_gpc_isoprobability.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_gpc_isoprobability.ipynb</span></code></a></p> |
| 297 | </div> | 297 | </div> |
| 298 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 298 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 299 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/e071b915e9660d5d0bb53ca12695c133/plot_gpc_isoprobability.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_gpc_isoprobability.py</span></code></a></p> | 299 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/e071b915e9660d5d0bb53ca12695c133/plot_gpc_isoprobability.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_gpc_isoprobability.py</span></code></a></p> |
| 300 | </div> | 300 | </div> |
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| 307 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 307 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 308 | </section> | 308 | </section> |
| 309 | ······</div> | 309 | ······</div> |
| 310 | ····<div·class="container"> | 310 | ····<div·class="container"> |
| 311 | ······<footer·class="sk-content-footer"> | 311 | ······<footer·class="sk-content-footer"> |
| 312 | ············©·2007·-·202 | 312 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 313 | ··········<a·href="../../_sources/auto_examples/gaussian_process/plot_gpc_isoprobability.rst.txt"·rel="nofollow">Show·this·page·source</a> | 313 | ··········<a·href="../../_sources/auto_examples/gaussian_process/plot_gpc_isoprobability.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 314 | ······</footer> | 314 | ······</footer> |
| 315 | ····</div> | 315 | ····</div> |
| 316 | ··</div> | 316 | ··</div> |
| 317 | </div> | 317 | </div> |
| 318 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 318 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 123 | cs·=·plt.contour(x1,·x2,·y_prob,·[0.5],·colors="k",·linestyles="dashed") | 123 | cs·=·plt.contour(x1,·x2,·y_prob,·[0.5],·colors="k",·linestyles="dashed") |
| 124 | plt.clabel(cs,·fontsize=11) | 124 | plt.clabel(cs,·fontsize=11) |
| 125 | cs·=·plt.contour(x1,·x2,·y_prob,·[0.334],·colors="r",·linestyles="solid") | 125 | cs·=·plt.contour(x1,·x2,·y_prob,·[0.334],·colors="r",·linestyles="solid") |
| 126 | plt.clabel(cs,·fontsize=11) | 126 | plt.clabel(cs,·fontsize=11) |
| 127 | plt.show() | 127 | plt.show() |
| 128 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0. | 128 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.258·seconds) |
| 129 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8p_\x8c_\x8__\x8i_\x8s_\x8o_\x8p_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 129 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8p_\x8c_\x8__\x8i_\x8s_\x8o_\x8p_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 130 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8p_\x8c_\x8__\x8i_\x8s_\x8o_\x8p_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y_\x8._\x8p_\x8y | 130 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8p_\x8c_\x8__\x8i_\x8s_\x8o_\x8p_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y_\x8._\x8p_\x8y |
| 131 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8p_\x8c_\x8__\x8i_\x8s_\x8o_\x8p_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y_\x8._\x8z_\x8i_\x8p | 131 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8p_\x8c_\x8__\x8i_\x8s_\x8o_\x8p_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y_\x8._\x8z_\x8i_\x8p |
| 132 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 132 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 133 | ©·2007·-·202 | 133 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 251 | ········<span·class="n">fontsize</span><span·class="o">=</span><span·class="mi">12</span><span·class="p">,</span> | 251 | ········<span·class="n">fontsize</span><span·class="o">=</span><span·class="mi">12</span><span·class="p">,</span> |
| 252 | ····<span·class="p">)</span> | 252 | ····<span·class="p">)</span> |
| 253 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span> | 253 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span> |
| 254 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 254 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 255 | </pre></div> | 255 | </pre></div> |
| 256 | </div> | 256 | </div> |
| 257 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes· | 257 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1.462·seconds)</p> |
| 258 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-gaussian-process-plot-gpc-xor-py"> | 258 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-gaussian-process-plot-gpc-xor-py"> |
| 259 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 259 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 260 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/578d975e1bd2f15587da4ccbce0a7d14/plot_gpc_xor.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_gpc_xor.ipynb</span></code></a></p> | 260 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/578d975e1bd2f15587da4ccbce0a7d14/plot_gpc_xor.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_gpc_xor.ipynb</span></code></a></p> |
| 261 | </div> | 261 | </div> |
| 262 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 262 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 263 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/08fc4f471ae40388eb535678346dc9d1/plot_gpc_xor.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_gpc_xor.py</span></code></a></p> | 263 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/08fc4f471ae40388eb535678346dc9d1/plot_gpc_xor.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_gpc_xor.py</span></code></a></p> |
| 264 | </div> | 264 | </div> |
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| 270 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 270 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 271 | </section> | 271 | </section> |
| 272 | ······</div> | 272 | ······</div> |
| 273 | ····<div·class="container"> | 273 | ····<div·class="container"> |
| 274 | ······<footer·class="sk-content-footer"> | 274 | ······<footer·class="sk-content-footer"> |
| 275 | ············©·2007·-·202 | 275 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 276 | ··········<a·href="../../_sources/auto_examples/gaussian_process/plot_gpc_xor.rst.txt"·rel="nofollow">Show·this·page·source</a> | 276 | ··········<a·href="../../_sources/auto_examples/gaussian_process/plot_gpc_xor.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 277 | ······</footer> | 277 | ······</footer> |
| 278 | ····</div> | 278 | ····</div> |
| 279 | ··</div> | 279 | ··</div> |
| 280 | </div> | 280 | </div> |
| 281 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 281 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 91 | ········"%s\n·Log-Marginal-Likelihood:%.3f" | 91 | ········"%s\n·Log-Marginal-Likelihood:%.3f" |
| 92 | ········%·(clf.kernel_,·clf.log_marginal_likelihood(clf.kernel_.theta)), | 92 | ········%·(clf.kernel_,·clf.log_marginal_likelihood(clf.kernel_.theta)), |
| 93 | ········fontsize=12, | 93 | ········fontsize=12, |
| 94 | ····) | 94 | ····) |
| 95 | plt.tight_layout() | 95 | plt.tight_layout() |
| 96 | plt.show() | 96 | plt.show() |
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| 101 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 101 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 102 | ©·2007·-·202 | 102 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 433 | </section> | 433 | </section> |
| 434 | </section> | 434 | </section> |
| 435 | ······</div> | 435 | ······</div> |
| 436 | ····<div·class="container"> | 436 | ····<div·class="container"> |
| 437 | ······<footer·class="sk-content-footer"> | 437 | ······<footer·class="sk-content-footer"> |
| 438 | ············©·2007·-·202 | 438 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 439 | ··········<a·href="../../_sources/auto_examples/gaussian_process/plot_gpr_co2.rst.txt"·rel="nofollow">Show·this·page·source</a> | 439 | ··········<a·href="../../_sources/auto_examples/gaussian_process/plot_gpr_co2.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 440 | ······</footer> | 440 | ······</footer> |
| 441 | ····</div> | 441 | ····</div> |
| 442 | ··</div> | 442 | ··</div> |
| 443 | </div> | 443 | </div> |
| 444 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 444 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 222 | ~0.04·ppm.·Thus,·the·overall·noise·level·is·very·small,·indicating·that·the | 222 | ~0.04·ppm.·Thus,·the·overall·noise·level·is·very·small,·indicating·that·the |
| 223 | data·can·be·very·well·explained·by·the·model. | 223 | data·can·be·very·well·explained·by·the·model. |
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| 228 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 228 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 229 | ©·2007·-·202 | 229 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 380 | </pre></div> | 380 | </pre></div> |
| 381 | </div> | 381 | </div> |
| 382 | <img·src="../../_images/sphx_glr_plot_gpr_noisy_005.png"·srcset="../../_images/sphx_glr_plot_gpr_noisy_005.png"·alt="Log-marginal-likelihood"·class·=·"sphx-glr-single-img"/><p>We·see·that·there·are·two·local·minima·that·correspond·to·the·combination | 382 | <img·src="../../_images/sphx_glr_plot_gpr_noisy_005.png"·srcset="../../_images/sphx_glr_plot_gpr_noisy_005.png"·alt="Log-marginal-likelihood"·class·=·"sphx-glr-single-img"/><p>We·see·that·there·are·two·local·minima·that·correspond·to·the·combination |
| 383 | of·hyperparameters·previously·found.·Depending·on·the·initial·values·for·the | 383 | of·hyperparameters·previously·found.·Depending·on·the·initial·values·for·the |
| 384 | hyperparameters,·the·gradient-based·optimization·might·converge·whether·or | 384 | hyperparameters,·the·gradient-based·optimization·might·converge·whether·or |
| 385 | not·to·the·best·model.·It·is·thus·important·to·repeat·the·optimization | 385 | not·to·the·best·model.·It·is·thus·important·to·repeat·the·optimization |
| 386 | several·times·for·different·initializations.</p> | 386 | several·times·for·different·initializations.</p> |
| 387 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes· | 387 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·2.952·seconds)</p> |
| 388 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-gaussian-process-plot-gpr-noisy-py"> | 388 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-gaussian-process-plot-gpr-noisy-py"> |
| 389 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 389 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 390 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/9235188b9f885ba3542bf0529565fdfe/plot_gpr_noisy.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_gpr_noisy.ipynb</span></code></a></p> | 390 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/9235188b9f885ba3542bf0529565fdfe/plot_gpr_noisy.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_gpr_noisy.ipynb</span></code></a></p> |
| 391 | </div> | 391 | </div> |
| 392 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 392 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 393 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/aaca2576b757b51627adfee40c458ed4/plot_gpr_noisy.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_gpr_noisy.py</span></code></a></p> | 393 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/aaca2576b757b51627adfee40c458ed4/plot_gpr_noisy.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_gpr_noisy.py</span></code></a></p> |
| 394 | </div> | 394 | </div> |
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| 400 | </section> | 400 | </section> |
| 401 | </section> | 401 | </section> |
| 402 | ······</div> | 402 | ······</div> |
| 403 | ····<div·class="container"> | 403 | ····<div·class="container"> |
| 404 | ······<footer·class="sk-content-footer"> | 404 | ······<footer·class="sk-content-footer"> |
| 405 | ············©·2007·-·202 | 405 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 406 | ··········<a·href="../../_sources/auto_examples/gaussian_process/plot_gpr_noisy.rst.txt"·rel="nofollow">Show·this·page·source</a> | 406 | ··········<a·href="../../_sources/auto_examples/gaussian_process/plot_gpr_noisy.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 407 | ······</footer> | 407 | ······</footer> |
| 408 | ····</div> | 408 | ····</div> |
| 409 | ··</div> | 409 | ··</div> |
| 410 | </div> | 410 | </div> |
| 411 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 411 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 198 | plt.show() | 198 | plt.show() |
| 199 | [Log-marginal-likelihood] | 199 | [Log-marginal-likelihood] |
| 200 | We·see·that·there·are·two·local·minima·that·correspond·to·the·combination·of | 200 | We·see·that·there·are·two·local·minima·that·correspond·to·the·combination·of |
| 201 | hyperparameters·previously·found.·Depending·on·the·initial·values·for·the | 201 | hyperparameters·previously·found.·Depending·on·the·initial·values·for·the |
| 202 | hyperparameters,·the·gradient-based·optimization·might·converge·whether·or·not | 202 | hyperparameters,·the·gradient-based·optimization·might·converge·whether·or·not |
| 203 | to·the·best·model.·It·is·thus·important·to·repeat·the·optimization·several | 203 | to·the·best·model.·It·is·thus·important·to·repeat·the·optimization·several |
| 204 | times·for·different·initializations. | 204 | times·for·different·initializations. |
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| 209 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 209 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 210 | ©·2007·-·202 | 210 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 337 | <span·class="n">_</span>·<span·class="o">=</span>·<span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"Gaussian·process·regression·on·a·noisy·dataset"</span><span·class="p">)</span> | 337 | <span·class="n">_</span>·<span·class="o">=</span>·<span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"Gaussian·process·regression·on·a·noisy·dataset"</span><span·class="p">)</span> |
| 338 | </pre></div> | 338 | </pre></div> |
| 339 | </div> | 339 | </div> |
| 340 | <img·src="../../_images/sphx_glr_plot_gpr_noisy_targets_003.png"·srcset="../../_images/sphx_glr_plot_gpr_noisy_targets_003.png"·alt="Gaussian·process·regression·on·a·noisy·dataset"·class·=·"sphx-glr-single-img"/><p>The·noise·affects·the·predictions·close·to·the·training·samples:·the | 340 | <img·src="../../_images/sphx_glr_plot_gpr_noisy_targets_003.png"·srcset="../../_images/sphx_glr_plot_gpr_noisy_targets_003.png"·alt="Gaussian·process·regression·on·a·noisy·dataset"·class·=·"sphx-glr-single-img"/><p>The·noise·affects·the·predictions·close·to·the·training·samples:·the |
| 341 | predictive·uncertainty·near·to·the·training·samples·is·larger·because·we | 341 | predictive·uncertainty·near·to·the·training·samples·is·larger·because·we |
| 342 | explicitly·model·a·given·level·target·noise·independent·of·the·input | 342 | explicitly·model·a·given·level·target·noise·independent·of·the·input |
| 343 | variable.</p> | 343 | variable.</p> |
| 344 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.5 | 344 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.567·seconds)</p> |
| 345 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-gaussian-process-plot-gpr-noisy-targets-py"> | 345 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-gaussian-process-plot-gpr-noisy-targets-py"> |
| 346 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 346 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 347 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/517bdba67b49ba04ad16cff789c15fba/plot_gpr_noisy_targets.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_gpr_noisy_targets.ipynb</span></code></a></p> | 347 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/517bdba67b49ba04ad16cff789c15fba/plot_gpr_noisy_targets.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_gpr_noisy_targets.ipynb</span></code></a></p> |
| 348 | </div> | 348 | </div> |
| 349 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 349 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 350 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/ba8fe72a3ef4d20bcdd7f2c95e635271/plot_gpr_noisy_targets.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_gpr_noisy_targets.py</span></code></a></p> | 350 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/ba8fe72a3ef4d20bcdd7f2c95e635271/plot_gpr_noisy_targets.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_gpr_noisy_targets.py</span></code></a></p> |
| 351 | </div> | 351 | </div> |
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| 357 | </section> | 357 | </section> |
| 358 | </section> | 358 | </section> |
| 359 | ······</div> | 359 | ······</div> |
| 360 | ····<div·class="container"> | 360 | ····<div·class="container"> |
| 361 | ······<footer·class="sk-content-footer"> | 361 | ······<footer·class="sk-content-footer"> |
| 362 | ············©·2007·-·202 | 362 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 363 | ··········<a·href="../../_sources/auto_examples/gaussian_process/plot_gpr_noisy_targets.rst.txt"·rel="nofollow">Show·this·page·source</a> | 363 | ··········<a·href="../../_sources/auto_examples/gaussian_process/plot_gpr_noisy_targets.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 364 | ······</footer> | 364 | ······</footer> |
| 365 | ····</div> | 365 | ····</div> |
| 366 | ··</div> | 366 | ··</div> |
| 367 | </div> | 367 | </div> |
| 368 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 368 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 150 | plt.xlabel("$x$") | 150 | plt.xlabel("$x$") |
| 151 | plt.ylabel("$f(x)$") | 151 | plt.ylabel("$f(x)$") |
| 152 | _·=·plt.title("Gaussian·process·regression·on·a·noisy·dataset") | 152 | _·=·plt.title("Gaussian·process·regression·on·a·noisy·dataset") |
| 153 | [Gaussian·process·regression·on·a·noisy·dataset] | 153 | [Gaussian·process·regression·on·a·noisy·dataset] |
| 154 | The·noise·affects·the·predictions·close·to·the·training·samples:·the·predictive | 154 | The·noise·affects·the·predictions·close·to·the·training·samples:·the·predictive |
| 155 | uncertainty·near·to·the·training·samples·is·larger·because·we·explicitly·model | 155 | uncertainty·near·to·the·training·samples·is·larger·because·we·explicitly·model |
| 156 | a·given·level·target·noise·independent·of·the·input·variable. | 156 | a·given·level·target·noise·independent·of·the·input·variable. |
| 157 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.5 | 157 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.567·seconds) |
| 158 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8p_\x8r_\x8__\x8n_\x8o_\x8i_\x8s_\x8y_\x8__\x8t_\x8a_\x8r_\x8g_\x8e_\x8t_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 158 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8p_\x8r_\x8__\x8n_\x8o_\x8i_\x8s_\x8y_\x8__\x8t_\x8a_\x8r_\x8g_\x8e_\x8t_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 159 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8p_\x8r_\x8__\x8n_\x8o_\x8i_\x8s_\x8y_\x8__\x8t_\x8a_\x8r_\x8g_\x8e_\x8t_\x8s_\x8._\x8p_\x8y | 159 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8p_\x8r_\x8__\x8n_\x8o_\x8i_\x8s_\x8y_\x8__\x8t_\x8a_\x8r_\x8g_\x8e_\x8t_\x8s_\x8._\x8p_\x8y |
| 160 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8p_\x8r_\x8__\x8n_\x8o_\x8i_\x8s_\x8y_\x8__\x8t_\x8a_\x8r_\x8g_\x8e_\x8t_\x8s_\x8._\x8z_\x8i_\x8p | 160 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8p_\x8r_\x8__\x8n_\x8o_\x8i_\x8s_\x8y_\x8__\x8t_\x8a_\x8r_\x8g_\x8e_\x8t_\x8s_\x8._\x8z_\x8i_\x8p |
| 161 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 161 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 162 | ©·2007·-·202 | 162 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 383 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 383 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 384 | </pre></div> | 384 | </pre></div> |
| 385 | </div> | 385 | </div> |
| 386 | <img·src="../../_images/sphx_glr_plot_gpr_on_structured_data_003.png"·srcset="../../_images/sphx_glr_plot_gpr_on_structured_data_003.png"·alt="Classification·on·sequences"·class·=·"sphx-glr-single-img"/><div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>/build/reproducible-path/scikit-learn-1.4.2+dfsg/.pybuild/cpython3_3.13/build/sklearn/gaussian_process/kernels.py:445:·ConvergenceWarning:·The·optimal·value·found·for·dimension·0·of·parameter·baseline_similarity·is·close·to·the·specified·lower·bound·1e-05.·Decreasing·the·bound·and·calling·fit·again·may·find·a·better·value. | 386 | <img·src="../../_images/sphx_glr_plot_gpr_on_structured_data_003.png"·srcset="../../_images/sphx_glr_plot_gpr_on_structured_data_003.png"·alt="Classification·on·sequences"·class·=·"sphx-glr-single-img"/><div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>/build/reproducible-path/scikit-learn-1.4.2+dfsg/.pybuild/cpython3_3.13/build/sklearn/gaussian_process/kernels.py:445:·ConvergenceWarning:·The·optimal·value·found·for·dimension·0·of·parameter·baseline_similarity·is·close·to·the·specified·lower·bound·1e-05.·Decreasing·the·bound·and·calling·fit·again·may·find·a·better·value. |
| 387 | ··warnings.warn( | 387 | ··warnings.warn( |
| 388 | </pre></div> | 388 | </pre></div> |
| 389 | </div> | 389 | </div> |
| 390 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0. | 390 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.441·seconds)</p> |
| 391 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-gaussian-process-plot-gpr-on-structured-data-py"> | 391 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-gaussian-process-plot-gpr-on-structured-data-py"> |
| 392 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 392 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 393 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/46c19b52b5a5ab5796725eb7e0688309/plot_gpr_on_structured_data.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_gpr_on_structured_data.ipynb</span></code></a></p> | 393 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/46c19b52b5a5ab5796725eb7e0688309/plot_gpr_on_structured_data.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_gpr_on_structured_data.ipynb</span></code></a></p> |
| 394 | </div> | 394 | </div> |
| 395 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 395 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 396 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/348dd747b709a747e14c8bcdddf0a9b6/plot_gpr_on_structured_data.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_gpr_on_structured_data.py</span></code></a></p> | 396 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/348dd747b709a747e14c8bcdddf0a9b6/plot_gpr_on_structured_data.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_gpr_on_structured_data.py</span></code></a></p> |
| 397 | </div> | 397 | </div> |
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| 403 | </section> | 403 | </section> |
| 404 | </section> | 404 | </section> |
| 405 | ······</div> | 405 | ······</div> |
| 406 | ····<div·class="container"> | 406 | ····<div·class="container"> |
| 407 | ······<footer·class="sk-content-footer"> | 407 | ······<footer·class="sk-content-footer"> |
| 408 | ············©·2007·-·202 | 408 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 409 | ··········<a·href="../../_sources/auto_examples/gaussian_process/plot_gpr_on_structured_data.rst.txt"·rel="nofollow">Show·this·page·source</a> | 409 | ··········<a·href="../../_sources/auto_examples/gaussian_process/plot_gpr_on_structured_data.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 410 | ······</footer> | 410 | ······</footer> |
| 411 | ····</div> | 411 | ····</div> |
| 412 | ··</div> | 412 | ··</div> |
| 413 | </div> | 413 | </div> |
| 414 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 414 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 213 | [Classification·on·sequences] | 213 | [Classification·on·sequences] |
| 214 | /build/reproducible-path/scikit-learn-1.4.2+dfsg/.pybuild/cpython3_3.13/build/ | 214 | /build/reproducible-path/scikit-learn-1.4.2+dfsg/.pybuild/cpython3_3.13/build/ |
| 215 | sklearn/gaussian_process/kernels.py:445:·ConvergenceWarning:·The·optimal·value | 215 | sklearn/gaussian_process/kernels.py:445:·ConvergenceWarning:·The·optimal·value |
| 216 | found·for·dimension·0·of·parameter·baseline_similarity·is·close·to·the | 216 | found·for·dimension·0·of·parameter·baseline_similarity·is·close·to·the |
| 217 | specified·lower·bound·1e-05.·Decreasing·the·bound·and·calling·fit·again·may | 217 | specified·lower·bound·1e-05.·Decreasing·the·bound·and·calling·fit·again·may |
| 218 | find·a·better·value. | 218 | find·a·better·value. |
| 219 | ··warnings.warn( | 219 | ··warnings.warn( |
| 220 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0. | 220 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.441·seconds) |
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| 222 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8p_\x8r_\x8__\x8o_\x8n_\x8__\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8u_\x8r_\x8e_\x8d_\x8__\x8d_\x8a_\x8t_\x8a_\x8._\x8p_\x8y | 222 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8p_\x8r_\x8__\x8o_\x8n_\x8__\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8u_\x8r_\x8e_\x8d_\x8__\x8d_\x8a_\x8t_\x8a_\x8._\x8p_\x8y |
| 223 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8p_\x8r_\x8__\x8o_\x8n_\x8__\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8u_\x8r_\x8e_\x8d_\x8__\x8d_\x8a_\x8t_\x8a_\x8._\x8z_\x8i_\x8p | 223 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8p_\x8r_\x8__\x8o_\x8n_\x8__\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8u_\x8r_\x8e_\x8d_\x8__\x8d_\x8a_\x8t_\x8a_\x8._\x8z_\x8i_\x8p |
| 224 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 224 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 225 | ©·2007·-·202 | 225 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 500 | <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>Kernel·parameters·before·fit: | 500 | <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>Kernel·parameters·before·fit: |
| 501 | 1**2·*·Matern(length_scale=1,·nu=1.5)) | 501 | 1**2·*·Matern(length_scale=1,·nu=1.5)) |
| 502 | Kernel·parameters·after·fit: | 502 | Kernel·parameters·after·fit: |
| 503 | 0.609**2·*·Matern(length_scale=0.484,·nu=1.5) | 503 | 0.609**2·*·Matern(length_scale=0.484,·nu=1.5) |
| 504 | Log-likelihood:·-1.185 | 504 | Log-likelihood:·-1.185 |
| 505 | </pre></div> | 505 | </pre></div> |
| 506 | </div> | 506 | </div> |
| 507 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes· | 507 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·4.015·seconds)</p> |
| 508 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-gaussian-process-plot-gpr-prior-posterior-py"> | 508 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-gaussian-process-plot-gpr-prior-posterior-py"> |
| 509 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 509 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 510 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/75a08bb798ae7156529a808a0e08e7b4/plot_gpr_prior_posterior.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_gpr_prior_posterior.ipynb</span></code></a></p> | 510 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/75a08bb798ae7156529a808a0e08e7b4/plot_gpr_prior_posterior.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_gpr_prior_posterior.ipynb</span></code></a></p> |
| 511 | </div> | 511 | </div> |
| 512 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 512 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 513 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/1bcb2039afa126da41f1cea42b4a5866/plot_gpr_prior_posterior.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_gpr_prior_posterior.py</span></code></a></p> | 513 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/1bcb2039afa126da41f1cea42b4a5866/plot_gpr_prior_posterior.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_gpr_prior_posterior.py</span></code></a></p> |
| 514 | </div> | 514 | </div> |
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| 521 | </section> | 521 | </section> |
| 522 | </section> | 522 | </section> |
| 523 | ······</div> | 523 | ······</div> |
| 524 | ····<div·class="container"> | 524 | ····<div·class="container"> |
| 525 | ······<footer·class="sk-content-footer"> | 525 | ······<footer·class="sk-content-footer"> |
| 526 | ············©·2007·-·202 | 526 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 527 | ··········<a·href="../../_sources/auto_examples/gaussian_process/plot_gpr_prior_posterior.rst.txt"·rel="nofollow">Show·this·page·source</a> | 527 | ··········<a·href="../../_sources/auto_examples/gaussian_process/plot_gpr_prior_posterior.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 528 | ······</footer> | 528 | ······</footer> |
| 529 | ····</div> | 529 | ····</div> |
| 530 | ··</div> | 530 | ··</div> |
| 531 | </div> | 531 | </div> |
| 532 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 532 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 301 | ····f"Log-likelihood:·{gpr.log_marginal_likelihood(gpr.kernel_.theta):.3f}" | 301 | ····f"Log-likelihood:·{gpr.log_marginal_likelihood(gpr.kernel_.theta):.3f}" |
| 302 | ) | 302 | ) |
| 303 | Kernel·parameters·before·fit: | 303 | Kernel·parameters·before·fit: |
| 304 | 1**2·*·Matern(length_scale=1,·nu=1.5)) | 304 | 1**2·*·Matern(length_scale=1,·nu=1.5)) |
| 305 | Kernel·parameters·after·fit: | 305 | Kernel·parameters·after·fit: |
| 306 | 0.609**2·*·Matern(length_scale=0.484,·nu=1.5) | 306 | 0.609**2·*·Matern(length_scale=0.484,·nu=1.5) |
| 307 | Log-likelihood:·-1.185 | 307 | Log-likelihood:·-1.185 |
| 308 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes· | 308 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·4.015·seconds) |
| 309 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8p_\x8r_\x8__\x8p_\x8r_\x8i_\x8o_\x8r_\x8__\x8p_\x8o_\x8s_\x8t_\x8e_\x8r_\x8i_\x8o_\x8r_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 309 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8p_\x8r_\x8__\x8p_\x8r_\x8i_\x8o_\x8r_\x8__\x8p_\x8o_\x8s_\x8t_\x8e_\x8r_\x8i_\x8o_\x8r_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 310 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8p_\x8r_\x8__\x8p_\x8r_\x8i_\x8o_\x8r_\x8__\x8p_\x8o_\x8s_\x8t_\x8e_\x8r_\x8i_\x8o_\x8r_\x8._\x8p_\x8y | 310 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8p_\x8r_\x8__\x8p_\x8r_\x8i_\x8o_\x8r_\x8__\x8p_\x8o_\x8s_\x8t_\x8e_\x8r_\x8i_\x8o_\x8r_\x8._\x8p_\x8y |
| 311 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8p_\x8r_\x8__\x8p_\x8r_\x8i_\x8o_\x8r_\x8__\x8p_\x8o_\x8s_\x8t_\x8e_\x8r_\x8i_\x8o_\x8r_\x8._\x8z_\x8i_\x8p | 311 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8p_\x8r_\x8__\x8p_\x8r_\x8i_\x8o_\x8r_\x8__\x8p_\x8o_\x8s_\x8t_\x8e_\x8r_\x8i_\x8o_\x8r_\x8._\x8z_\x8i_\x8p |
| 312 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 312 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 313 | ©·2007·-·202 | 313 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 199 | </div> | 199 | </div> |
| 200 | </section> | 200 | </section> |
| 201 | ······</div> | 201 | ······</div> |
| 202 | ····<div·class="container"> | 202 | ····<div·class="container"> |
| 203 | ······<footer·class="sk-content-footer"> | 203 | ······<footer·class="sk-content-footer"> |
| 204 | ············©·2007·-·202 | 204 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 205 | ··········<a·href="../../_sources/auto_examples/impute/index.rst.txt"·rel="nofollow">Show·this·page·source</a> | 205 | ··········<a·href="../../_sources/auto_examples/impute/index.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 206 | ······</footer> | 206 | ······</footer> |
| 207 | ····</div> | 207 | ····</div> |
| 208 | ··</div> | 208 | ··</div> |
| 209 | </div> | 209 | </div> |
| 210 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 210 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 30 | ····*·_\x8M_\x8i_\x8s_\x8s_\x8i_\x8n_\x8g_\x8·_\x8V_\x8a_\x8l_\x8u_\x8e_\x8·_\x8I_\x8m_\x8p_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n | 30 | ····*·_\x8M_\x8i_\x8s_\x8s_\x8i_\x8n_\x8g_\x8·_\x8V_\x8a_\x8l_\x8u_\x8e_\x8·_\x8I_\x8m_\x8p_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n |
| 31 | *\x8**\x8**\x8**\x8**\x8**\x8*·M\x8Mi\x8is\x8ss\x8si\x8in\x8ng\x8g·V\x8Va\x8al\x8lu\x8ue\x8e·I\x8Im\x8mp\x8pu\x8ut\x8ta\x8at\x8ti\x8io\x8on\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8**\x8* | 31 | *\x8**\x8**\x8**\x8**\x8**\x8*·M\x8Mi\x8is\x8ss\x8si\x8in\x8ng\x8g·V\x8Va\x8al\x8lu\x8ue\x8e·I\x8Im\x8mp\x8pu\x8ut\x8ta\x8at\x8ti\x8io\x8on\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8**\x8* |
| 32 | Examples·concerning·the·_\x8s_\x8k_\x8l_\x8e_\x8a_\x8r_\x8n_\x8._\x8i_\x8m_\x8p_\x8u_\x8t_\x8e·module. | 32 | Examples·concerning·the·_\x8s_\x8k_\x8l_\x8e_\x8a_\x8r_\x8n_\x8._\x8i_\x8m_\x8p_\x8u_\x8t_\x8e·module. |
| 33 | _\x8I_\x8m_\x8p_\x8u_\x8t_\x8i_\x8n_\x8g_\x8·_\x8m_\x8i_\x8s_\x8s_\x8i_\x8n_\x8g_\x8·_\x8v_\x8a_\x8l_\x8u_\x8e_\x8s_\x8·_\x8b_\x8e_\x8f_\x8o_\x8r_\x8e_\x8·_\x8b_\x8u_\x8i_\x8l_\x8d_\x8i_\x8n_\x8g_\x8·_\x8a_\x8n_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r | 33 | _\x8I_\x8m_\x8p_\x8u_\x8t_\x8i_\x8n_\x8g_\x8·_\x8m_\x8i_\x8s_\x8s_\x8i_\x8n_\x8g_\x8·_\x8v_\x8a_\x8l_\x8u_\x8e_\x8s_\x8·_\x8b_\x8e_\x8f_\x8o_\x8r_\x8e_\x8·_\x8b_\x8u_\x8i_\x8l_\x8d_\x8i_\x8n_\x8g_\x8·_\x8a_\x8n_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r |
| 34 | Imputing·missing·values·before·building·an·estimator | 34 | Imputing·missing·values·before·building·an·estimator |
| 35 | _\x8I_\x8m_\x8p_\x8u_\x8t_\x8i_\x8n_\x8g_\x8·_\x8m_\x8i_\x8s_\x8s_\x8i_\x8n_\x8g_\x8·_\x8v_\x8a_\x8l_\x8u_\x8e_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8t_\x8s_\x8·_\x8o_\x8f_\x8·_\x8I_\x8t_\x8e_\x8r_\x8a_\x8t_\x8i_\x8v_\x8e_\x8I_\x8m_\x8p_\x8u_\x8t_\x8e_\x8r | 35 | _\x8I_\x8m_\x8p_\x8u_\x8t_\x8i_\x8n_\x8g_\x8·_\x8m_\x8i_\x8s_\x8s_\x8i_\x8n_\x8g_\x8·_\x8v_\x8a_\x8l_\x8u_\x8e_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8t_\x8s_\x8·_\x8o_\x8f_\x8·_\x8I_\x8t_\x8e_\x8r_\x8a_\x8t_\x8i_\x8v_\x8e_\x8I_\x8m_\x8p_\x8u_\x8t_\x8e_\x8r |
| 36 | Imputing·missing·values·with·variants·of·IterativeImputer | 36 | Imputing·missing·values·with·variants·of·IterativeImputer |
| 37 | ©·2007·-·202 | 37 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 365 | </section> | 365 | </section> |
| 366 | ······</div> | 366 | ······</div> |
| 367 | ····<div·class="container"> | 367 | ····<div·class="container"> |
| 368 | ······<footer·class="sk-content-footer"> | 368 | ······<footer·class="sk-content-footer"> |
| 369 | ············©·2007·-·202 | 369 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 370 | ··········<a·href="../../_sources/auto_examples/impute/plot_iterative_imputer_variants_comparison.rst.txt"·rel="nofollow">Show·this·page·source</a> | 370 | ··········<a·href="../../_sources/auto_examples/impute/plot_iterative_imputer_variants_comparison.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 371 | ······</footer> | 371 | ······</footer> |
| 372 | ····</div> | 372 | ····</div> |
| 373 | ··</div> | 373 | ··</div> |
| 374 | </div> | 374 | </div> |
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| 190 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8t_\x8e_\x8r_\x8a_\x8t_\x8i_\x8v_\x8e_\x8__\x8i_\x8m_\x8p_\x8u_\x8t_\x8e_\x8r_\x8__\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8t_\x8s_\x8__\x8c_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n_\x8._\x8p_\x8y | 190 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8t_\x8e_\x8r_\x8a_\x8t_\x8i_\x8v_\x8e_\x8__\x8i_\x8m_\x8p_\x8u_\x8t_\x8e_\x8r_\x8__\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8t_\x8s_\x8__\x8c_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n_\x8._\x8p_\x8y |
| 191 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8t_\x8e_\x8r_\x8a_\x8t_\x8i_\x8v_\x8e_\x8__\x8i_\x8m_\x8p_\x8u_\x8t_\x8e_\x8r_\x8__\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8t_\x8s_\x8__\x8c_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n_\x8._\x8z_\x8i_\x8p | 191 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8t_\x8e_\x8r_\x8a_\x8t_\x8i_\x8v_\x8e_\x8__\x8i_\x8m_\x8p_\x8u_\x8t_\x8e_\x8r_\x8__\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8t_\x8s_\x8__\x8c_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n_\x8._\x8z_\x8i_\x8p |
| 192 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 192 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 193 | ©·2007·-·202 | 193 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 510 | </section> | 510 | </section> |
| 511 | </section> | 511 | </section> |
| 512 | ······</div> | 512 | ······</div> |
| 513 | ····<div·class="container"> | 513 | ····<div·class="container"> |
| 514 | ······<footer·class="sk-content-footer"> | 514 | ······<footer·class="sk-content-footer"> |
| 515 | ············©·2007·-·202 | 515 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 516 | ··········<a·href="../../_sources/auto_examples/impute/plot_missing_values.rst.txt"·rel="nofollow">Show·this·page·source</a> | 516 | ··········<a·href="../../_sources/auto_examples/impute/plot_missing_values.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 517 | ······</footer> | 517 | ······</footer> |
| 518 | ····</div> | 518 | ····</div> |
| 519 | ··</div> | 519 | ··</div> |
| 520 | </div> | 520 | </div> |
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| 300 | robust·estimator·for·data·with·high·magnitude·variables·which·could·dominate | 300 | robust·estimator·for·data·with·high·magnitude·variables·which·could·dominate |
| 301 | results·(otherwise·known·as·a·‘long·tail’). | 301 | results·(otherwise·known·as·a·‘long·tail’). |
| 302 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.005·seconds) | 302 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.005·seconds) |
| 303 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8i_\x8s_\x8s_\x8i_\x8n_\x8g_\x8__\x8v_\x8a_\x8l_\x8u_\x8e_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 303 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8i_\x8s_\x8s_\x8i_\x8n_\x8g_\x8__\x8v_\x8a_\x8l_\x8u_\x8e_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 304 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8i_\x8s_\x8s_\x8i_\x8n_\x8g_\x8__\x8v_\x8a_\x8l_\x8u_\x8e_\x8s_\x8._\x8p_\x8y | 304 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8i_\x8s_\x8s_\x8i_\x8n_\x8g_\x8__\x8v_\x8a_\x8l_\x8u_\x8e_\x8s_\x8._\x8p_\x8y |
| 305 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8i_\x8s_\x8s_\x8i_\x8n_\x8g_\x8__\x8v_\x8a_\x8l_\x8u_\x8e_\x8s_\x8._\x8z_\x8i_\x8p | 305 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8i_\x8s_\x8s_\x8i_\x8n_\x8g_\x8__\x8v_\x8a_\x8l_\x8u_\x8e_\x8s_\x8._\x8z_\x8i_\x8p |
| 306 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 306 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 307 | ©·2007·-·202 | 307 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 1243 | </section> | 1243 | </section> |
| 1244 | </section> | 1244 | </section> |
| 1245 | ······</div> | 1245 | ······</div> |
| 1246 | ····<div·class="container"> | 1246 | ····<div·class="container"> |
| 1247 | ······<footer·class="sk-content-footer"> | 1247 | ······<footer·class="sk-content-footer"> |
| 1248 | ············©·2007·-·202 | 1248 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 1249 | ··········<a·href="../_sources/auto_examples/index.rst.txt"·rel="nofollow">Show·this·page·source</a> | 1249 | ··········<a·href="../_sources/auto_examples/index.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 1250 | ······</footer> | 1250 | ······</footer> |
| 1251 | ····</div> | 1251 | ····</div> |
| 1252 | ··</div> | 1252 | ··</div> |
| 1253 | </div> | 1253 | </div> |
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| 717 | Clustering·text·documents·using·k-means | 717 | Clustering·text·documents·using·k-means |
| 718 | _\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8H_\x8a_\x8s_\x8h_\x8e_\x8r_\x8·_\x8a_\x8n_\x8d_\x8·_\x8D_\x8i_\x8c_\x8t_\x8V_\x8e_\x8c_\x8t_\x8o_\x8r_\x8i_\x8z_\x8e_\x8r_\x8·_\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n | 718 | _\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8H_\x8a_\x8s_\x8h_\x8e_\x8r_\x8·_\x8a_\x8n_\x8d_\x8·_\x8D_\x8i_\x8c_\x8t_\x8V_\x8e_\x8c_\x8t_\x8o_\x8r_\x8i_\x8z_\x8e_\x8r_\x8·_\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n |
| 719 | FeatureHasher·and·DictVectorizer·Comparison | 719 | FeatureHasher·and·DictVectorizer·Comparison |
| 720 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8a_\x8l_\x8l_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8s_\x8·_\x8i_\x8n_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8a_\x8u_\x8t_\x8o_\x8__\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8s_\x8__\x8p_\x8y_\x8t_\x8h_\x8o_\x8n_\x8._\x8z_\x8i_\x8p | 720 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8a_\x8l_\x8l_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8s_\x8·_\x8i_\x8n_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8a_\x8u_\x8t_\x8o_\x8__\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8s_\x8__\x8p_\x8y_\x8t_\x8h_\x8o_\x8n_\x8._\x8z_\x8i_\x8p |
| 721 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8a_\x8l_\x8l_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8s_\x8·_\x8i_\x8n_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8s_\x8:_\x8·_\x8a_\x8u_\x8t_\x8o_\x8__\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8s_\x8__\x8j_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8._\x8z_\x8i_\x8p | 721 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8a_\x8l_\x8l_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8s_\x8·_\x8i_\x8n_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8s_\x8:_\x8·_\x8a_\x8u_\x8t_\x8o_\x8__\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8s_\x8__\x8j_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8._\x8z_\x8i_\x8p |
| 722 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 722 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 723 | ©·2007·-·202 | 723 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 208 | </div> | 208 | </div> |
| 209 | </section> | 209 | </section> |
| 210 | ······</div> | 210 | ······</div> |
| 211 | ····<div·class="container"> | 211 | ····<div·class="container"> |
| 212 | ······<footer·class="sk-content-footer"> | 212 | ······<footer·class="sk-content-footer"> |
| 213 | ············©·2007·-·202 | 213 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 214 | ··········<a·href="../../_sources/auto_examples/inspection/index.rst.txt"·rel="nofollow">Show·this·page·source</a> | 214 | ··········<a·href="../../_sources/auto_examples/inspection/index.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 215 | ······</footer> | 215 | ······</footer> |
| 216 | ····</div> | 216 | ····</div> |
| 217 | ··</div> | 217 | ··</div> |
| 218 | </div> | 218 | </div> |
| 219 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 219 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 36 | Failure·of·Machine·Learning·to·infer·causal·effects | 36 | Failure·of·Machine·Learning·to·infer·causal·effects |
| 37 | _\x8P_\x8a_\x8r_\x8t_\x8i_\x8a_\x8l_\x8·_\x8D_\x8e_\x8p_\x8e_\x8n_\x8d_\x8e_\x8n_\x8c_\x8e_\x8·_\x8a_\x8n_\x8d_\x8·_\x8I_\x8n_\x8d_\x8i_\x8v_\x8i_\x8d_\x8u_\x8a_\x8l_\x8·_\x8C_\x8o_\x8n_\x8d_\x8i_\x8t_\x8i_\x8o_\x8n_\x8a_\x8l_\x8·_\x8E_\x8x_\x8p_\x8e_\x8c_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8P_\x8l_\x8o_\x8t_\x8s | 37 | _\x8P_\x8a_\x8r_\x8t_\x8i_\x8a_\x8l_\x8·_\x8D_\x8e_\x8p_\x8e_\x8n_\x8d_\x8e_\x8n_\x8c_\x8e_\x8·_\x8a_\x8n_\x8d_\x8·_\x8I_\x8n_\x8d_\x8i_\x8v_\x8i_\x8d_\x8u_\x8a_\x8l_\x8·_\x8C_\x8o_\x8n_\x8d_\x8i_\x8t_\x8i_\x8o_\x8n_\x8a_\x8l_\x8·_\x8E_\x8x_\x8p_\x8e_\x8c_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8P_\x8l_\x8o_\x8t_\x8s |
| 38 | Partial·Dependence·and·Individual·Conditional·Expectation·Plots | 38 | Partial·Dependence·and·Individual·Conditional·Expectation·Plots |
| 39 | _\x8P_\x8e_\x8r_\x8m_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8I_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8·_\x8v_\x8s_\x8·_\x8R_\x8a_\x8n_\x8d_\x8o_\x8m_\x8·_\x8F_\x8o_\x8r_\x8e_\x8s_\x8t_\x8·_\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8I_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8·_\x8(_\x8M_\x8D_\x8I_\x8) | 39 | _\x8P_\x8e_\x8r_\x8m_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8I_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8·_\x8v_\x8s_\x8·_\x8R_\x8a_\x8n_\x8d_\x8o_\x8m_\x8·_\x8F_\x8o_\x8r_\x8e_\x8s_\x8t_\x8·_\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8I_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8·_\x8(_\x8M_\x8D_\x8I_\x8) |
| 40 | Permutation·Importance·vs·Random·Forest·Feature·Importance·(MDI) | 40 | Permutation·Importance·vs·Random·Forest·Feature·Importance·(MDI) |
| 41 | _\x8P_\x8e_\x8r_\x8m_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8I_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8M_\x8u_\x8l_\x8t_\x8i_\x8c_\x8o_\x8l_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8o_\x8r_\x8·_\x8C_\x8o_\x8r_\x8r_\x8e_\x8l_\x8a_\x8t_\x8e_\x8d_\x8·_\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s | 41 | _\x8P_\x8e_\x8r_\x8m_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8I_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8M_\x8u_\x8l_\x8t_\x8i_\x8c_\x8o_\x8l_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8o_\x8r_\x8·_\x8C_\x8o_\x8r_\x8r_\x8e_\x8l_\x8a_\x8t_\x8e_\x8d_\x8·_\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s |
| 42 | Permutation·Importance·with·Multicollinear·or·Correlated·Features | 42 | Permutation·Importance·with·Multicollinear·or·Correlated·Features |
| 43 | ©·2007·-·202 | 43 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 373 | <a·class="reference·external"·href="https://en.wikipedia.org/wiki/Confounding">Confounding·Variables</a>.·In | 373 | <a·class="reference·external"·href="https://en.wikipedia.org/wiki/Confounding">Confounding·Variables</a>.·In |
| 374 | order·to·still·estimate·causal·effect·in·the·presence·of·confounding, | 374 | order·to·still·estimate·causal·effect·in·the·presence·of·confounding, |
| 375 | researchers·usually·conduct·experiments·in·which·the·treatment·variable·(e.g. | 375 | researchers·usually·conduct·experiments·in·which·the·treatment·variable·(e.g. |
| 376 | college·degree)·is·randomized.·When·an·experiment·is·prohibitively·expensive | 376 | college·degree)·is·randomized.·When·an·experiment·is·prohibitively·expensive |
| 377 | or·unethical,·researchers·can·sometimes·use·other·causal·inference·techniques | 377 | or·unethical,·researchers·can·sometimes·use·other·causal·inference·techniques |
| 378 | such·as·<a·class="reference·external"·href="https://en.wikipedia.org/wiki/Instrumental_variables_estimation">Instrumental·Variables</a>·(IV) | 378 | such·as·<a·class="reference·external"·href="https://en.wikipedia.org/wiki/Instrumental_variables_estimation">Instrumental·Variables</a>·(IV) |
| 379 | estimations.</p> | 379 | estimations.</p> |
| 380 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes· | 380 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·5.356·seconds)</p> |
| 381 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-inspection-plot-causal-interpretation-py"> | 381 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-inspection-plot-causal-interpretation-py"> |
| 382 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 382 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 383 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/ff3bc184e1a2d8d99b77058ba52b764f/plot_causal_interpretation.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_causal_interpretation.ipynb</span></code></a></p> | 383 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/ff3bc184e1a2d8d99b77058ba52b764f/plot_causal_interpretation.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_causal_interpretation.ipynb</span></code></a></p> |
| 384 | </div> | 384 | </div> |
| 385 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 385 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 386 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/34b53ad148e36f98b6de8ddc15e3dfd3/plot_causal_interpretation.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_causal_interpretation.py</span></code></a></p> | 386 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/34b53ad148e36f98b6de8ddc15e3dfd3/plot_causal_interpretation.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_causal_interpretation.py</span></code></a></p> |
| 387 | </div> | 387 | </div> |
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| 393 | </section> | 393 | </section> |
| 394 | </section> | 394 | </section> |
| 395 | ······</div> | 395 | ······</div> |
| 396 | ····<div·class="container"> | 396 | ····<div·class="container"> |
| 397 | ······<footer·class="sk-content-footer"> | 397 | ······<footer·class="sk-content-footer"> |
| 398 | ············©·2007·-·202 | 398 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 399 | ··········<a·href="../../_sources/auto_examples/inspection/plot_causal_interpretation.rst.txt"·rel="nofollow">Show·this·page·source</a> | 399 | ··········<a·href="../../_sources/auto_examples/inspection/plot_causal_interpretation.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 400 | ······</footer> | 400 | ······</footer> |
| 401 | ····</div> | 401 | ····</div> |
| 402 | ··</div> | 402 | ··</div> |
| 403 | </div> | 403 | </div> |
| 404 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 404 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 187 | unobserved·variables·that·could·be·correlated·with·both·the·feature·in·question | 187 | unobserved·variables·that·could·be·correlated·with·both·the·feature·in·question |
| 188 | and·the·target·variable.·Such·variables·are·called·_\x8C_\x8o_\x8n_\x8f_\x8o_\x8u_\x8n_\x8d_\x8i_\x8n_\x8g_\x8·_\x8V_\x8a_\x8r_\x8i_\x8a_\x8b_\x8l_\x8e_\x8s.·In | 188 | and·the·target·variable.·Such·variables·are·called·_\x8C_\x8o_\x8n_\x8f_\x8o_\x8u_\x8n_\x8d_\x8i_\x8n_\x8g_\x8·_\x8V_\x8a_\x8r_\x8i_\x8a_\x8b_\x8l_\x8e_\x8s.·In |
| 189 | order·to·still·estimate·causal·effect·in·the·presence·of·confounding, | 189 | order·to·still·estimate·causal·effect·in·the·presence·of·confounding, |
| 190 | researchers·usually·conduct·experiments·in·which·the·treatment·variable·(e.g. | 190 | researchers·usually·conduct·experiments·in·which·the·treatment·variable·(e.g. |
| 191 | college·degree)·is·randomized.·When·an·experiment·is·prohibitively·expensive·or | 191 | college·degree)·is·randomized.·When·an·experiment·is·prohibitively·expensive·or |
| 192 | unethical,·researchers·can·sometimes·use·other·causal·inference·techniques·such | 192 | unethical,·researchers·can·sometimes·use·other·causal·inference·techniques·such |
| 193 | as·_\x8I_\x8n_\x8s_\x8t_\x8r_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8l_\x8·_\x8V_\x8a_\x8r_\x8i_\x8a_\x8b_\x8l_\x8e_\x8s·(IV)·estimations. | 193 | as·_\x8I_\x8n_\x8s_\x8t_\x8r_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8l_\x8·_\x8V_\x8a_\x8r_\x8i_\x8a_\x8b_\x8l_\x8e_\x8s·(IV)·estimations. |
| 194 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes· | 194 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·5.356·seconds) |
| 195 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8a_\x8u_\x8s_\x8a_\x8l_\x8__\x8i_\x8n_\x8t_\x8e_\x8r_\x8p_\x8r_\x8e_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 195 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8a_\x8u_\x8s_\x8a_\x8l_\x8__\x8i_\x8n_\x8t_\x8e_\x8r_\x8p_\x8r_\x8e_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 196 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8a_\x8u_\x8s_\x8a_\x8l_\x8__\x8i_\x8n_\x8t_\x8e_\x8r_\x8p_\x8r_\x8e_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y | 196 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8a_\x8u_\x8s_\x8a_\x8l_\x8__\x8i_\x8n_\x8t_\x8e_\x8r_\x8p_\x8r_\x8e_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y |
| 197 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8a_\x8u_\x8s_\x8a_\x8l_\x8__\x8i_\x8n_\x8t_\x8e_\x8r_\x8p_\x8r_\x8e_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p | 197 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8a_\x8u_\x8s_\x8a_\x8l_\x8__\x8i_\x8n_\x8t_\x8e_\x8r_\x8p_\x8r_\x8e_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p |
| 198 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 198 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 199 | ©·2007·-·202 | 199 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 905 | <li><p>Inspecting·coefficients·across·the·folds·of·a·cross-validation·loop | 905 | <li><p>Inspecting·coefficients·across·the·folds·of·a·cross-validation·loop |
| 906 | gives·an·idea·of·their·stability.</p></li> | 906 | gives·an·idea·of·their·stability.</p></li> |
| 907 | <li><p>Coefficients·are·unlikely·to·have·any·causal·meaning.·They·tend | 907 | <li><p>Coefficients·are·unlikely·to·have·any·causal·meaning.·They·tend |
| 908 | to·be·biased·by·unobserved·confounders.</p></li> | 908 | to·be·biased·by·unobserved·confounders.</p></li> |
| 909 | <li><p>Inspection·tools·may·not·necessarily·provide·insights·on·the·true | 909 | <li><p>Inspection·tools·may·not·necessarily·provide·insights·on·the·true |
| 910 | data·generating·process.</p></li> | 910 | data·generating·process.</p></li> |
| 911 | </ul> | 911 | </ul> |
| 912 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.00 | 912 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.003·seconds)</p> |
| 913 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-inspection-plot-linear-model-coefficient-interpretation-py"> | 913 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-inspection-plot-linear-model-coefficient-interpretation-py"> |
| 914 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 914 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 915 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/cf0f90f46eb559facf7f63f124f61e04/plot_linear_model_coefficient_interpretation.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_linear_model_coefficient_interpretation.ipynb</span></code></a></p> | 915 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/cf0f90f46eb559facf7f63f124f61e04/plot_linear_model_coefficient_interpretation.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_linear_model_coefficient_interpretation.ipynb</span></code></a></p> |
| 916 | </div> | 916 | </div> |
| 917 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 917 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 918 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/521b554adefca348463adbbe047d7e99/plot_linear_model_coefficient_interpretation.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_linear_model_coefficient_interpretation.py</span></code></a></p> | 918 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/521b554adefca348463adbbe047d7e99/plot_linear_model_coefficient_interpretation.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_linear_model_coefficient_interpretation.py</span></code></a></p> |
| 919 | </div> | 919 | </div> |
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| 925 | </section> | 925 | </section> |
| 926 | </section> | 926 | </section> |
| 927 | ······</div> | 927 | ······</div> |
| 928 | ····<div·class="container"> | 928 | ····<div·class="container"> |
| 929 | ······<footer·class="sk-content-footer"> | 929 | ······<footer·class="sk-content-footer"> |
| 930 | ············©·2007·-·202 | 930 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 931 | ··········<a·href="../../_sources/auto_examples/inspection/plot_linear_model_coefficient_interpretation.rst.txt"·rel="nofollow">Show·this·page·source</a> | 931 | ··········<a·href="../../_sources/auto_examples/inspection/plot_linear_model_coefficient_interpretation.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 932 | ······</footer> | 932 | ······</footer> |
| 933 | ····</div> | 933 | ····</div> |
| 934 | ··</div> | 934 | ··</div> |
| 935 | </div> | 935 | </div> |
| 936 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 936 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 626 | ······coefficients·could·significantly·vary·from·one·another. | 626 | ······coefficients·could·significantly·vary·from·one·another. |
| 627 | ····*·Inspecting·coefficients·across·the·folds·of·a·cross-validation·loop·gives | 627 | ····*·Inspecting·coefficients·across·the·folds·of·a·cross-validation·loop·gives |
| 628 | ······an·idea·of·their·stability. | 628 | ······an·idea·of·their·stability. |
| 629 | ····*·Coefficients·are·unlikely·to·have·any·causal·meaning.·They·tend·to·be | 629 | ····*·Coefficients·are·unlikely·to·have·any·causal·meaning.·They·tend·to·be |
| 630 | ······biased·by·unobserved·confounders. | 630 | ······biased·by·unobserved·confounders. |
| 631 | ····*·Inspection·tools·may·not·necessarily·provide·insights·on·the·true·data | 631 | ····*·Inspection·tools·may·not·necessarily·provide·insights·on·the·true·data |
| 632 | ······generating·process. | 632 | ······generating·process. |
| 633 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.00 | 633 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.003·seconds) |
| 634 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8__\x8m_\x8o_\x8d_\x8e_\x8l_\x8__\x8c_\x8o_\x8e_\x8f_\x8f_\x8i_\x8c_\x8i_\x8e_\x8n_\x8t_\x8__\x8i_\x8n_\x8t_\x8e_\x8r_\x8p_\x8r_\x8e_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 634 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8__\x8m_\x8o_\x8d_\x8e_\x8l_\x8__\x8c_\x8o_\x8e_\x8f_\x8f_\x8i_\x8c_\x8i_\x8e_\x8n_\x8t_\x8__\x8i_\x8n_\x8t_\x8e_\x8r_\x8p_\x8r_\x8e_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 635 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8__\x8m_\x8o_\x8d_\x8e_\x8l_\x8__\x8c_\x8o_\x8e_\x8f_\x8f_\x8i_\x8c_\x8i_\x8e_\x8n_\x8t_\x8__\x8i_\x8n_\x8t_\x8e_\x8r_\x8p_\x8r_\x8e_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y | 635 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8__\x8m_\x8o_\x8d_\x8e_\x8l_\x8__\x8c_\x8o_\x8e_\x8f_\x8f_\x8i_\x8c_\x8i_\x8e_\x8n_\x8t_\x8__\x8i_\x8n_\x8t_\x8e_\x8r_\x8p_\x8r_\x8e_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y |
| 636 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8__\x8m_\x8o_\x8d_\x8e_\x8l_\x8__\x8c_\x8o_\x8e_\x8f_\x8f_\x8i_\x8c_\x8i_\x8e_\x8n_\x8t_\x8__\x8i_\x8n_\x8t_\x8e_\x8r_\x8p_\x8r_\x8e_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p | 636 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8__\x8m_\x8o_\x8d_\x8e_\x8l_\x8__\x8c_\x8o_\x8e_\x8f_\x8f_\x8i_\x8c_\x8i_\x8e_\x8n_\x8t_\x8__\x8i_\x8n_\x8t_\x8e_\x8r_\x8p_\x8r_\x8e_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p |
| 637 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 637 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 638 | ©·2007·-·202 | 638 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 762 | <span·class="c1">#·pretty·init·view</span> | 762 | <span·class="c1">#·pretty·init·view</span> |
| 763 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">view_init</span><span·class="p">(</span><span·class="n">elev</span><span·class="o">=</span><span·class="mi">22</span><span·class="p">,</span>·<span·class="n">azim</span><span·class="o">=</span><span·class="mi">122</span><span·class="p">)</span> | 763 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">view_init</span><span·class="p">(</span><span·class="n">elev</span><span·class="o">=</span><span·class="mi">22</span><span·class="p">,</span>·<span·class="n">azim</span><span·class="o">=</span><span·class="mi">122</span><span·class="p">)</span> |
| 764 | <span·class="n">clb</span>·<span·class="o">=</span>·<span·class="n">plt</span><span·class="o">.</span><span·class="n">colorbar</span><span·class="p">(</span><span·class="n">surf</span><span·class="p">,</span>·<span·class="n">pad</span><span·class="o">=</span><span·class="mf">0.08</span><span·class="p">,</span>·<span·class="n">shrink</span><span·class="o">=</span><span·class="mf">0.6</span><span·class="p">,</span>·<span·class="n">aspect</span><span·class="o">=</span><span·class="mi">10</span><span·class="p">)</span> | 764 | <span·class="n">clb</span>·<span·class="o">=</span>·<span·class="n">plt</span><span·class="o">.</span><span·class="n">colorbar</span><span·class="p">(</span><span·class="n">surf</span><span·class="p">,</span>·<span·class="n">pad</span><span·class="o">=</span><span·class="mf">0.08</span><span·class="p">,</span>·<span·class="n">shrink</span><span·class="o">=</span><span·class="mf">0.6</span><span·class="p">,</span>·<span·class="n">aspect</span><span·class="o">=</span><span·class="mi">10</span><span·class="p">)</span> |
| 765 | <span·class="n">clb</span><span·class="o">.</span><span·class="n">ax</span><span·class="o">.</span><span·class="n">set_title</span><span·class="p">(</span><span·class="s2">"Partial</span><span·class="se">\n</span><span·class="s2">dependence"</span><span·class="p">)</span> | 765 | <span·class="n">clb</span><span·class="o">.</span><span·class="n">ax</span><span·class="o">.</span><span·class="n">set_title</span><span·class="p">(</span><span·class="s2">"Partial</span><span·class="se">\n</span><span·class="s2">dependence"</span><span·class="p">)</span> |
| 766 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 766 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 767 | </pre></div> | 767 | </pre></div> |
| 768 | </div> | 768 | </div> |
| 769 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.00 | 769 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.004·seconds)</p> |
| 770 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-inspection-plot-partial-dependence-py"> | 770 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-inspection-plot-partial-dependence-py"> |
| 771 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 771 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 772 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/21b82d82985712b5de6347f382c77c86/plot_partial_dependence.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_partial_dependence.ipynb</span></code></a></p> | 772 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/21b82d82985712b5de6347f382c77c86/plot_partial_dependence.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_partial_dependence.ipynb</span></code></a></p> |
| 773 | </div> | 773 | </div> |
| 774 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 774 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 775 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/bcd609cfe29c9da1f51c848e18b89c76/plot_partial_dependence.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_partial_dependence.py</span></code></a></p> | 775 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/bcd609cfe29c9da1f51c848e18b89c76/plot_partial_dependence.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_partial_dependence.py</span></code></a></p> |
| 776 | </div> | 776 | </div> |
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| 783 | </section> | 783 | </section> |
| 784 | </section> | 784 | </section> |
| 785 | ······</div> | 785 | ······</div> |
| 786 | ····<div·class="container"> | 786 | ····<div·class="container"> |
| 787 | ······<footer·class="sk-content-footer"> | 787 | ······<footer·class="sk-content-footer"> |
| 788 | ············©·2007·-·202 | 788 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 789 | ··········<a·href="../../_sources/auto_examples/inspection/plot_partial_dependence.rst.txt"·rel="nofollow">Show·this·page·source</a> | 789 | ··········<a·href="../../_sources/auto_examples/inspection/plot_partial_dependence.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 790 | ······</footer> | 790 | ······</footer> |
| 791 | ····</div> | 791 | ····</div> |
| 792 | ··</div> | 792 | ··</div> |
| 793 | </div> | 793 | </div> |
| 794 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 794 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 525 | ····fontsize=16, | 525 | ····fontsize=16, |
| 526 | ) | 526 | ) |
| 527 | #·pretty·init·view | 527 | #·pretty·init·view |
| 528 | ax.view_init(elev=22,·azim=122) | 528 | ax.view_init(elev=22,·azim=122) |
| 529 | clb·=·plt.colorbar(surf,·pad=0.08,·shrink=0.6,·aspect=10) | 529 | clb·=·plt.colorbar(surf,·pad=0.08,·shrink=0.6,·aspect=10) |
| 530 | clb.ax.set_title("Partial\ndependence") | 530 | clb.ax.set_title("Partial\ndependence") |
| 531 | plt.show() | 531 | plt.show() |
| 532 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.00 | 532 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.004·seconds) |
| 533 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8a_\x8r_\x8t_\x8i_\x8a_\x8l_\x8__\x8d_\x8e_\x8p_\x8e_\x8n_\x8d_\x8e_\x8n_\x8c_\x8e_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 533 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8a_\x8r_\x8t_\x8i_\x8a_\x8l_\x8__\x8d_\x8e_\x8p_\x8e_\x8n_\x8d_\x8e_\x8n_\x8c_\x8e_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 534 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8a_\x8r_\x8t_\x8i_\x8a_\x8l_\x8__\x8d_\x8e_\x8p_\x8e_\x8n_\x8d_\x8e_\x8n_\x8c_\x8e_\x8._\x8p_\x8y | 534 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8a_\x8r_\x8t_\x8i_\x8a_\x8l_\x8__\x8d_\x8e_\x8p_\x8e_\x8n_\x8d_\x8e_\x8n_\x8c_\x8e_\x8._\x8p_\x8y |
| 535 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8a_\x8r_\x8t_\x8i_\x8a_\x8l_\x8__\x8d_\x8e_\x8p_\x8e_\x8n_\x8d_\x8e_\x8n_\x8c_\x8e_\x8._\x8z_\x8i_\x8p | 535 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8a_\x8r_\x8t_\x8i_\x8a_\x8l_\x8__\x8d_\x8e_\x8p_\x8e_\x8n_\x8d_\x8e_\x8n_\x8c_\x8e_\x8._\x8z_\x8i_\x8p |
| 536 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 536 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 537 | ©·2007·-·202 | 537 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 434 | ····<span·class="n">ax</span><span·class="o">.</span><span·class="n">figure</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span> | 434 | ····<span·class="n">ax</span><span·class="o">.</span><span·class="n">figure</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span> |
| 435 | </pre></div> | 435 | </pre></div> |
| 436 | </div> | 436 | </div> |
| 437 | <p>Now,·we·can·observe·that·on·both·sets,·the·<code·class="docutils·literal·notranslate"><span·class="pre">random_num</span></code>·and·<code·class="docutils·literal·notranslate"><span·class="pre">random_cat</span></code> | 437 | <p>Now,·we·can·observe·that·on·both·sets,·the·<code·class="docutils·literal·notranslate"><span·class="pre">random_num</span></code>·and·<code·class="docutils·literal·notranslate"><span·class="pre">random_cat</span></code> |
| 438 | features·have·a·lower·importance·compared·to·the·overfitting·random·forest. | 438 | features·have·a·lower·importance·compared·to·the·overfitting·random·forest. |
| 439 | However,·the·conclusions·regarding·the·importance·of·the·other·features·are | 439 | However,·the·conclusions·regarding·the·importance·of·the·other·features·are |
| 440 | still·valid.</p> | 440 | still·valid.</p> |
| 441 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.00 | 441 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.004·seconds)</p> |
| 442 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-inspection-plot-permutation-importance-py"> | 442 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-inspection-plot-permutation-importance-py"> |
| 443 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 443 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 444 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/f99bb35c32eb8028063a1428c3999b84/plot_permutation_importance.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_permutation_importance.ipynb</span></code></a></p> | 444 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/f99bb35c32eb8028063a1428c3999b84/plot_permutation_importance.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_permutation_importance.ipynb</span></code></a></p> |
| 445 | </div> | 445 | </div> |
| 446 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 446 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 447 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/3c3c738275484acc54821615bf72894a/plot_permutation_importance.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_permutation_importance.py</span></code></a></p> | 447 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/3c3c738275484acc54821615bf72894a/plot_permutation_importance.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_permutation_importance.py</span></code></a></p> |
| 448 | </div> | 448 | </div> |
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| 454 | </section> | 454 | </section> |
| 455 | </section> | 455 | </section> |
| 456 | ······</div> | 456 | ······</div> |
| 457 | ····<div·class="container"> | 457 | ····<div·class="container"> |
| 458 | ······<footer·class="sk-content-footer"> | 458 | ······<footer·class="sk-content-footer"> |
| 459 | ············©·2007·-·202 | 459 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 460 | ··········<a·href="../../_sources/auto_examples/inspection/plot_permutation_importance.rst.txt"·rel="nofollow">Show·this·page·source</a> | 460 | ··········<a·href="../../_sources/auto_examples/inspection/plot_permutation_importance.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 461 | ······</footer> | 461 | ······</footer> |
| 462 | ····</div> | 462 | ····</div> |
| 463 | ··</div> | 463 | ··</div> |
| 464 | </div> | 464 | </div> |
| 465 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 465 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 228 | ····ax.set_title(f"Permutation·Importances·({name}·set)") | 228 | ····ax.set_title(f"Permutation·Importances·({name}·set)") |
| 229 | ····ax.set_xlabel("Decrease·in·accuracy·score") | 229 | ····ax.set_xlabel("Decrease·in·accuracy·score") |
| 230 | ····ax.axvline(x=0,·color="k",·linestyle="--") | 230 | ····ax.axvline(x=0,·color="k",·linestyle="--") |
| 231 | ····ax.figure.tight_layout() | 231 | ····ax.figure.tight_layout() |
| 232 | Now,·we·can·observe·that·on·both·sets,·the·random_num·and·random_cat·features | 232 | Now,·we·can·observe·that·on·both·sets,·the·random_num·and·random_cat·features |
| 233 | have·a·lower·importance·compared·to·the·overfitting·random·forest.·However,·the | 233 | have·a·lower·importance·compared·to·the·overfitting·random·forest.·However,·the |
| 234 | conclusions·regarding·the·importance·of·the·other·features·are·still·valid. | 234 | conclusions·regarding·the·importance·of·the·other·features·are·still·valid. |
| 235 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.00 | 235 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.004·seconds) |
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| 237 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8e_\x8r_\x8m_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8i_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8._\x8p_\x8y | 237 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8e_\x8r_\x8m_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8i_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8._\x8p_\x8y |
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| 239 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 239 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 240 | ©·2007·-·202 | 240 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 378 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 378 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 379 | </pre></div> | 379 | </pre></div> |
| 380 | </div> | 380 | </div> |
| 381 | <img·src="../../_images/sphx_glr_plot_permutation_importance_multicollinear_004.png"·srcset="../../_images/sphx_glr_plot_permutation_importance_multicollinear_004.png"·alt="Permutation·Importances·on·selected·subset·of·features·(test·set)"·class·=·"sphx-glr-single-img"/><div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>/build/reproducible-path/scikit-learn-1.4.2+dfsg/examples/inspection/plot_permutation_importance_multicollinear.py:36:·MatplotlibDeprecationWarning:·The·'labels'·parameter·of·boxplot()·has·been·renamed·'tick_labels'·since·Matplotlib·3.9;·support·for·the·old·name·will·be·dropped·in·3.11. | 381 | <img·src="../../_images/sphx_glr_plot_permutation_importance_multicollinear_004.png"·srcset="../../_images/sphx_glr_plot_permutation_importance_multicollinear_004.png"·alt="Permutation·Importances·on·selected·subset·of·features·(test·set)"·class·=·"sphx-glr-single-img"/><div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>/build/reproducible-path/scikit-learn-1.4.2+dfsg/examples/inspection/plot_permutation_importance_multicollinear.py:36:·MatplotlibDeprecationWarning:·The·'labels'·parameter·of·boxplot()·has·been·renamed·'tick_labels'·since·Matplotlib·3.9;·support·for·the·old·name·will·be·dropped·in·3.11. |
| 382 | ··ax.boxplot( | 382 | ··ax.boxplot( |
| 383 | </pre></div> | 383 | </pre></div> |
| 384 | </div> | 384 | </div> |
| 385 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes· | 385 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·13.490·seconds)</p> |
| 386 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-inspection-plot-permutation-importance-multicollinear-py"> | 386 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-inspection-plot-permutation-importance-multicollinear-py"> |
| 387 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 387 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 388 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/4941b506cc56c9cec00d40992e2a4207/plot_permutation_importance_multicollinear.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_permutation_importance_multicollinear.ipynb</span></code></a></p> | 388 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/4941b506cc56c9cec00d40992e2a4207/plot_permutation_importance_multicollinear.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_permutation_importance_multicollinear.ipynb</span></code></a></p> |
| 389 | </div> | 389 | </div> |
| 390 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 390 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 391 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/756be88c4ccd4c7bba02ab13f0d3258a/plot_permutation_importance_multicollinear.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_permutation_importance_multicollinear.py</span></code></a></p> | 391 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/756be88c4ccd4c7bba02ab13f0d3258a/plot_permutation_importance_multicollinear.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_permutation_importance_multicollinear.py</span></code></a></p> |
| 392 | </div> | 392 | </div> |
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| 398 | </section> | 398 | </section> |
| 399 | </section> | 399 | </section> |
| 400 | ······</div> | 400 | ······</div> |
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| 200 | plt.show() | 200 | plt.show() |
| 201 | [Permutation·Importances·on·selected·subset·of·features·(test·set)] | 201 | [Permutation·Importances·on·selected·subset·of·features·(test·set)] |
| 202 | /build/reproducible-path/scikit-learn-1.4.2+dfsg/examples/inspection/ | 202 | /build/reproducible-path/scikit-learn-1.4.2+dfsg/examples/inspection/ |
| 203 | plot_permutation_importance_multicollinear.py:36:·MatplotlibDeprecationWarning: | 203 | plot_permutation_importance_multicollinear.py:36:·MatplotlibDeprecationWarning: |
| 204 | The·'labels'·parameter·of·boxplot()·has·been·renamed·'tick_labels'·since | 204 | The·'labels'·parameter·of·boxplot()·has·been·renamed·'tick_labels'·since |
| 205 | Matplotlib·3.9;·support·for·the·old·name·will·be·dropped·in·3.11. | 205 | Matplotlib·3.9;·support·for·the·old·name·will·be·dropped·in·3.11. |
| 206 | ··ax.boxplot( | 206 | ··ax.boxplot( |
| 207 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes· | 207 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·13.490·seconds) |
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| 209 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8e_\x8r_\x8m_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8i_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8__\x8m_\x8u_\x8l_\x8t_\x8i_\x8c_\x8o_\x8l_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8._\x8p_\x8y | 209 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8e_\x8r_\x8m_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8i_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8__\x8m_\x8u_\x8l_\x8t_\x8i_\x8c_\x8o_\x8l_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8._\x8p_\x8y |
| 210 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8e_\x8r_\x8m_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8i_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8__\x8m_\x8u_\x8l_\x8t_\x8i_\x8c_\x8o_\x8l_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8._\x8z_\x8i_\x8p | 210 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8e_\x8r_\x8m_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8i_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8__\x8m_\x8u_\x8l_\x8t_\x8i_\x8c_\x8o_\x8l_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8._\x8z_\x8i_\x8p |
| 211 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 211 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 212 | ©·2007·-·202 | 212 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 196 | </div> | 196 | </div> |
| 197 | </section> | 197 | </section> |
| 198 | ······</div> | 198 | ······</div> |
| 199 | ····<div·class="container"> | 199 | ····<div·class="container"> |
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| 201 | ············©·2007·-·202 | 201 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 202 | ··········<a·href="../../_sources/auto_examples/kernel_approximation/index.rst.txt"·rel="nofollow">Show·this·page·source</a> | 202 | ··········<a·href="../../_sources/auto_examples/kernel_approximation/index.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 204 | ····</div> | 204 | ····</div> |
| 205 | ··</div> | 205 | ··</div> |
| 206 | </div> | 206 | </div> |
| 207 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 207 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 28 | _\x8O_\x8t_\x8h_\x8e_\x8r_\x8·_\x8v_\x8e_\x8r_\x8s_\x8i_\x8o_\x8n_\x8s | 28 | _\x8O_\x8t_\x8h_\x8e_\x8r_\x8·_\x8v_\x8e_\x8r_\x8s_\x8i_\x8o_\x8n_\x8s |
| 29 | Please·_\x8c_\x8i_\x8t_\x8e_\x8·_\x8u_\x8s·if·you·use·the·software. | 29 | Please·_\x8c_\x8i_\x8t_\x8e_\x8·_\x8u_\x8s·if·you·use·the·software. |
| 30 | ····*·_\x8K_\x8e_\x8r_\x8n_\x8e_\x8l_\x8·_\x8A_\x8p_\x8p_\x8r_\x8o_\x8x_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n | 30 | ····*·_\x8K_\x8e_\x8r_\x8n_\x8e_\x8l_\x8·_\x8A_\x8p_\x8p_\x8r_\x8o_\x8x_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n |
| 31 | *\x8**\x8**\x8**\x8**\x8**\x8*·K\x8Ke\x8er\x8rn\x8ne\x8el\x8l·A\x8Ap\x8pp\x8pr\x8ro\x8ox\x8xi\x8im\x8ma\x8at\x8ti\x8io\x8on\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8**\x8* | 31 | *\x8**\x8**\x8**\x8**\x8**\x8*·K\x8Ke\x8er\x8rn\x8ne\x8el\x8l·A\x8Ap\x8pp\x8pr\x8ro\x8ox\x8xi\x8im\x8ma\x8at\x8ti\x8io\x8on\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8**\x8* |
| 32 | Examples·concerning·the·_\x8s_\x8k_\x8l_\x8e_\x8a_\x8r_\x8n_\x8._\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8__\x8a_\x8p_\x8p_\x8r_\x8o_\x8x_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n·module. | 32 | Examples·concerning·the·_\x8s_\x8k_\x8l_\x8e_\x8a_\x8r_\x8n_\x8._\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8__\x8a_\x8p_\x8p_\x8r_\x8o_\x8x_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n·module. |
| 33 | _\x8S_\x8c_\x8a_\x8l_\x8a_\x8b_\x8l_\x8e_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8p_\x8o_\x8l_\x8y_\x8n_\x8o_\x8m_\x8i_\x8a_\x8l_\x8·_\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8·_\x8a_\x8p_\x8p_\x8r_\x8o_\x8x_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n | 33 | _\x8S_\x8c_\x8a_\x8l_\x8a_\x8b_\x8l_\x8e_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8p_\x8o_\x8l_\x8y_\x8n_\x8o_\x8m_\x8i_\x8a_\x8l_\x8·_\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8·_\x8a_\x8p_\x8p_\x8r_\x8o_\x8x_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n |
| 34 | Scalable·learning·with·polynomial·kernel·approximation | 34 | Scalable·learning·with·polynomial·kernel·approximation |
| 35 | ©·2007·-·202 | 35 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 443 | <section·id="references"> | 443 | <section·id="references"> |
| 444 | <h3>References<a·class="headerlink"·href="#references"·title="Link·to·this·heading">¶</a></h3> | 444 | <h3>References<a·class="headerlink"·href="#references"·title="Link·to·this·heading">¶</a></h3> |
| 445 | <p>[1]·Pham,·Ninh·and·Rasmus·Pagh.·“Fast·and·scalable·polynomial·kernels·via | 445 | <p>[1]·Pham,·Ninh·and·Rasmus·Pagh.·“Fast·and·scalable·polynomial·kernels·via |
| 446 | explicit·feature·maps.”·KDD·‘13·(2013). | 446 | explicit·feature·maps.”·KDD·‘13·(2013). |
| 447 | <a·class="reference·external"·href="https://doi.org/10.1145/2487575.2487591">https://doi.org/10.1145/2487575.2487591</a></p> | 447 | <a·class="reference·external"·href="https://doi.org/10.1145/2487575.2487591">https://doi.org/10.1145/2487575.2487591</a></p> |
| 448 | <p>[2]·LIBSVM·binary·datasets·repository | 448 | <p>[2]·LIBSVM·binary·datasets·repository |
| 449 | <a·class="reference·external"·href="https://www.csie.ntu.edu.tw/~cjlin/libsvmtools/datasets/binary.html">https://www.csie.ntu.edu.tw/~cjlin/libsvmtools/datasets/binary.html</a></p> | 449 | <a·class="reference·external"·href="https://www.csie.ntu.edu.tw/~cjlin/libsvmtools/datasets/binary.html">https://www.csie.ntu.edu.tw/~cjlin/libsvmtools/datasets/binary.html</a></p> |
| 450 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0. | 450 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.186·seconds)</p> |
| 451 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-kernel-approximation-plot-scalable-poly-kernels-py"> | 451 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-kernel-approximation-plot-scalable-poly-kernels-py"> |
| 452 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 452 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 453 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/cb5b0b55b4ddb01e9ad80e6e28417c64/plot_scalable_poly_kernels.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_scalable_poly_kernels.ipynb</span></code></a></p> | 453 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/cb5b0b55b4ddb01e9ad80e6e28417c64/plot_scalable_poly_kernels.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_scalable_poly_kernels.ipynb</span></code></a></p> |
| 454 | </div> | 454 | </div> |
| 455 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 455 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 456 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/c557c992950d3a2cf0cc4280c9dbf39b/plot_scalable_poly_kernels.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_scalable_poly_kernels.py</span></code></a></p> | 456 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/c557c992950d3a2cf0cc4280c9dbf39b/plot_scalable_poly_kernels.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_scalable_poly_kernels.py</span></code></a></p> |
| 457 | </div> | 457 | </div> |
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| 464 | </section> | 464 | </section> |
| 465 | </section> | 465 | </section> |
| 466 | ······</div> | 466 | ······</div> |
| 467 | ····<div·class="container"> | 467 | ····<div·class="container"> |
| 468 | ······<footer·class="sk-content-footer"> | 468 | ······<footer·class="sk-content-footer"> |
| 469 | ············©·2007·-·202 | 469 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 470 | ··········<a·href="../../_sources/auto_examples/kernel_approximation/plot_scalable_poly_kernels.rst.txt"·rel="nofollow">Show·this·page·source</a> | 470 | ··········<a·href="../../_sources/auto_examples/kernel_approximation/plot_scalable_poly_kernels.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 471 | ······</footer> | 471 | ······</footer> |
| 472 | ····</div> | 472 | ····</div> |
| 473 | ··</div> | 473 | ··</div> |
| 474 | </div> | 474 | </div> |
| 475 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 475 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 247 | ax.legend() | 247 | ax.legend() |
| 248 | plt.show() | 248 | plt.show() |
| 249 | *\x8**\x8**\x8**\x8*·R\x8Re\x8ef\x8fe\x8er\x8re\x8en\x8nc\x8ce\x8es\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8* | 249 | *\x8**\x8**\x8**\x8*·R\x8Re\x8ef\x8fe\x8er\x8re\x8en\x8nc\x8ce\x8es\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8* |
| 250 | [1]·Pham,·Ninh·and·Rasmus·Pagh.·“Fast·and·scalable·polynomial·kernels·via | 250 | [1]·Pham,·Ninh·and·Rasmus·Pagh.·“Fast·and·scalable·polynomial·kernels·via |
| 251 | explicit·feature·maps.”·KDD·‘13·(2013).·_\x8h_\x8t_\x8t_\x8p_\x8s_\x8:_\x8/_\x8/_\x8d_\x8o_\x8i_\x8._\x8o_\x8r_\x8g_\x8/_\x81_\x80_\x8._\x81_\x81_\x84_\x85_\x8/_\x82_\x84_\x88_\x87_\x85_\x87_\x85_\x8._\x82_\x84_\x88_\x87_\x85_\x89_\x81 | 251 | explicit·feature·maps.”·KDD·‘13·(2013).·_\x8h_\x8t_\x8t_\x8p_\x8s_\x8:_\x8/_\x8/_\x8d_\x8o_\x8i_\x8._\x8o_\x8r_\x8g_\x8/_\x81_\x80_\x8._\x81_\x81_\x84_\x85_\x8/_\x82_\x84_\x88_\x87_\x85_\x87_\x85_\x8._\x82_\x84_\x88_\x87_\x85_\x89_\x81 |
| 252 | [2]·LIBSVM·binary·datasets·repository·_\x8h_\x8t_\x8t_\x8p_\x8s_\x8:_\x8/_\x8/_\x8w_\x8w_\x8w_\x8._\x8c_\x8s_\x8i_\x8e_\x8._\x8n_\x8t_\x8u_\x8._\x8e_\x8d_\x8u_\x8._\x8t_\x8w_\x8/_\x8~_\x8c_\x8j_\x8l_\x8i_\x8n_\x8/ | 252 | [2]·LIBSVM·binary·datasets·repository·_\x8h_\x8t_\x8t_\x8p_\x8s_\x8:_\x8/_\x8/_\x8w_\x8w_\x8w_\x8._\x8c_\x8s_\x8i_\x8e_\x8._\x8n_\x8t_\x8u_\x8._\x8e_\x8d_\x8u_\x8._\x8t_\x8w_\x8/_\x8~_\x8c_\x8j_\x8l_\x8i_\x8n_\x8/ |
| 253 | _\x8l_\x8i_\x8b_\x8s_\x8v_\x8m_\x8t_\x8o_\x8o_\x8l_\x8s_\x8/_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8s_\x8/_\x8b_\x8i_\x8n_\x8a_\x8r_\x8y_\x8._\x8h_\x8t_\x8m_\x8l | 253 | _\x8l_\x8i_\x8b_\x8s_\x8v_\x8m_\x8t_\x8o_\x8o_\x8l_\x8s_\x8/_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8s_\x8/_\x8b_\x8i_\x8n_\x8a_\x8r_\x8y_\x8._\x8h_\x8t_\x8m_\x8l |
| 254 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0. | 254 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.186·seconds) |
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| 256 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8c_\x8a_\x8l_\x8a_\x8b_\x8l_\x8e_\x8__\x8p_\x8o_\x8l_\x8y_\x8__\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8s_\x8._\x8p_\x8y | 256 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8c_\x8a_\x8l_\x8a_\x8b_\x8l_\x8e_\x8__\x8p_\x8o_\x8l_\x8y_\x8__\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8s_\x8._\x8p_\x8y |
| 257 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8c_\x8a_\x8l_\x8a_\x8b_\x8l_\x8e_\x8__\x8p_\x8o_\x8l_\x8y_\x8__\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8s_\x8._\x8z_\x8i_\x8p | 257 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8c_\x8a_\x8l_\x8a_\x8b_\x8l_\x8e_\x8__\x8p_\x8o_\x8l_\x8y_\x8__\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8s_\x8._\x8z_\x8i_\x8p |
| 258 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 258 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 259 | ©·2007·-·202 | 259 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 313 | </div> | 313 | </div> |
| 314 | </section> | 314 | </section> |
| 315 | ······</div> | 315 | ······</div> |
| 316 | ····<div·class="container"> | 316 | ····<div·class="container"> |
| 317 | ······<footer·class="sk-content-footer"> | 317 | ······<footer·class="sk-content-footer"> |
| 318 | ············©·2007·-·202 | 318 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 319 | ··········<a·href="../../_sources/auto_examples/linear_model/index.rst.txt"·rel="nofollow">Show·this·page·source</a> | 319 | ··········<a·href="../../_sources/auto_examples/linear_model/index.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 320 | ······</footer> | 320 | ······</footer> |
| 321 | ····</div> | 321 | ····</div> |
| 322 | ··</div> | 322 | ··</div> |
| 323 | </div> | 323 | </div> |
| 324 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 324 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 106 | SGD:·convex·loss·functions | 106 | SGD:·convex·loss·functions |
| 107 | _\x8S_\x8p_\x8a_\x8r_\x8s_\x8i_\x8t_\x8y_\x8·_\x8E_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8:_\x8·_\x8F_\x8i_\x8t_\x8t_\x8i_\x8n_\x8g_\x8·_\x8o_\x8n_\x8l_\x8y_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s_\x8·_\x81_\x8·_\x8a_\x8n_\x8d_\x8·_\x82 | 107 | _\x8S_\x8p_\x8a_\x8r_\x8s_\x8i_\x8t_\x8y_\x8·_\x8E_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8:_\x8·_\x8F_\x8i_\x8t_\x8t_\x8i_\x8n_\x8g_\x8·_\x8o_\x8n_\x8l_\x8y_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s_\x8·_\x81_\x8·_\x8a_\x8n_\x8d_\x8·_\x82 |
| 108 | Sparsity·Example:·Fitting·only·features·1·and·2 | 108 | Sparsity·Example:·Fitting·only·features·1·and·2 |
| 109 | _\x8T_\x8h_\x8e_\x8i_\x8l_\x8-_\x8S_\x8e_\x8n_\x8·_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n | 109 | _\x8T_\x8h_\x8e_\x8i_\x8l_\x8-_\x8S_\x8e_\x8n_\x8·_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n |
| 110 | Theil-Sen·Regression | 110 | Theil-Sen·Regression |
| 111 | _\x8T_\x8w_\x8e_\x8e_\x8d_\x8i_\x8e_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8i_\x8n_\x8s_\x8u_\x8r_\x8a_\x8n_\x8c_\x8e_\x8·_\x8c_\x8l_\x8a_\x8i_\x8m_\x8s | 111 | _\x8T_\x8w_\x8e_\x8e_\x8d_\x8i_\x8e_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8i_\x8n_\x8s_\x8u_\x8r_\x8a_\x8n_\x8c_\x8e_\x8·_\x8c_\x8l_\x8a_\x8i_\x8m_\x8s |
| 112 | Tweedie·regression·on·insurance·claims | 112 | Tweedie·regression·on·insurance·claims |
| 113 | ©·2007·-·202 | 113 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 402 | distribution·of·the·query·points.·Notice·that·the·ARD·regression·captures·the | 402 | distribution·of·the·query·points.·Notice·that·the·ARD·regression·captures·the |
| 403 | ground·truth·the·best·when·using·the·default·parameters·in·both·models,·but | 403 | ground·truth·the·best·when·using·the·default·parameters·in·both·models,·but |
| 404 | further·reducing·the·<code·class="docutils·literal·notranslate"><span·class="pre">lambda_init</span></code>·hyperparameter·of·the·Bayesian·Ridge·can | 404 | further·reducing·the·<code·class="docutils·literal·notranslate"><span·class="pre">lambda_init</span></code>·hyperparameter·of·the·Bayesian·Ridge·can |
| 405 | reduce·its·bias·(see·example | 405 | reduce·its·bias·(see·example |
| 406 | <a·class="reference·internal"·href="plot_bayesian_ridge_curvefit.html#sphx-glr-auto-examples-linear-model-plot-bayesian-ridge-curvefit-py"><span·class="std·std-ref">Curve·Fitting·with·Bayesian·Ridge·Regression</span></a>). | 406 | <a·class="reference·internal"·href="plot_bayesian_ridge_curvefit.html#sphx-glr-auto-examples-linear-model-plot-bayesian-ridge-curvefit-py"><span·class="std·std-ref">Curve·Fitting·with·Bayesian·Ridge·Regression</span></a>). |
| 407 | Finally,·due·to·the·intrinsic·limitations·of·a·polynomial·regression,·both | 407 | Finally,·due·to·the·intrinsic·limitations·of·a·polynomial·regression,·both |
| 408 | models·fail·when·extrapolating.</p> | 408 | models·fail·when·extrapolating.</p> |
| 409 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1. | 409 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1.301·seconds)</p> |
| 410 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-ard-py"> | 410 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-ard-py"> |
| 411 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 411 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 412 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/c5d41d4d7d1dab3e49804c2e2c4222e8/plot_ard.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_ard.ipynb</span></code></a></p> | 412 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/c5d41d4d7d1dab3e49804c2e2c4222e8/plot_ard.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_ard.ipynb</span></code></a></p> |
| 413 | </div> | 413 | </div> |
| 414 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 414 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 415 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/892d774326b523935a603b8700193195/plot_ard.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_ard.py</span></code></a></p> | 415 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/892d774326b523935a603b8700193195/plot_ard.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_ard.py</span></code></a></p> |
| 416 | </div> | 416 | </div> |
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| 423 | </section> | 423 | </section> |
| 424 | </section> | 424 | </section> |
| 425 | ······</div> | 425 | ······</div> |
| 426 | ····<div·class="container"> | 426 | ····<div·class="container"> |
| 427 | ······<footer·class="sk-content-footer"> | 427 | ······<footer·class="sk-content-footer"> |
| 428 | ············©·2007·-·202 | 428 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 429 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_ard.rst.txt"·rel="nofollow">Show·this·page·source</a> | 429 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_ard.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 430 | ······</footer> | 430 | ······</footer> |
| 431 | ····</div> | 431 | ····</div> |
| 432 | ··</div> | 432 | ··</div> |
| 433 | </div> | 433 | </div> |
| 434 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 434 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 198 | The·error·bars·represent·one·standard·deviation·of·the·predicted·gaussian | 198 | The·error·bars·represent·one·standard·deviation·of·the·predicted·gaussian |
| 199 | distribution·of·the·query·points.·Notice·that·the·ARD·regression·captures·the | 199 | distribution·of·the·query·points.·Notice·that·the·ARD·regression·captures·the |
| 200 | ground·truth·the·best·when·using·the·default·parameters·in·both·models,·but | 200 | ground·truth·the·best·when·using·the·default·parameters·in·both·models,·but |
| 201 | further·reducing·the·lambda_init·hyperparameter·of·the·Bayesian·Ridge·can | 201 | further·reducing·the·lambda_init·hyperparameter·of·the·Bayesian·Ridge·can |
| 202 | reduce·its·bias·(see·example·_\x8C_\x8u_\x8r_\x8v_\x8e_\x8·_\x8F_\x8i_\x8t_\x8t_\x8i_\x8n_\x8g_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8B_\x8a_\x8y_\x8e_\x8s_\x8i_\x8a_\x8n_\x8·_\x8R_\x8i_\x8d_\x8g_\x8e_\x8·_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n). | 202 | reduce·its·bias·(see·example·_\x8C_\x8u_\x8r_\x8v_\x8e_\x8·_\x8F_\x8i_\x8t_\x8t_\x8i_\x8n_\x8g_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8B_\x8a_\x8y_\x8e_\x8s_\x8i_\x8a_\x8n_\x8·_\x8R_\x8i_\x8d_\x8g_\x8e_\x8·_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n). |
| 203 | Finally,·due·to·the·intrinsic·limitations·of·a·polynomial·regression,·both | 203 | Finally,·due·to·the·intrinsic·limitations·of·a·polynomial·regression,·both |
| 204 | models·fail·when·extrapolating. | 204 | models·fail·when·extrapolating. |
| 205 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1. | 205 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1.301·seconds) |
| 206 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8a_\x8r_\x8d_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 206 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8a_\x8r_\x8d_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 207 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8a_\x8r_\x8d_\x8._\x8p_\x8y | 207 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8a_\x8r_\x8d_\x8._\x8p_\x8y |
| 208 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8a_\x8r_\x8d_\x8._\x8z_\x8i_\x8p | 208 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8a_\x8r_\x8d_\x8._\x8z_\x8i_\x8p |
| 209 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 209 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 210 | ©·2007·-·202 | 210 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 276 | ····<span·class="p">)</span> | 276 | ····<span·class="p">)</span> |
| 277 | ····<span·class="n">ax</span><span·class="o">.</span><span·class="n">text</span><span·class="p">(</span><span·class="mf">0.05</span><span·class="p">,</span>·<span·class="o">-</span><span·class="mf">1.0</span><span·class="p">,</span>·<span·class="n">text</span><span·class="p">,</span>·<span·class="n">fontsize</span><span·class="o">=</span><span·class="mi">12</span><span·class="p">)</span> | 277 | ····<span·class="n">ax</span><span·class="o">.</span><span·class="n">text</span><span·class="p">(</span><span·class="mf">0.05</span><span·class="p">,</span>·<span·class="o">-</span><span·class="mf">1.0</span><span·class="p">,</span>·<span·class="n">text</span><span·class="p">,</span>·<span·class="n">fontsize</span><span·class="o">=</span><span·class="mi">12</span><span·class="p">)</span> |
| 278 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span> | 278 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span> |
| 279 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 279 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 280 | </pre></div> | 280 | </pre></div> |
| 281 | </div> | 281 | </div> |
| 282 | <img·src="../../_images/sphx_glr_plot_bayesian_ridge_curvefit_001.png"·srcset="../../_images/sphx_glr_plot_bayesian_ridge_curvefit_001.png"·alt="$\alpha$_init$=1.90,\·\lambda$_init$=1.0$·(Default),·$\alpha$_init$=1.00,\·\lambda$_init$=0.001$"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0. | 282 | <img·src="../../_images/sphx_glr_plot_bayesian_ridge_curvefit_001.png"·srcset="../../_images/sphx_glr_plot_bayesian_ridge_curvefit_001.png"·alt="$\alpha$_init$=1.90,\·\lambda$_init$=1.0$·(Default),·$\alpha$_init$=1.00,\·\lambda$_init$=0.001$"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.719·seconds)</p> |
| 283 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-bayesian-ridge-curvefit-py"> | 283 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-bayesian-ridge-curvefit-py"> |
| 284 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 284 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 285 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/255cd67462a63d35efce903bdc60d75d/plot_bayesian_ridge_curvefit.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_bayesian_ridge_curvefit.ipynb</span></code></a></p> | 285 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/255cd67462a63d35efce903bdc60d75d/plot_bayesian_ridge_curvefit.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_bayesian_ridge_curvefit.ipynb</span></code></a></p> |
| 286 | </div> | 286 | </div> |
| 287 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 287 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 288 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/3e3e33acc340cbabe46e148ccc4c89cb/plot_bayesian_ridge_curvefit.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_bayesian_ridge_curvefit.py</span></code></a></p> | 288 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/3e3e33acc340cbabe46e148ccc4c89cb/plot_bayesian_ridge_curvefit.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_bayesian_ridge_curvefit.py</span></code></a></p> |
| 289 | </div> | 289 | </div> |
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| 296 | </section> | 296 | </section> |
| 297 | </section> | 297 | </section> |
| 298 | ······</div> | 298 | ······</div> |
| 299 | ····<div·class="container"> | 299 | ····<div·class="container"> |
| 300 | ······<footer·class="sk-content-footer"> | 300 | ······<footer·class="sk-content-footer"> |
| 301 | ············©·2007·-·202 | 301 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 302 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_bayesian_ridge_curvefit.rst.txt"·rel="nofollow">Show·this·page·source</a> | 302 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_bayesian_ridge_curvefit.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 303 | ······</footer> | 303 | ······</footer> |
| 304 | ····</div> | 304 | ····</div> |
| 305 | ··</div> | 305 | ··</div> |
| 306 | </div> | 306 | </div> |
| 307 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 307 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 103 | ····) | 103 | ····) |
| 104 | ····ax.text(0.05,·-1.0,·text,·fontsize=12) | 104 | ····ax.text(0.05,·-1.0,·text,·fontsize=12) |
| 105 | plt.tight_layout() | 105 | plt.tight_layout() |
| 106 | plt.show() | 106 | plt.show() |
| 107 | [$\alpha$_init$=1.90,\·\lambda$_init$=1.0$·(Default),·$\alpha$_init$=1.00,\ | 107 | [$\alpha$_init$=1.90,\·\lambda$_init$=1.0$·(Default),·$\alpha$_init$=1.00,\ |
| 108 | \lambda$_init$=0.001$] | 108 | \lambda$_init$=0.001$] |
| 109 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0. | 109 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.719·seconds) |
| 110 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8b_\x8a_\x8y_\x8e_\x8s_\x8i_\x8a_\x8n_\x8__\x8r_\x8i_\x8d_\x8g_\x8e_\x8__\x8c_\x8u_\x8r_\x8v_\x8e_\x8f_\x8i_\x8t_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 110 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8b_\x8a_\x8y_\x8e_\x8s_\x8i_\x8a_\x8n_\x8__\x8r_\x8i_\x8d_\x8g_\x8e_\x8__\x8c_\x8u_\x8r_\x8v_\x8e_\x8f_\x8i_\x8t_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 111 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8b_\x8a_\x8y_\x8e_\x8s_\x8i_\x8a_\x8n_\x8__\x8r_\x8i_\x8d_\x8g_\x8e_\x8__\x8c_\x8u_\x8r_\x8v_\x8e_\x8f_\x8i_\x8t_\x8._\x8p_\x8y | 111 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8b_\x8a_\x8y_\x8e_\x8s_\x8i_\x8a_\x8n_\x8__\x8r_\x8i_\x8d_\x8g_\x8e_\x8__\x8c_\x8u_\x8r_\x8v_\x8e_\x8f_\x8i_\x8t_\x8._\x8p_\x8y |
| 112 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8b_\x8a_\x8y_\x8e_\x8s_\x8i_\x8a_\x8n_\x8__\x8r_\x8i_\x8d_\x8g_\x8e_\x8__\x8c_\x8u_\x8r_\x8v_\x8e_\x8f_\x8i_\x8t_\x8._\x8z_\x8i_\x8p | 112 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8b_\x8a_\x8y_\x8e_\x8s_\x8i_\x8a_\x8n_\x8__\x8r_\x8i_\x8d_\x8g_\x8e_\x8__\x8c_\x8u_\x8r_\x8v_\x8e_\x8f_\x8i_\x8t_\x8._\x8z_\x8i_\x8p |
| 113 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 113 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 114 | ©·2007·-·202 | 114 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 672 | ·······[-3.53959628e+02,··7.47987268e+01,··6.66670169e+02,·..., | 672 | ·······[-3.53959628e+02,··7.47987268e+01,··6.66670169e+02,·..., |
| 673 | ········-4.58195950e+02,··9.98350372e+04,··5.60836363e+02], | 673 | ········-4.58195950e+02,··9.98350372e+04,··5.60836363e+02], |
| 674 | ·······[-1.67451144e+02,·-5.76195467e+02,··2.65799352e+02,·..., | 674 | ·······[-1.67451144e+02,·-5.76195467e+02,··2.65799352e+02,·..., |
| 675 | ········-1.58667835e+02,··5.60836363e+02,··1.00911944e+05]], | 675 | ········-1.58667835e+02,··5.60836363e+02,··1.00911944e+05]], |
| 676 | ······shape=(100,·100)))</pre></div>·</div></div></div></div> | 676 | ······shape=(100,·100)))</pre></div>·</div></div></div></div> |
| 677 | </div> | 677 | </div> |
| 678 | <br·/> | 678 | <br·/> |
| 679 | <br·/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes· | 679 | <br·/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·3.194·seconds)</p> |
| 680 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-elastic-net-precomputed-gram-matrix-with-weighted-samples-py"> | 680 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-elastic-net-precomputed-gram-matrix-with-weighted-samples-py"> |
| 681 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 681 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 682 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/1054d40caffbd65c52b20dac784c7c5c/plot_elastic_net_precomputed_gram_matrix_with_weighted_samples.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_elastic_net_precomputed_gram_matrix_with_weighted_samples.ipynb</span></code></a></p> | 682 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/1054d40caffbd65c52b20dac784c7c5c/plot_elastic_net_precomputed_gram_matrix_with_weighted_samples.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_elastic_net_precomputed_gram_matrix_with_weighted_samples.ipynb</span></code></a></p> |
| 683 | </div> | 683 | </div> |
| 684 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 684 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 685 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/c50f4529d4a653ccd8d5117ec9300975/plot_elastic_net_precomputed_gram_matrix_with_weighted_samples.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_elastic_net_precomputed_gram_matrix_with_weighted_samples.py</span></code></a></p> | 685 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/c50f4529d4a653ccd8d5117ec9300975/plot_elastic_net_precomputed_gram_matrix_with_weighted_samples.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_elastic_net_precomputed_gram_matrix_with_weighted_samples.py</span></code></a></p> |
| 686 | </div> | 686 | </div> |
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| 691 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 691 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 692 | </section> | 692 | </section> |
| 693 | ······</div> | 693 | ······</div> |
| 694 | ····<div·class="container"> | 694 | ····<div·class="container"> |
| 695 | ······<footer·class="sk-content-footer"> | 695 | ······<footer·class="sk-content-footer"> |
| 696 | ············©·2007·-·202 | 696 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 697 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_elastic_net_precomputed_gram_matrix_with_weighted_samples.rst.txt"·rel="nofollow">Show·this·page·source</a> | 697 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_elastic_net_precomputed_gram_matrix_with_weighted_samples.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 698 | ······</footer> | 698 | ······</footer> |
| 699 | ····</div> | 699 | ····</div> |
| 700 | ··</div> | 700 | ··</div> |
| 701 | </div> | 701 | </div> |
| 702 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 702 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 106 | ·······[-1.67451144e+02,·-5.76195467e+02,··2.65799352e+02,·..., | 106 | ·······[-1.67451144e+02,·-5.76195467e+02,··2.65799352e+02,·..., |
| 107 | ········-1.58667835e+02,··5.60836363e+02,··1.00911944e+05]], | 107 | ········-1.58667835e+02,··5.60836363e+02,··1.00911944e+05]], |
| 108 | ······shape=(100,·100))) | 108 | ······shape=(100,·100))) |
| 109 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes· | 109 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·3.194·seconds) |
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| 112 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8: | 112 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8: |
| 113 | _\x8p_\x8l_\x8o_\x8t_\x8__\x8e_\x8l_\x8a_\x8s_\x8t_\x8i_\x8c_\x8__\x8n_\x8e_\x8t_\x8__\x8p_\x8r_\x8e_\x8c_\x8o_\x8m_\x8p_\x8u_\x8t_\x8e_\x8d_\x8__\x8g_\x8r_\x8a_\x8m_\x8__\x8m_\x8a_\x8t_\x8r_\x8i_\x8x_\x8__\x8w_\x8i_\x8t_\x8h_\x8__\x8w_\x8e_\x8i_\x8g_\x8h_\x8t_\x8e_\x8d_\x8__\x8s_\x8a_\x8m_\x8p_\x8l_\x8e_\x8s_\x8._\x8p_\x8y | 113 | _\x8p_\x8l_\x8o_\x8t_\x8__\x8e_\x8l_\x8a_\x8s_\x8t_\x8i_\x8c_\x8__\x8n_\x8e_\x8t_\x8__\x8p_\x8r_\x8e_\x8c_\x8o_\x8m_\x8p_\x8u_\x8t_\x8e_\x8d_\x8__\x8g_\x8r_\x8a_\x8m_\x8__\x8m_\x8a_\x8t_\x8r_\x8i_\x8x_\x8__\x8w_\x8i_\x8t_\x8h_\x8__\x8w_\x8e_\x8i_\x8g_\x8h_\x8t_\x8e_\x8d_\x8__\x8s_\x8a_\x8m_\x8p_\x8l_\x8e_\x8s_\x8._\x8p_\x8y |
| 114 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8: | 114 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8: |
| 115 | _\x8p_\x8l_\x8o_\x8t_\x8__\x8e_\x8l_\x8a_\x8s_\x8t_\x8i_\x8c_\x8__\x8n_\x8e_\x8t_\x8__\x8p_\x8r_\x8e_\x8c_\x8o_\x8m_\x8p_\x8u_\x8t_\x8e_\x8d_\x8__\x8g_\x8r_\x8a_\x8m_\x8__\x8m_\x8a_\x8t_\x8r_\x8i_\x8x_\x8__\x8w_\x8i_\x8t_\x8h_\x8__\x8w_\x8e_\x8i_\x8g_\x8h_\x8t_\x8e_\x8d_\x8__\x8s_\x8a_\x8m_\x8p_\x8l_\x8e_\x8s_\x8._\x8z_\x8i_\x8p | 115 | _\x8p_\x8l_\x8o_\x8t_\x8__\x8e_\x8l_\x8a_\x8s_\x8t_\x8i_\x8c_\x8__\x8n_\x8e_\x8t_\x8__\x8p_\x8r_\x8e_\x8c_\x8o_\x8m_\x8p_\x8u_\x8t_\x8e_\x8d_\x8__\x8g_\x8r_\x8a_\x8m_\x8__\x8m_\x8a_\x8t_\x8r_\x8i_\x8x_\x8__\x8w_\x8i_\x8t_\x8h_\x8__\x8w_\x8e_\x8i_\x8g_\x8h_\x8t_\x8e_\x8d_\x8__\x8s_\x8a_\x8m_\x8p_\x8l_\x8e_\x8s_\x8._\x8z_\x8i_\x8p |
| 116 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 116 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 117 | ©·2007·-·202 | 117 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 246 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"Comparison·of·HuberRegressor·vs·Ridge"</span><span·class="p">)</span> | 246 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"Comparison·of·HuberRegressor·vs·Ridge"</span><span·class="p">)</span> |
| 247 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xlabel</span><span·class="p">(</span><span·class="s2">"X"</span><span·class="p">)</span> | 247 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xlabel</span><span·class="p">(</span><span·class="s2">"X"</span><span·class="p">)</span> |
| 248 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylabel</span><span·class="p">(</span><span·class="s2">"y"</span><span·class="p">)</span> | 248 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylabel</span><span·class="p">(</span><span·class="s2">"y"</span><span·class="p">)</span> |
| 249 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span><span·class="n">loc</span><span·class="o">=</span><span·class="mi">0</span><span·class="p">)</span> | 249 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span><span·class="n">loc</span><span·class="o">=</span><span·class="mi">0</span><span·class="p">)</span> |
| 250 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 250 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 251 | </pre></div> | 251 | </pre></div> |
| 252 | </div> | 252 | </div> |
| 253 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.1 | 253 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.174·seconds)</p> |
| 254 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-huber-vs-ridge-py"> | 254 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-huber-vs-ridge-py"> |
| 255 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 255 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 256 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/c6a456b2390718e4dc79945608262e0b/plot_huber_vs_ridge.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_huber_vs_ridge.ipynb</span></code></a></p> | 256 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/c6a456b2390718e4dc79945608262e0b/plot_huber_vs_ridge.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_huber_vs_ridge.ipynb</span></code></a></p> |
| 257 | </div> | 257 | </div> |
| 258 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 258 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 259 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/9676f328f9e6c3e55f218a33cea5586f/plot_huber_vs_ridge.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_huber_vs_ridge.py</span></code></a></p> | 259 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/9676f328f9e6c3e55f218a33cea5586f/plot_huber_vs_ridge.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_huber_vs_ridge.py</span></code></a></p> |
| 260 | </div> | 260 | </div> |
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| 265 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 265 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 266 | </section> | 266 | </section> |
| 267 | ······</div> | 267 | ······</div> |
| 268 | ····<div·class="container"> | 268 | ····<div·class="container"> |
| 269 | ······<footer·class="sk-content-footer"> | 269 | ······<footer·class="sk-content-footer"> |
| 270 | ············©·2007·-·202 | 270 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 271 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_huber_vs_ridge.rst.txt"·rel="nofollow">Show·this·page·source</a> | 271 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_huber_vs_ridge.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 272 | ······</footer> | 272 | ······</footer> |
| 273 | ····</div> | 273 | ····</div> |
| 274 | ··</div> | 274 | ··</div> |
| 275 | </div> | 275 | </div> |
| 276 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 276 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 83 | plt.plot(x,·coef_,·"g-",·label="ridge·regression") | 83 | plt.plot(x,·coef_,·"g-",·label="ridge·regression") |
| 84 | plt.title("Comparison·of·HuberRegressor·vs·Ridge") | 84 | plt.title("Comparison·of·HuberRegressor·vs·Ridge") |
| 85 | plt.xlabel("X") | 85 | plt.xlabel("X") |
| 86 | plt.ylabel("y") | 86 | plt.ylabel("y") |
| 87 | plt.legend(loc=0) | 87 | plt.legend(loc=0) |
| 88 | plt.show() | 88 | plt.show() |
| 89 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.1 | 89 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.174·seconds) |
| 90 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8h_\x8u_\x8b_\x8e_\x8r_\x8__\x8v_\x8s_\x8__\x8r_\x8i_\x8d_\x8g_\x8e_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 90 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8h_\x8u_\x8b_\x8e_\x8r_\x8__\x8v_\x8s_\x8__\x8r_\x8i_\x8d_\x8g_\x8e_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 91 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8h_\x8u_\x8b_\x8e_\x8r_\x8__\x8v_\x8s_\x8__\x8r_\x8i_\x8d_\x8g_\x8e_\x8._\x8p_\x8y | 91 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8h_\x8u_\x8b_\x8e_\x8r_\x8__\x8v_\x8s_\x8__\x8r_\x8i_\x8d_\x8g_\x8e_\x8._\x8p_\x8y |
| 92 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8h_\x8u_\x8b_\x8e_\x8r_\x8__\x8v_\x8s_\x8__\x8r_\x8i_\x8d_\x8g_\x8e_\x8._\x8z_\x8i_\x8p | 92 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8h_\x8u_\x8b_\x8e_\x8r_\x8__\x8v_\x8s_\x8__\x8r_\x8i_\x8d_\x8g_\x8e_\x8._\x8z_\x8i_\x8p |
| 93 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 93 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 94 | ©·2007·-·202 | 94 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 235 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xticks</span><span·class="p">(())</span> | 235 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xticks</span><span·class="p">(())</span> |
| 236 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">yticks</span><span·class="p">(())</span> | 236 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">yticks</span><span·class="p">(())</span> |
| 237 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 237 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 238 | </pre></div> | 238 | </pre></div> |
| 239 | </div> | 239 | </div> |
| 240 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0. | 240 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.132·seconds)</p> |
| 241 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-iris-logistic-py"> | 241 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-iris-logistic-py"> |
| 242 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 242 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 243 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/557dc086a33038b608833f8490e00a43/plot_iris_logistic.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_iris_logistic.ipynb</span></code></a></p> | 243 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/557dc086a33038b608833f8490e00a43/plot_iris_logistic.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_iris_logistic.ipynb</span></code></a></p> |
| 244 | </div> | 244 | </div> |
| 245 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 245 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 246 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/8597aee4ffb052082e2e71a7496b7ee0/plot_iris_logistic.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_iris_logistic.py</span></code></a></p> | 246 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/8597aee4ffb052082e2e71a7496b7ee0/plot_iris_logistic.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_iris_logistic.py</span></code></a></p> |
| 247 | </div> | 247 | </div> |
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| 254 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 254 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 255 | </section> | 255 | </section> |
| 256 | ······</div> | 256 | ······</div> |
| 257 | ····<div·class="container"> | 257 | ····<div·class="container"> |
| 258 | ······<footer·class="sk-content-footer"> | 258 | ······<footer·class="sk-content-footer"> |
| 259 | ············©·2007·-·202 | 259 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 260 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_iris_logistic.rst.txt"·rel="nofollow">Show·this·page·source</a> | 260 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_iris_logistic.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 262 | ····</div> | 262 | ····</div> |
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| 264 | </div> | 264 | </div> |
| 265 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 265 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 72 | plt.scatter(X[:,·0],·X[:,·1],·c=Y,·edgecolors="k",·cmap=plt.cm.Paired) | 72 | plt.scatter(X[:,·0],·X[:,·1],·c=Y,·edgecolors="k",·cmap=plt.cm.Paired) |
| 73 | plt.xticks(()) | 73 | plt.xticks(()) |
| 74 | plt.yticks(()) | 74 | plt.yticks(()) |
| 75 | plt.show() | 75 | plt.show() |
| 76 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0. | 76 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.132·seconds) |
| 77 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8r_\x8i_\x8s_\x8__\x8l_\x8o_\x8g_\x8i_\x8s_\x8t_\x8i_\x8c_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 77 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8r_\x8i_\x8s_\x8__\x8l_\x8o_\x8g_\x8i_\x8s_\x8t_\x8i_\x8c_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 78 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8r_\x8i_\x8s_\x8__\x8l_\x8o_\x8g_\x8i_\x8s_\x8t_\x8i_\x8c_\x8._\x8p_\x8y | 78 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8r_\x8i_\x8s_\x8__\x8l_\x8o_\x8g_\x8i_\x8s_\x8t_\x8i_\x8c_\x8._\x8p_\x8y |
| 79 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8r_\x8i_\x8s_\x8__\x8l_\x8o_\x8g_\x8i_\x8s_\x8t_\x8i_\x8c_\x8._\x8z_\x8i_\x8p | 79 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8r_\x8i_\x8s_\x8__\x8l_\x8o_\x8g_\x8i_\x8s_\x8t_\x8i_\x8c_\x8._\x8z_\x8i_\x8p |
| 80 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 80 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 81 | ©·2007·-·202 | 81 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 316 | <span·class="nb">print</span><span·class="p">(</span><span·class="sa">f</span><span·class="s2">"Lasso·fit·done·in·</span><span·class="si">{</span><span·class="p">(</span><span·class="n">time</span><span·class="p">()</span><span·class="w">·</span><span·class="o">-</span><span·class="w">·</span><span·class="n">t0</span><span·class="p">)</span><span·class="si">:</span><span·class="s2">.3f</span><span·class="si">}</span><span·class="s2">s"</span><span·class="p">)</span> | 316 | <span·class="nb">print</span><span·class="p">(</span><span·class="sa">f</span><span·class="s2">"Lasso·fit·done·in·</span><span·class="si">{</span><span·class="p">(</span><span·class="n">time</span><span·class="p">()</span><span·class="w">·</span><span·class="o">-</span><span·class="w">·</span><span·class="n">t0</span><span·class="p">)</span><span·class="si">:</span><span·class="s2">.3f</span><span·class="si">}</span><span·class="s2">s"</span><span·class="p">)</span> |
| 317 | <span·class="n">y_pred_lasso</span>·<span·class="o">=</span>·<span·class="n">lasso</span><span·class="o">.</span><span·class="n">predict</span><span·class="p">(</span><span·class="n">X_test</span><span·class="p">)</span> | 317 | <span·class="n">y_pred_lasso</span>·<span·class="o">=</span>·<span·class="n">lasso</span><span·class="o">.</span><span·class="n">predict</span><span·class="p">(</span><span·class="n">X_test</span><span·class="p">)</span> |
| 318 | <span·class="n">r2_score_lasso</span>·<span·class="o">=</span>·<span·class="n">r2_score</span><span·class="p">(</span><span·class="n">y_test</span><span·class="p">,</span>·<span·class="n">y_pred_lasso</span><span·class="p">)</span> | 318 | <span·class="n">r2_score_lasso</span>·<span·class="o">=</span>·<span·class="n">r2_score</span><span·class="p">(</span><span·class="n">y_test</span><span·class="p">,</span>·<span·class="n">y_pred_lasso</span><span·class="p">)</span> |
| 319 | <span·class="nb">print</span><span·class="p">(</span><span·class="sa">f</span><span·class="s2">"Lasso·r^2·on·test·data·:·</span><span·class="si">{</span><span·class="n">r2_score_lasso</span><span·class="si">:</span><span·class="s2">.3f</span><span·class="si">}</span><span·class="s2">"</span><span·class="p">)</span> | 319 | <span·class="nb">print</span><span·class="p">(</span><span·class="sa">f</span><span·class="s2">"Lasso·r^2·on·test·data·:·</span><span·class="si">{</span><span·class="n">r2_score_lasso</span><span·class="si">:</span><span·class="s2">.3f</span><span·class="si">}</span><span·class="s2">"</span><span·class="p">)</span> |
| 320 | </pre></div> | 320 | </pre></div> |
| 321 | </div> | 321 | </div> |
| 322 | <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>Lasso·fit·done·in·0.00 | 322 | <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>Lasso·fit·done·in·0.002s |
| 323 | Lasso·r^2·on·test·data·:·0.480 | 323 | Lasso·r^2·on·test·data·:·0.480 |
| 324 | </pre></div> | 324 | </pre></div> |
| 325 | </div> | 325 | </div> |
| 326 | </section> | 326 | </section> |
| 327 | <section·id="automatic-relevance-determination-ard"> | 327 | <section·id="automatic-relevance-determination-ard"> |
| 328 | <h2>Automatic·Relevance·Determination·(ARD)<a·class="headerlink"·href="#automatic-relevance-determination-ard"·title="Link·to·this·heading">¶</a></h2> | 328 | <h2>Automatic·Relevance·Determination·(ARD)<a·class="headerlink"·href="#automatic-relevance-determination-ard"·title="Link·to·this·heading">¶</a></h2> |
| 329 | <p>An·ARD·regression·is·the·bayesian·version·of·the·Lasso.·It·can·produce | 329 | <p>An·ARD·regression·is·the·bayesian·version·of·the·Lasso.·It·can·produce |
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| 340 | <span·class="nb">print</span><span·class="p">(</span><span·class="sa">f</span><span·class="s2">"ARD·fit·done·in·</span><span·class="si">{</span><span·class="p">(</span><span·class="n">time</span><span·class="p">()</span><span·class="w">·</span><span·class="o">-</span><span·class="w">·</span><span·class="n">t0</span><span·class="p">)</span><span·class="si">:</span><span·class="s2">.3f</span><span·class="si">}</span><span·class="s2">s"</span><span·class="p">)</span> | 340 | <span·class="nb">print</span><span·class="p">(</span><span·class="sa">f</span><span·class="s2">"ARD·fit·done·in·</span><span·class="si">{</span><span·class="p">(</span><span·class="n">time</span><span·class="p">()</span><span·class="w">·</span><span·class="o">-</span><span·class="w">·</span><span·class="n">t0</span><span·class="p">)</span><span·class="si">:</span><span·class="s2">.3f</span><span·class="si">}</span><span·class="s2">s"</span><span·class="p">)</span> |
| 341 | <span·class="n">y_pred_ard</span>·<span·class="o">=</span>·<span·class="n">ard</span><span·class="o">.</span><span·class="n">predict</span><span·class="p">(</span><span·class="n">X_test</span><span·class="p">)</span> | 341 | <span·class="n">y_pred_ard</span>·<span·class="o">=</span>·<span·class="n">ard</span><span·class="o">.</span><span·class="n">predict</span><span·class="p">(</span><span·class="n">X_test</span><span·class="p">)</span> |
| 342 | <span·class="n">r2_score_ard</span>·<span·class="o">=</span>·<span·class="n">r2_score</span><span·class="p">(</span><span·class="n">y_test</span><span·class="p">,</span>·<span·class="n">y_pred_ard</span><span·class="p">)</span> | 342 | <span·class="n">r2_score_ard</span>·<span·class="o">=</span>·<span·class="n">r2_score</span><span·class="p">(</span><span·class="n">y_test</span><span·class="p">,</span>·<span·class="n">y_pred_ard</span><span·class="p">)</span> |
| 343 | <span·class="nb">print</span><span·class="p">(</span><span·class="sa">f</span><span·class="s2">"ARD·r^2·on·test·data·:·</span><span·class="si">{</span><span·class="n">r2_score_ard</span><span·class="si">:</span><span·class="s2">.3f</span><span·class="si">}</span><span·class="s2">"</span><span·class="p">)</span> | 343 | <span·class="nb">print</span><span·class="p">(</span><span·class="sa">f</span><span·class="s2">"ARD·r^2·on·test·data·:·</span><span·class="si">{</span><span·class="n">r2_score_ard</span><span·class="si">:</span><span·class="s2">.3f</span><span·class="si">}</span><span·class="s2">"</span><span·class="p">)</span> |
| 344 | </pre></div> | 344 | </pre></div> |
| 345 | </div> | 345 | </div> |
| 346 | <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>ARD·fit·done·in·0.1 | 346 | <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>ARD·fit·done·in·0.183s |
| 347 | ARD·r^2·on·test·data·:·0.542 | 347 | ARD·r^2·on·test·data·:·0.542 |
| 348 | </pre></div> | 348 | </pre></div> |
| 349 | </div> | 349 | </div> |
| 350 | </section> | 350 | </section> |
| 351 | <section·id="elasticnet"> | 351 | <section·id="elasticnet"> |
| 352 | <h2>ElasticNet<a·class="headerlink"·href="#elasticnet"·title="Link·to·this·heading">¶</a></h2> | 352 | <h2>ElasticNet<a·class="headerlink"·href="#elasticnet"·title="Link·to·this·heading">¶</a></h2> |
| 353 | <p><a·class="reference·internal"·href="../../modules/generated/sklearn.linear_model.ElasticNet.html#sklearn.linear_model.ElasticNet"·title="sklearn.linear_model.ElasticNet"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">ElasticNet</span></code></a>·is·a·middle·ground·between | 353 | <p><a·class="reference·internal"·href="../../modules/generated/sklearn.linear_model.ElasticNet.html#sklearn.linear_model.ElasticNet"·title="sklearn.linear_model.ElasticNet"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">ElasticNet</span></code></a>·is·a·middle·ground·between |
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| 370 | <span·class="nb">print</span><span·class="p">(</span><span·class="sa">f</span><span·class="s2">"ElasticNet·fit·done·in·</span><span·class="si">{</span><span·class="p">(</span><span·class="n">time</span><span·class="p">()</span><span·class="w">·</span><span·class="o">-</span><span·class="w">·</span><span·class="n">t0</span><span·class="p">)</span><span·class="si">:</span><span·class="s2">.3f</span><span·class="si">}</span><span·class="s2">s"</span><span·class="p">)</span> | 370 | <span·class="nb">print</span><span·class="p">(</span><span·class="sa">f</span><span·class="s2">"ElasticNet·fit·done·in·</span><span·class="si">{</span><span·class="p">(</span><span·class="n">time</span><span·class="p">()</span><span·class="w">·</span><span·class="o">-</span><span·class="w">·</span><span·class="n">t0</span><span·class="p">)</span><span·class="si">:</span><span·class="s2">.3f</span><span·class="si">}</span><span·class="s2">s"</span><span·class="p">)</span> |
| 371 | <span·class="n">y_pred_enet</span>·<span·class="o">=</span>·<span·class="n">enet</span><span·class="o">.</span><span·class="n">predict</span><span·class="p">(</span><span·class="n">X_test</span><span·class="p">)</span> | 371 | <span·class="n">y_pred_enet</span>·<span·class="o">=</span>·<span·class="n">enet</span><span·class="o">.</span><span·class="n">predict</span><span·class="p">(</span><span·class="n">X_test</span><span·class="p">)</span> |
| 372 | <span·class="n">r2_score_enet</span>·<span·class="o">=</span>·<span·class="n">r2_score</span><span·class="p">(</span><span·class="n">y_test</span><span·class="p">,</span>·<span·class="n">y_pred_enet</span><span·class="p">)</span> | 372 | <span·class="n">r2_score_enet</span>·<span·class="o">=</span>·<span·class="n">r2_score</span><span·class="p">(</span><span·class="n">y_test</span><span·class="p">,</span>·<span·class="n">y_pred_enet</span><span·class="p">)</span> |
| 373 | <span·class="nb">print</span><span·class="p">(</span><span·class="sa">f</span><span·class="s2">"ElasticNet·r^2·on·test·data·:·</span><span·class="si">{</span><span·class="n">r2_score_enet</span><span·class="si">:</span><span·class="s2">.3f</span><span·class="si">}</span><span·class="s2">"</span><span·class="p">)</span> | 373 | <span·class="nb">print</span><span·class="p">(</span><span·class="sa">f</span><span·class="s2">"ElasticNet·r^2·on·test·data·:·</span><span·class="si">{</span><span·class="n">r2_score_enet</span><span·class="si">:</span><span·class="s2">.3f</span><span·class="si">}</span><span·class="s2">"</span><span·class="p">)</span> |
| 374 | </pre></div> | 374 | </pre></div> |
| 375 | </div> | 375 | </div> |
| 376 | <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>ElasticNet·fit·done·in·0.00 | 376 | <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>ElasticNet·fit·done·in·0.002s |
| 377 | ElasticNet·r^2·on·test·data·:·0.636 | 377 | ElasticNet·r^2·on·test·data·:·0.636 |
| 378 | </pre></div> | 378 | </pre></div> |
| 379 | </div> | 379 | </div> |
| 380 | </section> | 380 | </section> |
| 381 | <section·id="plot-and-analysis-of-the-results"> | 381 | <section·id="plot-and-analysis-of-the-results"> |
| 382 | <h2>Plot·and·analysis·of·the·results<a·class="headerlink"·href="#plot-and-analysis-of-the-results"·title="Link·to·this·heading">¶</a></h2> | 382 | <h2>Plot·and·analysis·of·the·results<a·class="headerlink"·href="#plot-and-analysis-of-the-results"·title="Link·to·this·heading">¶</a></h2> |
| 383 | <p>In·this·section,·we·use·a·heatmap·to·visualize·the·sparsity·of·the·true | 383 | <p>In·this·section,·we·use·a·heatmap·to·visualize·the·sparsity·of·the·true |
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| 447 | <span·class="label"><span·class="fn-bracket">[</span><a·role="doc-backlink"·href="#id1">1</a><span·class="fn-bracket">]</span></span> | 447 | <span·class="label"><span·class="fn-bracket">[</span><a·role="doc-backlink"·href="#id1">1</a><span·class="fn-bracket">]</span></span> |
| 448 | <p><a·class="reference·external"·href="https://doi.org/10.1214/07-AOS582">“Lasso-type·recovery·of·sparse·representations·for | 448 | <p><a·class="reference·external"·href="https://doi.org/10.1214/07-AOS582">“Lasso-type·recovery·of·sparse·representations·for |
| 449 | high-dimensional·data”·N.·Meinshausen,·B.·Yu·-·The·Annals·of·Statistics | 449 | high-dimensional·data”·N.·Meinshausen,·B.·Yu·-·The·Annals·of·Statistics |
| 450 | 2009,·Vol.·37,·No.·1,·246-270</a></p> | 450 | 2009,·Vol.·37,·No.·1,·246-270</a></p> |
| 451 | </aside> | 451 | </aside> |
| 452 | </aside> | 452 | </aside> |
| 453 | </div></blockquote> | 453 | </div></blockquote> |
| 454 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0. | 454 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.914·seconds)</p> |
| 455 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-lasso-and-elasticnet-py"> | 455 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-lasso-and-elasticnet-py"> |
| 456 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 456 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 457 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/6cd2f23417e24a8a2a445c34f1b57930/plot_lasso_and_elasticnet.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_lasso_and_elasticnet.ipynb</span></code></a></p> | 457 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/6cd2f23417e24a8a2a445c34f1b57930/plot_lasso_and_elasticnet.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_lasso_and_elasticnet.ipynb</span></code></a></p> |
| 458 | </div> | 458 | </div> |
| 459 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 459 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 460 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/3d58721191491072eecc520f0a45cdb3/plot_lasso_and_elasticnet.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_lasso_and_elasticnet.py</span></code></a></p> | 460 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/3d58721191491072eecc520f0a45cdb3/plot_lasso_and_elasticnet.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_lasso_and_elasticnet.py</span></code></a></p> |
| 461 | </div> | 461 | </div> |
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| 467 | </section> | 467 | </section> |
| 468 | </section> | 468 | </section> |
| 469 | ······</div> | 469 | ······</div> |
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| 472 | ············©·2007·-·202 | 472 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 473 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_lasso_and_elasticnet.rst.txt"·rel="nofollow">Show·this·page·source</a> | 473 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_lasso_and_elasticnet.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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4.22 KB
| Offset 130, 15 lines modified | Offset 130, 15 lines modified | ||
| 130 | t0·=·time() | 130 | t0·=·time() |
| 131 | lasso·=·Lasso(alpha=0.14).fit(X_train,·y_train) | 131 | lasso·=·Lasso(alpha=0.14).fit(X_train,·y_train) |
| 132 | print(f"Lasso·fit·done·in·{(time()·-·t0):.3f}s") | 132 | print(f"Lasso·fit·done·in·{(time()·-·t0):.3f}s") |
| 133 | y_pred_lasso·=·lasso.predict(X_test) | 133 | y_pred_lasso·=·lasso.predict(X_test) |
| 134 | r2_score_lasso·=·r2_score(y_test,·y_pred_lasso) | 134 | r2_score_lasso·=·r2_score(y_test,·y_pred_lasso) |
| 135 | print(f"Lasso·r^2·on·test·data·:·{r2_score_lasso:.3f}") | 135 | print(f"Lasso·r^2·on·test·data·:·{r2_score_lasso:.3f}") |
| 136 | Lasso·fit·done·in·0.00 | 136 | Lasso·fit·done·in·0.002s |
| 137 | Lasso·r^2·on·test·data·:·0.480 | 137 | Lasso·r^2·on·test·data·:·0.480 |
| 138 | *\x8**\x8**\x8**\x8**\x8*·A\x8Au\x8ut\x8to\x8om\x8ma\x8at\x8ti\x8ic\x8c·R\x8Re\x8el\x8le\x8ev\x8va\x8an\x8nc\x8ce\x8e·D\x8De\x8et\x8te\x8er\x8rm\x8mi\x8in\x8na\x8at\x8ti\x8io\x8on\x8n·(\x8(A\x8AR\x8RD\x8D)\x8)_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 138 | *\x8**\x8**\x8**\x8**\x8*·A\x8Au\x8ut\x8to\x8om\x8ma\x8at\x8ti\x8ic\x8c·R\x8Re\x8el\x8le\x8ev\x8va\x8an\x8nc\x8ce\x8e·D\x8De\x8et\x8te\x8er\x8rm\x8mi\x8in\x8na\x8at\x8ti\x8io\x8on\x8n·(\x8(A\x8AR\x8RD\x8D)\x8)_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 139 | An·ARD·regression·is·the·bayesian·version·of·the·Lasso.·It·can·produce·interval | 139 | An·ARD·regression·is·the·bayesian·version·of·the·Lasso.·It·can·produce·interval |
| 140 | estimates·for·all·of·the·parameters,·including·the·error·variance,·if·required. | 140 | estimates·for·all·of·the·parameters,·including·the·error·variance,·if·required. |
| 141 | It·is·a·suitable·option·when·the·signals·have·gaussian·noise.·See·the·example | 141 | It·is·a·suitable·option·when·the·signals·have·gaussian·noise.·See·the·example |
| 142 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8L_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8B_\x8a_\x8y_\x8e_\x8s_\x8i_\x8a_\x8n_\x8·_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8o_\x8r_\x8s·for·a·comparison·of·_\x8A_\x8R_\x8D_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n·and | 142 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8L_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8B_\x8a_\x8y_\x8e_\x8s_\x8i_\x8a_\x8n_\x8·_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8o_\x8r_\x8s·for·a·comparison·of·_\x8A_\x8R_\x8D_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n·and |
| 143 | _\x8B_\x8a_\x8y_\x8e_\x8s_\x8i_\x8a_\x8n_\x8R_\x8i_\x8d_\x8g_\x8e·regressors. | 143 | _\x8B_\x8a_\x8y_\x8e_\x8s_\x8i_\x8a_\x8n_\x8R_\x8i_\x8d_\x8g_\x8e·regressors. |
| Offset 147, 15 lines modified | Offset 147, 15 lines modified | ||
| 147 | t0·=·time() | 147 | t0·=·time() |
| 148 | ard·=·ARDRegression().fit(X_train,·y_train) | 148 | ard·=·ARDRegression().fit(X_train,·y_train) |
| 149 | print(f"ARD·fit·done·in·{(time()·-·t0):.3f}s") | 149 | print(f"ARD·fit·done·in·{(time()·-·t0):.3f}s") |
| 150 | y_pred_ard·=·ard.predict(X_test) | 150 | y_pred_ard·=·ard.predict(X_test) |
| 151 | r2_score_ard·=·r2_score(y_test,·y_pred_ard) | 151 | r2_score_ard·=·r2_score(y_test,·y_pred_ard) |
| 152 | print(f"ARD·r^2·on·test·data·:·{r2_score_ard:.3f}") | 152 | print(f"ARD·r^2·on·test·data·:·{r2_score_ard:.3f}") |
| 153 | ARD·fit·done·in·0.1 | 153 | ARD·fit·done·in·0.183s |
| 154 | ARD·r^2·on·test·data·:·0.542 | 154 | ARD·r^2·on·test·data·:·0.542 |
| 155 | *\x8**\x8**\x8**\x8**\x8*·E\x8El\x8la\x8as\x8st\x8ti\x8ic\x8cN\x8Ne\x8et\x8t_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 155 | *\x8**\x8**\x8**\x8**\x8*·E\x8El\x8la\x8as\x8st\x8ti\x8ic\x8cN\x8Ne\x8et\x8t_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 156 | _\x8E_\x8l_\x8a_\x8s_\x8t_\x8i_\x8c_\x8N_\x8e_\x8t·is·a·middle·ground·between·_\x8L_\x8a_\x8s_\x8s_\x8o·and·_\x8R_\x8i_\x8d_\x8g_\x8e,·as·it·combines·a·L1·and | 156 | _\x8E_\x8l_\x8a_\x8s_\x8t_\x8i_\x8c_\x8N_\x8e_\x8t·is·a·middle·ground·between·_\x8L_\x8a_\x8s_\x8s_\x8o·and·_\x8R_\x8i_\x8d_\x8g_\x8e,·as·it·combines·a·L1·and |
| 157 | a·L2-penalty.·The·amount·of·regularization·is·controlled·by·the·two | 157 | a·L2-penalty.·The·amount·of·regularization·is·controlled·by·the·two |
| 158 | hyperparameters·l1_ratio·and·alpha.·For·l1_ratio·=·0·the·penalty·is·pure·L2·and | 158 | hyperparameters·l1_ratio·and·alpha.·For·l1_ratio·=·0·the·penalty·is·pure·L2·and |
| 159 | the·model·is·equivalent·to·a·_\x8R_\x8i_\x8d_\x8g_\x8e.·Similarly,·l1_ratio·=·1·is·a·pure·L1 | 159 | the·model·is·equivalent·to·a·_\x8R_\x8i_\x8d_\x8g_\x8e.·Similarly,·l1_ratio·=·1·is·a·pure·L1 |
| 160 | penalty·and·the·model·is·equivalent·to·a·_\x8L_\x8a_\x8s_\x8s_\x8o.·For·0·<·l1_ratio·<·1,·the | 160 | penalty·and·the·model·is·equivalent·to·a·_\x8L_\x8a_\x8s_\x8s_\x8o.·For·0·<·l1_ratio·<·1,·the |
| Offset 168, 15 lines modified | Offset 168, 15 lines modified | ||
| 168 | t0·=·time() | 168 | t0·=·time() |
| 169 | enet·=·ElasticNet(alpha=0.08,·l1_ratio=0.5).fit(X_train,·y_train) | 169 | enet·=·ElasticNet(alpha=0.08,·l1_ratio=0.5).fit(X_train,·y_train) |
| 170 | print(f"ElasticNet·fit·done·in·{(time()·-·t0):.3f}s") | 170 | print(f"ElasticNet·fit·done·in·{(time()·-·t0):.3f}s") |
| 171 | y_pred_enet·=·enet.predict(X_test) | 171 | y_pred_enet·=·enet.predict(X_test) |
| 172 | r2_score_enet·=·r2_score(y_test,·y_pred_enet) | 172 | r2_score_enet·=·r2_score(y_test,·y_pred_enet) |
| 173 | print(f"ElasticNet·r^2·on·test·data·:·{r2_score_enet:.3f}") | 173 | print(f"ElasticNet·r^2·on·test·data·:·{r2_score_enet:.3f}") |
| 174 | ElasticNet·fit·done·in·0.00 | 174 | ElasticNet·fit·done·in·0.002s |
| 175 | ElasticNet·r^2·on·test·data·:·0.636 | 175 | ElasticNet·r^2·on·test·data·:·0.636 |
| 176 | *\x8**\x8**\x8**\x8**\x8*·P\x8Pl\x8lo\x8ot\x8t·a\x8an\x8nd\x8d·a\x8an\x8na\x8al\x8ly\x8ys\x8si\x8is\x8s·o\x8of\x8f·t\x8th\x8he\x8e·r\x8re\x8es\x8su\x8ul\x8lt\x8ts\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 176 | *\x8**\x8**\x8**\x8**\x8*·P\x8Pl\x8lo\x8ot\x8t·a\x8an\x8nd\x8d·a\x8an\x8na\x8al\x8ly\x8ys\x8si\x8is\x8s·o\x8of\x8f·t\x8th\x8he\x8e·r\x8re\x8es\x8su\x8ul\x8lt\x8ts\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 177 | In·this·section,·we·use·a·heatmap·to·visualize·the·sparsity·of·the·true·and | 177 | In·this·section,·we·use·a·heatmap·to·visualize·the·sparsity·of·the·true·and |
| 178 | estimated·coefficients·of·the·respective·linear·models. | 178 | estimated·coefficients·of·the·respective·linear·models. |
| 179 | import·matplotlib.pyplot·as·plt | 179 | import·matplotlib.pyplot·as·plt |
| 180 | import·pandas·as·pd | 180 | import·pandas·as·pd |
| 181 | import·seaborn·as·sns | 181 | import·seaborn·as·sns |
| Offset 227, 13 lines modified | Offset 227, 13 lines modified | ||
| 227 | handle·correlated·features·and·requires·a·larger·amount·of·time·due·to·fitting | 227 | handle·correlated·features·and·requires·a·larger·amount·of·time·due·to·fitting |
| 228 | a·prior. | 228 | a·prior. |
| 229 | *\x8**\x8**\x8**\x8**\x8*·R\x8Re\x8ef\x8fe\x8er\x8re\x8en\x8nc\x8ce\x8es\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 229 | *\x8**\x8**\x8**\x8**\x8*·R\x8Re\x8ef\x8fe\x8er\x8re\x8en\x8nc\x8ce\x8es\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 230 | ·····[_\x81] | 230 | ·····[_\x81] |
| 231 | ·····_\x8“_\x8L_\x8a_\x8s_\x8s_\x8o_\x8-_\x8t_\x8y_\x8p_\x8e_\x8·_\x8r_\x8e_\x8c_\x8o_\x8v_\x8e_\x8r_\x8y_\x8·_\x8o_\x8f_\x8·_\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8·_\x8r_\x8e_\x8p_\x8r_\x8e_\x8s_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8h_\x8i_\x8g_\x8h_\x8-_\x8d_\x8i_\x8m_\x8e_\x8n_\x8s_\x8i_\x8o_\x8n_\x8a_\x8l | 231 | ·····_\x8“_\x8L_\x8a_\x8s_\x8s_\x8o_\x8-_\x8t_\x8y_\x8p_\x8e_\x8·_\x8r_\x8e_\x8c_\x8o_\x8v_\x8e_\x8r_\x8y_\x8·_\x8o_\x8f_\x8·_\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8·_\x8r_\x8e_\x8p_\x8r_\x8e_\x8s_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8h_\x8i_\x8g_\x8h_\x8-_\x8d_\x8i_\x8m_\x8e_\x8n_\x8s_\x8i_\x8o_\x8n_\x8a_\x8l |
| 232 | ·····_\x8d_\x8a_\x8t_\x8a_\x8”_\x8·_\x8N_\x8._\x8·_\x8M_\x8e_\x8i_\x8n_\x8s_\x8h_\x8a_\x8u_\x8s_\x8e_\x8n_\x8,_\x8·_\x8B_\x8._\x8·_\x8Y_\x8u_\x8·_\x8-_\x8·_\x8T_\x8h_\x8e_\x8·_\x8A_\x8n_\x8n_\x8a_\x8l_\x8s_\x8·_\x8o_\x8f_\x8·_\x8S_\x8t_\x8a_\x8t_\x8i_\x8s_\x8t_\x8i_\x8c_\x8s_\x8·_\x82_\x80_\x80_\x89_\x8,_\x8·_\x8V_\x8o_\x8l_\x8._\x8·_\x83_\x87_\x8, | 232 | ·····_\x8d_\x8a_\x8t_\x8a_\x8”_\x8·_\x8N_\x8._\x8·_\x8M_\x8e_\x8i_\x8n_\x8s_\x8h_\x8a_\x8u_\x8s_\x8e_\x8n_\x8,_\x8·_\x8B_\x8._\x8·_\x8Y_\x8u_\x8·_\x8-_\x8·_\x8T_\x8h_\x8e_\x8·_\x8A_\x8n_\x8n_\x8a_\x8l_\x8s_\x8·_\x8o_\x8f_\x8·_\x8S_\x8t_\x8a_\x8t_\x8i_\x8s_\x8t_\x8i_\x8c_\x8s_\x8·_\x82_\x80_\x80_\x89_\x8,_\x8·_\x8V_\x8o_\x8l_\x8._\x8·_\x83_\x87_\x8, |
| 233 | ·····_\x8N_\x8o_\x8._\x8·_\x81_\x8,_\x8·_\x82_\x84_\x86_\x8-_\x82_\x87_\x80 | 233 | ·····_\x8N_\x8o_\x8._\x8·_\x81_\x8,_\x8·_\x82_\x84_\x86_\x8-_\x82_\x87_\x80 |
| 234 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0. | 234 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.914·seconds) |
| 235 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8a_\x8s_\x8s_\x8o_\x8__\x8a_\x8n_\x8d_\x8__\x8e_\x8l_\x8a_\x8s_\x8t_\x8i_\x8c_\x8n_\x8e_\x8t_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 235 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8a_\x8s_\x8s_\x8o_\x8__\x8a_\x8n_\x8d_\x8__\x8e_\x8l_\x8a_\x8s_\x8t_\x8i_\x8c_\x8n_\x8e_\x8t_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
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| 237 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8a_\x8s_\x8s_\x8o_\x8__\x8a_\x8n_\x8d_\x8__\x8e_\x8l_\x8a_\x8s_\x8t_\x8i_\x8c_\x8n_\x8e_\x8t_\x8._\x8z_\x8i_\x8p | 237 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8a_\x8s_\x8s_\x8o_\x8__\x8a_\x8n_\x8d_\x8__\x8e_\x8l_\x8a_\x8s_\x8t_\x8i_\x8c_\x8n_\x8e_\x8t_\x8._\x8z_\x8i_\x8p |
| 238 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 238 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 239 | ©·2007·-·202 | 239 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 8 | ··<meta·charset="utf-8"> | 8 | ··<meta·charset="utf-8"> |
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| 285 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylabel</span><span·class="p">(</span><span·class="s2">"coefficients"</span><span·class="p">)</span> | 285 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylabel</span><span·class="p">(</span><span·class="s2">"coefficients"</span><span·class="p">)</span> |
| 286 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"Elastic-Net·and·positive·Elastic-Net"</span><span·class="p">)</span> | 286 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"Elastic-Net·and·positive·Elastic-Net"</span><span·class="p">)</span> |
| 287 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">((</span><span·class="n">l1</span><span·class="p">[</span><span·class="o">-</span><span·class="mi">1</span><span·class="p">],</span>·<span·class="n">l2</span><span·class="p">[</span><span·class="o">-</span><span·class="mi">1</span><span·class="p">]),</span>·<span·class="p">(</span><span·class="s2">"Elastic-Net"</span><span·class="p">,</span>·<span·class="s2">"positive·Elastic-Net"</span><span·class="p">),</span>·<span·class="n">loc</span><span·class="o">=</span><span·class="s2">"lower·left"</span><span·class="p">)</span> | 287 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">((</span><span·class="n">l1</span><span·class="p">[</span><span·class="o">-</span><span·class="mi">1</span><span·class="p">],</span>·<span·class="n">l2</span><span·class="p">[</span><span·class="o">-</span><span·class="mi">1</span><span·class="p">]),</span>·<span·class="p">(</span><span·class="s2">"Elastic-Net"</span><span·class="p">,</span>·<span·class="s2">"positive·Elastic-Net"</span><span·class="p">),</span>·<span·class="n">loc</span><span·class="o">=</span><span·class="s2">"lower·left"</span><span·class="p">)</span> |
| 288 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">axis</span><span·class="p">(</span><span·class="s2">"tight"</span><span·class="p">)</span> | 288 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">axis</span><span·class="p">(</span><span·class="s2">"tight"</span><span·class="p">)</span> |
| 289 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 289 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 290 | </pre></div> | 290 | </pre></div> |
| 291 | </div> | 291 | </div> |
| 292 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0. | 292 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.589·seconds)</p> |
| 293 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-lasso-coordinate-descent-path-py"> | 293 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-lasso-coordinate-descent-path-py"> |
| 294 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 294 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 295 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/4c4c075dc14e39d30d982d0b2818ea95/plot_lasso_coordinate_descent_path.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_lasso_coordinate_descent_path.ipynb</span></code></a></p> | 295 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/4c4c075dc14e39d30d982d0b2818ea95/plot_lasso_coordinate_descent_path.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_lasso_coordinate_descent_path.ipynb</span></code></a></p> |
| 296 | </div> | 296 | </div> |
| 297 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 297 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 298 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/1f682002d8b68c290d9d03599368e83d/plot_lasso_coordinate_descent_path.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_lasso_coordinate_descent_path.py</span></code></a></p> | 298 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/1f682002d8b68c290d9d03599368e83d/plot_lasso_coordinate_descent_path.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_lasso_coordinate_descent_path.py</span></code></a></p> |
| 299 | </div> | 299 | </div> |
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| 304 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 304 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 305 | </section> | 305 | </section> |
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| 116 | plt.xlabel("-Log(alpha)") | 116 | plt.xlabel("-Log(alpha)") |
| 117 | plt.ylabel("coefficients") | 117 | plt.ylabel("coefficients") |
| 118 | plt.title("Elastic-Net·and·positive·Elastic-Net") | 118 | plt.title("Elastic-Net·and·positive·Elastic-Net") |
| 119 | plt.legend((l1[-1],·l2[-1]),·("Elastic-Net",·"positive·Elastic-Net"), | 119 | plt.legend((l1[-1],·l2[-1]),·("Elastic-Net",·"positive·Elastic-Net"), |
| 120 | loc="lower·left") | 120 | loc="lower·left") |
| 121 | plt.axis("tight") | 121 | plt.axis("tight") |
| 122 | plt.show() | 122 | plt.show() |
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| 126 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8a_\x8s_\x8s_\x8o_\x8__\x8c_\x8o_\x8o_\x8r_\x8d_\x8i_\x8n_\x8a_\x8t_\x8e_\x8__\x8d_\x8e_\x8s_\x8c_\x8e_\x8n_\x8t_\x8__\x8p_\x8a_\x8t_\x8h_\x8._\x8z_\x8i_\x8p | 126 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8a_\x8s_\x8s_\x8o_\x8__\x8c_\x8o_\x8o_\x8r_\x8d_\x8i_\x8n_\x8a_\x8t_\x8e_\x8__\x8d_\x8e_\x8s_\x8c_\x8e_\x8n_\x8t_\x8__\x8p_\x8a_\x8t_\x8h_\x8._\x8z_\x8i_\x8p |
| 127 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 127 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 128 | ©·2007·-·202 | 128 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 235 | <span·class="c1">#·compare·the·regression·coefficients</span> | 235 | <span·class="c1">#·compare·the·regression·coefficients</span> |
| 236 | <span·class="n">coeff_diff</span>·<span·class="o">=</span>·<span·class="n">linalg</span><span·class="o">.</span><span·class="n">norm</span><span·class="p">(</span><span·class="n">sparse_lasso</span><span·class="o">.</span><span·class="n">coef_</span>·<span·class="o">-</span>·<span·class="n">dense_lasso</span><span·class="o">.</span><span·class="n">coef_</span><span·class="p">)</span> | 236 | <span·class="n">coeff_diff</span>·<span·class="o">=</span>·<span·class="n">linalg</span><span·class="o">.</span><span·class="n">norm</span><span·class="p">(</span><span·class="n">sparse_lasso</span><span·class="o">.</span><span·class="n">coef_</span>·<span·class="o">-</span>·<span·class="n">dense_lasso</span><span·class="o">.</span><span·class="n">coef_</span><span·class="p">)</span> |
| 237 | <span·class="nb">print</span><span·class="p">(</span><span·class="sa">f</span><span·class="s2">"Distance·between·coefficients·:·</span><span·class="si">{</span><span·class="n">coeff_diff</span><span·class="si">:</span><span·class="s2">.2e</span><span·class="si">}</span><span·class="s2">"</span><span·class="p">)</span> | 237 | <span·class="nb">print</span><span·class="p">(</span><span·class="sa">f</span><span·class="s2">"Distance·between·coefficients·:·</span><span·class="si">{</span><span·class="n">coeff_diff</span><span·class="si">:</span><span·class="s2">.2e</span><span·class="si">}</span><span·class="s2">"</span><span·class="p">)</span> |
| 238 | <span·class="c1">#</span> | 238 | <span·class="c1">#</span> |
| 239 | </pre></div> | 239 | </pre></div> |
| 240 | </div> | 240 | </div> |
| 241 | <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>Sparse·Lasso·done·in·0.1 | 241 | <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>Sparse·Lasso·done·in·0.189s |
| 242 | Dense·Lasso·done·in·0. | 242 | Dense·Lasso·done·in·0.110s |
| 243 | Distance·between·coefficients·:·7.72e-14 | 243 | Distance·between·coefficients·:·7.72e-14 |
| 244 | </pre></div> | 244 | </pre></div> |
| 245 | </div> | 245 | </div> |
| 246 | </section> | 246 | </section> |
| 247 | <section·id="comparing-the-two-lasso-implementations-on-sparse-data"> | 247 | <section·id="comparing-the-two-lasso-implementations-on-sparse-data"> |
| 248 | <h2>Comparing·the·two·Lasso·implementations·on·Sparse·data<a·class="headerlink"·href="#comparing-the-two-lasso-implementations-on-sparse-data"·title="Link·to·this·heading">¶</a></h2> | 248 | <h2>Comparing·the·two·Lasso·implementations·on·Sparse·data<a·class="headerlink"·href="#comparing-the-two-lasso-implementations-on-sparse-data"·title="Link·to·this·heading">¶</a></h2> |
| 249 | <p>We·make·the·previous·problem·sparse·by·replacing·all·small·values·with·0 | 249 | <p>We·make·the·previous·problem·sparse·by·replacing·all·small·values·with·0 |
| Offset 275, 20 lines modified | Offset 275, 20 lines modified | ||
| 275 | <span·class="c1">#·compare·the·regression·coefficients</span> | 275 | <span·class="c1">#·compare·the·regression·coefficients</span> |
| 276 | <span·class="n">coeff_diff</span>·<span·class="o">=</span>·<span·class="n">linalg</span><span·class="o">.</span><span·class="n">norm</span><span·class="p">(</span><span·class="n">sparse_lasso</span><span·class="o">.</span><span·class="n">coef_</span>·<span·class="o">-</span>·<span·class="n">dense_lasso</span><span·class="o">.</span><span·class="n">coef_</span><span·class="p">)</span> | 276 | <span·class="n">coeff_diff</span>·<span·class="o">=</span>·<span·class="n">linalg</span><span·class="o">.</span><span·class="n">norm</span><span·class="p">(</span><span·class="n">sparse_lasso</span><span·class="o">.</span><span·class="n">coef_</span>·<span·class="o">-</span>·<span·class="n">dense_lasso</span><span·class="o">.</span><span·class="n">coef_</span><span·class="p">)</span> |
| 277 | <span·class="nb">print</span><span·class="p">(</span><span·class="sa">f</span><span·class="s2">"Distance·between·coefficients·:·</span><span·class="si">{</span><span·class="n">coeff_diff</span><span·class="si">:</span><span·class="s2">.2e</span><span·class="si">}</span><span·class="s2">"</span><span·class="p">)</span> | 277 | <span·class="nb">print</span><span·class="p">(</span><span·class="sa">f</span><span·class="s2">"Distance·between·coefficients·:·</span><span·class="si">{</span><span·class="n">coeff_diff</span><span·class="si">:</span><span·class="s2">.2e</span><span·class="si">}</span><span·class="s2">"</span><span·class="p">)</span> |
| 278 | </pre></div> | 278 | </pre></div> |
| 279 | </div> | 279 | </div> |
| 280 | <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>Matrix·density·:·0.626% | 280 | <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>Matrix·density·:·0.626% |
| 281 | Sparse·Lasso·done·in·0. | 281 | Sparse·Lasso·done·in·0.229s |
| 282 | Dense·Lasso·done·in·· | 282 | Dense·Lasso·done·in··2.685s |
| 283 | Distance·between·coefficients·:·9.95e-12 | 283 | Distance·between·coefficients·:·9.95e-12 |
| 284 | </pre></div> | 284 | </pre></div> |
| 285 | </div> | 285 | </div> |
| 286 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes· | 286 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·3.360·seconds)</p> |
| 287 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-lasso-dense-vs-sparse-data-py"> | 287 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-lasso-dense-vs-sparse-data-py"> |
| 288 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 288 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 289 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/0aadb4e0dc9f402704c8a56152f01083/plot_lasso_dense_vs_sparse_data.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_lasso_dense_vs_sparse_data.ipynb</span></code></a></p> | 289 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/0aadb4e0dc9f402704c8a56152f01083/plot_lasso_dense_vs_sparse_data.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_lasso_dense_vs_sparse_data.ipynb</span></code></a></p> |
| 290 | </div> | 290 | </div> |
| 291 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 291 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 292 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/510f5becea7ec7018a8eee43d6f12b1b/plot_lasso_dense_vs_sparse_data.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_lasso_dense_vs_sparse_data.py</span></code></a></p> | 292 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/510f5becea7ec7018a8eee43d6f12b1b/plot_lasso_dense_vs_sparse_data.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_lasso_dense_vs_sparse_data.py</span></code></a></p> |
| 293 | </div> | 293 | </div> |
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| 300 | </section> | 300 | </section> |
| 301 | </section> | 301 | </section> |
| 302 | ······</div> | 302 | ······</div> |
| 303 | ····<div·class="container"> | 303 | ····<div·class="container"> |
| 304 | ······<footer·class="sk-content-footer"> | 304 | ······<footer·class="sk-content-footer"> |
| 305 | ············©·2007·-·202 | 305 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 306 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_lasso_dense_vs_sparse_data.rst.txt"·rel="nofollow">Show·this·page·source</a> | 306 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_lasso_dense_vs_sparse_data.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 307 | ······</footer> | 307 | ······</footer> |
| 308 | ····</div> | 308 | ····</div> |
| 309 | ··</div> | 309 | ··</div> |
| 310 | </div> | 310 | </div> |
| 311 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 311 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 65 | print(f"Dense·Lasso·done·in·{(time()·-·t0):.3f}s") | 65 | print(f"Dense·Lasso·done·in·{(time()·-·t0):.3f}s") |
| 66 | #·compare·the·regression·coefficients | 66 | #·compare·the·regression·coefficients |
| 67 | coeff_diff·=·linalg.norm(sparse_lasso.coef_·-·dense_lasso.coef_) | 67 | coeff_diff·=·linalg.norm(sparse_lasso.coef_·-·dense_lasso.coef_) |
| 68 | print(f"Distance·between·coefficients·:·{coeff_diff:.2e}") | 68 | print(f"Distance·between·coefficients·:·{coeff_diff:.2e}") |
| 69 | # | 69 | # |
| 70 | Sparse·Lasso·done·in·0.1 | 70 | Sparse·Lasso·done·in·0.189s |
| 71 | Dense·Lasso·done·in·0. | 71 | Dense·Lasso·done·in·0.110s |
| 72 | Distance·between·coefficients·:·7.72e-14 | 72 | Distance·between·coefficients·:·7.72e-14 |
| 73 | *\x8**\x8**\x8**\x8**\x8*·C\x8Co\x8om\x8mp\x8pa\x8ar\x8ri\x8in\x8ng\x8g·t\x8th\x8he\x8e·t\x8tw\x8wo\x8o·L\x8La\x8as\x8ss\x8so\x8o·i\x8im\x8mp\x8pl\x8le\x8em\x8me\x8en\x8nt\x8ta\x8at\x8ti\x8io\x8on\x8ns\x8s·o\x8on\x8n·S\x8Sp\x8pa\x8ar\x8rs\x8se\x8e·d\x8da\x8at\x8ta\x8a_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 73 | *\x8**\x8**\x8**\x8**\x8*·C\x8Co\x8om\x8mp\x8pa\x8ar\x8ri\x8in\x8ng\x8g·t\x8th\x8he\x8e·t\x8tw\x8wo\x8o·L\x8La\x8as\x8ss\x8so\x8o·i\x8im\x8mp\x8pl\x8le\x8em\x8me\x8en\x8nt\x8ta\x8at\x8ti\x8io\x8on\x8ns\x8s·o\x8on\x8n·S\x8Sp\x8pa\x8ar\x8rs\x8se\x8e·d\x8da\x8at\x8ta\x8a_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 74 | We·make·the·previous·problem·sparse·by·replacing·all·small·values·with·0·and | 74 | We·make·the·previous·problem·sparse·by·replacing·all·small·values·with·0·and |
| 75 | run·the·same·comparisons·as·above.·Because·the·data·is·now·sparse,·we·expect | 75 | run·the·same·comparisons·as·above.·Because·the·data·is·now·sparse,·we·expect |
| 76 | the·implementation·that·uses·the·sparse·data·format·to·be·faster. | 76 | the·implementation·that·uses·the·sparse·data·format·to·be·faster. |
| 77 | #·make·a·copy·of·the·previous·data | 77 | #·make·a·copy·of·the·previous·data |
| 78 | Xs·=·X.copy() | 78 | Xs·=·X.copy() |
| Offset 99, 16 lines modified | Offset 99, 16 lines modified | ||
| 99 | dense_lasso.fit(Xs,·y) | 99 | dense_lasso.fit(Xs,·y) |
| 100 | print(f"Dense·Lasso·done·in··{(time()·-·t0):.3f}s") | 100 | print(f"Dense·Lasso·done·in··{(time()·-·t0):.3f}s") |
| 101 | #·compare·the·regression·coefficients | 101 | #·compare·the·regression·coefficients |
| 102 | coeff_diff·=·linalg.norm(sparse_lasso.coef_·-·dense_lasso.coef_) | 102 | coeff_diff·=·linalg.norm(sparse_lasso.coef_·-·dense_lasso.coef_) |
| 103 | print(f"Distance·between·coefficients·:·{coeff_diff:.2e}") | 103 | print(f"Distance·between·coefficients·:·{coeff_diff:.2e}") |
| 104 | Matrix·density·:·0.626% | 104 | Matrix·density·:·0.626% |
| 105 | Sparse·Lasso·done·in·0. | 105 | Sparse·Lasso·done·in·0.229s |
| 106 | Dense·Lasso·done·in·· | 106 | Dense·Lasso·done·in··2.685s |
| 107 | Distance·between·coefficients·:·9.95e-12 | 107 | Distance·between·coefficients·:·9.95e-12 |
| 108 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes· | 108 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·3.360·seconds) |
| 109 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8a_\x8s_\x8s_\x8o_\x8__\x8d_\x8e_\x8n_\x8s_\x8e_\x8__\x8v_\x8s_\x8__\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8__\x8d_\x8a_\x8t_\x8a_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 109 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8a_\x8s_\x8s_\x8o_\x8__\x8d_\x8e_\x8n_\x8s_\x8e_\x8__\x8v_\x8s_\x8__\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8__\x8d_\x8a_\x8t_\x8a_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 110 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8a_\x8s_\x8s_\x8o_\x8__\x8d_\x8e_\x8n_\x8s_\x8e_\x8__\x8v_\x8s_\x8__\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8__\x8d_\x8a_\x8t_\x8a_\x8._\x8p_\x8y | 110 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8a_\x8s_\x8s_\x8o_\x8__\x8d_\x8e_\x8n_\x8s_\x8e_\x8__\x8v_\x8s_\x8__\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8__\x8d_\x8a_\x8t_\x8a_\x8._\x8p_\x8y |
| 111 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8a_\x8s_\x8s_\x8o_\x8__\x8d_\x8e_\x8n_\x8s_\x8e_\x8__\x8v_\x8s_\x8__\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8__\x8d_\x8a_\x8t_\x8a_\x8._\x8z_\x8i_\x8p | 111 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8a_\x8s_\x8s_\x8o_\x8__\x8d_\x8e_\x8n_\x8s_\x8e_\x8__\x8v_\x8s_\x8__\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8__\x8d_\x8a_\x8t_\x8a_\x8._\x8z_\x8i_\x8p |
| 112 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 112 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 113 | ©·2007·-·202 | 113 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 227 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xlabel</span><span·class="p">(</span><span·class="s2">"|coef|·/·max|coef|"</span><span·class="p">)</span> | 227 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xlabel</span><span·class="p">(</span><span·class="s2">"|coef|·/·max|coef|"</span><span·class="p">)</span> |
| 228 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylabel</span><span·class="p">(</span><span·class="s2">"Coefficients"</span><span·class="p">)</span> | 228 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylabel</span><span·class="p">(</span><span·class="s2">"Coefficients"</span><span·class="p">)</span> |
| 229 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"LASSO·Path"</span><span·class="p">)</span> | 229 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"LASSO·Path"</span><span·class="p">)</span> |
| 230 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">axis</span><span·class="p">(</span><span·class="s2">"tight"</span><span·class="p">)</span> | 230 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">axis</span><span·class="p">(</span><span·class="s2">"tight"</span><span·class="p">)</span> |
| 231 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 231 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 232 | </pre></div> | 232 | </pre></div> |
| 233 | </div> | 233 | </div> |
| 234 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0. | 234 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.150·seconds)</p> |
| 235 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-lasso-lars-py"> | 235 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-lasso-lars-py"> |
| 236 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 236 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 237 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/aeeae45cd3cd50e5c66daa21027f9c2a/plot_lasso_lars.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_lasso_lars.ipynb</span></code></a></p> | 237 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/aeeae45cd3cd50e5c66daa21027f9c2a/plot_lasso_lars.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_lasso_lars.ipynb</span></code></a></p> |
| 238 | </div> | 238 | </div> |
| 239 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 239 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 240 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/9b30279eefb3398ed66923f02e087c20/plot_lasso_lars.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_lasso_lars.py</span></code></a></p> | 240 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/9b30279eefb3398ed66923f02e087c20/plot_lasso_lars.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_lasso_lars.py</span></code></a></p> |
| 241 | </div> | 241 | </div> |
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| 246 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 246 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 247 | </section> | 247 | </section> |
| 248 | ······</div> | 248 | ······</div> |
| 249 | ····<div·class="container"> | 249 | ····<div·class="container"> |
| 250 | ······<footer·class="sk-content-footer"> | 250 | ······<footer·class="sk-content-footer"> |
| 251 | ············©·2007·-·202 | 251 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 252 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_lasso_lars.rst.txt"·rel="nofollow">Show·this·page·source</a> | 252 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_lasso_lars.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 253 | ······</footer> | 253 | ······</footer> |
| 254 | ····</div> | 254 | ····</div> |
| 255 | ··</div> | 255 | ··</div> |
| 256 | </div> | 256 | </div> |
| 257 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 257 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 60 | ymin,·ymax·=·plt.ylim() | 60 | ymin,·ymax·=·plt.ylim() |
| 61 | plt.vlines(xx,·ymin,·ymax,·linestyle="dashed") | 61 | plt.vlines(xx,·ymin,·ymax,·linestyle="dashed") |
| 62 | plt.xlabel("|coef|·/·max|coef|") | 62 | plt.xlabel("|coef|·/·max|coef|") |
| 63 | plt.ylabel("Coefficients") | 63 | plt.ylabel("Coefficients") |
| 64 | plt.title("LASSO·Path") | 64 | plt.title("LASSO·Path") |
| 65 | plt.axis("tight") | 65 | plt.axis("tight") |
| 66 | plt.show() | 66 | plt.show() |
| 67 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0. | 67 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.150·seconds) |
| 68 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8a_\x8s_\x8s_\x8o_\x8__\x8l_\x8a_\x8r_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 68 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8a_\x8s_\x8s_\x8o_\x8__\x8l_\x8a_\x8r_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 69 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8a_\x8s_\x8s_\x8o_\x8__\x8l_\x8a_\x8r_\x8s_\x8._\x8p_\x8y | 69 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8a_\x8s_\x8s_\x8o_\x8__\x8l_\x8a_\x8r_\x8s_\x8._\x8p_\x8y |
| 70 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8a_\x8s_\x8s_\x8o_\x8__\x8l_\x8a_\x8r_\x8s_\x8._\x8z_\x8i_\x8p | 70 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8a_\x8s_\x8s_\x8o_\x8__\x8l_\x8a_\x8r_\x8s_\x8._\x8z_\x8i_\x8p |
| 71 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 71 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 72 | ©·2007·-·202 | 72 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 408 | <span·class="p">)</span> | 408 | <span·class="p">)</span> |
| 409 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span> | 409 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span> |
| 410 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylabel</span><span·class="p">(</span><span·class="s2">"Information·criterion"</span><span·class="p">)</span> | 410 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylabel</span><span·class="p">(</span><span·class="s2">"Information·criterion"</span><span·class="p">)</span> |
| 411 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xlabel</span><span·class="p">(</span><span·class="s2">"Lasso·model·sequence"</span><span·class="p">)</span> | 411 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xlabel</span><span·class="p">(</span><span·class="s2">"Lasso·model·sequence"</span><span·class="p">)</span> |
| 412 | <span·class="n">_</span>·<span·class="o">=</span>·<span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"Lasso·model·selection·via·AIC·and·BIC"</span><span·class="p">)</span> | 412 | <span·class="n">_</span>·<span·class="o">=</span>·<span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"Lasso·model·selection·via·AIC·and·BIC"</span><span·class="p">)</span> |
| 413 | </pre></div> | 413 | </pre></div> |
| 414 | </div> | 414 | </div> |
| 415 | <img·src="../../_images/sphx_glr_plot_lasso_lars_ic_001.png"·srcset="../../_images/sphx_glr_plot_lasso_lars_ic_001.png"·alt="Lasso·model·selection·via·AIC·and·BIC"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0. | 415 | <img·src="../../_images/sphx_glr_plot_lasso_lars_ic_001.png"·srcset="../../_images/sphx_glr_plot_lasso_lars_ic_001.png"·alt="Lasso·model·selection·via·AIC·and·BIC"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.220·seconds)</p> |
| 416 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-lasso-lars-ic-py"> | 416 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-lasso-lars-ic-py"> |
| 417 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 417 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 418 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/51833337bfc73d152b44902e5baa50ff/plot_lasso_lars_ic.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_lasso_lars_ic.ipynb</span></code></a></p> | 418 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/51833337bfc73d152b44902e5baa50ff/plot_lasso_lars_ic.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_lasso_lars_ic.ipynb</span></code></a></p> |
| 419 | </div> | 419 | </div> |
| 420 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 420 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 421 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/8c96d910ed5b614924f36c896b1934a6/plot_lasso_lars_ic.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_lasso_lars_ic.py</span></code></a></p> | 421 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/8c96d910ed5b614924f36c896b1934a6/plot_lasso_lars_ic.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_lasso_lars_ic.py</span></code></a></p> |
| 422 | </div> | 422 | </div> |
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| 427 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 427 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 428 | </section> | 428 | </section> |
| 429 | ······</div> | 429 | ······</div> |
| 430 | ····<div·class="container"> | 430 | ····<div·class="container"> |
| 431 | ······<footer·class="sk-content-footer"> | 431 | ······<footer·class="sk-content-footer"> |
| 432 | ············©·2007·-·202 | 432 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 433 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_lasso_lars_ic.rst.txt"·rel="nofollow">Show·this·page·source</a> | 433 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_lasso_lars_ic.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 434 | ······</footer> | 434 | ······</footer> |
| 435 | ····</div> | 435 | ····</div> |
| 436 | ··</div> | 436 | ··</div> |
| 437 | </div> | 437 | </div> |
| 438 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 438 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 129 | ····label="Selected·alpha", | 129 | ····label="Selected·alpha", |
| 130 | ) | 130 | ) |
| 131 | plt.legend() | 131 | plt.legend() |
| 132 | plt.ylabel("Information·criterion") | 132 | plt.ylabel("Information·criterion") |
| 133 | plt.xlabel("Lasso·model·sequence") | 133 | plt.xlabel("Lasso·model·sequence") |
| 134 | _·=·plt.title("Lasso·model·selection·via·AIC·and·BIC") | 134 | _·=·plt.title("Lasso·model·selection·via·AIC·and·BIC") |
| 135 | [Lasso·model·selection·via·AIC·and·BIC] | 135 | [Lasso·model·selection·via·AIC·and·BIC] |
| 136 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0. | 136 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.220·seconds) |
| 137 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8a_\x8s_\x8s_\x8o_\x8__\x8l_\x8a_\x8r_\x8s_\x8__\x8i_\x8c_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 137 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8a_\x8s_\x8s_\x8o_\x8__\x8l_\x8a_\x8r_\x8s_\x8__\x8i_\x8c_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 138 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8a_\x8s_\x8s_\x8o_\x8__\x8l_\x8a_\x8r_\x8s_\x8__\x8i_\x8c_\x8._\x8p_\x8y | 138 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8a_\x8s_\x8s_\x8o_\x8__\x8l_\x8a_\x8r_\x8s_\x8__\x8i_\x8c_\x8._\x8p_\x8y |
| 139 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8a_\x8s_\x8s_\x8o_\x8__\x8l_\x8a_\x8r_\x8s_\x8__\x8i_\x8c_\x8._\x8z_\x8i_\x8p | 139 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8a_\x8s_\x8s_\x8o_\x8__\x8l_\x8a_\x8r_\x8s_\x8__\x8i_\x8c_\x8._\x8z_\x8i_\x8p |
| 140 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 140 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 141 | ©·2007·-·202 | 141 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 480 | <span·class="n">results</span><span·class="o">.</span><span·class="n">style</span><span·class="o">.</span><span·class="n">apply</span><span·class="p">(</span><span·class="n">highlight_min</span><span·class="p">)</span> | 480 | <span·class="n">results</span><span·class="o">.</span><span·class="n">style</span><span·class="o">.</span><span·class="n">apply</span><span·class="p">(</span><span·class="n">highlight_min</span><span·class="p">)</span> |
| 481 | </pre></div> | 481 | </pre></div> |
| 482 | </div> | 482 | </div> |
| 483 | <div·class="output_subarea·output_html·rendered_html·output_result"> | 483 | <div·class="output_subarea·output_html·rendered_html·output_result"> |
| 484 | <style·type="text/css"> | 484 | <style·type="text/css"> |
| 485 | #T_ | 485 | #T_0dc97_row6_col1,·#T_0dc97_row21_col0·{ |
| 486 | ··font-weight:·bold; | 486 | ··font-weight:·bold; |
| 487 | } | 487 | } |
| 488 | </style> | 488 | </style> |
| 489 | <table·id="T_ | 489 | <table·id="T_0dc97"> |
| 490 | ··<thead> | 490 | ··<thead> |
| 491 | ····<tr> | 491 | ····<tr> |
| 492 | ······<th·class="blank·level0"·> </th> | 492 | ······<th·class="blank·level0"·> </th> |
| 493 | ······<th·id="T_ | 493 | ······<th·id="T_0dc97_level0_col0"·class="col_heading·level0·col0"·>AIC·criterion</th> |
| 494 | ······<th·id="T_ | 494 | ······<th·id="T_0dc97_level0_col1"·class="col_heading·level0·col1"·>BIC·criterion</th> |
| 495 | ····</tr> | 495 | ····</tr> |
| 496 | ····<tr> | 496 | ····<tr> |
| 497 | ······<th·class="index_name·level0"·>alphas</th> | 497 | ······<th·class="index_name·level0"·>alphas</th> |
| 498 | ······<th·class="blank·col0"·> </th> | 498 | ······<th·class="blank·col0"·> </th> |
| 499 | ······<th·class="blank·col1"·> </th> | 499 | ······<th·class="blank·col1"·> </th> |
| 500 | ····</tr> | 500 | ····</tr> |
| 501 | ··</thead> | 501 | ··</thead> |
| 502 | ··<tbody> | 502 | ··<tbody> |
| 503 | ····<tr> | 503 | ····<tr> |
| 504 | ······<th·id="T_ | 504 | ······<th·id="T_0dc97_level0_row0"·class="row_heading·level0·row0"·>45.160030</th> |
| 505 | ······<td·id="T_ | 505 | ······<td·id="T_0dc97_row0_col0"·class="data·row0·col0"·>5244.764779</td> |
| 506 | ······<td·id="T_ | 506 | ······<td·id="T_0dc97_row0_col1"·class="data·row0·col1"·>5244.764779</td> |
| 507 | ····</tr> | 507 | ····</tr> |
| 508 | ····<tr> | 508 | ····<tr> |
| 509 | ······<th·id="T_ | 509 | ······<th·id="T_0dc97_level0_row1"·class="row_heading·level0·row1"·>42.300343</th> |
| 510 | ······<td·id="T_ | 510 | ······<td·id="T_0dc97_row1_col0"·class="data·row1·col0"·>5208.250639</td> |
| 511 | ······<td·id="T_ | 511 | ······<td·id="T_0dc97_row1_col1"·class="data·row1·col1"·>5212.341949</td> |
| 512 | ····</tr> | 512 | ····</tr> |
| 513 | ····<tr> | 513 | ····<tr> |
| 514 | ······<th·id="T_ | 514 | ······<th·id="T_0dc97_level0_row2"·class="row_heading·level0·row2"·>21.542052</th> |
| 515 | ······<td·id="T_ | 515 | ······<td·id="T_0dc97_row2_col0"·class="data·row2·col0"·>4928.018900</td> |
| 516 | ······<td·id="T_ | 516 | ······<td·id="T_0dc97_row2_col1"·class="data·row2·col1"·>4936.201520</td> |
| 517 | ····</tr> | 517 | ····</tr> |
| 518 | ····<tr> | 518 | ····<tr> |
| 519 | ······<th·id="T_ | 519 | ······<th·id="T_0dc97_level0_row3"·class="row_heading·level0·row3"·>15.034077</th> |
| 520 | ······<td·id="T_ | 520 | ······<td·id="T_0dc97_row3_col0"·class="data·row3·col0"·>4869.678359</td> |
| 521 | ······<td·id="T_ | 521 | ······<td·id="T_0dc97_row3_col1"·class="data·row3·col1"·>4881.952289</td> |
| 522 | ····</tr> | 522 | ····</tr> |
| 523 | ····<tr> | 523 | ····<tr> |
| 524 | ······<th·id="T_ | 524 | ······<th·id="T_0dc97_level0_row4"·class="row_heading·level0·row4"·>6.189631</th> |
| 525 | ······<td·id="T_ | 525 | ······<td·id="T_0dc97_row4_col0"·class="data·row4·col0"·>4815.437362</td> |
| 526 | ······<td·id="T_ | 526 | ······<td·id="T_0dc97_row4_col1"·class="data·row4·col1"·>4831.802601</td> |
| 527 | ····</tr> | 527 | ····</tr> |
| 528 | ····<tr> | 528 | ····<tr> |
| 529 | ······<th·id="T_ | 529 | ······<th·id="T_0dc97_level0_row5"·class="row_heading·level0·row5"·>5.329616</th> |
| 530 | ······<td·id="T_ | 530 | ······<td·id="T_0dc97_row5_col0"·class="data·row5·col0"·>4810.423641</td> |
| 531 | ······<td·id="T_ | 531 | ······<td·id="T_0dc97_row5_col1"·class="data·row5·col1"·>4830.880191</td> |
| 532 | ····</tr> | 532 | ····</tr> |
| 533 | ····<tr> | 533 | ····<tr> |
| 534 | ······<th·id="T_ | 534 | ······<th·id="T_0dc97_level0_row6"·class="row_heading·level0·row6"·>4.306012</th> |
| 535 | ······<td·id="T_ | 535 | ······<td·id="T_0dc97_row6_col0"·class="data·row6·col0"·>4803.573491</td> |
| 536 | ······<td·id="T_ | 536 | ······<td·id="T_0dc97_row6_col1"·class="data·row6·col1"·>4828.121351</td> |
| 537 | ····</tr> | 537 | ····</tr> |
| 538 | ····<tr> | 538 | ····<tr> |
| 539 | ······<th·id="T_ | 539 | ······<th·id="T_0dc97_level0_row7"·class="row_heading·level0·row7"·>4.124225</th> |
| 540 | ······<td·id="T_ | 540 | ······<td·id="T_0dc97_row7_col0"·class="data·row7·col0"·>4804.126502</td> |
| 541 | ······<td·id="T_ | 541 | ······<td·id="T_0dc97_row7_col1"·class="data·row7·col1"·>4832.765671</td> |
| 542 | ····</tr> | 542 | ····</tr> |
| 543 | ····<tr> | 543 | ····<tr> |
| 544 | ······<th·id="T_ | 544 | ······<th·id="T_0dc97_level0_row8"·class="row_heading·level0·row8"·>3.820705</th> |
| 545 | ······<td·id="T_ | 545 | ······<td·id="T_0dc97_row8_col0"·class="data·row8·col0"·>4803.621645</td> |
| 546 | ······<td·id="T_ | 546 | ······<td·id="T_0dc97_row8_col1"·class="data·row8·col1"·>4836.352124</td> |
| 547 | ····</tr> | 547 | ····</tr> |
| 548 | ····<tr> | 548 | ····<tr> |
| 549 | ······<th·id="T_ | 549 | ······<th·id="T_0dc97_level0_row9"·class="row_heading·level0·row9"·>3.750389</th> |
| 550 | ······<td·id="T_ | 550 | ······<td·id="T_0dc97_row9_col0"·class="data·row9·col0"·>4805.012521</td> |
| 551 | ······<td·id="T_ | 551 | ······<td·id="T_0dc97_row9_col1"·class="data·row9·col1"·>4841.834310</td> |
| 552 | ····</tr> | 552 | ····</tr> |
| 553 | ····<tr> | 553 | ····<tr> |
| 554 | ······<th·id="T_ | 554 | ······<th·id="T_0dc97_level0_row10"·class="row_heading·level0·row10"·>3.570655</th> |
| 555 | ······<td·id="T_ | 555 | ······<td·id="T_0dc97_row10_col0"·class="data·row10·col0"·>4805.290075</td> |
| 556 | ······<td·id="T_ | 556 | ······<td·id="T_0dc97_row10_col1"·class="data·row10·col1"·>4846.203174</td> |
| 557 | ····</tr> | 557 | ····</tr> |
| 558 | ····<tr> | 558 | ····<tr> |
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| 560 | ······<td·id="T_ | 560 | ······<td·id="T_0dc97_row11_col0"·class="data·row11·col0"·>4807.075887</td> |
| 561 | ······<td·id="T_ | 561 | ······<td·id="T_0dc97_row11_col1"·class="data·row11·col1"·>4852.080295</td> |
| 562 | ····</tr> | 562 | ····</tr> |
| 563 | ····<tr> | 563 | ····<tr> |
| 564 | ······<th·id="T_ | 564 | ······<th·id="T_0dc97_level0_row12"·class="row_heading·level0·row12"·>3.358295</th> |
| 565 | ······<td·id="T_ | 565 | ······<td·id="T_0dc97_row12_col0"·class="data·row12·col0"·>4806.878051</td> |
| 566 | ······<td·id="T_ | 566 | ······<td·id="T_0dc97_row12_col1"·class="data·row12·col1"·>4855.973770</td> |
| 567 | ····</tr> | 567 | ····</tr> |
| 568 | ····<tr> | 568 | ····<tr> |
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| 571 | ······<td·id="T_ | 571 | ······<td·id="T_0dc97_row13_col1"·class="data·row13·col1"·>4860.893055</td> |
| 572 | ····</tr> | 572 | ····</tr> |
| 573 | ····<tr> | 573 | ····<tr> |
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| 575 | ······<td·id="T_ | 575 | ······<td·id="T_0dc97_row14_col0"·class="data·row14·col0"·>4809.440409</td> |
| 576 | ······<td·id="T_ | 576 | ······<td·id="T_0dc97_row14_col1"·class="data·row14·col1"·>4866.718747</td> |
| 577 | ····</tr> | 577 | ····</tr> |
| 578 | ····<tr> | 578 | ····<tr> |
| 579 | ······<th·id="T_ | 579 | ······<th·id="T_0dc97_level0_row15"·class="row_heading·level0·row15"·>2.850031</th> |
| 580 | ······<td·id="T_ | 580 | ······<td·id="T_0dc97_row15_col0"·class="data·row15·col0"·>4805.989341</td> |
| 581 | ······<td·id="T_ | 581 | ······<td·id="T_0dc97_row15_col1"·class="data·row15·col1"·>4867.358990</td> |
| 582 | ····</tr> | 582 | ····</tr> |
| 583 | ····<tr> | 583 | ····<tr> |
| 584 | ······<th·id="T_ | 584 | ······<th·id="T_0dc97_level0_row16"·class="row_heading·level0·row16"·>2.384338</th> |
| 585 | ······<td·id="T_ | 585 | ······<td·id="T_0dc97_row16_col0"·class="data·row16·col0"·>4801.702266</td> |
| 586 | ······<td·id="T_ | 586 | ······<td·id="T_0dc97_row16_col1"·class="data·row16·col1"·>4867.163224</td> |
| 587 | ····</tr> | 587 | ····</tr> |
| 588 | ····<tr> | 588 | ····<tr> |
| 589 | ······<th·id="T_ | 589 | ······<th·id="T_0dc97_level0_row17"·class="row_heading·level0·row17"·>2.296575</th> |
| 590 | ······<td·id="T_ | 590 | ······<td·id="T_0dc97_row17_col0"·class="data·row17·col0"·>4802.594754</td> |
| 591 | ······<td·id="T_ | 591 | ······<td·id="T_0dc97_row17_col1"·class="data·row17·col1"·>4872.147022</td> |
| 592 | ····</tr> | 592 | ····</tr> |
| 593 | ····<tr> | 593 | ····<tr> |
| 594 | ······<th·id="T_ | 594 | ······<th·id="T_0dc97_level0_row18"·class="row_heading·level0·row18"·>2.031555</th> |
| 595 | ······<td·id="T_ | 595 | ······<td·id="T_0dc97_row18_col0"·class="data·row18·col0"·>4801.236720</td> |
| 596 | ······<td·id="T_ | 596 | ······<td·id="T_0dc97_row18_col1"·class="data·row18·col1"·>4874.880298</td> |
| 597 | ····</tr> | 597 | ····</tr> |
| 598 | ····<tr> | 598 | ····<tr> |
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| 600 | ······<td·id="T_ | 600 | ······<td·id="T_0dc97_row19_col0"·class="data·row19·col0"·>4798.484109</td> |
| 601 | ······<td·id="T_ | 601 | ······<td·id="T_0dc97_row19_col1"·class="data·row19·col1"·>4876.218997</td> |
| 602 | ····</tr> | 602 | ····</tr> |
| 603 | ····<tr> | 603 | ····<tr> |
| 604 | ······<th·id="T_ | 604 | ······<th·id="T_0dc97_level0_row20"·class="row_heading·level0·row20"·>1.526599</th> |
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| Offset 189, 15 lines modified | Offset 189, 15 lines modified | ||
| 189 | ax.set_ylabel("criterion") | 189 | ax.set_ylabel("criterion") |
| 190 | ax.set_xscale("log") | 190 | ax.set_xscale("log") |
| 191 | ax.legend() | 191 | ax.legend() |
| 192 | _·=·ax.set_title( | 192 | _·=·ax.set_title( |
| 193 | ····f"Information-criterion·for·model·selection·(training·time | 193 | ····f"Information-criterion·for·model·selection·(training·time |
| 194 | {fit_time:.2f}s)" | 194 | {fit_time:.2f}s)" |
| 195 | ) | 195 | ) |
| 196 | [Information-criterion·for·model·selection·(training·time·0.0 | 196 | [Information-criterion·for·model·selection·(training·time·0.02s)] |
| 197 | Model·selection·with·an·information-criterion·is·very·fast.·It·relies·on | 197 | Model·selection·with·an·information-criterion·is·very·fast.·It·relies·on |
| 198 | computing·the·criterion·on·the·in-sample·set·provided·to·fit.·Both·criteria | 198 | computing·the·criterion·on·the·in-sample·set·provided·to·fit.·Both·criteria |
| 199 | estimate·the·model·generalization·error·based·on·the·training·set·error·and | 199 | estimate·the·model·generalization·error·based·on·the·training·set·error·and |
| 200 | penalize·this·overly·optimistic·error.·However,·this·penalty·relies·on·a·proper | 200 | penalize·this·overly·optimistic·error.·However,·this·penalty·relies·on·a·proper |
| 201 | estimation·of·the·degrees·of·freedom·and·the·noise·variance.·Both·are·derived | 201 | estimation·of·the·degrees·of·freedom·and·the·noise·variance.·Both·are·derived |
| 202 | for·large·samples·(asymptotic·results)·and·assume·the·model·is·correct,·i.e. | 202 | for·large·samples·(asymptotic·results)·and·assume·the·model·is·correct,·i.e. |
| 203 | that·the·data·are·actually·generated·by·this·model. | 203 | that·the·data·are·actually·generated·by·this·model. |
| Offset 239, 15 lines modified | Offset 239, 15 lines modified | ||
| 239 | plt.xlabel(r"$\alpha$") | 239 | plt.xlabel(r"$\alpha$") |
| 240 | plt.ylabel("Mean·square·error") | 240 | plt.ylabel("Mean·square·error") |
| 241 | plt.legend() | 241 | plt.legend() |
| 242 | _·=·plt.title( | 242 | _·=·plt.title( |
| 243 | ····f"Mean·square·error·on·each·fold:·coordinate·descent·(train·time: | 243 | ····f"Mean·square·error·on·each·fold:·coordinate·descent·(train·time: |
| 244 | {fit_time:.2f}s)" | 244 | {fit_time:.2f}s)" |
| 245 | ) | 245 | ) |
| 246 | [Mean·square·error·on·each·fold:·coordinate·descent·(train·time:·0. | 246 | [Mean·square·error·on·each·fold:·coordinate·descent·(train·time:·0.53s)] |
| 247 | *\x8**\x8**\x8**\x8*·L\x8La\x8as\x8ss\x8so\x8o·v\x8vi\x8ia\x8a·l\x8le\x8ea\x8as\x8st\x8t·a\x8an\x8ng\x8gl\x8le\x8e·r\x8re\x8eg\x8gr\x8re\x8es\x8ss\x8si\x8io\x8on\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8* | 247 | *\x8**\x8**\x8**\x8*·L\x8La\x8as\x8ss\x8so\x8o·v\x8vi\x8ia\x8a·l\x8le\x8ea\x8as\x8st\x8t·a\x8an\x8ng\x8gl\x8le\x8e·r\x8re\x8eg\x8gr\x8re\x8es\x8ss\x8si\x8io\x8on\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8* |
| 248 | Let’s·start·by·making·the·hyperparameter·tuning·using·_\x8L_\x8a_\x8s_\x8s_\x8o_\x8L_\x8a_\x8r_\x8s_\x8C_\x8V. | 248 | Let’s·start·by·making·the·hyperparameter·tuning·using·_\x8L_\x8a_\x8s_\x8s_\x8o_\x8L_\x8a_\x8r_\x8s_\x8C_\x8V. |
| 249 | from·sklearn.linear_model·import·LassoLarsCV | 249 | from·sklearn.linear_model·import·LassoLarsCV |
| 250 | start_time·=·time.time() | 250 | start_time·=·time.time() |
| 251 | model·=·make_pipeline(StandardScaler(),·LassoLarsCV(cv=20)).fit(X,·y) | 251 | model·=·make_pipeline(StandardScaler(),·LassoLarsCV(cv=20)).fit(X,·y) |
| 252 | fit_time·=·time.time()·-·start_time | 252 | fit_time·=·time.time()·-·start_time |
| Offset 264, 15 lines modified | Offset 264, 15 lines modified | ||
| 264 | plt.ylim(ymin,·ymax) | 264 | plt.ylim(ymin,·ymax) |
| 265 | plt.xlabel(r"$\alpha$") | 265 | plt.xlabel(r"$\alpha$") |
| 266 | plt.ylabel("Mean·square·error") | 266 | plt.ylabel("Mean·square·error") |
| 267 | plt.legend() | 267 | plt.legend() |
| 268 | _·=·plt.title(f"Mean·square·error·on·each·fold:·Lars·(train·time: | 268 | _·=·plt.title(f"Mean·square·error·on·each·fold:·Lars·(train·time: |
| 269 | {fit_time:.2f}s)") | 269 | {fit_time:.2f}s)") |
| 270 | [Mean·square·error·on·each·fold:·Lars·(train·time:·0.1 | 270 | [Mean·square·error·on·each·fold:·Lars·(train·time:·0.17s)] |
| 271 | *\x8**\x8**\x8**\x8*·S\x8Su\x8um\x8mm\x8ma\x8ar\x8ry\x8y·o\x8of\x8f·c\x8cr\x8ro\x8os\x8ss\x8s-\x8-v\x8va\x8al\x8li\x8id\x8da\x8at\x8ti\x8io\x8on\x8n·a\x8ap\x8pp\x8pr\x8ro\x8oa\x8ac\x8ch\x8h_\x8?\x8¶·*\x8**\x8**\x8**\x8* | 271 | *\x8**\x8**\x8**\x8*·S\x8Su\x8um\x8mm\x8ma\x8ar\x8ry\x8y·o\x8of\x8f·c\x8cr\x8ro\x8os\x8ss\x8s-\x8-v\x8va\x8al\x8li\x8id\x8da\x8at\x8ti\x8io\x8on\x8n·a\x8ap\x8pp\x8pr\x8ro\x8oa\x8ac\x8ch\x8h_\x8?\x8¶·*\x8**\x8**\x8**\x8* |
| 272 | Both·algorithms·give·roughly·the·same·results. | 272 | Both·algorithms·give·roughly·the·same·results. |
| 273 | Lars·computes·a·solution·path·only·for·each·kink·in·the·path.·As·a·result,·it | 273 | Lars·computes·a·solution·path·only·for·each·kink·in·the·path.·As·a·result,·it |
| 274 | is·very·efficient·when·there·are·only·of·few·kinks,·which·is·the·case·if·there | 274 | is·very·efficient·when·there·are·only·of·few·kinks,·which·is·the·case·if·there |
| 275 | are·few·features·or·samples.·Also,·it·is·able·to·compute·the·full·path·without | 275 | are·few·features·or·samples.·Also,·it·is·able·to·compute·the·full·path·without |
| 276 | setting·any·hyperparameter.·On·the·opposite,·coordinate·descent·computes·the | 276 | setting·any·hyperparameter.·On·the·opposite,·coordinate·descent·computes·the |
| 277 | path·points·on·a·pre-specified·grid·(here·we·use·the·default).·Thus·it·is·more | 277 | path·points·on·a·pre-specified·grid·(here·we·use·the·default).·Thus·it·is·more |
| Offset 294, 13 lines modified | Offset 294, 13 lines modified | ||
| 294 | based·on·cross-validation. | 294 | based·on·cross-validation. |
| 295 | In·this·example,·both·approaches·are·working·similarly.·The·in-sample | 295 | In·this·example,·both·approaches·are·working·similarly.·The·in-sample |
| 296 | hyperparameter·selection·even·shows·its·efficacy·in·terms·of·computational | 296 | hyperparameter·selection·even·shows·its·efficacy·in·terms·of·computational |
| 297 | performance.·However,·it·can·only·be·used·when·the·number·of·samples·is·large | 297 | performance.·However,·it·can·only·be·used·when·the·number·of·samples·is·large |
| 298 | enough·compared·to·the·number·of·features. | 298 | enough·compared·to·the·number·of·features. |
| 299 | That’s·why·hyperparameter·optimization·via·cross-validation·is·a·safe·strategy: | 299 | That’s·why·hyperparameter·optimization·via·cross-validation·is·a·safe·strategy: |
| 300 | it·works·in·different·settings. | 300 | it·works·in·different·settings. |
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| 304 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8a_\x8s_\x8s_\x8o_\x8__\x8m_\x8o_\x8d_\x8e_\x8l_\x8__\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p | 304 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8a_\x8s_\x8s_\x8o_\x8__\x8m_\x8o_\x8d_\x8e_\x8l_\x8__\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p |
| 305 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 305 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 306 | ©·2007·-·202 | 306 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 249 | ····<span·class="n">loc</span><span·class="o">=</span><span·class="s2">"lower·right"</span><span·class="p">,</span> | 249 | ····<span·class="n">loc</span><span·class="o">=</span><span·class="s2">"lower·right"</span><span·class="p">,</span> |
| 250 | ····<span·class="n">fontsize</span><span·class="o">=</span><span·class="s2">"small"</span><span·class="p">,</span> | 250 | ····<span·class="n">fontsize</span><span·class="o">=</span><span·class="s2">"small"</span><span·class="p">,</span> |
| 251 | <span·class="p">)</span> | 251 | <span·class="p">)</span> |
| 252 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span> | 252 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span> |
| 253 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 253 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 254 | </pre></div> | 254 | </pre></div> |
| 255 | </div> | 255 | </div> |
| 256 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0. | 256 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.234·seconds)</p> |
| 257 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-logistic-py"> | 257 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-logistic-py"> |
| 258 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 258 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 259 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/eff5561dfcda3a1dd15da0cd7d817e0d/plot_logistic.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_logistic.ipynb</span></code></a></p> | 259 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/eff5561dfcda3a1dd15da0cd7d817e0d/plot_logistic.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_logistic.ipynb</span></code></a></p> |
| 260 | </div> | 260 | </div> |
| 261 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 261 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 262 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/e9bb83e05aee6636f37a28a7de0813f3/plot_logistic.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_logistic.py</span></code></a></p> | 262 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/e9bb83e05aee6636f37a28a7de0813f3/plot_logistic.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_logistic.py</span></code></a></p> |
| 263 | </div> | 263 | </div> |
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| 268 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 268 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 269 | </section> | 269 | </section> |
| 270 | ······</div> | 270 | ······</div> |
| 271 | ····<div·class="container"> | 271 | ····<div·class="container"> |
| 272 | ······<footer·class="sk-content-footer"> | 272 | ······<footer·class="sk-content-footer"> |
| 273 | ············©·2007·-·202 | 273 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 274 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_logistic.rst.txt"·rel="nofollow">Show·this·page·source</a> | 274 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_logistic.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 275 | ······</footer> | 275 | ······</footer> |
| 276 | ····</div> | 276 | ····</div> |
| 277 | ··</div> | 277 | ··</div> |
| 278 | </div> | 278 | </div> |
| 279 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 279 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 87 | plt.xlim(-4,·10) | 87 | plt.xlim(-4,·10) |
| 88 | plt.legend( | 88 | plt.legend( |
| 89 | ····loc="lower·right", | 89 | ····loc="lower·right", |
| 90 | ····fontsize="small", | 90 | ····fontsize="small", |
| 91 | ) | 91 | ) |
| 92 | plt.tight_layout() | 92 | plt.tight_layout() |
| 93 | plt.show() | 93 | plt.show() |
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| 99 | ©·2007·-·202 | 99 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 300 | ········<span·class="n">ax</span><span·class="o">.</span><span·class="n">set_yticks</span><span·class="p">(())</span> | 300 | ········<span·class="n">ax</span><span·class="o">.</span><span·class="n">set_yticks</span><span·class="p">(())</span> |
| 301 | ····<span·class="n">axes_row</span><span·class="p">[</span><span·class="mi">0</span><span·class="p">]</span><span·class="o">.</span><span·class="n">set_ylabel</span><span·class="p">(</span><span·class="s2">"C·=·</span><span·class="si">%s</span><span·class="s2">"</span>·<span·class="o">%</span>·<span·class="n">C</span><span·class="p">)</span> | 301 | ····<span·class="n">axes_row</span><span·class="p">[</span><span·class="mi">0</span><span·class="p">]</span><span·class="o">.</span><span·class="n">set_ylabel</span><span·class="p">(</span><span·class="s2">"C·=·</span><span·class="si">%s</span><span·class="s2">"</span>·<span·class="o">%</span>·<span·class="n">C</span><span·class="p">)</span> |
| 302 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 302 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 303 | </pre></div> | 303 | </pre></div> |
| 304 | </div> | 304 | </div> |
| 305 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0. | 305 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.861·seconds)</p> |
| 306 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-logistic-l1-l2-sparsity-py"> | 306 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-logistic-l1-l2-sparsity-py"> |
| 307 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 307 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 308 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/aec731a57fcba7fde8f5e3d94ffc7c69/plot_logistic_l1_l2_sparsity.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_logistic_l1_l2_sparsity.ipynb</span></code></a></p> | 308 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/aec731a57fcba7fde8f5e3d94ffc7c69/plot_logistic_l1_l2_sparsity.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_logistic_l1_l2_sparsity.ipynb</span></code></a></p> |
| 309 | </div> | 309 | </div> |
| 310 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 310 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 311 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/fb191883ea7e76c5eb13dad28d2b0a72/plot_logistic_l1_l2_sparsity.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_logistic_l1_l2_sparsity.py</span></code></a></p> | 311 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/fb191883ea7e76c5eb13dad28d2b0a72/plot_logistic_l1_l2_sparsity.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_logistic_l1_l2_sparsity.py</span></code></a></p> |
| 312 | </div> | 312 | </div> |
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| 319 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 319 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 320 | </section> | 320 | </section> |
| 321 | ······</div> | 321 | ······</div> |
| 322 | ····<div·class="container"> | 322 | ····<div·class="container"> |
| 323 | ······<footer·class="sk-content-footer"> | 323 | ······<footer·class="sk-content-footer"> |
| 324 | ············©·2007·-·202 | 324 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 325 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_logistic_l1_l2_sparsity.rst.txt"·rel="nofollow">Show·this·page·source</a> | 325 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_logistic_l1_l2_sparsity.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 326 | ······</footer> | 326 | ······</footer> |
| 327 | ····</div> | 327 | ····</div> |
| 328 | ··</div> | 328 | ··</div> |
| 329 | </div> | 329 | </div> |
| 330 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 330 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 137 | ········) | 137 | ········) |
| 138 | ········ax.set_xticks(()) | 138 | ········ax.set_xticks(()) |
| 139 | ········ax.set_yticks(()) | 139 | ········ax.set_yticks(()) |
| 140 | ····axes_row[0].set_ylabel("C·=·%s"·%·C) | 140 | ····axes_row[0].set_ylabel("C·=·%s"·%·C) |
| 141 | plt.show() | 141 | plt.show() |
| 142 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0. | 142 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.861·seconds) |
| 143 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8o_\x8g_\x8i_\x8s_\x8t_\x8i_\x8c_\x8__\x8l_\x81_\x8__\x8l_\x82_\x8__\x8s_\x8p_\x8a_\x8r_\x8s_\x8i_\x8t_\x8y_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 143 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8o_\x8g_\x8i_\x8s_\x8t_\x8i_\x8c_\x8__\x8l_\x81_\x8__\x8l_\x82_\x8__\x8s_\x8p_\x8a_\x8r_\x8s_\x8i_\x8t_\x8y_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 144 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8o_\x8g_\x8i_\x8s_\x8t_\x8i_\x8c_\x8__\x8l_\x81_\x8__\x8l_\x82_\x8__\x8s_\x8p_\x8a_\x8r_\x8s_\x8i_\x8t_\x8y_\x8._\x8p_\x8y | 144 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8o_\x8g_\x8i_\x8s_\x8t_\x8i_\x8c_\x8__\x8l_\x81_\x8__\x8l_\x82_\x8__\x8s_\x8p_\x8a_\x8r_\x8s_\x8i_\x8t_\x8y_\x8._\x8p_\x8y |
| 145 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8o_\x8g_\x8i_\x8s_\x8t_\x8i_\x8c_\x8__\x8l_\x81_\x8__\x8l_\x82_\x8__\x8s_\x8p_\x8a_\x8r_\x8s_\x8i_\x8t_\x8y_\x8._\x8z_\x8i_\x8p | 145 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8o_\x8g_\x8i_\x8s_\x8t_\x8i_\x8c_\x8__\x8l_\x81_\x8__\x8l_\x82_\x8__\x8s_\x8p_\x8a_\x8r_\x8s_\x8i_\x8t_\x8y_\x8._\x8z_\x8i_\x8p |
| 146 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 146 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 147 | ©·2007·-·202 | 147 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 264 | ····<span·class="k">for</span>·<span·class="n">i</span><span·class="p">,</span>·<span·class="n">color</span>·<span·class="ow">in</span>·<span·class="nb">zip</span><span·class="p">(</span><span·class="n">clf</span><span·class="o">.</span><span·class="n">classes_</span><span·class="p">,</span>·<span·class="n">colors</span><span·class="p">):</span> | 264 | ····<span·class="k">for</span>·<span·class="n">i</span><span·class="p">,</span>·<span·class="n">color</span>·<span·class="ow">in</span>·<span·class="nb">zip</span><span·class="p">(</span><span·class="n">clf</span><span·class="o">.</span><span·class="n">classes_</span><span·class="p">,</span>·<span·class="n">colors</span><span·class="p">):</span> |
| 265 | ········<span·class="n">plot_hyperplane</span><span·class="p">(</span><span·class="n">i</span><span·class="p">,</span>·<span·class="n">color</span><span·class="p">)</span> | 265 | ········<span·class="n">plot_hyperplane</span><span·class="p">(</span><span·class="n">i</span><span·class="p">,</span>·<span·class="n">color</span><span·class="p">)</span> |
| 266 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 266 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 267 | </pre></div> | 267 | </pre></div> |
| 268 | </div> | 268 | </div> |
| 269 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0. | 269 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.596·seconds)</p> |
| 270 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-logistic-multinomial-py"> | 270 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-logistic-multinomial-py"> |
| 271 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 271 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 272 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/4c1663175b07cf9608b07331aa180eb7/plot_logistic_multinomial.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_logistic_multinomial.ipynb</span></code></a></p> | 272 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/4c1663175b07cf9608b07331aa180eb7/plot_logistic_multinomial.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_logistic_multinomial.ipynb</span></code></a></p> |
| 273 | </div> | 273 | </div> |
| 274 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 274 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 275 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/85c522d0f7149f3e8274112a6d62256f/plot_logistic_multinomial.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_logistic_multinomial.py</span></code></a></p> | 275 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/85c522d0f7149f3e8274112a6d62256f/plot_logistic_multinomial.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_logistic_multinomial.py</span></code></a></p> |
| 276 | </div> | 276 | </div> |
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| 283 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 283 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 284 | </section> | 284 | </section> |
| 285 | ······</div> | 285 | ······</div> |
| 286 | ····<div·class="container"> | 286 | ····<div·class="container"> |
| 287 | ······<footer·class="sk-content-footer"> | 287 | ······<footer·class="sk-content-footer"> |
| 288 | ············©·2007·-·202 | 288 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 289 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_logistic_multinomial.rst.txt"·rel="nofollow">Show·this·page·source</a> | 289 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_logistic_multinomial.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 290 | ······</footer> | 290 | ······</footer> |
| 291 | ····</div> | 291 | ····</div> |
| 292 | ··</div> | 292 | ··</div> |
| 293 | </div> | 293 | </div> |
| 294 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 294 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 99 | ········plt.plot([xmin,·xmax],·[line(xmin),·line(xmax)],·ls="--",·color=color) | 99 | ········plt.plot([xmin,·xmax],·[line(xmin),·line(xmax)],·ls="--",·color=color) |
| 100 | ····for·i,·color·in·zip(clf.classes_,·colors): | 100 | ····for·i,·color·in·zip(clf.classes_,·colors): |
| 101 | ········plot_hyperplane(i,·color) | 101 | ········plot_hyperplane(i,·color) |
| 102 | plt.show() | 102 | plt.show() |
| 103 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0. | 103 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.596·seconds) |
| 104 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8o_\x8g_\x8i_\x8s_\x8t_\x8i_\x8c_\x8__\x8m_\x8u_\x8l_\x8t_\x8i_\x8n_\x8o_\x8m_\x8i_\x8a_\x8l_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 104 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8o_\x8g_\x8i_\x8s_\x8t_\x8i_\x8c_\x8__\x8m_\x8u_\x8l_\x8t_\x8i_\x8n_\x8o_\x8m_\x8i_\x8a_\x8l_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 105 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8o_\x8g_\x8i_\x8s_\x8t_\x8i_\x8c_\x8__\x8m_\x8u_\x8l_\x8t_\x8i_\x8n_\x8o_\x8m_\x8i_\x8a_\x8l_\x8._\x8p_\x8y | 105 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8o_\x8g_\x8i_\x8s_\x8t_\x8i_\x8c_\x8__\x8m_\x8u_\x8l_\x8t_\x8i_\x8n_\x8o_\x8m_\x8i_\x8a_\x8l_\x8._\x8p_\x8y |
| 106 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8o_\x8g_\x8i_\x8s_\x8t_\x8i_\x8c_\x8__\x8m_\x8u_\x8l_\x8t_\x8i_\x8n_\x8o_\x8m_\x8i_\x8a_\x8l_\x8._\x8z_\x8i_\x8p | 106 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8o_\x8g_\x8i_\x8s_\x8t_\x8i_\x8c_\x8__\x8m_\x8u_\x8l_\x8t_\x8i_\x8n_\x8o_\x8m_\x8i_\x8a_\x8l_\x8._\x8z_\x8i_\x8p |
| 107 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 107 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 108 | ©·2007·-·202 | 108 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 267 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xlabel</span><span·class="p">(</span><span·class="s2">"log(C)"</span><span·class="p">)</span> | 267 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xlabel</span><span·class="p">(</span><span·class="s2">"log(C)"</span><span·class="p">)</span> |
| 268 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylabel</span><span·class="p">(</span><span·class="s2">"Coefficients"</span><span·class="p">)</span> | 268 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylabel</span><span·class="p">(</span><span·class="s2">"Coefficients"</span><span·class="p">)</span> |
| 269 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"Logistic·Regression·Path"</span><span·class="p">)</span> | 269 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"Logistic·Regression·Path"</span><span·class="p">)</span> |
| 270 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">axis</span><span·class="p">(</span><span·class="s2">"tight"</span><span·class="p">)</span> | 270 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">axis</span><span·class="p">(</span><span·class="s2">"tight"</span><span·class="p">)</span> |
| 271 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 271 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 272 | </pre></div> | 272 | </pre></div> |
| 273 | </div> | 273 | </div> |
| 274 | <img·src="../../_images/sphx_glr_plot_logistic_path_001.png"·srcset="../../_images/sphx_glr_plot_logistic_path_001.png"·alt="Logistic·Regression·Path"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes· | 274 | <img·src="../../_images/sphx_glr_plot_logistic_path_001.png"·srcset="../../_images/sphx_glr_plot_logistic_path_001.png"·alt="Logistic·Regression·Path"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1.663·seconds)</p> |
| 275 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-logistic-path-py"> | 275 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-logistic-path-py"> |
| 276 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 276 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 277 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/0b601219a14824c971bbf8bb797e8973/plot_logistic_path.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_logistic_path.ipynb</span></code></a></p> | 277 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/0b601219a14824c971bbf8bb797e8973/plot_logistic_path.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_logistic_path.ipynb</span></code></a></p> |
| 278 | </div> | 278 | </div> |
| 279 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 279 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 280 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/33d1c05f40549996ff7b58dfd3eb9d23/plot_logistic_path.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_logistic_path.py</span></code></a></p> | 280 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/33d1c05f40549996ff7b58dfd3eb9d23/plot_logistic_path.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_logistic_path.py</span></code></a></p> |
| 281 | </div> | 281 | </div> |
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| 287 | </section> | 287 | </section> |
| 288 | </section> | 288 | </section> |
| 289 | ······</div> | 289 | ······</div> |
| 290 | ····<div·class="container"> | 290 | ····<div·class="container"> |
| 291 | ······<footer·class="sk-content-footer"> | 291 | ······<footer·class="sk-content-footer"> |
| 292 | ············©·2007·-·202 | 292 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 293 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_logistic_path.rst.txt"·rel="nofollow">Show·this·page·source</a> | 293 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_logistic_path.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 294 | ······</footer> | 294 | ······</footer> |
| 295 | ····</div> | 295 | ····</div> |
| 296 | ··</div> | 296 | ··</div> |
| 297 | </div> | 297 | </div> |
| 298 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 298 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 91 | ymin,·ymax·=·plt.ylim() | 91 | ymin,·ymax·=·plt.ylim() |
| 92 | plt.xlabel("log(C)") | 92 | plt.xlabel("log(C)") |
| 93 | plt.ylabel("Coefficients") | 93 | plt.ylabel("Coefficients") |
| 94 | plt.title("Logistic·Regression·Path") | 94 | plt.title("Logistic·Regression·Path") |
| 95 | plt.axis("tight") | 95 | plt.axis("tight") |
| 96 | plt.show() | 96 | plt.show() |
| 97 | [Logistic·Regression·Path] | 97 | [Logistic·Regression·Path] |
| 98 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes· | 98 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1.663·seconds) |
| 99 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8o_\x8g_\x8i_\x8s_\x8t_\x8i_\x8c_\x8__\x8p_\x8a_\x8t_\x8h_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 99 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8o_\x8g_\x8i_\x8s_\x8t_\x8i_\x8c_\x8__\x8p_\x8a_\x8t_\x8h_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 100 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8o_\x8g_\x8i_\x8s_\x8t_\x8i_\x8c_\x8__\x8p_\x8a_\x8t_\x8h_\x8._\x8p_\x8y | 100 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8o_\x8g_\x8i_\x8s_\x8t_\x8i_\x8c_\x8__\x8p_\x8a_\x8t_\x8h_\x8._\x8p_\x8y |
| 101 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8o_\x8g_\x8i_\x8s_\x8t_\x8i_\x8c_\x8__\x8p_\x8a_\x8t_\x8h_\x8._\x8z_\x8i_\x8p | 101 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8o_\x8g_\x8i_\x8s_\x8t_\x8i_\x8c_\x8__\x8p_\x8a_\x8t_\x8h_\x8._\x8z_\x8i_\x8p |
| 102 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 102 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 103 | ©·2007·-·202 | 103 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 273 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 273 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 274 | </pre></div> | 274 | </pre></div> |
| 275 | </div> | 275 | </div> |
| 276 | <ul·class="sphx-glr-horizontal"> | 276 | <ul·class="sphx-glr-horizontal"> |
| 277 | <li><img·src="../../_images/sphx_glr_plot_multi_task_lasso_support_001.png"·srcset="../../_images/sphx_glr_plot_multi_task_lasso_support_001.png"·alt="Coefficient·non-zero·location"·class·=·"sphx-glr-multi-img"/></li> | 277 | <li><img·src="../../_images/sphx_glr_plot_multi_task_lasso_support_001.png"·srcset="../../_images/sphx_glr_plot_multi_task_lasso_support_001.png"·alt="Coefficient·non-zero·location"·class·=·"sphx-glr-multi-img"/></li> |
| 278 | <li><img·src="../../_images/sphx_glr_plot_multi_task_lasso_support_002.png"·srcset="../../_images/sphx_glr_plot_multi_task_lasso_support_002.png"·alt="plot·multi·task·lasso·support"·class·=·"sphx-glr-multi-img"/></li> | 278 | <li><img·src="../../_images/sphx_glr_plot_multi_task_lasso_support_002.png"·srcset="../../_images/sphx_glr_plot_multi_task_lasso_support_002.png"·alt="plot·multi·task·lasso·support"·class·=·"sphx-glr-multi-img"/></li> |
| 279 | </ul> | 279 | </ul> |
| 280 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0. | 280 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.500·seconds)</p> |
| 281 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-multi-task-lasso-support-py"> | 281 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-multi-task-lasso-support-py"> |
| 282 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 282 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 283 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/f1a137ac46ba39a9ac507c515d184d90/plot_multi_task_lasso_support.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_multi_task_lasso_support.ipynb</span></code></a></p> | 283 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/f1a137ac46ba39a9ac507c515d184d90/plot_multi_task_lasso_support.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_multi_task_lasso_support.ipynb</span></code></a></p> |
| 284 | </div> | 284 | </div> |
| 285 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 285 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 286 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/2f0720ee8bdf39051b71d0070814a47b/plot_multi_task_lasso_support.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_multi_task_lasso_support.py</span></code></a></p> | 286 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/2f0720ee8bdf39051b71d0070814a47b/plot_multi_task_lasso_support.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_multi_task_lasso_support.py</span></code></a></p> |
| 287 | </div> | 287 | </div> |
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| 293 | </section> | 293 | </section> |
| 294 | </section> | 294 | </section> |
| 295 | ······</div> | 295 | ······</div> |
| 296 | ····<div·class="container"> | 296 | ····<div·class="container"> |
| 297 | ······<footer·class="sk-content-footer"> | 297 | ······<footer·class="sk-content-footer"> |
| 298 | ············©·2007·-·202 | 298 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 299 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_multi_task_lasso_support.rst.txt"·rel="nofollow">Show·this·page·source</a> | 299 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_multi_task_lasso_support.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 300 | ······</footer> | 300 | ······</footer> |
| 301 | ····</div> | 301 | ····</div> |
| 302 | ··</div> | 302 | ··</div> |
| 303 | </div> | 303 | </div> |
| 304 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 304 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 95 | ) | 95 | ) |
| 96 | plt.legend(loc="upper·center") | 96 | plt.legend(loc="upper·center") |
| 97 | plt.axis("tight") | 97 | plt.axis("tight") |
| 98 | plt.ylim([-1.1,·1.1]) | 98 | plt.ylim([-1.1,·1.1]) |
| 99 | plt.show() | 99 | plt.show() |
| 100 | ····*·[Coefficient·non-zero·location] | 100 | ····*·[Coefficient·non-zero·location] |
| 101 | ····*·[plot·multi·task·lasso·support] | 101 | ····*·[plot·multi·task·lasso·support] |
| 102 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0. | 102 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.500·seconds) |
| 103 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8u_\x8l_\x8t_\x8i_\x8__\x8t_\x8a_\x8s_\x8k_\x8__\x8l_\x8a_\x8s_\x8s_\x8o_\x8__\x8s_\x8u_\x8p_\x8p_\x8o_\x8r_\x8t_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 103 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8u_\x8l_\x8t_\x8i_\x8__\x8t_\x8a_\x8s_\x8k_\x8__\x8l_\x8a_\x8s_\x8s_\x8o_\x8__\x8s_\x8u_\x8p_\x8p_\x8o_\x8r_\x8t_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 104 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8u_\x8l_\x8t_\x8i_\x8__\x8t_\x8a_\x8s_\x8k_\x8__\x8l_\x8a_\x8s_\x8s_\x8o_\x8__\x8s_\x8u_\x8p_\x8p_\x8o_\x8r_\x8t_\x8._\x8p_\x8y | 104 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8u_\x8l_\x8t_\x8i_\x8__\x8t_\x8a_\x8s_\x8k_\x8__\x8l_\x8a_\x8s_\x8s_\x8o_\x8__\x8s_\x8u_\x8p_\x8p_\x8o_\x8r_\x8t_\x8._\x8p_\x8y |
| 105 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8u_\x8l_\x8t_\x8i_\x8__\x8t_\x8a_\x8s_\x8k_\x8__\x8l_\x8a_\x8s_\x8s_\x8o_\x8__\x8s_\x8u_\x8p_\x8p_\x8o_\x8r_\x8t_\x8._\x8z_\x8i_\x8p | 105 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8u_\x8l_\x8t_\x8i_\x8__\x8t_\x8a_\x8s_\x8k_\x8__\x8l_\x8a_\x8s_\x8s_\x8o_\x8__\x8s_\x8u_\x8p_\x8p_\x8o_\x8r_\x8t_\x8._\x8z_\x8i_\x8p |
| 106 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 106 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 107 | ©·2007·-·202 | 107 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 259 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">set_xlabel</span><span·class="p">(</span><span·class="s2">"OLS·regression·coefficients"</span><span·class="p">,</span>·<span·class="n">fontweight</span><span·class="o">=</span><span·class="s2">"bold"</span><span·class="p">)</span> | 259 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">set_xlabel</span><span·class="p">(</span><span·class="s2">"OLS·regression·coefficients"</span><span·class="p">,</span>·<span·class="n">fontweight</span><span·class="o">=</span><span·class="s2">"bold"</span><span·class="p">)</span> |
| 260 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">set_ylabel</span><span·class="p">(</span><span·class="s2">"NNLS·regression·coefficients"</span><span·class="p">,</span>·<span·class="n">fontweight</span><span·class="o">=</span><span·class="s2">"bold"</span><span·class="p">)</span> | 260 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">set_ylabel</span><span·class="p">(</span><span·class="s2">"NNLS·regression·coefficients"</span><span·class="p">,</span>·<span·class="n">fontweight</span><span·class="o">=</span><span·class="s2">"bold"</span><span·class="p">)</span> |
| 261 | </pre></div> | 261 | </pre></div> |
| 262 | </div> | 262 | </div> |
| 263 | <img·src="../../_images/sphx_glr_plot_nnls_001.png"·srcset="../../_images/sphx_glr_plot_nnls_001.png"·alt="plot·nnls"·class·=·"sphx-glr-single-img"/><div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>Text(55.847222222222214,·0.5,·'NNLS·regression·coefficients') | 263 | <img·src="../../_images/sphx_glr_plot_nnls_001.png"·srcset="../../_images/sphx_glr_plot_nnls_001.png"·alt="plot·nnls"·class·=·"sphx-glr-single-img"/><div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>Text(55.847222222222214,·0.5,·'NNLS·regression·coefficients') |
| 264 | </pre></div> | 264 | </pre></div> |
| 265 | </div> | 265 | </div> |
| 266 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0. | 266 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.113·seconds)</p> |
| 267 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-nnls-py"> | 267 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-nnls-py"> |
| 268 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 268 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 269 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/581dc0b49de1be345ed0b6010e5f873d/plot_nnls.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_nnls.ipynb</span></code></a></p> | 269 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/581dc0b49de1be345ed0b6010e5f873d/plot_nnls.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_nnls.ipynb</span></code></a></p> |
| 270 | </div> | 270 | </div> |
| 271 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 271 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 272 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/055e50ba9fa8c7dcf45dc8f1f32a0243/plot_nnls.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_nnls.py</span></code></a></p> | 272 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/055e50ba9fa8c7dcf45dc8f1f32a0243/plot_nnls.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_nnls.py</span></code></a></p> |
| 273 | </div> | 273 | </div> |
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| 278 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 278 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 279 | </section> | 279 | </section> |
| 280 | ······</div> | 280 | ······</div> |
| 281 | ····<div·class="container"> | 281 | ····<div·class="container"> |
| 282 | ······<footer·class="sk-content-footer"> | 282 | ······<footer·class="sk-content-footer"> |
| 283 | ············©·2007·-·202 | 283 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 284 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_nnls.rst.txt"·rel="nofollow">Show·this·page·source</a> | 284 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_nnls.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 285 | ······</footer> | 285 | ······</footer> |
| 286 | ····</div> | 286 | ····</div> |
| 287 | ··</div> | 287 | ··</div> |
| 288 | </div> | 288 | </div> |
| 289 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 289 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 80 | low·=·max(low_x,·low_y) | 80 | low·=·max(low_x,·low_y) |
| 81 | high·=·min(high_x,·high_y) | 81 | high·=·min(high_x,·high_y) |
| 82 | ax.plot([low,·high],·[low,·high],·ls="--",·c=".3",·alpha=0.5) | 82 | ax.plot([low,·high],·[low,·high],·ls="--",·c=".3",·alpha=0.5) |
| 83 | ax.set_xlabel("OLS·regression·coefficients",·fontweight="bold") | 83 | ax.set_xlabel("OLS·regression·coefficients",·fontweight="bold") |
| 84 | ax.set_ylabel("NNLS·regression·coefficients",·fontweight="bold") | 84 | ax.set_ylabel("NNLS·regression·coefficients",·fontweight="bold") |
| 85 | [plot·nnls] | 85 | [plot·nnls] |
| 86 | Text(55.847222222222214,·0.5,·'NNLS·regression·coefficients') | 86 | Text(55.847222222222214,·0.5,·'NNLS·regression·coefficients') |
| 87 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0. | 87 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.113·seconds) |
| 88 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8n_\x8n_\x8l_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 88 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8n_\x8n_\x8l_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 89 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8n_\x8n_\x8l_\x8s_\x8._\x8p_\x8y | 89 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8n_\x8n_\x8l_\x8s_\x8._\x8p_\x8y |
| 90 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8n_\x8n_\x8l_\x8s_\x8._\x8z_\x8i_\x8p | 90 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8n_\x8n_\x8l_\x8s_\x8._\x8z_\x8i_\x8p |
| 91 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 91 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 92 | ©·2007·-·202 | 92 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 255 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xticks</span><span·class="p">(())</span> | 255 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xticks</span><span·class="p">(())</span> |
| 256 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">yticks</span><span·class="p">(())</span> | 256 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">yticks</span><span·class="p">(())</span> |
| 257 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 257 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 258 | </pre></div> | 258 | </pre></div> |
| 259 | </div> | 259 | </div> |
| 260 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.0 | 260 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.065·seconds)</p> |
| 261 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-ols-py"> | 261 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-ols-py"> |
| 262 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 262 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 263 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/ee7c3a1966ea76f4980405cbc44de6da/plot_ols.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_ols.ipynb</span></code></a></p> | 263 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/ee7c3a1966ea76f4980405cbc44de6da/plot_ols.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_ols.ipynb</span></code></a></p> |
| 264 | </div> | 264 | </div> |
| 265 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 265 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 266 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/5ff7ffaf8076af51ffb8c5732f697c8e/plot_ols.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_ols.py</span></code></a></p> | 266 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/5ff7ffaf8076af51ffb8c5732f697c8e/plot_ols.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_ols.py</span></code></a></p> |
| 267 | </div> | 267 | </div> |
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| 274 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 274 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 275 | </section> | 275 | </section> |
| 276 | ······</div> | 276 | ······</div> |
| 277 | ····<div·class="container"> | 277 | ····<div·class="container"> |
| 278 | ······<footer·class="sk-content-footer"> | 278 | ······<footer·class="sk-content-footer"> |
| 279 | ············©·2007·-·202 | 279 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 280 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_ols.rst.txt"·rel="nofollow">Show·this·page·source</a> | 280 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_ols.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 281 | ······</footer> | 281 | ······</footer> |
| 282 | ····</div> | 282 | ····</div> |
| 283 | ··</div> | 283 | ··</div> |
| 284 | </div> | 284 | </div> |
| 285 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 285 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 90 | plt.scatter(diabetes_X_test,·diabetes_y_test,·color="black") | 90 | plt.scatter(diabetes_X_test,·diabetes_y_test,·color="black") |
| 91 | plt.plot(diabetes_X_test,·diabetes_y_pred,·color="blue",·linewidth=3) | 91 | plt.plot(diabetes_X_test,·diabetes_y_pred,·color="blue",·linewidth=3) |
| 92 | plt.xticks(()) | 92 | plt.xticks(()) |
| 93 | plt.yticks(()) | 93 | plt.yticks(()) |
| 94 | plt.show() | 94 | plt.show() |
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| 99 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 99 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 100 | ©·2007·-·202 | 100 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 269 | </pre></div> | 269 | </pre></div> |
| 270 | </div> | 270 | </div> |
| 271 | <ul·class="sphx-glr-horizontal"> | 271 | <ul·class="sphx-glr-horizontal"> |
| 272 | <li><img·src="../../_images/sphx_glr_plot_ols_3d_001.png"·srcset="../../_images/sphx_glr_plot_ols_3d_001.png"·alt="plot·ols·3d"·class·=·"sphx-glr-multi-img"/></li> | 272 | <li><img·src="../../_images/sphx_glr_plot_ols_3d_001.png"·srcset="../../_images/sphx_glr_plot_ols_3d_001.png"·alt="plot·ols·3d"·class·=·"sphx-glr-multi-img"/></li> |
| 273 | <li><img·src="../../_images/sphx_glr_plot_ols_3d_002.png"·srcset="../../_images/sphx_glr_plot_ols_3d_002.png"·alt="plot·ols·3d"·class·=·"sphx-glr-multi-img"/></li> | 273 | <li><img·src="../../_images/sphx_glr_plot_ols_3d_002.png"·srcset="../../_images/sphx_glr_plot_ols_3d_002.png"·alt="plot·ols·3d"·class·=·"sphx-glr-multi-img"/></li> |
| 274 | <li><img·src="../../_images/sphx_glr_plot_ols_3d_003.png"·srcset="../../_images/sphx_glr_plot_ols_3d_003.png"·alt="plot·ols·3d"·class·=·"sphx-glr-multi-img"/></li> | 274 | <li><img·src="../../_images/sphx_glr_plot_ols_3d_003.png"·srcset="../../_images/sphx_glr_plot_ols_3d_003.png"·alt="plot·ols·3d"·class·=·"sphx-glr-multi-img"/></li> |
| 275 | </ul> | 275 | </ul> |
| 276 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0. | 276 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.371·seconds)</p> |
| 277 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-ols-3d-py"> | 277 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-ols-3d-py"> |
| 278 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 278 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 279 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/113d936063a64e05f36c8cd5e870300a/plot_ols_3d.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_ols_3d.ipynb</span></code></a></p> | 279 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/113d936063a64e05f36c8cd5e870300a/plot_ols_3d.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_ols_3d.ipynb</span></code></a></p> |
| 280 | </div> | 280 | </div> |
| 281 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 281 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 282 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/2a401e4f9bbae968abdf35a831408f10/plot_ols_3d.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_ols_3d.py</span></code></a></p> | 282 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/2a401e4f9bbae968abdf35a831408f10/plot_ols_3d.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_ols_3d.py</span></code></a></p> |
| 283 | </div> | 283 | </div> |
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| 288 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 288 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 289 | </section> | 289 | </section> |
| 290 | ······</div> | 290 | ······</div> |
| 291 | ····<div·class="container"> | 291 | ····<div·class="container"> |
| 292 | ······<footer·class="sk-content-footer"> | 292 | ······<footer·class="sk-content-footer"> |
| 293 | ············©·2007·-·202 | 293 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 294 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_ols_3d.rst.txt"·rel="nofollow">Show·this·page·source</a> | 294 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_ols_3d.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 295 | ······</footer> | 295 | ······</footer> |
| 296 | ····</div> | 296 | ····</div> |
| 297 | ··</div> | 297 | ··</div> |
| 298 | </div> | 298 | </div> |
| 299 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 299 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 96 | azim·=·90 | 96 | azim·=·90 |
| 97 | plot_figs(3,·elev,·azim,·X_train,·ols) | 97 | plot_figs(3,·elev,·azim,·X_train,·ols) |
| 98 | plt.show() | 98 | plt.show() |
| 99 | ····*·[plot·ols·3d] | 99 | ····*·[plot·ols·3d] |
| 100 | ····*·[plot·ols·3d] | 100 | ····*·[plot·ols·3d] |
| 101 | ····*·[plot·ols·3d] | 101 | ····*·[plot·ols·3d] |
| 102 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0. | 102 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.371·seconds) |
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| 106 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 106 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 107 | ©·2007·-·202 | 107 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 251 | ····<span·class="n">ax</span><span·class="o">.</span><span·class="n">set_ylabel</span><span·class="p">(</span><span·class="s2">"y"</span><span·class="p">)</span> | 251 | ····<span·class="n">ax</span><span·class="o">.</span><span·class="n">set_ylabel</span><span·class="p">(</span><span·class="s2">"y"</span><span·class="p">)</span> |
| 252 | ····<span·class="n">fig</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span> | 252 | ····<span·class="n">fig</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span> |
| 253 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 253 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 254 | </pre></div> | 254 | </pre></div> |
| 255 | </div> | 255 | </div> |
| 256 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0. | 256 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.535·seconds)</p> |
| 257 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-ols-ridge-variance-py"> | 257 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-ols-ridge-variance-py"> |
| 258 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 258 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 259 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/09c15b8ca914c1951a06a9ce3431460f/plot_ols_ridge_variance.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_ols_ridge_variance.ipynb</span></code></a></p> | 259 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/09c15b8ca914c1951a06a9ce3431460f/plot_ols_ridge_variance.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_ols_ridge_variance.ipynb</span></code></a></p> |
| 260 | </div> | 260 | </div> |
| 261 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 261 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 262 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/9d9fb0a68272db3e5ae8ad0da4cbcd69/plot_ols_ridge_variance.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_ols_ridge_variance.py</span></code></a></p> | 262 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/9d9fb0a68272db3e5ae8ad0da4cbcd69/plot_ols_ridge_variance.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_ols_ridge_variance.py</span></code></a></p> |
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| 271 | </section> | 271 | </section> |
| 272 | ······</div> | 272 | ······</div> |
| 273 | ····<div·class="container"> | 273 | ····<div·class="container"> |
| 274 | ······<footer·class="sk-content-footer"> | 274 | ······<footer·class="sk-content-footer"> |
| 275 | ············©·2007·-·202 | 275 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 276 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_ols_ridge_variance.rst.txt"·rel="nofollow">Show·this·page·source</a> | 276 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_ols_ridge_variance.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 277 | ······</footer> | 277 | ······</footer> |
| 278 | ····</div> | 278 | ····</div> |
| 279 | ··</div> | 279 | ··</div> |
| 280 | </div> | 280 | </div> |
| 281 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 281 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 82 | ····ax.set_ylim((0,·1.6)) | 82 | ····ax.set_ylim((0,·1.6)) |
| 83 | ····ax.set_xlabel("X") | 83 | ····ax.set_xlabel("X") |
| 84 | ····ax.set_ylabel("y") | 84 | ····ax.set_ylabel("y") |
| 85 | ····fig.tight_layout() | 85 | ····fig.tight_layout() |
| 86 | plt.show() | 86 | plt.show() |
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| 90 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8o_\x8l_\x8s_\x8__\x8r_\x8i_\x8d_\x8g_\x8e_\x8__\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e_\x8._\x8z_\x8i_\x8p | 90 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8o_\x8l_\x8s_\x8__\x8r_\x8i_\x8d_\x8g_\x8e_\x8__\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e_\x8._\x8z_\x8i_\x8p |
| 91 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 91 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 92 | ©·2007·-·202 | 92 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 7 | <head> | 7 | <head> |
| 8 | ··<meta·charset="utf-8"> | 8 | ··<meta·charset="utf-8"> |
| 9 | ··<meta·name="viewport"·content="width=device-width,·initial-scale=1"·/> | 9 | ··<meta·name="viewport"·content="width=device-width,·initial-scale=1"·/> |
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| 18 | ··<meta·name="viewport"·content="width=device-width,·initial-scale=1.0"> | 18 | ··<meta·name="viewport"·content="width=device-width,·initial-scale=1.0"> |
| 19 | ·· | 19 | ·· |
| 20 | ··<title>Orthogonal·Matching·Pursuit·—·scikit-learn·1.4.2·documentation</title> | 20 | ··<title>Orthogonal·Matching·Pursuit·—·scikit-learn·1.4.2·documentation</title> |
| 21 | ·· | 21 | ·· |
| 22 | ··<link·rel="canonical"·href="https://scikit-learn.org/stable/auto_examples/linear_model/plot_omp.html"·/> | 22 | ··<link·rel="canonical"·href="https://scikit-learn.org/stable/auto_examples/linear_model/plot_omp.html"·/> |
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| 260 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">stem</span><span·class="p">(</span><span·class="n">idx_r</span><span·class="p">,</span>·<span·class="n">coef</span><span·class="p">[</span><span·class="n">idx_r</span><span·class="p">])</span> | 260 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">stem</span><span·class="p">(</span><span·class="n">idx_r</span><span·class="p">,</span>·<span·class="n">coef</span><span·class="p">[</span><span·class="n">idx_r</span><span·class="p">])</span> |
| 261 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">subplots_adjust</span><span·class="p">(</span><span·class="mf">0.06</span><span·class="p">,</span>·<span·class="mf">0.04</span><span·class="p">,</span>·<span·class="mf">0.94</span><span·class="p">,</span>·<span·class="mf">0.90</span><span·class="p">,</span>·<span·class="mf">0.20</span><span·class="p">,</span>·<span·class="mf">0.38</span><span·class="p">)</span> | 261 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">subplots_adjust</span><span·class="p">(</span><span·class="mf">0.06</span><span·class="p">,</span>·<span·class="mf">0.04</span><span·class="p">,</span>·<span·class="mf">0.94</span><span·class="p">,</span>·<span·class="mf">0.90</span><span·class="p">,</span>·<span·class="mf">0.20</span><span·class="p">,</span>·<span·class="mf">0.38</span><span·class="p">)</span> |
| 262 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">suptitle</span><span·class="p">(</span><span·class="s2">"Sparse·signal·recovery·with·Orthogonal·Matching·Pursuit"</span><span·class="p">,</span>·<span·class="n">fontsize</span><span·class="o">=</span><span·class="mi">16</span><span·class="p">)</span> | 262 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">suptitle</span><span·class="p">(</span><span·class="s2">"Sparse·signal·recovery·with·Orthogonal·Matching·Pursuit"</span><span·class="p">,</span>·<span·class="n">fontsize</span><span·class="o">=</span><span·class="mi">16</span><span·class="p">)</span> |
| 263 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 263 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 264 | </pre></div> | 264 | </pre></div> |
| 265 | </div> | 265 | </div> |
| 266 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0. | 266 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.464·seconds)</p> |
| 267 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-omp-py"> | 267 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-omp-py"> |
| 268 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 268 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 269 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/a79c521bd835e8739e06d7dafbfc4eb4/plot_omp.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_omp.ipynb</span></code></a></p> | 269 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/a79c521bd835e8739e06d7dafbfc4eb4/plot_omp.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_omp.ipynb</span></code></a></p> |
| 270 | </div> | 270 | </div> |
| 271 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 271 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 272 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/9b5ca5a413df494778642d75caeb33d7/plot_omp.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_omp.py</span></code></a></p> | 272 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/9b5ca5a413df494778642d75caeb33d7/plot_omp.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_omp.py</span></code></a></p> |
| 273 | </div> | 273 | </div> |
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| 279 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 279 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 280 | </section> | 280 | </section> |
| 281 | ······</div> | 281 | ······</div> |
| 282 | ····<div·class="container"> | 282 | ····<div·class="container"> |
| 283 | ······<footer·class="sk-content-footer"> | 283 | ······<footer·class="sk-content-footer"> |
| 284 | ············©·2007·-·202 | 284 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 285 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_omp.rst.txt"·rel="nofollow">Show·this·page·source</a> | 285 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_omp.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 286 | ······</footer> | 286 | ······</footer> |
| 287 | ····</div> | 287 | ····</div> |
| 288 | ··</div> | 288 | ··</div> |
| 289 | </div> | 289 | </div> |
| 290 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 290 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 101 | plt.title("Recovered·signal·from·noisy·measurements·with·CV") | 101 | plt.title("Recovered·signal·from·noisy·measurements·with·CV") |
| 102 | plt.stem(idx_r,·coef[idx_r]) | 102 | plt.stem(idx_r,·coef[idx_r]) |
| 103 | plt.subplots_adjust(0.06,·0.04,·0.94,·0.90,·0.20,·0.38) | 103 | plt.subplots_adjust(0.06,·0.04,·0.94,·0.90,·0.20,·0.38) |
| 104 | plt.suptitle("Sparse·signal·recovery·with·Orthogonal·Matching·Pursuit", | 104 | plt.suptitle("Sparse·signal·recovery·with·Orthogonal·Matching·Pursuit", |
| 105 | fontsize=16) | 105 | fontsize=16) |
| 106 | plt.show() | 106 | plt.show() |
| 107 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0. | 107 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.464·seconds) |
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| 111 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 111 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 112 | ©·2007·-·202 | 112 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 753 | check·whether·this·assumption·holds.</p></li> | 753 | check·whether·this·assumption·holds.</p></li> |
| 754 | <li><p>Traditional·regression·metrics·such·as·Mean·Squared·Error·and·Mean·Absolute | 754 | <li><p>Traditional·regression·metrics·such·as·Mean·Squared·Error·and·Mean·Absolute |
| 755 | Error·are·hard·to·meaningfully·interpret·on·count·values·with·many·zeros.</p></li> | 755 | Error·are·hard·to·meaningfully·interpret·on·count·values·with·many·zeros.</p></li> |
| 756 | </ul> | 756 | </ul> |
| 757 | <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 757 | <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 758 | </pre></div> | 758 | </pre></div> |
| 759 | </div> | 759 | </div> |
| 760 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.00 | 760 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.004·seconds)</p> |
| 761 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-poisson-regression-non-normal-loss-py"> | 761 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-poisson-regression-non-normal-loss-py"> |
| 762 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 762 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 763 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/2e4791a177381a6102b21e44083615c8/plot_poisson_regression_non_normal_loss.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_poisson_regression_non_normal_loss.ipynb</span></code></a></p> | 763 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/2e4791a177381a6102b21e44083615c8/plot_poisson_regression_non_normal_loss.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_poisson_regression_non_normal_loss.ipynb</span></code></a></p> |
| 764 | </div> | 764 | </div> |
| 765 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 765 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 766 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/d08611fad91456a69eecccc558014285/plot_poisson_regression_non_normal_loss.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_poisson_regression_non_normal_loss.py</span></code></a></p> | 766 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/d08611fad91456a69eecccc558014285/plot_poisson_regression_non_normal_loss.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_poisson_regression_non_normal_loss.py</span></code></a></p> |
| 767 | </div> | 767 | </div> |
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| 773 | </section> | 773 | </section> |
| 774 | </section> | 774 | </section> |
| 775 | ······</div> | 775 | ······</div> |
| 776 | ····<div·class="container"> | 776 | ····<div·class="container"> |
| 777 | ······<footer·class="sk-content-footer"> | 777 | ······<footer·class="sk-content-footer"> |
| 778 | ············©·2007·-·202 | 778 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 779 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_poisson_regression_non_normal_loss.rst.txt"·rel="nofollow">Show·this·page·source</a> | 779 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_poisson_regression_non_normal_loss.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 780 | ······</footer> | 780 | ······</footer> |
| 781 | ····</div> | 781 | ····</div> |
| 782 | ··</div> | 782 | ··</div> |
| 783 | </div> | 783 | </div> |
| 784 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 784 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 545 | ······assumption·on·the·ideal·relationship·between·the·expected·value·and·the | 545 | ······assumption·on·the·ideal·relationship·between·the·expected·value·and·the |
| 546 | ······variance·of·the·response·variable.·For·the·sake·of·conciseness·we·did·not | 546 | ······variance·of·the·response·variable.·For·the·sake·of·conciseness·we·did·not |
| 547 | ······check·whether·this·assumption·holds. | 547 | ······check·whether·this·assumption·holds. |
| 548 | ····*·Traditional·regression·metrics·such·as·Mean·Squared·Error·and·Mean | 548 | ····*·Traditional·regression·metrics·such·as·Mean·Squared·Error·and·Mean |
| 549 | ······Absolute·Error·are·hard·to·meaningfully·interpret·on·count·values·with | 549 | ······Absolute·Error·are·hard·to·meaningfully·interpret·on·count·values·with |
| 550 | ······many·zeros. | 550 | ······many·zeros. |
| 551 | plt.show() | 551 | plt.show() |
| 552 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.00 | 552 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.004·seconds) |
| 553 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8o_\x8i_\x8s_\x8s_\x8o_\x8n_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8__\x8n_\x8o_\x8n_\x8__\x8n_\x8o_\x8r_\x8m_\x8a_\x8l_\x8__\x8l_\x8o_\x8s_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 553 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8o_\x8i_\x8s_\x8s_\x8o_\x8n_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8__\x8n_\x8o_\x8n_\x8__\x8n_\x8o_\x8r_\x8m_\x8a_\x8l_\x8__\x8l_\x8o_\x8s_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 554 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8o_\x8i_\x8s_\x8s_\x8o_\x8n_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8__\x8n_\x8o_\x8n_\x8__\x8n_\x8o_\x8r_\x8m_\x8a_\x8l_\x8__\x8l_\x8o_\x8s_\x8s_\x8._\x8p_\x8y | 554 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8o_\x8i_\x8s_\x8s_\x8o_\x8n_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8__\x8n_\x8o_\x8n_\x8__\x8n_\x8o_\x8r_\x8m_\x8a_\x8l_\x8__\x8l_\x8o_\x8s_\x8s_\x8._\x8p_\x8y |
| 555 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8o_\x8i_\x8s_\x8s_\x8o_\x8n_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8__\x8n_\x8o_\x8n_\x8__\x8n_\x8o_\x8r_\x8m_\x8a_\x8l_\x8__\x8l_\x8o_\x8s_\x8s_\x8._\x8z_\x8i_\x8p | 555 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8o_\x8i_\x8s_\x8s_\x8o_\x8n_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8__\x8n_\x8o_\x8n_\x8__\x8n_\x8o_\x8r_\x8m_\x8a_\x8l_\x8__\x8l_\x8o_\x8s_\x8s_\x8._\x8z_\x8i_\x8p |
| 556 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 556 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 557 | ©·2007·-·202 | 557 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 391 | ····<span·class="n">X_train</span> | 391 | ····<span·class="n">X_train</span> |
| 392 | <span·class="p">)</span> | 392 | <span·class="p">)</span> |
| 393 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x_plot_ext</span><span·class="p">,</span>·<span·class="n">splt</span><span·class="o">.</span><span·class="n">transform</span><span·class="p">(</span><span·class="n">X_plot_ext</span><span·class="p">))</span> | 393 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x_plot_ext</span><span·class="p">,</span>·<span·class="n">splt</span><span·class="o">.</span><span·class="n">transform</span><span·class="p">(</span><span·class="n">X_plot_ext</span><span·class="p">))</span> |
| 394 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span><span·class="n">ax</span><span·class="o">.</span><span·class="n">lines</span><span·class="p">,</span>·<span·class="p">[</span><span·class="sa">f</span><span·class="s2">"spline·</span><span·class="si">{</span><span·class="n">n</span><span·class="si">}</span><span·class="s2">"</span>·<span·class="k">for</span>·<span·class="n">n</span>·<span·class="ow">in</span>·<span·class="nb">range</span><span·class="p">(</span><span·class="mi">3</span><span·class="p">)])</span> | 394 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span><span·class="n">ax</span><span·class="o">.</span><span·class="n">lines</span><span·class="p">,</span>·<span·class="p">[</span><span·class="sa">f</span><span·class="s2">"spline·</span><span·class="si">{</span><span·class="n">n</span><span·class="si">}</span><span·class="s2">"</span>·<span·class="k">for</span>·<span·class="n">n</span>·<span·class="ow">in</span>·<span·class="nb">range</span><span·class="p">(</span><span·class="mi">3</span><span·class="p">)])</span> |
| 395 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 395 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 396 | </pre></div> | 396 | </pre></div> |
| 397 | </div> | 397 | </div> |
| 398 | <img·src="../../_images/sphx_glr_plot_polynomial_interpolation_004.png"·srcset="../../_images/sphx_glr_plot_polynomial_interpolation_004.png"·alt="plot·polynomial·interpolation"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0. | 398 | <img·src="../../_images/sphx_glr_plot_polynomial_interpolation_004.png"·srcset="../../_images/sphx_glr_plot_polynomial_interpolation_004.png"·alt="plot·polynomial·interpolation"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.845·seconds)</p> |
| 399 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-polynomial-interpolation-py"> | 399 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-polynomial-interpolation-py"> |
| 400 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 400 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 401 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/97af0ebf12a51edb939605ce096cae13/plot_polynomial_interpolation.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_polynomial_interpolation.ipynb</span></code></a></p> | 401 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/97af0ebf12a51edb939605ce096cae13/plot_polynomial_interpolation.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_polynomial_interpolation.ipynb</span></code></a></p> |
| 402 | </div> | 402 | </div> |
| 403 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 403 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 404 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/421ef4f01c94bb40ae3ecc3a1dd0c886/plot_polynomial_interpolation.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_polynomial_interpolation.py</span></code></a></p> | 404 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/421ef4f01c94bb40ae3ecc3a1dd0c886/plot_polynomial_interpolation.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_polynomial_interpolation.py</span></code></a></p> |
| 405 | </div> | 405 | </div> |
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| 411 | </section> | 411 | </section> |
| 412 | </section> | 412 | </section> |
| 413 | ······</div> | 413 | ······</div> |
| 414 | ····<div·class="container"> | 414 | ····<div·class="container"> |
| 415 | ······<footer·class="sk-content-footer"> | 415 | ······<footer·class="sk-content-footer"> |
| 416 | ············©·2007·-·202 | 416 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 417 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_polynomial_interpolation.rst.txt"·rel="nofollow">Show·this·page·source</a> | 417 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_polynomial_interpolation.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 418 | ······</footer> | 418 | ······</footer> |
| 419 | ····</div> | 419 | ····</div> |
| 420 | ··</div> | 420 | ··</div> |
| 421 | </div> | 421 | </div> |
| 422 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 422 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 209 | extrapolation="periodic").fit( | 209 | extrapolation="periodic").fit( |
| 210 | ····X_train | 210 | ····X_train |
| 211 | ) | 211 | ) |
| 212 | ax.plot(x_plot_ext,·splt.transform(X_plot_ext)) | 212 | ax.plot(x_plot_ext,·splt.transform(X_plot_ext)) |
| 213 | ax.legend(ax.lines,·[f"spline·{n}"·for·n·in·range(3)]) | 213 | ax.legend(ax.lines,·[f"spline·{n}"·for·n·in·range(3)]) |
| 214 | plt.show() | 214 | plt.show() |
| 215 | [plot·polynomial·interpolation] | 215 | [plot·polynomial·interpolation] |
| 216 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0. | 216 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.845·seconds) |
| 217 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8o_\x8l_\x8y_\x8n_\x8o_\x8m_\x8i_\x8a_\x8l_\x8__\x8i_\x8n_\x8t_\x8e_\x8r_\x8p_\x8o_\x8l_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 217 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8o_\x8l_\x8y_\x8n_\x8o_\x8m_\x8i_\x8a_\x8l_\x8__\x8i_\x8n_\x8t_\x8e_\x8r_\x8p_\x8o_\x8l_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 218 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8o_\x8l_\x8y_\x8n_\x8o_\x8m_\x8i_\x8a_\x8l_\x8__\x8i_\x8n_\x8t_\x8e_\x8r_\x8p_\x8o_\x8l_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y | 218 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8o_\x8l_\x8y_\x8n_\x8o_\x8m_\x8i_\x8a_\x8l_\x8__\x8i_\x8n_\x8t_\x8e_\x8r_\x8p_\x8o_\x8l_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y |
| 219 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8o_\x8l_\x8y_\x8n_\x8o_\x8m_\x8i_\x8a_\x8l_\x8__\x8i_\x8n_\x8t_\x8e_\x8r_\x8p_\x8o_\x8l_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p | 219 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8o_\x8l_\x8y_\x8n_\x8o_\x8m_\x8i_\x8a_\x8l_\x8__\x8i_\x8n_\x8t_\x8e_\x8r_\x8p_\x8o_\x8l_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p |
| 220 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 220 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 221 | ©·2007·-·202 | 221 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 500 | ····MSE·=·6.690 | 500 | ····MSE·=·6.690 |
| 501 | ····QuantileRegressor: | 501 | ····QuantileRegressor: |
| 502 | ····MAE·=·1.679 | 502 | ····MAE·=·1.679 |
| 503 | ····MSE·=·7.129 | 503 | ····MSE·=·7.129 |
| 504 | </pre></div> | 504 | </pre></div> |
| 505 | </div> | 505 | </div> |
| 506 | <p>We·reach·similar·conclusions·on·the·out-of-sample·evaluation.</p> | 506 | <p>We·reach·similar·conclusions·on·the·out-of-sample·evaluation.</p> |
| 507 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes· | 507 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1.184·seconds)</p> |
| 508 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-quantile-regression-py"> | 508 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-quantile-regression-py"> |
| 509 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 509 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 510 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/10754505339af88c10b8a48127535a4a/plot_quantile_regression.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_quantile_regression.ipynb</span></code></a></p> | 510 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/10754505339af88c10b8a48127535a4a/plot_quantile_regression.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_quantile_regression.ipynb</span></code></a></p> |
| 511 | </div> | 511 | </div> |
| 512 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 512 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 513 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/8a712694e4d011e8f35bfcb1b1b5fc82/plot_quantile_regression.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_quantile_regression.py</span></code></a></p> | 513 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/8a712694e4d011e8f35bfcb1b1b5fc82/plot_quantile_regression.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_quantile_regression.py</span></code></a></p> |
| 514 | </div> | 514 | </div> |
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| 520 | </section> | 520 | </section> |
| 521 | </section> | 521 | </section> |
| 522 | ······</div> | 522 | ······</div> |
| 523 | ····<div·class="container"> | 523 | ····<div·class="container"> |
| 524 | ······<footer·class="sk-content-footer"> | 524 | ······<footer·class="sk-content-footer"> |
| 525 | ············©·2007·-·202 | 525 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 526 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_quantile_regression.rst.txt"·rel="nofollow">Show·this·page·source</a> | 526 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_quantile_regression.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 527 | ······</footer> | 527 | ······</footer> |
| 528 | ····</div> | 528 | ····</div> |
| 529 | ··</div> | 529 | ··</div> |
| 530 | </div> | 530 | </div> |
| 531 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 531 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 302 | ····LinearRegression: | 302 | ····LinearRegression: |
| 303 | ····MAE·=·1.732 | 303 | ····MAE·=·1.732 |
| 304 | ····MSE·=·6.690 | 304 | ····MSE·=·6.690 |
| 305 | ····QuantileRegressor: | 305 | ····QuantileRegressor: |
| 306 | ····MAE·=·1.679 | 306 | ····MAE·=·1.679 |
| 307 | ····MSE·=·7.129 | 307 | ····MSE·=·7.129 |
| 308 | We·reach·similar·conclusions·on·the·out-of-sample·evaluation. | 308 | We·reach·similar·conclusions·on·the·out-of-sample·evaluation. |
| 309 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes· | 309 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1.184·seconds) |
| 310 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8q_\x8u_\x8a_\x8n_\x8t_\x8i_\x8l_\x8e_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 310 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8q_\x8u_\x8a_\x8n_\x8t_\x8i_\x8l_\x8e_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 311 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8q_\x8u_\x8a_\x8n_\x8t_\x8i_\x8l_\x8e_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8._\x8p_\x8y | 311 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8q_\x8u_\x8a_\x8n_\x8t_\x8i_\x8l_\x8e_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8._\x8p_\x8y |
| 312 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8q_\x8u_\x8a_\x8n_\x8t_\x8i_\x8l_\x8e_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p | 312 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8q_\x8u_\x8a_\x8n_\x8t_\x8i_\x8l_\x8e_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p |
| 313 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 313 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 314 | ©·2007·-·202 | 314 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 265 | <span·class="p">)</span> | 265 | <span·class="p">)</span> |
| 266 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span><span·class="n">loc</span><span·class="o">=</span><span·class="s2">"lower·right"</span><span·class="p">)</span> | 266 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span><span·class="n">loc</span><span·class="o">=</span><span·class="s2">"lower·right"</span><span·class="p">)</span> |
| 267 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xlabel</span><span·class="p">(</span><span·class="s2">"Input"</span><span·class="p">)</span> | 267 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xlabel</span><span·class="p">(</span><span·class="s2">"Input"</span><span·class="p">)</span> |
| 268 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylabel</span><span·class="p">(</span><span·class="s2">"Response"</span><span·class="p">)</span> | 268 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylabel</span><span·class="p">(</span><span·class="s2">"Response"</span><span·class="p">)</span> |
| 269 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 269 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 270 | </pre></div> | 270 | </pre></div> |
| 271 | </div> | 271 | </div> |
| 272 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.1 | 272 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.195·seconds)</p> |
| 273 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-ransac-py"> | 273 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-ransac-py"> |
| 274 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 274 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 275 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/99ccb624369d00fa81b6030937f80b04/plot_ransac.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_ransac.ipynb</span></code></a></p> | 275 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/99ccb624369d00fa81b6030937f80b04/plot_ransac.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_ransac.ipynb</span></code></a></p> |
| 276 | </div> | 276 | </div> |
| 277 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 277 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 278 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/b4762c93d453d21e5679b926dd2c532c/plot_ransac.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_ransac.py</span></code></a></p> | 278 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/b4762c93d453d21e5679b926dd2c532c/plot_ransac.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_ransac.py</span></code></a></p> |
| 279 | </div> | 279 | </div> |
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| 284 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 284 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 285 | </section> | 285 | </section> |
| 286 | ······</div> | 286 | ······</div> |
| 287 | ····<div·class="container"> | 287 | ····<div·class="container"> |
| 288 | ······<footer·class="sk-content-footer"> | 288 | ······<footer·class="sk-content-footer"> |
| 289 | ············©·2007·-·202 | 289 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 290 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_ransac.rst.txt"·rel="nofollow">Show·this·page·source</a> | 290 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_ransac.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 291 | ······</footer> | 291 | ······</footer> |
| 292 | ····</div> | 292 | ····</div> |
| 293 | ··</div> | 293 | ··</div> |
| 294 | </div> | 294 | </div> |
| 295 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 295 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 100 | ····linewidth=lw, | 100 | ····linewidth=lw, |
| 101 | ····label="RANSAC·regressor", | 101 | ····label="RANSAC·regressor", |
| 102 | ) | 102 | ) |
| 103 | plt.legend(loc="lower·right") | 103 | plt.legend(loc="lower·right") |
| 104 | plt.xlabel("Input") | 104 | plt.xlabel("Input") |
| 105 | plt.ylabel("Response") | 105 | plt.ylabel("Response") |
| 106 | plt.show() | 106 | plt.show() |
| 107 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.1 | 107 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.195·seconds) |
| 108 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8a_\x8n_\x8s_\x8a_\x8c_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 108 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8a_\x8n_\x8s_\x8a_\x8c_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 109 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8a_\x8n_\x8s_\x8a_\x8c_\x8._\x8p_\x8y | 109 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8a_\x8n_\x8s_\x8a_\x8c_\x8._\x8p_\x8y |
| 110 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8a_\x8n_\x8s_\x8a_\x8c_\x8._\x8z_\x8i_\x8p | 110 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8a_\x8n_\x8s_\x8a_\x8c_\x8._\x8z_\x8i_\x8p |
| 111 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 111 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 112 | ©·2007·-·202 | 112 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 366 | coefficients·to·fight·overfitting.·Another·problem·that·occurs·is·linked·to | 366 | coefficients·to·fight·overfitting.·Another·problem·that·occurs·is·linked·to |
| 367 | the·presence·of·outliers·in·the·training·dataset.·An·outlier·is·a·data·point | 367 | the·presence·of·outliers·in·the·training·dataset.·An·outlier·is·a·data·point |
| 368 | that·differs·significantly·from·other·observations.·Concretely,·these·outliers | 368 | that·differs·significantly·from·other·observations.·Concretely,·these·outliers |
| 369 | impact·the·left-hand·side·term·of·the·loss·function·that·we·showed·earlier. | 369 | impact·the·left-hand·side·term·of·the·loss·function·that·we·showed·earlier. |
| 370 | Some·other·linear·models·are·formulated·to·be·robust·to·outliers·such·as·the | 370 | Some·other·linear·models·are·formulated·to·be·robust·to·outliers·such·as·the |
| 371 | <a·class="reference·internal"·href="../../modules/generated/sklearn.linear_model.HuberRegressor.html#sklearn.linear_model.HuberRegressor"·title="sklearn.linear_model.HuberRegressor"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">HuberRegressor</span></code></a>.·You·can·learn·more·about·it·in | 371 | <a·class="reference·internal"·href="../../modules/generated/sklearn.linear_model.HuberRegressor.html#sklearn.linear_model.HuberRegressor"·title="sklearn.linear_model.HuberRegressor"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">HuberRegressor</span></code></a>.·You·can·learn·more·about·it·in |
| 372 | the·<a·class="reference·internal"·href="plot_huber_vs_ridge.html#sphx-glr-auto-examples-linear-model-plot-huber-vs-ridge-py"><span·class="std·std-ref">HuberRegressor·vs·Ridge·on·dataset·with·strong·outliers</span></a>·example.</p> | 372 | the·<a·class="reference·internal"·href="plot_huber_vs_ridge.html#sphx-glr-auto-examples-linear-model-plot-huber-vs-ridge-py"><span·class="std·std-ref">HuberRegressor·vs·Ridge·on·dataset·with·strong·outliers</span></a>·example.</p> |
| 373 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes· | 373 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1.188·seconds)</p> |
| 374 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-ridge-coeffs-py"> | 374 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-ridge-coeffs-py"> |
| 375 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 375 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 376 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/44775ca43ce935c840a877c3d2ebed6c/plot_ridge_coeffs.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_ridge_coeffs.ipynb</span></code></a></p> | 376 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/44775ca43ce935c840a877c3d2ebed6c/plot_ridge_coeffs.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_ridge_coeffs.ipynb</span></code></a></p> |
| 377 | </div> | 377 | </div> |
| 378 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 378 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 379 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/b075b4610b24c70d5757248abef3fb61/plot_ridge_coeffs.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_ridge_coeffs.py</span></code></a></p> | 379 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/b075b4610b24c70d5757248abef3fb61/plot_ridge_coeffs.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_ridge_coeffs.py</span></code></a></p> |
| 380 | </div> | 380 | </div> |
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| 387 | </section> | 387 | </section> |
| 388 | </section> | 388 | </section> |
| 389 | ······</div> | 389 | ······</div> |
| 390 | ····<div·class="container"> | 390 | ····<div·class="container"> |
| 391 | ······<footer·class="sk-content-footer"> | 391 | ······<footer·class="sk-content-footer"> |
| 392 | ············©·2007·-·202 | 392 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 393 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_ridge_coeffs.rst.txt"·rel="nofollow">Show·this·page·source</a> | 393 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_ridge_coeffs.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 394 | ······</footer> | 394 | ······</footer> |
| 395 | ····</div> | 395 | ····</div> |
| 396 | ··</div> | 396 | ··</div> |
| 397 | </div> | 397 | </div> |
| 398 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 398 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 183 | overfitting.·Another·problem·that·occurs·is·linked·to·the·presence·of·outliers | 183 | overfitting.·Another·problem·that·occurs·is·linked·to·the·presence·of·outliers |
| 184 | in·the·training·dataset.·An·outlier·is·a·data·point·that·differs·significantly | 184 | in·the·training·dataset.·An·outlier·is·a·data·point·that·differs·significantly |
| 185 | from·other·observations.·Concretely,·these·outliers·impact·the·left-hand·side | 185 | from·other·observations.·Concretely,·these·outliers·impact·the·left-hand·side |
| 186 | term·of·the·loss·function·that·we·showed·earlier.·Some·other·linear·models·are | 186 | term·of·the·loss·function·that·we·showed·earlier.·Some·other·linear·models·are |
| 187 | formulated·to·be·robust·to·outliers·such·as·the·_\x8H_\x8u_\x8b_\x8e_\x8r_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8o_\x8r.·You·can·learn | 187 | formulated·to·be·robust·to·outliers·such·as·the·_\x8H_\x8u_\x8b_\x8e_\x8r_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8o_\x8r.·You·can·learn |
| 188 | more·about·it·in·the·_\x8H_\x8u_\x8b_\x8e_\x8r_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8o_\x8r_\x8·_\x8v_\x8s_\x8·_\x8R_\x8i_\x8d_\x8g_\x8e_\x8·_\x8o_\x8n_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8s_\x8t_\x8r_\x8o_\x8n_\x8g_\x8·_\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8s | 188 | more·about·it·in·the·_\x8H_\x8u_\x8b_\x8e_\x8r_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8o_\x8r_\x8·_\x8v_\x8s_\x8·_\x8R_\x8i_\x8d_\x8g_\x8e_\x8·_\x8o_\x8n_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8s_\x8t_\x8r_\x8o_\x8n_\x8g_\x8·_\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8s |
| 189 | example. | 189 | example. |
| 190 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes· | 190 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1.188·seconds) |
| 191 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8i_\x8d_\x8g_\x8e_\x8__\x8c_\x8o_\x8e_\x8f_\x8f_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 191 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8i_\x8d_\x8g_\x8e_\x8__\x8c_\x8o_\x8e_\x8f_\x8f_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 192 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8i_\x8d_\x8g_\x8e_\x8__\x8c_\x8o_\x8e_\x8f_\x8f_\x8s_\x8._\x8p_\x8y | 192 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8i_\x8d_\x8g_\x8e_\x8__\x8c_\x8o_\x8e_\x8f_\x8f_\x8s_\x8._\x8p_\x8y |
| 193 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8i_\x8d_\x8g_\x8e_\x8__\x8c_\x8o_\x8e_\x8f_\x8f_\x8s_\x8._\x8z_\x8i_\x8p | 193 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8i_\x8d_\x8g_\x8e_\x8__\x8c_\x8o_\x8e_\x8f_\x8f_\x8s_\x8._\x8z_\x8i_\x8p |
| 194 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 194 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 195 | ©·2007·-·202 | 195 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 249 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xlabel</span><span·class="p">(</span><span·class="s2">"alpha"</span><span·class="p">)</span> | 249 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xlabel</span><span·class="p">(</span><span·class="s2">"alpha"</span><span·class="p">)</span> |
| 250 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylabel</span><span·class="p">(</span><span·class="s2">"weights"</span><span·class="p">)</span> | 250 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylabel</span><span·class="p">(</span><span·class="s2">"weights"</span><span·class="p">)</span> |
| 251 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"Ridge·coefficients·as·a·function·of·the·regularization"</span><span·class="p">)</span> | 251 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"Ridge·coefficients·as·a·function·of·the·regularization"</span><span·class="p">)</span> |
| 252 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">axis</span><span·class="p">(</span><span·class="s2">"tight"</span><span·class="p">)</span> | 252 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">axis</span><span·class="p">(</span><span·class="s2">"tight"</span><span·class="p">)</span> |
| 253 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 253 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 254 | </pre></div> | 254 | </pre></div> |
| 255 | </div> | 255 | </div> |
| 256 | <img·src="../../_images/sphx_glr_plot_ridge_path_001.png"·srcset="../../_images/sphx_glr_plot_ridge_path_001.png"·alt="Ridge·coefficients·as·a·function·of·the·regularization"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0. | 256 | <img·src="../../_images/sphx_glr_plot_ridge_path_001.png"·srcset="../../_images/sphx_glr_plot_ridge_path_001.png"·alt="Ridge·coefficients·as·a·function·of·the·regularization"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.618·seconds)</p> |
| 257 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-ridge-path-py"> | 257 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-ridge-path-py"> |
| 258 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 258 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 259 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/6caa16249d07b4f3e57d5f3bf102b137/plot_ridge_path.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_ridge_path.ipynb</span></code></a></p> | 259 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/6caa16249d07b4f3e57d5f3bf102b137/plot_ridge_path.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_ridge_path.ipynb</span></code></a></p> |
| 260 | </div> | 260 | </div> |
| 261 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 261 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 262 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/9d5a4167bc60f250de65fe21497c1eb6/plot_ridge_path.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_ridge_path.py</span></code></a></p> | 262 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/9d5a4167bc60f250de65fe21497c1eb6/plot_ridge_path.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_ridge_path.py</span></code></a></p> |
| 263 | </div> | 263 | </div> |
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| 269 | </section> | 269 | </section> |
| 270 | </section> | 270 | </section> |
| 271 | ······</div> | 271 | ······</div> |
| 272 | ····<div·class="container"> | 272 | ····<div·class="container"> |
| 273 | ······<footer·class="sk-content-footer"> | 273 | ······<footer·class="sk-content-footer"> |
| 274 | ············©·2007·-·202 | 274 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 275 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_ridge_path.rst.txt"·rel="nofollow">Show·this·page·source</a> | 275 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_ridge_path.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 276 | ······</footer> | 276 | ······</footer> |
| 277 | ····</div> | 277 | ····</div> |
| 278 | ··</div> | 278 | ··</div> |
| 279 | </div> | 279 | </div> |
| 280 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 280 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 75 | ax.set_xlim(ax.get_xlim()[::-1])··#·reverse·axis | 75 | ax.set_xlim(ax.get_xlim()[::-1])··#·reverse·axis |
| 76 | plt.xlabel("alpha") | 76 | plt.xlabel("alpha") |
| 77 | plt.ylabel("weights") | 77 | plt.ylabel("weights") |
| 78 | plt.title("Ridge·coefficients·as·a·function·of·the·regularization") | 78 | plt.title("Ridge·coefficients·as·a·function·of·the·regularization") |
| 79 | plt.axis("tight") | 79 | plt.axis("tight") |
| 80 | plt.show() | 80 | plt.show() |
| 81 | [Ridge·coefficients·as·a·function·of·the·regularization] | 81 | [Ridge·coefficients·as·a·function·of·the·regularization] |
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| 86 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 86 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 87 | ©·2007·-·202 | 87 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 302 | ····<span·class="p">)</span> | 302 | ····<span·class="p">)</span> |
| 303 | ····<span·class="n">plt</span><span·class="o">.</span><span·class="n">xlim</span><span·class="p">(</span><span·class="o">-</span><span·class="mi">4</span><span·class="p">,</span>·<span·class="mf">10.2</span><span·class="p">)</span> | 303 | ····<span·class="n">plt</span><span·class="o">.</span><span·class="n">xlim</span><span·class="p">(</span><span·class="o">-</span><span·class="mi">4</span><span·class="p">,</span>·<span·class="mf">10.2</span><span·class="p">)</span> |
| 304 | ····<span·class="n">plt</span><span·class="o">.</span><span·class="n">ylim</span><span·class="p">(</span><span·class="o">-</span><span·class="mi">2</span><span·class="p">,</span>·<span·class="mf">10.2</span><span·class="p">)</span> | 304 | ····<span·class="n">plt</span><span·class="o">.</span><span·class="n">ylim</span><span·class="p">(</span><span·class="o">-</span><span·class="mi">2</span><span·class="p">,</span>·<span·class="mf">10.2</span><span·class="p">)</span> |
| 305 | ····<span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="n">title</span><span·class="p">)</span> | 305 | ····<span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="n">title</span><span·class="p">)</span> |
| 306 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 306 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 307 | </pre></div> | 307 | </pre></div> |
| 308 | </div> | 308 | </div> |
| 309 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes· | 309 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·4.205·seconds)</p> |
| 310 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-robust-fit-py"> | 310 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-robust-fit-py"> |
| 311 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 311 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 312 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/c93b4e0b422f79bfcb544a032cebe455/plot_robust_fit.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_robust_fit.ipynb</span></code></a></p> | 312 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/c93b4e0b422f79bfcb544a032cebe455/plot_robust_fit.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_robust_fit.ipynb</span></code></a></p> |
| 313 | </div> | 313 | </div> |
| 314 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 314 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 315 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/a58a561a3187398ccd5be0dc2e18e01d/plot_robust_fit.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_robust_fit.py</span></code></a></p> | 315 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/a58a561a3187398ccd5be0dc2e18e01d/plot_robust_fit.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_robust_fit.py</span></code></a></p> |
| 316 | </div> | 316 | </div> |
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| 321 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 321 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 322 | </section> | 322 | </section> |
| 323 | ······</div> | 323 | ······</div> |
| 324 | ····<div·class="container"> | 324 | ····<div·class="container"> |
| 325 | ······<footer·class="sk-content-footer"> | 325 | ······<footer·class="sk-content-footer"> |
| 326 | ············©·2007·-·202 | 326 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 327 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_robust_fit.rst.txt"·rel="nofollow">Show·this·page·source</a> | 327 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_robust_fit.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 328 | ······</footer> | 328 | ······</footer> |
| 329 | ····</div> | 329 | ····</div> |
| 330 | ··</div> | 330 | ··</div> |
| 331 | </div> | 331 | </div> |
| 332 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 332 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 134 | ········loc="upper·right",·frameon=False,·title=legend_title,·prop=dict | 134 | ········loc="upper·right",·frameon=False,·title=legend_title,·prop=dict |
| 135 | (size="x-small") | 135 | (size="x-small") |
| 136 | ····) | 136 | ····) |
| 137 | ····plt.xlim(-4,·10.2) | 137 | ····plt.xlim(-4,·10.2) |
| 138 | ····plt.ylim(-2,·10.2) | 138 | ····plt.ylim(-2,·10.2) |
| 139 | ····plt.title(title) | 139 | ····plt.title(title) |
| 140 | plt.show() | 140 | plt.show() |
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| 145 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 145 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 146 | ©·2007·-·202 | 146 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 8 | ··<meta·charset="utf-8"> | 8 | ··<meta·charset="utf-8"> |
| 9 | ··<meta·name="viewport"·content="width=device-width,·initial-scale=1"·/> | 9 | ··<meta·name="viewport"·content="width=device-width,·initial-scale=1"·/> |
| 10 | <meta·property="og:title"·content="Comparing·various·online·solvers"·/> | 10 | <meta·property="og:title"·content="Comparing·various·online·solvers"·/> |
| 11 | <meta·property="og:type"·content="website"·/> | 11 | <meta·property="og:type"·content="website"·/> |
| 12 | <meta·property="og:url"·content="https://scikit-learn/stable/auto_examples/linear_model/plot_sgd_comparison.html"·/> | 12 | <meta·property="og:url"·content="https://scikit-learn/stable/auto_examples/linear_model/plot_sgd_comparison.html"·/> |
| 13 | <meta·property="og:site_name"·content="scikit-learn"·/> | 13 | <meta·property="og:site_name"·content="scikit-learn"·/> |
| 14 | <meta·property="og:description"·content="An·example·showing·how·different·online·solvers·perform·on·the·hand-written·digits·dataset.,·Total·running·time·of·the·script:(0·minutes·8. | 14 | <meta·property="og:description"·content="An·example·showing·how·different·online·solvers·perform·on·the·hand-written·digits·dataset.,·Total·running·time·of·the·script:(0·minutes·18.197·seconds)·Download·Jupyter·notebook:·plot_sgd_comparis..."·/> |
| 15 | <meta·property="og:image"·content="https://scikit-learn.org/stable/_static/scikit-learn-logo-small.png"·/> | 15 | <meta·property="og:image"·content="https://scikit-learn.org/stable/_static/scikit-learn-logo-small.png"·/> |
| 16 | <meta·property="og:image:alt"·content="scikit-learn"·/> | 16 | <meta·property="og:image:alt"·content="scikit-learn"·/> |
| 17 | <meta·name="description"·content="An·example·showing·how·different·online·solvers·perform·on·the·hand-written·digits·dataset.,·Total·running·time·of·the·script:(0·minutes·8. | 17 | <meta·name="description"·content="An·example·showing·how·different·online·solvers·perform·on·the·hand-written·digits·dataset.,·Total·running·time·of·the·script:(0·minutes·18.197·seconds)·Download·Jupyter·notebook:·plot_sgd_comparis..."·/> |
| 18 | ··<meta·name="viewport"·content="width=device-width,·initial-scale=1.0"> | 18 | ··<meta·name="viewport"·content="width=device-width,·initial-scale=1.0"> |
| 19 | ·· | 19 | ·· |
| 20 | ··<title>Comparing·various·online·solvers·—·scikit-learn·1.4.2·documentation</title> | 20 | ··<title>Comparing·various·online·solvers·—·scikit-learn·1.4.2·documentation</title> |
| 21 | ·· | 21 | ·· |
| 22 | ··<link·rel="canonical"·href="https://scikit-learn.org/stable/auto_examples/linear_model/plot_sgd_comparison.html"·/> | 22 | ··<link·rel="canonical"·href="https://scikit-learn.org/stable/auto_examples/linear_model/plot_sgd_comparison.html"·/> |
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| 266 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span><span·class="n">loc</span><span·class="o">=</span><span·class="s2">"upper·right"</span><span·class="p">)</span> | 266 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span><span·class="n">loc</span><span·class="o">=</span><span·class="s2">"upper·right"</span><span·class="p">)</span> |
| 267 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xlabel</span><span·class="p">(</span><span·class="s2">"Proportion·train"</span><span·class="p">)</span> | 267 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xlabel</span><span·class="p">(</span><span·class="s2">"Proportion·train"</span><span·class="p">)</span> |
| 268 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylabel</span><span·class="p">(</span><span·class="s2">"Test·Error·Rate"</span><span·class="p">)</span> | 268 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylabel</span><span·class="p">(</span><span·class="s2">"Test·Error·Rate"</span><span·class="p">)</span> |
| 269 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 269 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 270 | </pre></div> | 270 | </pre></div> |
| 271 | </div> | 271 | </div> |
| 272 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·8. | 272 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·18.197·seconds)</p> |
| 273 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-sgd-comparison-py"> | 273 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-sgd-comparison-py"> |
| 274 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 274 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 275 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/02f111fb3dd79805b161e14c564184fc/plot_sgd_comparison.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_sgd_comparison.ipynb</span></code></a></p> | 275 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/02f111fb3dd79805b161e14c564184fc/plot_sgd_comparison.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_sgd_comparison.ipynb</span></code></a></p> |
| 276 | </div> | 276 | </div> |
| 277 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 277 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 278 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/333498007f3352f5ce034c50c034c301/plot_sgd_comparison.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_sgd_comparison.py</span></code></a></p> | 278 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/333498007f3352f5ce034c50c034c301/plot_sgd_comparison.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_sgd_comparison.py</span></code></a></p> |
| 279 | </div> | 279 | </div> |
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| 285 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 285 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 286 | </section> | 286 | </section> |
| 287 | ······</div> | 287 | ······</div> |
| 288 | ····<div·class="container"> | 288 | ····<div·class="container"> |
| 289 | ······<footer·class="sk-content-footer"> | 289 | ······<footer·class="sk-content-footer"> |
| 290 | ············©·2007·-·202 | 290 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 291 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_sgd_comparison.rst.txt"·rel="nofollow">Show·this·page·source</a> | 291 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_sgd_comparison.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 292 | ······</footer> | 292 | ······</footer> |
| 293 | ····</div> | 293 | ····</div> |
| 294 | ··</div> | 294 | ··</div> |
| 295 | </div> | 295 | </div> |
| 296 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 296 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 101 | ········yy.append(np.mean(yy_)) | 101 | ········yy.append(np.mean(yy_)) |
| 102 | ····plt.plot(xx,·yy,·label=name) | 102 | ····plt.plot(xx,·yy,·label=name) |
| 103 | plt.legend(loc="upper·right") | 103 | plt.legend(loc="upper·right") |
| 104 | plt.xlabel("Proportion·train") | 104 | plt.xlabel("Proportion·train") |
| 105 | plt.ylabel("Test·Error·Rate") | 105 | plt.ylabel("Test·Error·Rate") |
| 106 | plt.show() | 106 | plt.show() |
| 107 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·8. | 107 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·18.197·seconds) |
| 108 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8g_\x8d_\x8__\x8c_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 108 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8g_\x8d_\x8__\x8c_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 109 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8g_\x8d_\x8__\x8c_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n_\x8._\x8p_\x8y | 109 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8g_\x8d_\x8__\x8c_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n_\x8._\x8p_\x8y |
| 110 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8g_\x8d_\x8__\x8c_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n_\x8._\x8z_\x8i_\x8p | 110 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8g_\x8d_\x8__\x8c_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n_\x8._\x8z_\x8i_\x8p |
| 111 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 111 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 112 | ©·2007·-·202 | 112 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 350 | ····<span·class="n">ax</span><span·class="o">.</span><span·class="n">set_title</span><span·class="p">(</span><span·class="n">y_axis</span><span·class="p">)</span> | 350 | ····<span·class="n">ax</span><span·class="o">.</span><span·class="n">set_title</span><span·class="p">(</span><span·class="n">y_axis</span><span·class="p">)</span> |
| 351 | ····<span·class="n">ax</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span><span·class="n">title</span><span·class="o">=</span><span·class="n">lines</span><span·class="p">)</span> | 351 | ····<span·class="n">ax</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span><span·class="n">title</span><span·class="o">=</span><span·class="n">lines</span><span·class="p">)</span> |
| 352 | <span·class="n">fig</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span> | 352 | <span·class="n">fig</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span> |
| 353 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 353 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 354 | </pre></div> | 354 | </pre></div> |
| 355 | </div> | 355 | </div> |
| 356 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.00 | 356 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.006·seconds)</p> |
| 357 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-sgd-early-stopping-py"> | 357 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-sgd-early-stopping-py"> |
| 358 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 358 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 359 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/389fb4950ddfe12a741e6ac5b7d79193/plot_sgd_early_stopping.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_sgd_early_stopping.ipynb</span></code></a></p> | 359 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/389fb4950ddfe12a741e6ac5b7d79193/plot_sgd_early_stopping.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_sgd_early_stopping.ipynb</span></code></a></p> |
| 360 | </div> | 360 | </div> |
| 361 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 361 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 362 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/b4d6bfda6769cc5cc1cf25427dec34d6/plot_sgd_early_stopping.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_sgd_early_stopping.py</span></code></a></p> | 362 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/b4d6bfda6769cc5cc1cf25427dec34d6/plot_sgd_early_stopping.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_sgd_early_stopping.py</span></code></a></p> |
| 363 | </div> | 363 | </div> |
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| 369 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 369 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 370 | </section> | 370 | </section> |
| 371 | ······</div> | 371 | ······</div> |
| 372 | ····<div·class="container"> | 372 | ····<div·class="container"> |
| 373 | ······<footer·class="sk-content-footer"> | 373 | ······<footer·class="sk-content-footer"> |
| 374 | ············©·2007·-·202 | 374 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 375 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_sgd_early_stopping.rst.txt"·rel="nofollow">Show·this·page·source</a> | 375 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_sgd_early_stopping.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 376 | ······</footer> | 376 | ······</footer> |
| 377 | ····</div> | 377 | ····</div> |
| 378 | ··</div> | 378 | ··</div> |
| 379 | </div> | 379 | </div> |
| 380 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 380 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 189 | ····for·style,·(criterion,·group_df)·in·zip(styles,·results_df.groupby(lines)): | 189 | ····for·style,·(criterion,·group_df)·in·zip(styles,·results_df.groupby(lines)): |
| 190 | ········group_df.plot(x=x_axis,·y=y_axis,·label=criterion,·ax=ax,·style=style) | 190 | ········group_df.plot(x=x_axis,·y=y_axis,·label=criterion,·ax=ax,·style=style) |
| 191 | ····ax.set_title(y_axis) | 191 | ····ax.set_title(y_axis) |
| 192 | ····ax.legend(title=lines) | 192 | ····ax.legend(title=lines) |
| 193 | fig.tight_layout() | 193 | fig.tight_layout() |
| 194 | plt.show() | 194 | plt.show() |
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| 199 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 199 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 200 | ©·2007·-·202 | 200 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 275 | <span·class="k">for</span>·<span·class="n">i</span><span·class="p">,</span>·<span·class="n">color</span>·<span·class="ow">in</span>·<span·class="nb">zip</span><span·class="p">(</span><span·class="n">clf</span><span·class="o">.</span><span·class="n">classes_</span><span·class="p">,</span>·<span·class="n">colors</span><span·class="p">):</span> | 275 | <span·class="k">for</span>·<span·class="n">i</span><span·class="p">,</span>·<span·class="n">color</span>·<span·class="ow">in</span>·<span·class="nb">zip</span><span·class="p">(</span><span·class="n">clf</span><span·class="o">.</span><span·class="n">classes_</span><span·class="p">,</span>·<span·class="n">colors</span><span·class="p">):</span> |
| 276 | ····<span·class="n">plot_hyperplane</span><span·class="p">(</span><span·class="n">i</span><span·class="p">,</span>·<span·class="n">color</span><span·class="p">)</span> | 276 | ····<span·class="n">plot_hyperplane</span><span·class="p">(</span><span·class="n">i</span><span·class="p">,</span>·<span·class="n">color</span><span·class="p">)</span> |
| 277 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span> | 277 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span> |
| 278 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 278 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 279 | </pre></div> | 279 | </pre></div> |
| 280 | </div> | 280 | </div> |
| 281 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0. | 281 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.236·seconds)</p> |
| 282 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-sgd-iris-py"> | 282 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-sgd-iris-py"> |
| 283 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 283 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 284 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/97ec5b2cda9af9d409cf94ba3ae5e270/plot_sgd_iris.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_sgd_iris.ipynb</span></code></a></p> | 284 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/97ec5b2cda9af9d409cf94ba3ae5e270/plot_sgd_iris.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_sgd_iris.ipynb</span></code></a></p> |
| 285 | </div> | 285 | </div> |
| 286 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 286 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 287 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/de80e18b1c5bc8b447bbce5b9750c567/plot_sgd_iris.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_sgd_iris.py</span></code></a></p> | 287 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/de80e18b1c5bc8b447bbce5b9750c567/plot_sgd_iris.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_sgd_iris.py</span></code></a></p> |
| 288 | </div> | 288 | </div> |
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| 294 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 294 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 295 | </section> | 295 | </section> |
| 296 | ······</div> | 296 | ······</div> |
| 297 | ····<div·class="container"> | 297 | ····<div·class="container"> |
| 298 | ······<footer·class="sk-content-footer"> | 298 | ······<footer·class="sk-content-footer"> |
| 299 | ············©·2007·-·202 | 299 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 300 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_sgd_iris.rst.txt"·rel="nofollow">Show·this·page·source</a> | 300 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_sgd_iris.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 301 | ······</footer> | 301 | ······</footer> |
| 302 | ····</div> | 302 | ····</div> |
| 303 | ··</div> | 303 | ··</div> |
| 304 | </div> | 304 | </div> |
| 305 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 305 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 110 | ····plt.plot([xmin,·xmax],·[line(xmin),·line(xmax)],·ls="--",·color=color) | 110 | ····plt.plot([xmin,·xmax],·[line(xmin),·line(xmax)],·ls="--",·color=color) |
| 111 | for·i,·color·in·zip(clf.classes_,·colors): | 111 | for·i,·color·in·zip(clf.classes_,·colors): |
| 112 | ····plot_hyperplane(i,·color) | 112 | ····plot_hyperplane(i,·color) |
| 113 | plt.legend() | 113 | plt.legend() |
| 114 | plt.show() | 114 | plt.show() |
| 115 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0. | 115 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.236·seconds) |
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| 117 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8g_\x8d_\x8__\x8i_\x8r_\x8i_\x8s_\x8._\x8p_\x8y | 117 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8g_\x8d_\x8__\x8i_\x8r_\x8i_\x8s_\x8._\x8p_\x8y |
| 118 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8g_\x8d_\x8__\x8i_\x8r_\x8i_\x8s_\x8._\x8z_\x8i_\x8p | 118 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8g_\x8d_\x8__\x8i_\x8r_\x8i_\x8s_\x8._\x8z_\x8i_\x8p |
| 119 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 119 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 120 | ©·2007·-·202 | 120 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 7 | <head> | 7 | <head> |
| 8 | ··<meta·charset="utf-8"> | 8 | ··<meta·charset="utf-8"> |
| 9 | ··<meta·name="viewport"·content="width=device-width,·initial-scale=1"·/> | 9 | ··<meta·name="viewport"·content="width=device-width,·initial-scale=1"·/> |
| 10 | <meta·property="og:title"·content="SGD:·convex·loss·functions"·/> | 10 | <meta·property="og:title"·content="SGD:·convex·loss·functions"·/> |
| 11 | <meta·property="og:type"·content="website"·/> | 11 | <meta·property="og:type"·content="website"·/> |
| 12 | <meta·property="og:url"·content="https://scikit-learn/stable/auto_examples/linear_model/plot_sgd_loss_functions.html"·/> | 12 | <meta·property="og:url"·content="https://scikit-learn/stable/auto_examples/linear_model/plot_sgd_loss_functions.html"·/> |
| 13 | <meta·property="og:site_name"·content="scikit-learn"·/> | 13 | <meta·property="og:site_name"·content="scikit-learn"·/> |
| 14 | <meta·property="og:description"·content="A·plot·that·compares·the·various·convex·loss·functions·supported·by·SGDClassifier.·Total·running·time·of·the·script:(0·minutes·0. | 14 | <meta·property="og:description"·content="A·plot·that·compares·the·various·convex·loss·functions·supported·by·SGDClassifier.·Total·running·time·of·the·script:(0·minutes·0.326·seconds)·Download·Jupyter·notebook:·plot_sgd_loss_functions.ipyn..."·/> |
| 15 | <meta·property="og:image"·content="https://scikit-learn.org/stable/_static/scikit-learn-logo-small.png"·/> | 15 | <meta·property="og:image"·content="https://scikit-learn.org/stable/_static/scikit-learn-logo-small.png"·/> |
| 16 | <meta·property="og:image:alt"·content="scikit-learn"·/> | 16 | <meta·property="og:image:alt"·content="scikit-learn"·/> |
| 17 | <meta·name="description"·content="A·plot·that·compares·the·various·convex·loss·functions·supported·by·SGDClassifier.·Total·running·time·of·the·script:(0·minutes·0. | 17 | <meta·name="description"·content="A·plot·that·compares·the·various·convex·loss·functions·supported·by·SGDClassifier.·Total·running·time·of·the·script:(0·minutes·0.326·seconds)·Download·Jupyter·notebook:·plot_sgd_loss_functions.ipyn..."·/> |
| 18 | ··<meta·name="viewport"·content="width=device-width,·initial-scale=1.0"> | 18 | ··<meta·name="viewport"·content="width=device-width,·initial-scale=1.0"> |
| 19 | ·· | 19 | ·· |
| 20 | ··<title>SGD:·convex·loss·functions·—·scikit-learn·1.4.2·documentation</title> | 20 | ··<title>SGD:·convex·loss·functions·—·scikit-learn·1.4.2·documentation</title> |
| 21 | ·· | 21 | ·· |
| 22 | ··<link·rel="canonical"·href="https://scikit-learn.org/stable/auto_examples/linear_model/plot_sgd_loss_functions.html"·/> | 22 | ··<link·rel="canonical"·href="https://scikit-learn.org/stable/auto_examples/linear_model/plot_sgd_loss_functions.html"·/> |
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| 232 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylim</span><span·class="p">((</span><span·class="mi">0</span><span·class="p">,</span>·<span·class="mi">8</span><span·class="p">))</span> | 232 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylim</span><span·class="p">((</span><span·class="mi">0</span><span·class="p">,</span>·<span·class="mi">8</span><span·class="p">))</span> |
| 233 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span><span·class="n">loc</span><span·class="o">=</span><span·class="s2">"upper·right"</span><span·class="p">)</span> | 233 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span><span·class="n">loc</span><span·class="o">=</span><span·class="s2">"upper·right"</span><span·class="p">)</span> |
| 234 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xlabel</span><span·class="p">(</span><span·class="sa">r</span><span·class="s2">"Decision·function·$f(x)$"</span><span·class="p">)</span> | 234 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xlabel</span><span·class="p">(</span><span·class="sa">r</span><span·class="s2">"Decision·function·$f(x)$"</span><span·class="p">)</span> |
| 235 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylabel</span><span·class="p">(</span><span·class="s2">"$L(y=1,·f(x))$"</span><span·class="p">)</span> | 235 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylabel</span><span·class="p">(</span><span·class="s2">"$L(y=1,·f(x))$"</span><span·class="p">)</span> |
| 236 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 236 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 237 | </pre></div> | 237 | </pre></div> |
| 238 | </div> | 238 | </div> |
| 239 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0. | 239 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.326·seconds)</p> |
| 240 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-sgd-loss-functions-py"> | 240 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-sgd-loss-functions-py"> |
| 241 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 241 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 242 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/bad2c14c5cfbd2a6e2c7d563be123e11/plot_sgd_loss_functions.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_sgd_loss_functions.ipynb</span></code></a></p> | 242 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/bad2c14c5cfbd2a6e2c7d563be123e11/plot_sgd_loss_functions.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_sgd_loss_functions.ipynb</span></code></a></p> |
| 243 | </div> | 243 | </div> |
| 244 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 244 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 245 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/53882b11cf2430d2dadc527ba6c587d7/plot_sgd_loss_functions.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_sgd_loss_functions.py</span></code></a></p> | 245 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/53882b11cf2430d2dadc527ba6c587d7/plot_sgd_loss_functions.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_sgd_loss_functions.py</span></code></a></p> |
| 246 | </div> | 246 | </div> |
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| 251 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 251 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 252 | </section> | 252 | </section> |
| 253 | ······</div> | 253 | ······</div> |
| 254 | ····<div·class="container"> | 254 | ····<div·class="container"> |
| 255 | ······<footer·class="sk-content-footer"> | 255 | ······<footer·class="sk-content-footer"> |
| 256 | ············©·2007·-·202 | 256 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
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| 258 | ······</footer> | 258 | ······</footer> |
| 259 | ····</div> | 259 | ····</div> |
| 260 | ··</div> | 260 | ··</div> |
| 261 | </div> | 261 | </div> |
| 262 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 262 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 73 | ····label="Modified·Huber·loss", | 73 | ····label="Modified·Huber·loss", |
| 74 | ) | 74 | ) |
| 75 | plt.ylim((0,·8)) | 75 | plt.ylim((0,·8)) |
| 76 | plt.legend(loc="upper·right") | 76 | plt.legend(loc="upper·right") |
| 77 | plt.xlabel(r"Decision·function·$f(x)$") | 77 | plt.xlabel(r"Decision·function·$f(x)$") |
| 78 | plt.ylabel("$L(y=1,·f(x))$") | 78 | plt.ylabel("$L(y=1,·f(x))$") |
| 79 | plt.show() | 79 | plt.show() |
| 80 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0. | 80 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.326·seconds) |
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| 82 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8g_\x8d_\x8__\x8l_\x8o_\x8s_\x8s_\x8__\x8f_\x8u_\x8n_\x8c_\x8t_\x8i_\x8o_\x8n_\x8s_\x8._\x8p_\x8y | 82 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8g_\x8d_\x8__\x8l_\x8o_\x8s_\x8s_\x8__\x8f_\x8u_\x8n_\x8c_\x8t_\x8i_\x8o_\x8n_\x8s_\x8._\x8p_\x8y |
| 83 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8g_\x8d_\x8__\x8l_\x8o_\x8s_\x8s_\x8__\x8f_\x8u_\x8n_\x8c_\x8t_\x8i_\x8o_\x8n_\x8s_\x8._\x8z_\x8i_\x8p | 83 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8g_\x8d_\x8__\x8l_\x8o_\x8s_\x8s_\x8__\x8f_\x8u_\x8n_\x8c_\x8t_\x8i_\x8o_\x8n_\x8s_\x8._\x8z_\x8i_\x8p |
| 84 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 84 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 85 | ©·2007·-·202 | 85 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 236 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">clabel</span><span·class="p">(</span><span·class="n">l2_contour</span><span·class="p">,</span>·<span·class="n">inline</span><span·class="o">=</span><span·class="mi">1</span><span·class="p">,</span>·<span·class="n">fontsize</span><span·class="o">=</span><span·class="mi">18</span><span·class="p">,</span>·<span·class="n">fmt</span><span·class="o">=</span><span·class="p">{</span><span·class="mf">1.0</span><span·class="p">:</span>·<span·class="s2">"L2"</span><span·class="p">},</span>·<span·class="n">manual</span><span·class="o">=</span><span·class="p">[(</span><span·class="o">-</span><span·class="mi">1</span><span·class="p">,</span>·<span·class="o">-</span><span·class="mi">1</span><span·class="p">)])</span> | 236 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">clabel</span><span·class="p">(</span><span·class="n">l2_contour</span><span·class="p">,</span>·<span·class="n">inline</span><span·class="o">=</span><span·class="mi">1</span><span·class="p">,</span>·<span·class="n">fontsize</span><span·class="o">=</span><span·class="mi">18</span><span·class="p">,</span>·<span·class="n">fmt</span><span·class="o">=</span><span·class="p">{</span><span·class="mf">1.0</span><span·class="p">:</span>·<span·class="s2">"L2"</span><span·class="p">},</span>·<span·class="n">manual</span><span·class="o">=</span><span·class="p">[(</span><span·class="o">-</span><span·class="mi">1</span><span·class="p">,</span>·<span·class="o">-</span><span·class="mi">1</span><span·class="p">)])</span> |
| 237 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">clabel</span><span·class="p">(</span><span·class="n">l1_contour</span><span·class="p">,</span>·<span·class="n">inline</span><span·class="o">=</span><span·class="mi">1</span><span·class="p">,</span>·<span·class="n">fontsize</span><span·class="o">=</span><span·class="mi">18</span><span·class="p">,</span>·<span·class="n">fmt</span><span·class="o">=</span><span·class="p">{</span><span·class="mf">1.0</span><span·class="p">:</span>·<span·class="s2">"L1"</span><span·class="p">},</span>·<span·class="n">manual</span><span·class="o">=</span><span·class="p">[(</span><span·class="o">-</span><span·class="mi">1</span><span·class="p">,</span>·<span·class="o">-</span><span·class="mi">1</span><span·class="p">)])</span> | 237 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">clabel</span><span·class="p">(</span><span·class="n">l1_contour</span><span·class="p">,</span>·<span·class="n">inline</span><span·class="o">=</span><span·class="mi">1</span><span·class="p">,</span>·<span·class="n">fontsize</span><span·class="o">=</span><span·class="mi">18</span><span·class="p">,</span>·<span·class="n">fmt</span><span·class="o">=</span><span·class="p">{</span><span·class="mf">1.0</span><span·class="p">:</span>·<span·class="s2">"L1"</span><span·class="p">},</span>·<span·class="n">manual</span><span·class="o">=</span><span·class="p">[(</span><span·class="o">-</span><span·class="mi">1</span><span·class="p">,</span>·<span·class="o">-</span><span·class="mi">1</span><span·class="p">)])</span> |
| 238 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span> | 238 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span> |
| 239 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 239 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 240 | </pre></div> | 240 | </pre></div> |
| 241 | </div> | 241 | </div> |
| 242 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0. | 242 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.626·seconds)</p> |
| 243 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-sgd-penalties-py"> | 243 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-sgd-penalties-py"> |
| 244 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 244 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 245 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/061854726c268bcdae5cd1c330cf8c75/plot_sgd_penalties.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_sgd_penalties.ipynb</span></code></a></p> | 245 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/061854726c268bcdae5cd1c330cf8c75/plot_sgd_penalties.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_sgd_penalties.ipynb</span></code></a></p> |
| 246 | </div> | 246 | </div> |
| 247 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 247 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 248 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/8f25e8f3f3c619cc58b57d51b2029f29/plot_sgd_penalties.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_sgd_penalties.py</span></code></a></p> | 248 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/8f25e8f3f3c619cc58b57d51b2029f29/plot_sgd_penalties.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_sgd_penalties.py</span></code></a></p> |
| 249 | </div> | 249 | </div> |
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| 255 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 255 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 256 | </section> | 256 | </section> |
| 257 | ······</div> | 257 | ······</div> |
| 258 | ····<div·class="container"> | 258 | ····<div·class="container"> |
| 259 | ······<footer·class="sk-content-footer"> | 259 | ······<footer·class="sk-content-footer"> |
| 260 | ············©·2007·-·202 | 260 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 261 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_sgd_penalties.rst.txt"·rel="nofollow">Show·this·page·source</a> | 261 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_sgd_penalties.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 262 | ······</footer> | 262 | ······</footer> |
| 263 | ····</div> | 263 | ····</div> |
| 264 | ··</div> | 264 | ··</div> |
| 265 | </div> | 265 | </div> |
| 266 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 266 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 74 | plt.clabel(l2_contour,·inline=1,·fontsize=18,·fmt={1.0:·"L2"},·manual=[(-1,·- | 74 | plt.clabel(l2_contour,·inline=1,·fontsize=18,·fmt={1.0:·"L2"},·manual=[(-1,·- |
| 75 | 1)]) | 75 | 1)]) |
| 76 | plt.clabel(l1_contour,·inline=1,·fontsize=18,·fmt={1.0:·"L1"},·manual=[(-1,·- | 76 | plt.clabel(l1_contour,·inline=1,·fontsize=18,·fmt={1.0:·"L1"},·manual=[(-1,·- |
| 77 | 1)]) | 77 | 1)]) |
| 78 | plt.tight_layout() | 78 | plt.tight_layout() |
| 79 | plt.show() | 79 | plt.show() |
| 80 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0. | 80 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.626·seconds) |
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| 85 | ©·2007·-·202 | 85 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 227 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">contour</span><span·class="p">(</span><span·class="n">X1</span><span·class="p">,</span>·<span·class="n">X2</span><span·class="p">,</span>·<span·class="n">Z</span><span·class="p">,</span>·<span·class="n">levels</span><span·class="p">,</span>·<span·class="n">colors</span><span·class="o">=</span><span·class="n">colors</span><span·class="p">,</span>·<span·class="n">linestyles</span><span·class="o">=</span><span·class="n">linestyles</span><span·class="p">)</span> | 227 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">contour</span><span·class="p">(</span><span·class="n">X1</span><span·class="p">,</span>·<span·class="n">X2</span><span·class="p">,</span>·<span·class="n">Z</span><span·class="p">,</span>·<span·class="n">levels</span><span·class="p">,</span>·<span·class="n">colors</span><span·class="o">=</span><span·class="n">colors</span><span·class="p">,</span>·<span·class="n">linestyles</span><span·class="o">=</span><span·class="n">linestyles</span><span·class="p">)</span> |
| 228 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">scatter</span><span·class="p">(</span><span·class="n">X</span><span·class="p">[:,</span>·<span·class="mi">0</span><span·class="p">],</span>·<span·class="n">X</span><span·class="p">[:,</span>·<span·class="mi">1</span><span·class="p">],</span>·<span·class="n">c</span><span·class="o">=</span><span·class="n">Y</span><span·class="p">,</span>·<span·class="n">cmap</span><span·class="o">=</span><span·class="n">plt</span><span·class="o">.</span><span·class="n">cm</span><span·class="o">.</span><span·class="n">Paired</span><span·class="p">,</span>·<span·class="n">edgecolor</span><span·class="o">=</span><span·class="s2">"black"</span><span·class="p">,</span>·<span·class="n">s</span><span·class="o">=</span><span·class="mi">20</span><span·class="p">)</span> | 228 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">scatter</span><span·class="p">(</span><span·class="n">X</span><span·class="p">[:,</span>·<span·class="mi">0</span><span·class="p">],</span>·<span·class="n">X</span><span·class="p">[:,</span>·<span·class="mi">1</span><span·class="p">],</span>·<span·class="n">c</span><span·class="o">=</span><span·class="n">Y</span><span·class="p">,</span>·<span·class="n">cmap</span><span·class="o">=</span><span·class="n">plt</span><span·class="o">.</span><span·class="n">cm</span><span·class="o">.</span><span·class="n">Paired</span><span·class="p">,</span>·<span·class="n">edgecolor</span><span·class="o">=</span><span·class="s2">"black"</span><span·class="p">,</span>·<span·class="n">s</span><span·class="o">=</span><span·class="mi">20</span><span·class="p">)</span> |
| 229 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">axis</span><span·class="p">(</span><span·class="s2">"tight"</span><span·class="p">)</span> | 229 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">axis</span><span·class="p">(</span><span·class="s2">"tight"</span><span·class="p">)</span> |
| 230 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 230 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 231 | </pre></div> | 231 | </pre></div> |
| 232 | </div> | 232 | </div> |
| 233 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0. | 233 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.144·seconds)</p> |
| 234 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-sgd-separating-hyperplane-py"> | 234 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-sgd-separating-hyperplane-py"> |
| 235 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 235 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 236 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/305aa8bba883838e1ca0d690e78e9fbd/plot_sgd_separating_hyperplane.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_sgd_separating_hyperplane.ipynb</span></code></a></p> | 236 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/305aa8bba883838e1ca0d690e78e9fbd/plot_sgd_separating_hyperplane.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_sgd_separating_hyperplane.ipynb</span></code></a></p> |
| 237 | </div> | 237 | </div> |
| 238 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 238 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 239 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/600083c06dc28955779ad845ac1dde60/plot_sgd_separating_hyperplane.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_sgd_separating_hyperplane.py</span></code></a></p> | 239 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/600083c06dc28955779ad845ac1dde60/plot_sgd_separating_hyperplane.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_sgd_separating_hyperplane.py</span></code></a></p> |
| 240 | </div> | 240 | </div> |
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| 246 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 246 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 247 | </section> | 247 | </section> |
| 248 | ······</div> | 248 | ······</div> |
| 249 | ····<div·class="container"> | 249 | ····<div·class="container"> |
| 250 | ······<footer·class="sk-content-footer"> | 250 | ······<footer·class="sk-content-footer"> |
| 251 | ············©·2007·-·202 | 251 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 252 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_sgd_separating_hyperplane.rst.txt"·rel="nofollow">Show·this·page·source</a> | 252 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_sgd_separating_hyperplane.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 63 | linestyles·=·["dashed",·"solid",·"dashed"] | 63 | linestyles·=·["dashed",·"solid",·"dashed"] |
| 64 | colors·=·"k" | 64 | colors·=·"k" |
| 65 | plt.contour(X1,·X2,·Z,·levels,·colors=colors,·linestyles=linestyles) | 65 | plt.contour(X1,·X2,·Z,·levels,·colors=colors,·linestyles=linestyles) |
| 66 | plt.scatter(X[:,·0],·X[:,·1],·c=Y,·cmap=plt.cm.Paired,·edgecolor="black",·s=20) | 66 | plt.scatter(X[:,·0],·X[:,·1],·c=Y,·cmap=plt.cm.Paired,·edgecolor="black",·s=20) |
| 67 | plt.axis("tight") | 67 | plt.axis("tight") |
| 68 | plt.show() | 68 | plt.show() |
| 69 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0. | 69 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.144·seconds) |
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| 71 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8g_\x8d_\x8__\x8s_\x8e_\x8p_\x8a_\x8r_\x8a_\x8t_\x8i_\x8n_\x8g_\x8__\x8h_\x8y_\x8p_\x8e_\x8r_\x8p_\x8l_\x8a_\x8n_\x8e_\x8._\x8p_\x8y | 71 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8g_\x8d_\x8__\x8s_\x8e_\x8p_\x8a_\x8r_\x8a_\x8t_\x8i_\x8n_\x8g_\x8__\x8h_\x8y_\x8p_\x8e_\x8r_\x8p_\x8l_\x8a_\x8n_\x8e_\x8._\x8p_\x8y |
| 72 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8g_\x8d_\x8__\x8s_\x8e_\x8p_\x8a_\x8r_\x8a_\x8t_\x8i_\x8n_\x8g_\x8__\x8h_\x8y_\x8p_\x8e_\x8r_\x8p_\x8l_\x8a_\x8n_\x8e_\x8._\x8z_\x8i_\x8p | 72 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8g_\x8d_\x8__\x8s_\x8e_\x8p_\x8a_\x8r_\x8a_\x8t_\x8i_\x8n_\x8g_\x8__\x8h_\x8y_\x8p_\x8e_\x8r_\x8p_\x8l_\x8a_\x8n_\x8e_\x8._\x8z_\x8i_\x8p |
| 73 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 73 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 74 | ©·2007·-·202 | 74 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 22 | ··<link·rel="canonical"·href="https://scikit-learn.org/stable/auto_examples/linear_model/plot_sgd_weighted_samples.html"·/> | 22 | ··<link·rel="canonical"·href="https://scikit-learn.org/stable/auto_examples/linear_model/plot_sgd_weighted_samples.html"·/> |
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| 243 | ····<span·class="n">loc</span><span·class="o">=</span><span·class="s2">"lower·left"</span><span·class="p">,</span> | 243 | ····<span·class="n">loc</span><span·class="o">=</span><span·class="s2">"lower·left"</span><span·class="p">,</span> |
| 244 | <span·class="p">)</span> | 244 | <span·class="p">)</span> |
| 245 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">set</span><span·class="p">(</span><span·class="n">xticks</span><span·class="o">=</span><span·class="p">(),</span>·<span·class="n">yticks</span><span·class="o">=</span><span·class="p">())</span> | 245 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">set</span><span·class="p">(</span><span·class="n">xticks</span><span·class="o">=</span><span·class="p">(),</span>·<span·class="n">yticks</span><span·class="o">=</span><span·class="p">())</span> |
| 246 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 246 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 247 | </pre></div> | 247 | </pre></div> |
| 248 | </div> | 248 | </div> |
| 249 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.1 | 249 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.133·seconds)</p> |
| 250 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-sgd-weighted-samples-py"> | 250 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-sgd-weighted-samples-py"> |
| 251 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 251 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 252 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/6142de78d839661549389d7029cf98b0/plot_sgd_weighted_samples.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_sgd_weighted_samples.ipynb</span></code></a></p> | 252 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/6142de78d839661549389d7029cf98b0/plot_sgd_weighted_samples.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_sgd_weighted_samples.ipynb</span></code></a></p> |
| 253 | </div> | 253 | </div> |
| 254 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 254 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 255 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/1fbe96ffa301da6ec5d1c4be786df135/plot_sgd_weighted_samples.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_sgd_weighted_samples.py</span></code></a></p> | 255 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/1fbe96ffa301da6ec5d1c4be786df135/plot_sgd_weighted_samples.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_sgd_weighted_samples.py</span></code></a></p> |
| 256 | </div> | 256 | </div> |
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| 262 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 262 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 263 | </section> | 263 | </section> |
| 264 | ······</div> | 264 | ······</div> |
| 265 | ····<div·class="container"> | 265 | ····<div·class="container"> |
| 266 | ······<footer·class="sk-content-footer"> | 266 | ······<footer·class="sk-content-footer"> |
| 267 | ············©·2007·-·202 | 267 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 268 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_sgd_weighted_samples.rst.txt"·rel="nofollow">Show·this·page·source</a> | 268 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_sgd_weighted_samples.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 269 | ······</footer> | 269 | ······</footer> |
| 270 | ····</div> | 270 | ····</div> |
| 271 | ··</div> | 271 | ··</div> |
| 272 | </div> | 272 | </div> |
| 273 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 273 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 80 | ····[no_weights_handles[0],·weights_handles[0]], | 80 | ····[no_weights_handles[0],·weights_handles[0]], |
| 81 | ····["no·weights",·"with·weights"], | 81 | ····["no·weights",·"with·weights"], |
| 82 | ····loc="lower·left", | 82 | ····loc="lower·left", |
| 83 | ) | 83 | ) |
| 84 | ax.set(xticks=(),·yticks=()) | 84 | ax.set(xticks=(),·yticks=()) |
| 85 | plt.show() | 85 | plt.show() |
| 86 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.1 | 86 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.133·seconds) |
| 87 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8g_\x8d_\x8__\x8w_\x8e_\x8i_\x8g_\x8h_\x8t_\x8e_\x8d_\x8__\x8s_\x8a_\x8m_\x8p_\x8l_\x8e_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 87 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8g_\x8d_\x8__\x8w_\x8e_\x8i_\x8g_\x8h_\x8t_\x8e_\x8d_\x8__\x8s_\x8a_\x8m_\x8p_\x8l_\x8e_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 88 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8g_\x8d_\x8__\x8w_\x8e_\x8i_\x8g_\x8h_\x8t_\x8e_\x8d_\x8__\x8s_\x8a_\x8m_\x8p_\x8l_\x8e_\x8s_\x8._\x8p_\x8y | 88 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8g_\x8d_\x8__\x8w_\x8e_\x8i_\x8g_\x8h_\x8t_\x8e_\x8d_\x8__\x8s_\x8a_\x8m_\x8p_\x8l_\x8e_\x8s_\x8._\x8p_\x8y |
| 89 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8g_\x8d_\x8__\x8w_\x8e_\x8i_\x8g_\x8h_\x8t_\x8e_\x8d_\x8__\x8s_\x8a_\x8m_\x8p_\x8l_\x8e_\x8s_\x8._\x8z_\x8i_\x8p | 89 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8g_\x8d_\x8__\x8w_\x8e_\x8i_\x8g_\x8h_\x8t_\x8e_\x8d_\x8__\x8s_\x8a_\x8m_\x8p_\x8l_\x8e_\x8s_\x8._\x8z_\x8i_\x8p |
| 90 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 90 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 91 | ©·2007·-·202 | 91 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 377 | ········<span·class="s2">"new·abnormal·observations"</span><span·class="p">,</span> | 377 | ········<span·class="s2">"new·abnormal·observations"</span><span·class="p">,</span> |
| 378 | ····<span·class="p">],</span> | 378 | ····<span·class="p">],</span> |
| 379 | ····<span·class="n">loc</span><span·class="o">=</span><span·class="s2">"upper·left"</span><span·class="p">,</span> | 379 | ····<span·class="n">loc</span><span·class="o">=</span><span·class="s2">"upper·left"</span><span·class="p">,</span> |
| 380 | <span·class="p">)</span> | 380 | <span·class="p">)</span> |
| 381 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 381 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 382 | </pre></div> | 382 | </pre></div> |
| 383 | </div> | 383 | </div> |
| 384 | <img·src="../../_images/sphx_glr_plot_sgdocsvm_vs_ocsvm_002.png"·srcset="../../_images/sphx_glr_plot_sgdocsvm_vs_ocsvm_002.png"·alt="Online·One-Class·SVM"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes· | 384 | <img·src="../../_images/sphx_glr_plot_sgdocsvm_vs_ocsvm_002.png"·srcset="../../_images/sphx_glr_plot_sgdocsvm_vs_ocsvm_002.png"·alt="Online·One-Class·SVM"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1.863·seconds)</p> |
| 385 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-sgdocsvm-vs-ocsvm-py"> | 385 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-sgdocsvm-vs-ocsvm-py"> |
| 386 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 386 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 387 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/69531acbb2cc9d87ef86f75c8eaba68d/plot_sgdocsvm_vs_ocsvm.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_sgdocsvm_vs_ocsvm.ipynb</span></code></a></p> | 387 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/69531acbb2cc9d87ef86f75c8eaba68d/plot_sgdocsvm_vs_ocsvm.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_sgdocsvm_vs_ocsvm.ipynb</span></code></a></p> |
| 388 | </div> | 388 | </div> |
| 389 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 389 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 390 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/3692f2475b52d40c3632818c00ff5b52/plot_sgdocsvm_vs_ocsvm.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_sgdocsvm_vs_ocsvm.py</span></code></a></p> | 390 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/3692f2475b52d40c3632818c00ff5b52/plot_sgdocsvm_vs_ocsvm.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_sgdocsvm_vs_ocsvm.py</span></code></a></p> |
| 391 | </div> | 391 | </div> |
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| 396 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 396 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 397 | </section> | 397 | </section> |
| 398 | ······</div> | 398 | ······</div> |
| 399 | ····<div·class="container"> | 399 | ····<div·class="container"> |
| 400 | ······<footer·class="sk-content-footer"> | 400 | ······<footer·class="sk-content-footer"> |
| 401 | ············©·2007·-·202 | 401 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 402 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_sgdocsvm_vs_ocsvm.rst.txt"·rel="nofollow">Show·this·page·source</a> | 402 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_sgdocsvm_vs_ocsvm.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 403 | ······</footer> | 403 | ······</footer> |
| 404 | ····</div> | 404 | ····</div> |
| 405 | ··</div> | 405 | ··</div> |
| 406 | </div> | 406 | </div> |
| 407 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 407 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 221 | ········"new·regular·observations", | 221 | ········"new·regular·observations", |
| 222 | ········"new·abnormal·observations", | 222 | ········"new·abnormal·observations", |
| 223 | ····], | 223 | ····], |
| 224 | ····loc="upper·left", | 224 | ····loc="upper·left", |
| 225 | ) | 225 | ) |
| 226 | plt.show() | 226 | plt.show() |
| 227 | [Online·One-Class·SVM] | 227 | [Online·One-Class·SVM] |
| 228 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes· | 228 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1.863·seconds) |
| 229 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8g_\x8d_\x8o_\x8c_\x8s_\x8v_\x8m_\x8__\x8v_\x8s_\x8__\x8o_\x8c_\x8s_\x8v_\x8m_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 229 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8g_\x8d_\x8o_\x8c_\x8s_\x8v_\x8m_\x8__\x8v_\x8s_\x8__\x8o_\x8c_\x8s_\x8v_\x8m_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 230 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8g_\x8d_\x8o_\x8c_\x8s_\x8v_\x8m_\x8__\x8v_\x8s_\x8__\x8o_\x8c_\x8s_\x8v_\x8m_\x8._\x8p_\x8y | 230 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8g_\x8d_\x8o_\x8c_\x8s_\x8v_\x8m_\x8__\x8v_\x8s_\x8__\x8o_\x8c_\x8s_\x8v_\x8m_\x8._\x8p_\x8y |
| 231 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8g_\x8d_\x8o_\x8c_\x8s_\x8v_\x8m_\x8__\x8v_\x8s_\x8__\x8o_\x8c_\x8s_\x8v_\x8m_\x8._\x8z_\x8i_\x8p | 231 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8g_\x8d_\x8o_\x8c_\x8s_\x8v_\x8m_\x8__\x8v_\x8s_\x8__\x8o_\x8c_\x8s_\x8v_\x8m_\x8._\x8z_\x8i_\x8p |
| 232 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 232 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 233 | ©·2007·-·202 | 233 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 334 | <span·class="n">fig</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span> | 334 | <span·class="n">fig</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span> |
| 335 | <span·class="n">fig</span><span·class="o">.</span><span·class="n">subplots_adjust</span><span·class="p">(</span><span·class="n">top</span><span·class="o">=</span><span·class="mf">0.85</span><span·class="p">)</span> | 335 | <span·class="n">fig</span><span·class="o">.</span><span·class="n">subplots_adjust</span><span·class="p">(</span><span·class="n">top</span><span·class="o">=</span><span·class="mf">0.85</span><span·class="p">)</span> |
| 336 | <span·class="n">run_time</span>·<span·class="o">=</span>·<span·class="n">timeit</span><span·class="o">.</span><span·class="n">default_timer</span><span·class="p">()</span>·<span·class="o">-</span>·<span·class="n">t0</span> | 336 | <span·class="n">run_time</span>·<span·class="o">=</span>·<span·class="n">timeit</span><span·class="o">.</span><span·class="n">default_timer</span><span·class="p">()</span>·<span·class="o">-</span>·<span·class="n">t0</span> |
| 337 | <span·class="nb">print</span><span·class="p">(</span><span·class="s2">"Example·run·in·</span><span·class="si">%.3f</span><span·class="s2">·s"</span>·<span·class="o">%</span>·<span·class="n">run_time</span><span·class="p">)</span> | 337 | <span·class="nb">print</span><span·class="p">(</span><span·class="s2">"Example·run·in·</span><span·class="si">%.3f</span><span·class="s2">·s"</span>·<span·class="o">%</span>·<span·class="n">run_time</span><span·class="p">)</span> |
| 338 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 338 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 339 | </pre></div> | 339 | </pre></div> |
| 340 | </div> | 340 | </div> |
| 341 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.0 | 341 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.011·seconds)</p> |
| 342 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-sparse-logistic-regression-20newsgroups-py"> | 342 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-sparse-logistic-regression-20newsgroups-py"> |
| 343 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 343 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 344 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/583de4ea98c6544c52ea4c57e62b1813/plot_sparse_logistic_regression_20newsgroups.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_sparse_logistic_regression_20newsgroups.ipynb</span></code></a></p> | 344 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/583de4ea98c6544c52ea4c57e62b1813/plot_sparse_logistic_regression_20newsgroups.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_sparse_logistic_regression_20newsgroups.ipynb</span></code></a></p> |
| 345 | </div> | 345 | </div> |
| 346 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 346 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 347 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/7e30d5b899fc588cbc75553c65cb76ed/plot_sparse_logistic_regression_20newsgroups.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_sparse_logistic_regression_20newsgroups.py</span></code></a></p> | 347 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/7e30d5b899fc588cbc75553c65cb76ed/plot_sparse_logistic_regression_20newsgroups.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_sparse_logistic_regression_20newsgroups.py</span></code></a></p> |
| 348 | </div> | 348 | </div> |
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| 353 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 353 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 354 | </section> | 354 | </section> |
| 355 | ······</div> | 355 | ······</div> |
| 356 | ····<div·class="container"> | 356 | ····<div·class="container"> |
| 357 | ······<footer·class="sk-content-footer"> | 357 | ······<footer·class="sk-content-footer"> |
| 358 | ············©·2007·-·202 | 358 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 359 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_sparse_logistic_regression_20newsgroups.rst.txt"·rel="nofollow">Show·this·page·source</a> | 359 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_sparse_logistic_regression_20newsgroups.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 360 | ······</footer> | 360 | ······</footer> |
| 361 | ····</div> | 361 | ····</div> |
| 362 | ··</div> | 362 | ··</div> |
| 363 | </div> | 363 | </div> |
| 364 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 364 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 178 | fig.suptitle("Multinomial·vs·One-vs-Rest·Logistic·L1\nDataset·%s"·% | 178 | fig.suptitle("Multinomial·vs·One-vs-Rest·Logistic·L1\nDataset·%s"·% |
| 179 | "20newsgroups") | 179 | "20newsgroups") |
| 180 | fig.tight_layout() | 180 | fig.tight_layout() |
| 181 | fig.subplots_adjust(top=0.85) | 181 | fig.subplots_adjust(top=0.85) |
| 182 | run_time·=·timeit.default_timer()·-·t0 | 182 | run_time·=·timeit.default_timer()·-·t0 |
| 183 | print("Example·run·in·%.3f·s"·%·run_time) | 183 | print("Example·run·in·%.3f·s"·%·run_time) |
| 184 | plt.show() | 184 | plt.show() |
| 185 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.0 | 185 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.011·seconds) |
| 186 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8__\x8l_\x8o_\x8g_\x8i_\x8s_\x8t_\x8i_\x8c_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8__\x82_\x80_\x8n_\x8e_\x8w_\x8s_\x8g_\x8r_\x8o_\x8u_\x8p_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 186 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8__\x8l_\x8o_\x8g_\x8i_\x8s_\x8t_\x8i_\x8c_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8__\x82_\x80_\x8n_\x8e_\x8w_\x8s_\x8g_\x8r_\x8o_\x8u_\x8p_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 187 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8__\x8l_\x8o_\x8g_\x8i_\x8s_\x8t_\x8i_\x8c_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8__\x82_\x80_\x8n_\x8e_\x8w_\x8s_\x8g_\x8r_\x8o_\x8u_\x8p_\x8s_\x8._\x8p_\x8y | 187 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8__\x8l_\x8o_\x8g_\x8i_\x8s_\x8t_\x8i_\x8c_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8__\x82_\x80_\x8n_\x8e_\x8w_\x8s_\x8g_\x8r_\x8o_\x8u_\x8p_\x8s_\x8._\x8p_\x8y |
| 188 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8__\x8l_\x8o_\x8g_\x8i_\x8s_\x8t_\x8i_\x8c_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8__\x82_\x80_\x8n_\x8e_\x8w_\x8s_\x8g_\x8r_\x8o_\x8u_\x8p_\x8s_\x8._\x8z_\x8i_\x8p | 188 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8__\x8l_\x8o_\x8g_\x8i_\x8s_\x8t_\x8i_\x8c_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8__\x82_\x80_\x8n_\x8e_\x8w_\x8s_\x8g_\x8r_\x8o_\x8u_\x8p_\x8s_\x8._\x8z_\x8i_\x8p |
| 189 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 189 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 190 | ©·2007·-·202 | 190 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 279 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">suptitle</span><span·class="p">(</span><span·class="s2">"Classification·vector·for..."</span><span·class="p">)</span> | 279 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">suptitle</span><span·class="p">(</span><span·class="s2">"Classification·vector·for..."</span><span·class="p">)</span> |
| 280 | <span·class="n">run_time</span>·<span·class="o">=</span>·<span·class="n">time</span><span·class="o">.</span><span·class="n">time</span><span·class="p">()</span>·<span·class="o">-</span>·<span·class="n">t0</span> | 280 | <span·class="n">run_time</span>·<span·class="o">=</span>·<span·class="n">time</span><span·class="o">.</span><span·class="n">time</span><span·class="p">()</span>·<span·class="o">-</span>·<span·class="n">t0</span> |
| 281 | <span·class="nb">print</span><span·class="p">(</span><span·class="s2">"Example·run·in·</span><span·class="si">%.3f</span><span·class="s2">·s"</span>·<span·class="o">%</span>·<span·class="n">run_time</span><span·class="p">)</span> | 281 | <span·class="nb">print</span><span·class="p">(</span><span·class="s2">"Example·run·in·</span><span·class="si">%.3f</span><span·class="s2">·s"</span>·<span·class="o">%</span>·<span·class="n">run_time</span><span·class="p">)</span> |
| 282 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 282 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 283 | </pre></div> | 283 | </pre></div> |
| 284 | </div> | 284 | </div> |
| 285 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.00 | 285 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.005·seconds)</p> |
| 286 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-sparse-logistic-regression-mnist-py"> | 286 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-sparse-logistic-regression-mnist-py"> |
| 287 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 287 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 288 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/2a5eb3b98b9fe593b9bfeb548a54175d/plot_sparse_logistic_regression_mnist.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_sparse_logistic_regression_mnist.ipynb</span></code></a></p> | 288 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/2a5eb3b98b9fe593b9bfeb548a54175d/plot_sparse_logistic_regression_mnist.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_sparse_logistic_regression_mnist.ipynb</span></code></a></p> |
| 289 | </div> | 289 | </div> |
| 290 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 290 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 291 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/5a847ed2e1c03e450c5f9dee339423ad/plot_sparse_logistic_regression_mnist.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_sparse_logistic_regression_mnist.py</span></code></a></p> | 291 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/5a847ed2e1c03e450c5f9dee339423ad/plot_sparse_logistic_regression_mnist.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_sparse_logistic_regression_mnist.py</span></code></a></p> |
| 292 | </div> | 292 | </div> |
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| 298 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 298 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 299 | </section> | 299 | </section> |
| 300 | ······</div> | 300 | ······</div> |
| 301 | ····<div·class="container"> | 301 | ····<div·class="container"> |
| 302 | ······<footer·class="sk-content-footer"> | 302 | ······<footer·class="sk-content-footer"> |
| 303 | ············©·2007·-·202 | 303 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 304 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_sparse_logistic_regression_mnist.rst.txt"·rel="nofollow">Show·this·page·source</a> | 304 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_sparse_logistic_regression_mnist.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 305 | ······</footer> | 305 | ······</footer> |
| 306 | ····</div> | 306 | ····</div> |
| 307 | ··</div> | 307 | ··</div> |
| 308 | </div> | 308 | </div> |
| 309 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 309 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 118 | ····l1_plot.set_yticks(()) | 118 | ····l1_plot.set_yticks(()) |
| 119 | ····l1_plot.set_xlabel("Class·%i"·%·i) | 119 | ····l1_plot.set_xlabel("Class·%i"·%·i) |
| 120 | plt.suptitle("Classification·vector·for...") | 120 | plt.suptitle("Classification·vector·for...") |
| 121 | run_time·=·time.time()·-·t0 | 121 | run_time·=·time.time()·-·t0 |
| 122 | print("Example·run·in·%.3f·s"·%·run_time) | 122 | print("Example·run·in·%.3f·s"·%·run_time) |
| 123 | plt.show() | 123 | plt.show() |
| 124 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.00 | 124 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.005·seconds) |
| 125 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8__\x8l_\x8o_\x8g_\x8i_\x8s_\x8t_\x8i_\x8c_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8__\x8m_\x8n_\x8i_\x8s_\x8t_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 125 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8__\x8l_\x8o_\x8g_\x8i_\x8s_\x8t_\x8i_\x8c_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8__\x8m_\x8n_\x8i_\x8s_\x8t_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 126 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8__\x8l_\x8o_\x8g_\x8i_\x8s_\x8t_\x8i_\x8c_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8__\x8m_\x8n_\x8i_\x8s_\x8t_\x8._\x8p_\x8y | 126 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8__\x8l_\x8o_\x8g_\x8i_\x8s_\x8t_\x8i_\x8c_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8__\x8m_\x8n_\x8i_\x8s_\x8t_\x8._\x8p_\x8y |
| 127 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8__\x8l_\x8o_\x8g_\x8i_\x8s_\x8t_\x8i_\x8c_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8__\x8m_\x8n_\x8i_\x8s_\x8t_\x8._\x8z_\x8i_\x8p | 127 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8__\x8l_\x8o_\x8g_\x8i_\x8s_\x8t_\x8i_\x8c_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8__\x8m_\x8n_\x8i_\x8s_\x8t_\x8._\x8z_\x8i_\x8p |
| 128 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 128 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 129 | ©·2007·-·202 | 129 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 306 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">axis</span><span·class="p">(</span><span·class="s2">"tight"</span><span·class="p">)</span> | 306 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">axis</span><span·class="p">(</span><span·class="s2">"tight"</span><span·class="p">)</span> |
| 307 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span><span·class="n">loc</span><span·class="o">=</span><span·class="s2">"upper·left"</span><span·class="p">)</span> | 307 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span><span·class="n">loc</span><span·class="o">=</span><span·class="s2">"upper·left"</span><span·class="p">)</span> |
| 308 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"Corrupt·x"</span><span·class="p">)</span> | 308 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"Corrupt·x"</span><span·class="p">)</span> |
| 309 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 309 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 310 | </pre></div> | 310 | </pre></div> |
| 311 | </div> | 311 | </div> |
| 312 | <img·src="../../_images/sphx_glr_plot_theilsen_002.png"·srcset="../../_images/sphx_glr_plot_theilsen_002.png"·alt="Corrupt·x"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes· | 312 | <img·src="../../_images/sphx_glr_plot_theilsen_002.png"·srcset="../../_images/sphx_glr_plot_theilsen_002.png"·alt="Corrupt·x"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1.651·seconds)</p> |
| 313 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-theilsen-py"> | 313 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-theilsen-py"> |
| 314 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 314 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 315 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/16260993c16a6d249d6df4cb11cf8174/plot_theilsen.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_theilsen.ipynb</span></code></a></p> | 315 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/16260993c16a6d249d6df4cb11cf8174/plot_theilsen.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_theilsen.ipynb</span></code></a></p> |
| 316 | </div> | 316 | </div> |
| 317 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 317 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 318 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/b0bb69a4a4a86dd9c76717ff515593af/plot_theilsen.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_theilsen.py</span></code></a></p> | 318 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/b0bb69a4a4a86dd9c76717ff515593af/plot_theilsen.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_theilsen.py</span></code></a></p> |
| 319 | </div> | 319 | </div> |
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| 326 | </section> | 326 | </section> |
| 327 | </section> | 327 | </section> |
| 328 | ······</div> | 328 | ······</div> |
| 329 | ····<div·class="container"> | 329 | ····<div·class="container"> |
| 330 | ······<footer·class="sk-content-footer"> | 330 | ······<footer·class="sk-content-footer"> |
| 331 | ············©·2007·-·202 | 331 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 332 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_theilsen.rst.txt"·rel="nofollow">Show·this·page·source</a> | 332 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_theilsen.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 333 | ······</footer> | 333 | ······</footer> |
| 334 | ····</div> | 334 | ····</div> |
| 335 | ··</div> | 335 | ··</div> |
| 336 | </div> | 336 | </div> |
| 337 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 337 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 136 | ····) | 136 | ····) |
| 137 | plt.axis("tight") | 137 | plt.axis("tight") |
| 138 | plt.legend(loc="upper·left") | 138 | plt.legend(loc="upper·left") |
| 139 | plt.title("Corrupt·x") | 139 | plt.title("Corrupt·x") |
| 140 | plt.show() | 140 | plt.show() |
| 141 | [Corrupt·x] | 141 | [Corrupt·x] |
| 142 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes· | 142 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1.651·seconds) |
| 143 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8h_\x8e_\x8i_\x8l_\x8s_\x8e_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 143 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8h_\x8e_\x8i_\x8l_\x8s_\x8e_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 144 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8h_\x8e_\x8i_\x8l_\x8s_\x8e_\x8n_\x8._\x8p_\x8y | 144 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8h_\x8e_\x8i_\x8l_\x8s_\x8e_\x8n_\x8._\x8p_\x8y |
| 145 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8h_\x8e_\x8i_\x8l_\x8s_\x8e_\x8n_\x8._\x8z_\x8i_\x8p | 145 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8h_\x8e_\x8i_\x8l_\x8s_\x8e_\x8n_\x8._\x8z_\x8i_\x8p |
| 146 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 146 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 147 | ©·2007·-·202 | 147 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| Offset 870, 15 lines modified | Offset 870, 15 lines modified | ||
| 870 | ····<span·class="n">xlabel</span><span·class="o">=</span><span·class="s2">"Fraction·of·policyholders</span><span·class="se">\n</span><span·class="s2">(ordered·by·model·from·safest·to·riskiest)"</span><span·class="p">,</span> | 870 | ····<span·class="n">xlabel</span><span·class="o">=</span><span·class="s2">"Fraction·of·policyholders</span><span·class="se">\n</span><span·class="s2">(ordered·by·model·from·safest·to·riskiest)"</span><span·class="p">,</span> |
| 871 | ····<span·class="n">ylabel</span><span·class="o">=</span><span·class="s2">"Fraction·of·total·claim·amount"</span><span·class="p">,</span> | 871 | ····<span·class="n">ylabel</span><span·class="o">=</span><span·class="s2">"Fraction·of·total·claim·amount"</span><span·class="p">,</span> |
| 872 | <span·class="p">)</span> | 872 | <span·class="p">)</span> |
| 873 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span><span·class="n">loc</span><span·class="o">=</span><span·class="s2">"upper·left"</span><span·class="p">)</span> | 873 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span><span·class="n">loc</span><span·class="o">=</span><span·class="s2">"upper·left"</span><span·class="p">)</span> |
| 874 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">()</span> | 874 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">()</span> |
| 875 | </pre></div> | 875 | </pre></div> |
| 876 | </div> | 876 | </div> |
| 877 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.00 | 877 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.008·seconds)</p> |
| 878 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-tweedie-regression-insurance-claims-py"> | 878 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-linear-model-plot-tweedie-regression-insurance-claims-py"> |
| 879 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 879 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 880 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/a97bf662e52d471b04e1ab480c0ad7f2/plot_tweedie_regression_insurance_claims.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_tweedie_regression_insurance_claims.ipynb</span></code></a></p> | 880 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/a97bf662e52d471b04e1ab480c0ad7f2/plot_tweedie_regression_insurance_claims.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_tweedie_regression_insurance_claims.ipynb</span></code></a></p> |
| 881 | </div> | 881 | </div> |
| 882 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 882 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 883 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/86c888008757148890daaf43d664fa71/plot_tweedie_regression_insurance_claims.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_tweedie_regression_insurance_claims.py</span></code></a></p> | 883 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/86c888008757148890daaf43d664fa71/plot_tweedie_regression_insurance_claims.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_tweedie_regression_insurance_claims.py</span></code></a></p> |
| 884 | </div> | 884 | </div> |
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| 890 | </section> | 890 | </section> |
| 891 | </section> | 891 | </section> |
| 892 | ······</div> | 892 | ······</div> |
| 893 | ····<div·class="container"> | 893 | ····<div·class="container"> |
| 894 | ······<footer·class="sk-content-footer"> | 894 | ······<footer·class="sk-content-footer"> |
| 895 | ············©·2007·-·202 | 895 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 896 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_tweedie_regression_insurance_claims.rst.txt"·rel="nofollow">Show·this·page·source</a> | 896 | ··········<a·href="../../_sources/auto_examples/linear_model/plot_tweedie_regression_insurance_claims.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 897 | ······</footer> | 897 | ······</footer> |
| 898 | ····</div> | 898 | ····</div> |
| 899 | ··</div> | 899 | ··</div> |
| 900 | </div> | 900 | </div> |
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| 668 | ····title="Lorenz·Curves", | 668 | ····title="Lorenz·Curves", |
| 669 | ····xlabel="Fraction·of·policyholders\n(ordered·by·model·from·safest·to | 669 | ····xlabel="Fraction·of·policyholders\n(ordered·by·model·from·safest·to |
| 670 | riskiest)", | 670 | riskiest)", |
| 671 | ····ylabel="Fraction·of·total·claim·amount", | 671 | ····ylabel="Fraction·of·total·claim·amount", |
| 672 | ) | 672 | ) |
| 673 | ax.legend(loc="upper·left") | 673 | ax.legend(loc="upper·left") |
| 674 | plt.plot() | 674 | plt.plot() |
| 675 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.00 | 675 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.008·seconds) |
| 676 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8w_\x8e_\x8e_\x8d_\x8i_\x8e_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8__\x8i_\x8n_\x8s_\x8u_\x8r_\x8a_\x8n_\x8c_\x8e_\x8__\x8c_\x8l_\x8a_\x8i_\x8m_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 676 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8w_\x8e_\x8e_\x8d_\x8i_\x8e_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8__\x8i_\x8n_\x8s_\x8u_\x8r_\x8a_\x8n_\x8c_\x8e_\x8__\x8c_\x8l_\x8a_\x8i_\x8m_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 677 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8w_\x8e_\x8e_\x8d_\x8i_\x8e_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8__\x8i_\x8n_\x8s_\x8u_\x8r_\x8a_\x8n_\x8c_\x8e_\x8__\x8c_\x8l_\x8a_\x8i_\x8m_\x8s_\x8._\x8p_\x8y | 677 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8w_\x8e_\x8e_\x8d_\x8i_\x8e_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8__\x8i_\x8n_\x8s_\x8u_\x8r_\x8a_\x8n_\x8c_\x8e_\x8__\x8c_\x8l_\x8a_\x8i_\x8m_\x8s_\x8._\x8p_\x8y |
| 678 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8w_\x8e_\x8e_\x8d_\x8i_\x8e_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8__\x8i_\x8n_\x8s_\x8u_\x8r_\x8a_\x8n_\x8c_\x8e_\x8__\x8c_\x8l_\x8a_\x8i_\x8m_\x8s_\x8._\x8z_\x8i_\x8p | 678 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8w_\x8e_\x8e_\x8d_\x8i_\x8e_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8__\x8i_\x8n_\x8s_\x8u_\x8r_\x8a_\x8n_\x8c_\x8e_\x8__\x8c_\x8l_\x8a_\x8i_\x8m_\x8s_\x8._\x8z_\x8i_\x8p |
| 679 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 679 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 680 | ©·2007·-·202 | 680 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 211 | </div> | 211 | </div> |
| 212 | </section> | 212 | </section> |
| 213 | ······</div> | 213 | ······</div> |
| 214 | ····<div·class="container"> | 214 | ····<div·class="container"> |
| 215 | ······<footer·class="sk-content-footer"> | 215 | ······<footer·class="sk-content-footer"> |
| 216 | ············©·2007·-·202 | 216 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 217 | ··········<a·href="../../_sources/auto_examples/manifold/index.rst.txt"·rel="nofollow">Show·this·page·source</a> | 217 | ··········<a·href="../../_sources/auto_examples/manifold/index.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 218 | ······</footer> | 218 | ······</footer> |
| 219 | ····</div> | 219 | ····</div> |
| 220 | ··</div> | 220 | ··</div> |
| 221 | </div> | 221 | </div> |
| 222 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 222 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 38 | Manifold·learning·on·handwritten·digits:·Locally·Linear·Embedding,·Isomap... | 38 | Manifold·learning·on·handwritten·digits:·Locally·Linear·Embedding,·Isomap... |
| 39 | _\x8M_\x8u_\x8l_\x8t_\x8i_\x8-_\x8d_\x8i_\x8m_\x8e_\x8n_\x8s_\x8i_\x8o_\x8n_\x8a_\x8l_\x8·_\x8s_\x8c_\x8a_\x8l_\x8i_\x8n_\x8g | 39 | _\x8M_\x8u_\x8l_\x8t_\x8i_\x8-_\x8d_\x8i_\x8m_\x8e_\x8n_\x8s_\x8i_\x8o_\x8n_\x8a_\x8l_\x8·_\x8s_\x8c_\x8a_\x8l_\x8i_\x8n_\x8g |
| 40 | Multi-dimensional·scaling | 40 | Multi-dimensional·scaling |
| 41 | _\x8S_\x8w_\x8i_\x8s_\x8s_\x8·_\x8R_\x8o_\x8l_\x8l_\x8·_\x8A_\x8n_\x8d_\x8·_\x8S_\x8w_\x8i_\x8s_\x8s_\x8-_\x8H_\x8o_\x8l_\x8e_\x8·_\x8R_\x8e_\x8d_\x8u_\x8c_\x8t_\x8i_\x8o_\x8n | 41 | _\x8S_\x8w_\x8i_\x8s_\x8s_\x8·_\x8R_\x8o_\x8l_\x8l_\x8·_\x8A_\x8n_\x8d_\x8·_\x8S_\x8w_\x8i_\x8s_\x8s_\x8-_\x8H_\x8o_\x8l_\x8e_\x8·_\x8R_\x8e_\x8d_\x8u_\x8c_\x8t_\x8i_\x8o_\x8n |
| 42 | Swiss·Roll·And·Swiss-Hole·Reduction | 42 | Swiss·Roll·And·Swiss-Hole·Reduction |
| 43 | _\x8t_\x8-_\x8S_\x8N_\x8E_\x8:_\x8·_\x8T_\x8h_\x8e_\x8·_\x8e_\x8f_\x8f_\x8e_\x8c_\x8t_\x8·_\x8o_\x8f_\x8·_\x8v_\x8a_\x8r_\x8i_\x8o_\x8u_\x8s_\x8·_\x8p_\x8e_\x8r_\x8p_\x8l_\x8e_\x8x_\x8i_\x8t_\x8y_\x8·_\x8v_\x8a_\x8l_\x8u_\x8e_\x8s_\x8·_\x8o_\x8n_\x8·_\x8t_\x8h_\x8e_\x8·_\x8s_\x8h_\x8a_\x8p_\x8e | 43 | _\x8t_\x8-_\x8S_\x8N_\x8E_\x8:_\x8·_\x8T_\x8h_\x8e_\x8·_\x8e_\x8f_\x8f_\x8e_\x8c_\x8t_\x8·_\x8o_\x8f_\x8·_\x8v_\x8a_\x8r_\x8i_\x8o_\x8u_\x8s_\x8·_\x8p_\x8e_\x8r_\x8p_\x8l_\x8e_\x8x_\x8i_\x8t_\x8y_\x8·_\x8v_\x8a_\x8l_\x8u_\x8e_\x8s_\x8·_\x8o_\x8n_\x8·_\x8t_\x8h_\x8e_\x8·_\x8s_\x8h_\x8a_\x8p_\x8e |
| 44 | t-SNE:·The·effect·of·various·perplexity·values·on·the·shape | 44 | t-SNE:·The·effect·of·various·perplexity·values·on·the·shape |
| 45 | ©·2007·-·202 | 45 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 389 | ····<span·class="n">random_state</span><span·class="o">=</span><span·class="mi">0</span><span·class="p">,</span> | 389 | ····<span·class="n">random_state</span><span·class="o">=</span><span·class="mi">0</span><span·class="p">,</span> |
| 390 | <span·class="p">)</span> | 390 | <span·class="p">)</span> |
| 391 | <span·class="n">S_t_sne</span>·<span·class="o">=</span>·<span·class="n">t_sne</span><span·class="o">.</span><span·class="n">fit_transform</span><span·class="p">(</span><span·class="n">S_points</span><span·class="p">)</span> | 391 | <span·class="n">S_t_sne</span>·<span·class="o">=</span>·<span·class="n">t_sne</span><span·class="o">.</span><span·class="n">fit_transform</span><span·class="p">(</span><span·class="n">S_points</span><span·class="p">)</span> |
| 392 | <span·class="n">plot_2d</span><span·class="p">(</span><span·class="n">S_t_sne</span><span·class="p">,</span>·<span·class="n">S_color</span><span·class="p">,</span>·<span·class="s2">"T-distributed·Stochastic··</span><span·class="se">\n</span><span·class="s2">·Neighbor·Embedding"</span><span·class="p">)</span> | 392 | <span·class="n">plot_2d</span><span·class="p">(</span><span·class="n">S_t_sne</span><span·class="p">,</span>·<span·class="n">S_color</span><span·class="p">,</span>·<span·class="s2">"T-distributed·Stochastic··</span><span·class="se">\n</span><span·class="s2">·Neighbor·Embedding"</span><span·class="p">)</span> |
| 393 | </pre></div> | 393 | </pre></div> |
| 394 | </div> | 394 | </div> |
| 395 | <img·src="../../_images/sphx_glr_plot_compare_methods_006.png"·srcset="../../_images/sphx_glr_plot_compare_methods_006.png"·alt="T-distributed·Stochastic····Neighbor·Embedding"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·2 | 395 | <img·src="../../_images/sphx_glr_plot_compare_methods_006.png"·srcset="../../_images/sphx_glr_plot_compare_methods_006.png"·alt="T-distributed·Stochastic····Neighbor·Embedding"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·26.311·seconds)</p> |
| 396 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-manifold-plot-compare-methods-py"> | 396 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-manifold-plot-compare-methods-py"> |
| 397 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 397 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 398 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/c8db473878b6afea8e75e36dc828f109/plot_compare_methods.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_compare_methods.ipynb</span></code></a></p> | 398 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/c8db473878b6afea8e75e36dc828f109/plot_compare_methods.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_compare_methods.ipynb</span></code></a></p> |
| 399 | </div> | 399 | </div> |
| 400 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 400 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 401 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/cda53b33015268619bc212d32b7000b9/plot_compare_methods.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_compare_methods.py</span></code></a></p> | 401 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/cda53b33015268619bc212d32b7000b9/plot_compare_methods.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_compare_methods.py</span></code></a></p> |
| 402 | </div> | 402 | </div> |
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| 410 | </section> | 410 | </section> |
| 411 | </section> | 411 | </section> |
| 412 | ······</div> | 412 | ······</div> |
| 413 | ····<div·class="container"> | 413 | ····<div·class="container"> |
| 414 | ······<footer·class="sk-content-footer"> | 414 | ······<footer·class="sk-content-footer"> |
| 415 | ············©·2007·-·202 | 415 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 416 | ··········<a·href="../../_sources/auto_examples/manifold/plot_compare_methods.rst.txt"·rel="nofollow">Show·this·page·source</a> | 416 | ··········<a·href="../../_sources/auto_examples/manifold/plot_compare_methods.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 417 | ······</footer> | 417 | ······</footer> |
| 418 | ····</div> | 418 | ····</div> |
| 419 | ··</div> | 419 | ··</div> |
| 420 | </div> | 420 | </div> |
| 421 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 421 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 201 | ····n_iter=250, | 201 | ····n_iter=250, |
| 202 | ····random_state=0, | 202 | ····random_state=0, |
| 203 | ) | 203 | ) |
| 204 | S_t_sne·=·t_sne.fit_transform(S_points) | 204 | S_t_sne·=·t_sne.fit_transform(S_points) |
| 205 | plot_2d(S_t_sne,·S_color,·"T-distributed·Stochastic··\n·Neighbor·Embedding") | 205 | plot_2d(S_t_sne,·S_color,·"T-distributed·Stochastic··\n·Neighbor·Embedding") |
| 206 | [T-distributed·Stochastic····Neighbor·Embedding] | 206 | [T-distributed·Stochastic····Neighbor·Embedding] |
| 207 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·2 | 207 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·26.311·seconds) |
| 208 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8__\x8m_\x8e_\x8t_\x8h_\x8o_\x8d_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 208 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8__\x8m_\x8e_\x8t_\x8h_\x8o_\x8d_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 209 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8__\x8m_\x8e_\x8t_\x8h_\x8o_\x8d_\x8s_\x8._\x8p_\x8y | 209 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8__\x8m_\x8e_\x8t_\x8h_\x8o_\x8d_\x8s_\x8._\x8p_\x8y |
| 210 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8__\x8m_\x8e_\x8t_\x8h_\x8o_\x8d_\x8s_\x8._\x8z_\x8i_\x8p | 210 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8__\x8m_\x8e_\x8t_\x8h_\x8o_\x8d_\x8s_\x8._\x8z_\x8i_\x8p |
| 211 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 211 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 212 | ©·2007·-·202 | 212 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 390 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 390 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 391 | </pre></div> | 391 | </pre></div> |
| 392 | </div> | 392 | </div> |
| 393 | <ul·class="sphx-glr-horizontal"> | 393 | <ul·class="sphx-glr-horizontal"> |
| 394 | <li><img·src="../../_images/sphx_glr_plot_lle_digits_002.png"·srcset="../../_images/sphx_glr_plot_lle_digits_002.png"·alt="Random·projection·embedding·(time·0.002s)"·class·=·"sphx-glr-multi-img"/></li> | 394 | <li><img·src="../../_images/sphx_glr_plot_lle_digits_002.png"·srcset="../../_images/sphx_glr_plot_lle_digits_002.png"·alt="Random·projection·embedding·(time·0.002s)"·class·=·"sphx-glr-multi-img"/></li> |
| 395 | <li><img·src="../../_images/sphx_glr_plot_lle_digits_003.png"·srcset="../../_images/sphx_glr_plot_lle_digits_003.png"·alt="Truncated·SVD·embedding·(time·0.012s)"·class·=·"sphx-glr-multi-img"/></li> | 395 | <li><img·src="../../_images/sphx_glr_plot_lle_digits_003.png"·srcset="../../_images/sphx_glr_plot_lle_digits_003.png"·alt="Truncated·SVD·embedding·(time·0.012s)"·class·=·"sphx-glr-multi-img"/></li> |
| 396 | <li><img·src="../../_images/sphx_glr_plot_lle_digits_004.png"·srcset="../../_images/sphx_glr_plot_lle_digits_004.png"·alt="Linear·Discriminant·Analysis·embedding·(time·0.016s)"·class·=·"sphx-glr-multi-img"/></li> | 396 | <li><img·src="../../_images/sphx_glr_plot_lle_digits_004.png"·srcset="../../_images/sphx_glr_plot_lle_digits_004.png"·alt="Linear·Discriminant·Analysis·embedding·(time·0.016s)"·class·=·"sphx-glr-multi-img"/></li> |
| 397 | <li><img·src="../../_images/sphx_glr_plot_lle_digits_005.png"·srcset="../../_images/sphx_glr_plot_lle_digits_005.png"·alt="Isomap·embedding·(time·0.9 | 397 | <li><img·src="../../_images/sphx_glr_plot_lle_digits_005.png"·srcset="../../_images/sphx_glr_plot_lle_digits_005.png"·alt="Isomap·embedding·(time·0.951s)"·class·=·"sphx-glr-multi-img"/></li> |
| 398 | <li><img·src="../../_images/sphx_glr_plot_lle_digits_006.png"·srcset="../../_images/sphx_glr_plot_lle_digits_006.png"·alt="Standard·LLE·embedding·(time·0.31 | 398 | <li><img·src="../../_images/sphx_glr_plot_lle_digits_006.png"·srcset="../../_images/sphx_glr_plot_lle_digits_006.png"·alt="Standard·LLE·embedding·(time·0.315s)"·class·=·"sphx-glr-multi-img"/></li> |
| 399 | <li><img·src="../../_images/sphx_glr_plot_lle_digits_007.png"·srcset="../../_images/sphx_glr_plot_lle_digits_007.png"·alt="Modified·LLE·embedding·(time·0.5 | 399 | <li><img·src="../../_images/sphx_glr_plot_lle_digits_007.png"·srcset="../../_images/sphx_glr_plot_lle_digits_007.png"·alt="Modified·LLE·embedding·(time·0.589s)"·class·=·"sphx-glr-multi-img"/></li> |
| 400 | <li><img·src="../../_images/sphx_glr_plot_lle_digits_008.png"·srcset="../../_images/sphx_glr_plot_lle_digits_008.png"·alt="Hessian·LLE·embedding·(time·0.7 | 400 | <li><img·src="../../_images/sphx_glr_plot_lle_digits_008.png"·srcset="../../_images/sphx_glr_plot_lle_digits_008.png"·alt="Hessian·LLE·embedding·(time·0.708s)"·class·=·"sphx-glr-multi-img"/></li> |
| 401 | <li><img·src="../../_images/sphx_glr_plot_lle_digits_009.png"·srcset="../../_images/sphx_glr_plot_lle_digits_009.png"·alt="LTSA·LLE·embedding·(time·0.7 | 401 | <li><img·src="../../_images/sphx_glr_plot_lle_digits_009.png"·srcset="../../_images/sphx_glr_plot_lle_digits_009.png"·alt="LTSA·LLE·embedding·(time·0.782s)"·class·=·"sphx-glr-multi-img"/></li> |
| 402 | <li><img·src="../../_images/sphx_glr_plot_lle_digits_010.png"·srcset="../../_images/sphx_glr_plot_lle_digits_010.png"·alt="MDS·embedding·(time· | 402 | <li><img·src="../../_images/sphx_glr_plot_lle_digits_010.png"·srcset="../../_images/sphx_glr_plot_lle_digits_010.png"·alt="MDS·embedding·(time·3.329s)"·class·=·"sphx-glr-multi-img"/></li> |
| 403 | <li><img·src="../../_images/sphx_glr_plot_lle_digits_011.png"·srcset="../../_images/sphx_glr_plot_lle_digits_011.png"·alt="Random·Trees·embedding·(time·0.2 | 403 | <li><img·src="../../_images/sphx_glr_plot_lle_digits_011.png"·srcset="../../_images/sphx_glr_plot_lle_digits_011.png"·alt="Random·Trees·embedding·(time·0.232s)"·class·=·"sphx-glr-multi-img"/></li> |
| 404 | <li><img·src="../../_images/sphx_glr_plot_lle_digits_012.png"·srcset="../../_images/sphx_glr_plot_lle_digits_012.png"·alt="Spectral·embedding·(time·0.27 | 404 | <li><img·src="../../_images/sphx_glr_plot_lle_digits_012.png"·srcset="../../_images/sphx_glr_plot_lle_digits_012.png"·alt="Spectral·embedding·(time·0.271s)"·class·=·"sphx-glr-multi-img"/></li> |
| 405 | <li><img·src="../../_images/sphx_glr_plot_lle_digits_013.png"·srcset="../../_images/sphx_glr_plot_lle_digits_013.png"·alt="t-SNE·embedding·(time· | 405 | <li><img·src="../../_images/sphx_glr_plot_lle_digits_013.png"·srcset="../../_images/sphx_glr_plot_lle_digits_013.png"·alt="t-SNE·embedding·(time·3.046s)"·class·=·"sphx-glr-multi-img"/></li> |
| 406 | <li><img·src="../../_images/sphx_glr_plot_lle_digits_014.png"·srcset="../../_images/sphx_glr_plot_lle_digits_014.png"·alt="NCA·embedding·(time· | 406 | <li><img·src="../../_images/sphx_glr_plot_lle_digits_014.png"·srcset="../../_images/sphx_glr_plot_lle_digits_014.png"·alt="NCA·embedding·(time·3.054s)"·class·=·"sphx-glr-multi-img"/></li> |
| 407 | </ul> | 407 | </ul> |
| 408 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1 | 408 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·18.753·seconds)</p> |
| 409 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-manifold-plot-lle-digits-py"> | 409 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-manifold-plot-lle-digits-py"> |
| 410 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 410 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 411 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/1e0968da80ca868bbdf21c1d0547f68c/plot_lle_digits.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_lle_digits.ipynb</span></code></a></p> | 411 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/1e0968da80ca868bbdf21c1d0547f68c/plot_lle_digits.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_lle_digits.ipynb</span></code></a></p> |
| 412 | </div> | 412 | </div> |
| 413 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 413 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 414 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/9d97cc4ed755b7f2c7f9311bccc89a00/plot_lle_digits.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_lle_digits.py</span></code></a></p> | 414 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/9d97cc4ed755b7f2c7f9311bccc89a00/plot_lle_digits.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_lle_digits.py</span></code></a></p> |
| 415 | </div> | 415 | </div> |
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| 421 | </section> | 421 | </section> |
| 422 | </section> | 422 | </section> |
| 423 | ······</div> | 423 | ······</div> |
| 424 | ····<div·class="container"> | 424 | ····<div·class="container"> |
| 425 | ······<footer·class="sk-content-footer"> | 425 | ······<footer·class="sk-content-footer"> |
| 426 | ············©·2007·-·202 | 426 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 427 | ··········<a·href="../../_sources/auto_examples/manifold/plot_lle_digits.rst.txt"·rel="nofollow">Show·this·page·source</a> | 427 | ··········<a·href="../../_sources/auto_examples/manifold/plot_lle_digits.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 428 | ······</footer> | 428 | ······</footer> |
| 429 | ····</div> | 429 | ····</div> |
| 430 | ··</div> | 430 | ··</div> |
| 431 | </div> | 431 | </div> |
| 432 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 432 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 206 | ····title·=·f"{name}·(time·{timing[name]:.3f}s)" | 206 | ····title·=·f"{name}·(time·{timing[name]:.3f}s)" |
| 207 | ····plot_embedding(projections[name],·title) | 207 | ····plot_embedding(projections[name],·title) |
| 208 | plt.show() | 208 | plt.show() |
| 209 | ····*·[Random·projection·embedding·(time·0.002s)] | 209 | ····*·[Random·projection·embedding·(time·0.002s)] |
| 210 | ····*·[Truncated·SVD·embedding·(time·0.012s)] | 210 | ····*·[Truncated·SVD·embedding·(time·0.012s)] |
| 211 | ····*·[Linear·Discriminant·Analysis·embedding·(time·0.016s)] | 211 | ····*·[Linear·Discriminant·Analysis·embedding·(time·0.016s)] |
| 212 | ····*·[Isomap·embedding·(time·0.9 | 212 | ····*·[Isomap·embedding·(time·0.951s)] |
| 213 | ····*·[Standard·LLE·embedding·(time·0.31 | 213 | ····*·[Standard·LLE·embedding·(time·0.315s)] |
| 214 | ····*·[Modified·LLE·embedding·(time·0.5 | 214 | ····*·[Modified·LLE·embedding·(time·0.589s)] |
| 215 | ····*·[Hessian·LLE·embedding·(time·0.7 | 215 | ····*·[Hessian·LLE·embedding·(time·0.708s)] |
| 216 | ····*·[LTSA·LLE·embedding·(time·0.7 | 216 | ····*·[LTSA·LLE·embedding·(time·0.782s)] |
| 217 | ····*·[MDS·embedding·(time· | 217 | ····*·[MDS·embedding·(time·3.329s)] |
| 218 | ····*·[Random·Trees·embedding·(time·0.2 | 218 | ····*·[Random·Trees·embedding·(time·0.232s)] |
| 219 | ····*·[Spectral·embedding·(time·0.27 | 219 | ····*·[Spectral·embedding·(time·0.271s)] |
| 220 | ····*·[t-SNE·embedding·(time· | 220 | ····*·[t-SNE·embedding·(time·3.046s)] |
| 221 | ····*·[NCA·embedding·(time· | 221 | ····*·[NCA·embedding·(time·3.054s)] |
| 222 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1 | 222 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·18.753·seconds) |
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| 224 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8l_\x8e_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8._\x8p_\x8y | 224 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8l_\x8e_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8._\x8p_\x8y |
| 225 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8l_\x8e_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8._\x8z_\x8i_\x8p | 225 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8l_\x8e_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8._\x8z_\x8i_\x8p |
| 226 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 226 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 227 | ©·2007·-·202 | 227 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 206 | to·find·a·low-dimensional·representation·of·the·data·(here·2D)·in | 206 | to·find·a·low-dimensional·representation·of·the·data·(here·2D)·in |
| 207 | which·the·distances·respect·well·the·distances·in·the·original | 207 | which·the·distances·respect·well·the·distances·in·the·original |
| 208 | high-dimensional·space,·unlike·other·manifold-learning·algorithms, | 208 | high-dimensional·space,·unlike·other·manifold-learning·algorithms, |
| 209 | it·does·not·seeks·an·isotropic·representation·of·the·data·in | 209 | it·does·not·seeks·an·isotropic·representation·of·the·data·in |
| 210 | the·low-dimensional·space.·Here·the·manifold·problem·matches·fairly | 210 | the·low-dimensional·space.·Here·the·manifold·problem·matches·fairly |
| 211 | that·of·representing·a·flat·map·of·the·Earth,·as·with | 211 | that·of·representing·a·flat·map·of·the·Earth,·as·with |
| 212 | <a·class="reference·external"·href="https://en.wikipedia.org/wiki/Map_projection">map·projection</a></p> | 212 | <a·class="reference·external"·href="https://en.wikipedia.org/wiki/Map_projection">map·projection</a></p> |
| 213 | <img·src="../../_images/sphx_glr_plot_manifold_sphere_001.png"·srcset="../../_images/sphx_glr_plot_manifold_sphere_001.png"·alt="Manifold·Learning·with·1000·points,·10·neighbors,·LLE·(0.07 | 213 | <img·src="../../_images/sphx_glr_plot_manifold_sphere_001.png"·srcset="../../_images/sphx_glr_plot_manifold_sphere_001.png"·alt="Manifold·Learning·with·1000·points,·10·neighbors,·LLE·(0.071·sec),·LTSA·(0.2·sec),·Hessian·LLE·(0.2·sec),·Modified·LLE·(0.14·sec),·Isomap·(0.23·sec),·MDS·(1.1·sec),·Spectral·Embedding·(0.044·sec),·t-SNE·(4·sec)"·class·=·"sphx-glr-single-img"/><div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="[·...·truncated·by·diffoscope;·len:·44,·SHA:·8260a9533235eaa546f6cd66abef10166046fa0e6ddfb76902872643b5c09b0f·...·]·sec |
| 214 | ltsa:·0.2·sec | 214 | ltsa:·0.2·sec |
| 215 | hessian:·0.2·sec | 215 | hessian:·0.2·sec |
| 216 | modified:·0.14·sec | 216 | modified:·0.14·sec |
| 217 | ISO:·0.23·sec | 217 | ISO:·0.23·sec |
| 218 | MDS:· | 218 | MDS:·1.1·sec |
| 219 | Spectral·Embedding:·0.04 | 219 | Spectral·Embedding:·0.044·sec |
| 220 | t-SNE:·4 | 220 | t-SNE:·4·sec |
| 221 | </pre></div> | 221 | </pre></div> |
| 222 | </div> | 222 | </div> |
| 223 | <div·class="line-block"> | 223 | <div·class="line-block"> |
| 224 | <div·class="line"><br·/></div> | 224 | <div·class="line"><br·/></div> |
| 225 | </div> | 225 | </div> |
| 226 | <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="c1">#·Author:·Jaques·Grobler·<jaques.grobler@inria.fr></span> | 226 | <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="c1">#·Author:·Jaques·Grobler·<jaques.grobler@inria.fr></span> |
| 227 | <span·class="c1">#·License:·BSD·3·clause</span> | 227 | <span·class="c1">#·License:·BSD·3·clause</span> |
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| 351 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">xaxis</span><span·class="o">.</span><span·class="n">set_major_formatter</span><span·class="p">(</span><span·class="n">NullFormatter</span><span·class="p">())</span> | 351 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">xaxis</span><span·class="o">.</span><span·class="n">set_major_formatter</span><span·class="p">(</span><span·class="n">NullFormatter</span><span·class="p">())</span> |
| 352 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">yaxis</span><span·class="o">.</span><span·class="n">set_major_formatter</span><span·class="p">(</span><span·class="n">NullFormatter</span><span·class="p">())</span> | 352 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">yaxis</span><span·class="o">.</span><span·class="n">set_major_formatter</span><span·class="p">(</span><span·class="n">NullFormatter</span><span·class="p">())</span> |
| 353 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">axis</span><span·class="p">(</span><span·class="s2">"tight"</span><span·class="p">)</span> | 353 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">axis</span><span·class="p">(</span><span·class="s2">"tight"</span><span·class="p">)</span> |
| 354 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 354 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 355 | </pre></div> | 355 | </pre></div> |
| 356 | </div> | 356 | </div> |
| 357 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·6. | 357 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·6.893·seconds)</p> |
| 358 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-manifold-plot-manifold-sphere-py"> | 358 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-manifold-plot-manifold-sphere-py"> |
| 359 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 359 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 360 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/604c0a9de0e1b80dae9e6754fdb27014/plot_manifold_sphere.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_manifold_sphere.ipynb</span></code></a></p> | 360 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/604c0a9de0e1b80dae9e6754fdb27014/plot_manifold_sphere.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_manifold_sphere.ipynb</span></code></a></p> |
| 361 | </div> | 361 | </div> |
| 362 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 362 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 363 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/9846b34238b553e03157c49723da2b04/plot_manifold_sphere.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_manifold_sphere.py</span></code></a></p> | 363 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/9846b34238b553e03157c49723da2b04/plot_manifold_sphere.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_manifold_sphere.py</span></code></a></p> |
| 364 | </div> | 364 | </div> |
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| 370 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 370 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 371 | </section> | 371 | </section> |
| 372 | ······</div> | 372 | ······</div> |
| 373 | ····<div·class="container"> | 373 | ····<div·class="container"> |
| 374 | ······<footer·class="sk-content-footer"> | 374 | ······<footer·class="sk-content-footer"> |
| 375 | ············©·2007·-·202 | 375 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 376 | ··········<a·href="../../_sources/auto_examples/manifold/plot_manifold_sphere.rst.txt"·rel="nofollow">Show·this·page·source</a> | 376 | ··········<a·href="../../_sources/auto_examples/manifold/plot_manifold_sphere.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 377 | ······</footer> | 377 | ······</footer> |
| 378 | ····</div> | 378 | ····</div> |
| 379 | ··</div> | 379 | ··</div> |
| 380 | </div> | 380 | </div> |
| 381 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 381 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 41 | see·_\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8M_\x8a_\x8n_\x8i_\x8f_\x8o_\x8l_\x8d_\x8·_\x8L_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8m_\x8e_\x8t_\x8h_\x8o_\x8d_\x8s | 41 | see·_\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8M_\x8a_\x8n_\x8i_\x8f_\x8o_\x8l_\x8d_\x8·_\x8L_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8m_\x8e_\x8t_\x8h_\x8o_\x8d_\x8s |
| 42 | Note·that·the·purpose·of·the·_\x8M_\x8D_\x8S·is·to·find·a·low-dimensional·representation·of | 42 | Note·that·the·purpose·of·the·_\x8M_\x8D_\x8S·is·to·find·a·low-dimensional·representation·of |
| 43 | the·data·(here·2D)·in·which·the·distances·respect·well·the·distances·in·the | 43 | the·data·(here·2D)·in·which·the·distances·respect·well·the·distances·in·the |
| 44 | original·high-dimensional·space,·unlike·other·manifold-learning·algorithms,·it | 44 | original·high-dimensional·space,·unlike·other·manifold-learning·algorithms,·it |
| 45 | does·not·seeks·an·isotropic·representation·of·the·data·in·the·low-dimensional | 45 | does·not·seeks·an·isotropic·representation·of·the·data·in·the·low-dimensional |
| 46 | space.·Here·the·manifold·problem·matches·fairly·that·of·representing·a·flat·map | 46 | space.·Here·the·manifold·problem·matches·fairly·that·of·representing·a·flat·map |
| 47 | of·the·Earth,·as·with·_\x8m_\x8a_\x8p_\x8·_\x8p_\x8r_\x8o_\x8j_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n | 47 | of·the·Earth,·as·with·_\x8m_\x8a_\x8p_\x8·_\x8p_\x8r_\x8o_\x8j_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n |
| 48 | [Manifold·Learning·with·1000·points,·10·neighbors,·LLE·(0.07 | 48 | [Manifold·Learning·with·1000·points,·10·neighbors,·LLE·(0.071·sec),·LTSA·(0.2 |
| 49 | sec),·Hessian·LLE·(0.2·sec),·Modified·LLE·(0.14·sec),·Isomap·(0.23·sec),·MDS | 49 | sec),·Hessian·LLE·(0.2·sec),·Modified·LLE·(0.14·sec),·Isomap·(0.23·sec),·MDS |
| 50 | ( | 50 | (1.1·sec),·Spectral·Embedding·(0.044·sec),·t-SNE·(4·sec)] |
| 51 | standard:·0.07 | 51 | standard:·0.071·sec |
| 52 | ltsa:·0.2·sec | 52 | ltsa:·0.2·sec |
| 53 | hessian:·0.2·sec | 53 | hessian:·0.2·sec |
| 54 | modified:·0.14·sec | 54 | modified:·0.14·sec |
| 55 | ISO:·0.23·sec | 55 | ISO:·0.23·sec |
| 56 | MDS:· | 56 | MDS:·1.1·sec |
| 57 | Spectral·Embedding:·0.04 | 57 | Spectral·Embedding:·0.044·sec |
| 58 | t-SNE:·4 | 58 | t-SNE:·4·sec |
| 59 | #·Author:·Jaques·Grobler·<jaques.grobler@inria.fr> | 59 | #·Author:·Jaques·Grobler·<jaques.grobler@inria.fr> |
| 60 | #·License:·BSD·3·clause | 60 | #·License:·BSD·3·clause |
| 61 | from·time·import·time | 61 | from·time·import·time |
| 62 | import·matplotlib.pyplot·as·plt | 62 | import·matplotlib.pyplot·as·plt |
| Offset 185, 13 lines modified | Offset 185, 13 lines modified | ||
| 185 | plt.scatter(trans_data[0],·trans_data[1],·c=colors,·cmap=plt.cm.rainbow) | 185 | plt.scatter(trans_data[0],·trans_data[1],·c=colors,·cmap=plt.cm.rainbow) |
| 186 | plt.title("t-SNE·(%.2g·sec)"·%·(t1·-·t0)) | 186 | plt.title("t-SNE·(%.2g·sec)"·%·(t1·-·t0)) |
| 187 | ax.xaxis.set_major_formatter(NullFormatter()) | 187 | ax.xaxis.set_major_formatter(NullFormatter()) |
| 188 | ax.yaxis.set_major_formatter(NullFormatter()) | 188 | ax.yaxis.set_major_formatter(NullFormatter()) |
| 189 | plt.axis("tight") | 189 | plt.axis("tight") |
| 190 | plt.show() | 190 | plt.show() |
| 191 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·6. | 191 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·6.893·seconds) |
| 192 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8a_\x8n_\x8i_\x8f_\x8o_\x8l_\x8d_\x8__\x8s_\x8p_\x8h_\x8e_\x8r_\x8e_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 192 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8a_\x8n_\x8i_\x8f_\x8o_\x8l_\x8d_\x8__\x8s_\x8p_\x8h_\x8e_\x8r_\x8e_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 193 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8a_\x8n_\x8i_\x8f_\x8o_\x8l_\x8d_\x8__\x8s_\x8p_\x8h_\x8e_\x8r_\x8e_\x8._\x8p_\x8y | 193 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8a_\x8n_\x8i_\x8f_\x8o_\x8l_\x8d_\x8__\x8s_\x8p_\x8h_\x8e_\x8r_\x8e_\x8._\x8p_\x8y |
| 194 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8a_\x8n_\x8i_\x8f_\x8o_\x8l_\x8d_\x8__\x8s_\x8p_\x8h_\x8e_\x8r_\x8e_\x8._\x8z_\x8i_\x8p | 194 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8a_\x8n_\x8i_\x8f_\x8o_\x8l_\x8d_\x8__\x8s_\x8p_\x8h_\x8e_\x8r_\x8e_\x8._\x8z_\x8i_\x8p |
| 195 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 195 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 196 | ©·2007·-·202 | 196 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 282 | <span·class="n">lc</span><span·class="o">.</span><span·class="n">set_array</span><span·class="p">(</span><span·class="n">similarities</span><span·class="o">.</span><span·class="n">flatten</span><span·class="p">())</span> | 282 | <span·class="n">lc</span><span·class="o">.</span><span·class="n">set_array</span><span·class="p">(</span><span·class="n">similarities</span><span·class="o">.</span><span·class="n">flatten</span><span·class="p">())</span> |
| 283 | <span·class="n">lc</span><span·class="o">.</span><span·class="n">set_linewidths</span><span·class="p">(</span><span·class="n">np</span><span·class="o">.</span><span·class="n">full</span><span·class="p">(</span><span·class="nb">len</span><span·class="p">(</span><span·class="n">segments</span><span·class="p">),</span>·<span·class="mf">0.5</span><span·class="p">))</span> | 283 | <span·class="n">lc</span><span·class="o">.</span><span·class="n">set_linewidths</span><span·class="p">(</span><span·class="n">np</span><span·class="o">.</span><span·class="n">full</span><span·class="p">(</span><span·class="nb">len</span><span·class="p">(</span><span·class="n">segments</span><span·class="p">),</span>·<span·class="mf">0.5</span><span·class="p">))</span> |
| 284 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">add_collection</span><span·class="p">(</span><span·class="n">lc</span><span·class="p">)</span> | 284 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">add_collection</span><span·class="p">(</span><span·class="n">lc</span><span·class="p">)</span> |
| 285 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 285 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 286 | </pre></div> | 286 | </pre></div> |
| 287 | </div> | 287 | </div> |
| 288 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0. | 288 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.668·seconds)</p> |
| 289 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-manifold-plot-mds-py"> | 289 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-manifold-plot-mds-py"> |
| 290 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 290 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 291 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/a9a5b8f39dd796eae478e4c9c39cd207/plot_mds.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_mds.ipynb</span></code></a></p> | 291 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/a9a5b8f39dd796eae478e4c9c39cd207/plot_mds.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_mds.ipynb</span></code></a></p> |
| 292 | </div> | 292 | </div> |
| 293 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 293 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 294 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/d64ed0728005aaeba058d3ccec909e73/plot_mds.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_mds.py</span></code></a></p> | 294 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/d64ed0728005aaeba058d3ccec909e73/plot_mds.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_mds.py</span></code></a></p> |
| 295 | </div> | 295 | </div> |
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| 301 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 301 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 302 | </section> | 302 | </section> |
| 303 | ······</div> | 303 | ······</div> |
| 304 | ····<div·class="container"> | 304 | ····<div·class="container"> |
| 305 | ······<footer·class="sk-content-footer"> | 305 | ······<footer·class="sk-content-footer"> |
| 306 | ············©·2007·-·202 | 306 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 307 | ··········<a·href="../../_sources/auto_examples/manifold/plot_mds.rst.txt"·rel="nofollow">Show·this·page·source</a> | 307 | ··········<a·href="../../_sources/auto_examples/manifold/plot_mds.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 308 | ······</footer> | 308 | ······</footer> |
| 309 | ····</div> | 309 | ····</div> |
| 310 | ··</div> | 310 | ··</div> |
| 311 | </div> | 311 | </div> |
| 312 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 312 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 122 | ····segments,·zorder=0,·cmap=plt.cm.Blues,·norm=plt.Normalize(0,·values.max()) | 122 | ····segments,·zorder=0,·cmap=plt.cm.Blues,·norm=plt.Normalize(0,·values.max()) |
| 123 | ) | 123 | ) |
| 124 | lc.set_array(similarities.flatten()) | 124 | lc.set_array(similarities.flatten()) |
| 125 | lc.set_linewidths(np.full(len(segments),·0.5)) | 125 | lc.set_linewidths(np.full(len(segments),·0.5)) |
| 126 | ax.add_collection(lc) | 126 | ax.add_collection(lc) |
| 127 | plt.show() | 127 | plt.show() |
| 128 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0. | 128 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.668·seconds) |
| 129 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8d_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 129 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8d_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 130 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8d_\x8s_\x8._\x8p_\x8y | 130 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8d_\x8s_\x8._\x8p_\x8y |
| 131 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8d_\x8s_\x8._\x8z_\x8i_\x8p | 131 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8d_\x8s_\x8._\x8z_\x8i_\x8p |
| 132 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 132 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 133 | ©·2007·-·202 | 133 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 297 | <h2>Concluding·remarks<a·class="headerlink"·href="#concluding-remarks"·title="Link·to·this·heading">¶</a></h2> | 297 | <h2>Concluding·remarks<a·class="headerlink"·href="#concluding-remarks"·title="Link·to·this·heading">¶</a></h2> |
| 298 | <p>We·note·that·t-SNE·benefits·from·testing·more·combinations·of·parameters. | 298 | <p>We·note·that·t-SNE·benefits·from·testing·more·combinations·of·parameters. |
| 299 | Better·results·could·probably·have·been·obtained·by·better·tuning·these | 299 | Better·results·could·probably·have·been·obtained·by·better·tuning·these |
| 300 | parameters.</p> | 300 | parameters.</p> |
| 301 | <p>We·observe·that,·as·seen·in·the·“Manifold·learning·on | 301 | <p>We·observe·that,·as·seen·in·the·“Manifold·learning·on |
| 302 | handwritten·digits”·example,·t-SNE·generally·performs·better·than·LLE | 302 | handwritten·digits”·example,·t-SNE·generally·performs·better·than·LLE |
| 303 | on·real·world·data.</p> | 303 | on·real·world·data.</p> |
| 304 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes· | 304 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·19.059·seconds)</p> |
| 305 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-manifold-plot-swissroll-py"> | 305 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-manifold-plot-swissroll-py"> |
| 306 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 306 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 307 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/4c773264381a88c3d3933952c6040058/plot_swissroll.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_swissroll.ipynb</span></code></a></p> | 307 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/4c773264381a88c3d3933952c6040058/plot_swissroll.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_swissroll.ipynb</span></code></a></p> |
| 308 | </div> | 308 | </div> |
| 309 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 309 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 310 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/7f0a2318ad82288d649c688011f52618/plot_swissroll.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_swissroll.py</span></code></a></p> | 310 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/7f0a2318ad82288d649c688011f52618/plot_swissroll.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_swissroll.py</span></code></a></p> |
| 311 | </div> | 311 | </div> |
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| 317 | </section> | 317 | </section> |
| 318 | </section> | 318 | </section> |
| 319 | ······</div> | 319 | ······</div> |
| 320 | ····<div·class="container"> | 320 | ····<div·class="container"> |
| 321 | ······<footer·class="sk-content-footer"> | 321 | ······<footer·class="sk-content-footer"> |
| 322 | ············©·2007·-·202 | 322 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 323 | ··········<a·href="../../_sources/auto_examples/manifold/plot_swissroll.rst.txt"·rel="nofollow">Show·this·page·source</a> | 323 | ··········<a·href="../../_sources/auto_examples/manifold/plot_swissroll.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 324 | ······</footer> | 324 | ······</footer> |
| 325 | ····</div> | 325 | ····</div> |
| 326 | ··</div> | 326 | ··</div> |
| 327 | </div> | 327 | </div> |
| 328 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 328 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 120 | [LLE·Embedding·of·Swiss-Hole,·t-SNE·Embedding·of·Swiss-Hole] | 120 | [LLE·Embedding·of·Swiss-Hole,·t-SNE·Embedding·of·Swiss-Hole] |
| 121 | *\x8**\x8**\x8**\x8**\x8*·C\x8Co\x8on\x8nc\x8cl\x8lu\x8ud\x8di\x8in\x8ng\x8g·r\x8re\x8em\x8ma\x8ar\x8rk\x8ks\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 121 | *\x8**\x8**\x8**\x8**\x8*·C\x8Co\x8on\x8nc\x8cl\x8lu\x8ud\x8di\x8in\x8ng\x8g·r\x8re\x8em\x8ma\x8ar\x8rk\x8ks\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 122 | We·note·that·t-SNE·benefits·from·testing·more·combinations·of·parameters. | 122 | We·note·that·t-SNE·benefits·from·testing·more·combinations·of·parameters. |
| 123 | Better·results·could·probably·have·been·obtained·by·better·tuning·these | 123 | Better·results·could·probably·have·been·obtained·by·better·tuning·these |
| 124 | parameters. | 124 | parameters. |
| 125 | We·observe·that,·as·seen·in·the·“Manifold·learning·on·handwritten·digits” | 125 | We·observe·that,·as·seen·in·the·“Manifold·learning·on·handwritten·digits” |
| 126 | example,·t-SNE·generally·performs·better·than·LLE·on·real·world·data. | 126 | example,·t-SNE·generally·performs·better·than·LLE·on·real·world·data. |
| 127 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes· | 127 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·19.059·seconds) |
| 128 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8w_\x8i_\x8s_\x8s_\x8r_\x8o_\x8l_\x8l_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 128 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8w_\x8i_\x8s_\x8s_\x8r_\x8o_\x8l_\x8l_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 129 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8w_\x8i_\x8s_\x8s_\x8r_\x8o_\x8l_\x8l_\x8._\x8p_\x8y | 129 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8w_\x8i_\x8s_\x8s_\x8r_\x8o_\x8l_\x8l_\x8._\x8p_\x8y |
| 130 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8w_\x8i_\x8s_\x8s_\x8r_\x8o_\x8l_\x8l_\x8._\x8z_\x8i_\x8p | 130 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8w_\x8i_\x8s_\x8s_\x8r_\x8o_\x8l_\x8l_\x8._\x8z_\x8i_\x8p |
| 131 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 131 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 132 | ©·2007·-·202 | 132 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 203 | slightly·from·the·original.·Contrary·to·the·two·circles·dataset,·the·shapes | 203 | slightly·from·the·original.·Contrary·to·the·two·circles·dataset,·the·shapes |
| 204 | visually·diverge·from·S-curve·topology·on·the·S-curve·dataset·even·for | 204 | visually·diverge·from·S-curve·topology·on·the·S-curve·dataset·even·for |
| 205 | larger·perplexity·values.</p> | 205 | larger·perplexity·values.</p> |
| 206 | <p>For·further·details,·“How·to·Use·t-SNE·Effectively” | 206 | <p>For·further·details,·“How·to·Use·t-SNE·Effectively” |
| 207 | <a·class="reference·external"·href="https://distill.pub/2016/misread-tsne/">https://distill.pub/2016/misread-tsne/</a>·provides·a·good·discussion·of·the | 207 | <a·class="reference·external"·href="https://distill.pub/2016/misread-tsne/">https://distill.pub/2016/misread-tsne/</a>·provides·a·good·discussion·of·the |
| 208 | effects·of·various·parameters,·as·well·as·interactive·plots·to·explore | 208 | effects·of·various·parameters,·as·well·as·interactive·plots·to·explore |
| 209 | those·effects.</p> | 209 | those·effects.</p> |
| 210 | <img·src="../../_images/sphx_glr_plot_t_sne_perplexity_001.png"·srcset="../../_images/sphx_glr_plot_t_sne_perplexity_001.png"·alt="Perplexity=5,·Perplexity=30,·Perplexity=50,·Perplexity=100,·Perplexity=5,·Perplexity=30,·Perplexity=50,·Perplexity=100,·Perplexity=5,·Perplexity=30,·Perplexity=50,·Perplexity=100"·class·=·"sphx-glr-single-img"/><div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>circles,·perplexity=5·in·0.1 | 210 | <img·src="../../_images/sphx_glr_plot_t_sne_perplexity_001.png"·srcset="../../_images/sphx_glr_plot_t_sne_perplexity_001.png"·alt="Perplexity=5,·Perplexity=30,·Perplexity=50,·Perplexity=100,·Perplexity=5,·Perplexity=30,·Perplexity=50,·Perplexity=100,·Perplexity=5,·Perplexity=30,·Perplexity=50,·Perplexity=100"·class·=·"sphx-glr-single-img"/><div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>circles,·perplexity=5·in·0.16·sec |
| 211 | circles,·perplexity=30·in·0.24·sec | 211 | circles,·perplexity=30·in·0.24·sec |
| 212 | circles,·perplexity=50·in·0.26·sec | 212 | circles,·perplexity=50·in·0.26·sec |
| 213 | circles,·perplexity=100·in·0.26·sec | 213 | circles,·perplexity=100·in·0.26·sec |
| 214 | S-curve,·perplexity=5·in·0.1 | 214 | S-curve,·perplexity=5·in·0.16·sec |
| 215 | S-curve,·perplexity=30·in·0.2 | 215 | S-curve,·perplexity=30·in·0.22·sec |
| 216 | S-curve,·perplexity=50·in·0. | 216 | S-curve,·perplexity=50·in·0.26·sec |
| 217 | S-curve,·perplexity=100·in·0. | 217 | S-curve,·perplexity=100·in·0.26·sec |
| 218 | uniform·grid,·perplexity=5·in·0.2 | 218 | uniform·grid,·perplexity=5·in·0.2·sec |
| 219 | uniform·grid,·perplexity=30·in·0.2 | 219 | uniform·grid,·perplexity=30·in·0.28·sec |
| 220 | uniform·grid,·perplexity=50·in·0.3 | 220 | uniform·grid,·perplexity=50·in·0.31·sec |
| 221 | uniform·grid,·perplexity=100·in·0.3 | 221 | uniform·grid,·perplexity=100·in·0.31·sec |
| 222 | </pre></div> | 222 | </pre></div> |
| 223 | </div> | 223 | </div> |
| 224 | <div·class="line-block"> | 224 | <div·class="line-block"> |
| 225 | <div·class="line"><br·/></div> | 225 | <div·class="line"><br·/></div> |
| 226 | </div> | 226 | </div> |
| 227 | <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="c1">#·Author:·Narine·Kokhlikyan·<narine@slice.com></span> | 227 | <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="c1">#·Author:·Narine·Kokhlikyan·<narine@slice.com></span> |
| 228 | <span·class="c1">#·License:·BSD</span> | 228 | <span·class="c1">#·License:·BSD</span> |
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| 342 | ····<span·class="n">ax</span><span·class="o">.</span><span·class="n">yaxis</span><span·class="o">.</span><span·class="n">set_major_formatter</span><span·class="p">(</span><span·class="n">NullFormatter</span><span·class="p">())</span> | 342 | ····<span·class="n">ax</span><span·class="o">.</span><span·class="n">yaxis</span><span·class="o">.</span><span·class="n">set_major_formatter</span><span·class="p">(</span><span·class="n">NullFormatter</span><span·class="p">())</span> |
| 343 | ····<span·class="n">ax</span><span·class="o">.</span><span·class="n">axis</span><span·class="p">(</span><span·class="s2">"tight"</span><span·class="p">)</span> | 343 | ····<span·class="n">ax</span><span·class="o">.</span><span·class="n">axis</span><span·class="p">(</span><span·class="s2">"tight"</span><span·class="p">)</span> |
| 344 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 344 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 345 | </pre></div> | 345 | </pre></div> |
| 346 | </div> | 346 | </div> |
| 347 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes· | 347 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·3.609·seconds)</p> |
| 348 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-manifold-plot-t-sne-perplexity-py"> | 348 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-manifold-plot-t-sne-perplexity-py"> |
| 349 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 349 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 350 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/8b98cea0e0ec1ca3cc503c13ddac0537/plot_t_sne_perplexity.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_t_sne_perplexity.ipynb</span></code></a></p> | 350 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/8b98cea0e0ec1ca3cc503c13ddac0537/plot_t_sne_perplexity.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_t_sne_perplexity.ipynb</span></code></a></p> |
| 351 | </div> | 351 | </div> |
| 352 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 352 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 353 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/dec20a8d5f622301132b632f5e0bd532/plot_t_sne_perplexity.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_t_sne_perplexity.py</span></code></a></p> | 353 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/dec20a8d5f622301132b632f5e0bd532/plot_t_sne_perplexity.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_t_sne_perplexity.py</span></code></a></p> |
| 354 | </div> | 354 | </div> |
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| 361 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 361 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 362 | </section> | 362 | </section> |
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| 364 | ····<div·class="container"> | 364 | ····<div·class="container"> |
| 365 | ······<footer·class="sk-content-footer"> | 365 | ······<footer·class="sk-content-footer"> |
| 366 | ············©·2007·-·202 | 366 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 367 | ··········<a·href="../../_sources/auto_examples/manifold/plot_t_sne_perplexity.rst.txt"·rel="nofollow">Show·this·page·source</a> | 367 | ··········<a·href="../../_sources/auto_examples/manifold/plot_t_sne_perplexity.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 369 | ····</div> | 369 | ····</div> |
| 370 | ··</div> | 370 | ··</div> |
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| 43 | perplexity·values. | 43 | perplexity·values. |
| 44 | For·further·details,·“How·to·Use·t-SNE·Effectively”·_\x8h_\x8t_\x8t_\x8p_\x8s_\x8:_\x8/_\x8/_\x8d_\x8i_\x8s_\x8t_\x8i_\x8l_\x8l_\x8._\x8p_\x8u_\x8b_\x8/_\x82_\x80_\x81_\x86_\x8/ | 44 | For·further·details,·“How·to·Use·t-SNE·Effectively”·_\x8h_\x8t_\x8t_\x8p_\x8s_\x8:_\x8/_\x8/_\x8d_\x8i_\x8s_\x8t_\x8i_\x8l_\x8l_\x8._\x8p_\x8u_\x8b_\x8/_\x82_\x80_\x81_\x86_\x8/ |
| 45 | _\x8m_\x8i_\x8s_\x8r_\x8e_\x8a_\x8d_\x8-_\x8t_\x8s_\x8n_\x8e_\x8/·provides·a·good·discussion·of·the·effects·of·various·parameters, | 45 | _\x8m_\x8i_\x8s_\x8r_\x8e_\x8a_\x8d_\x8-_\x8t_\x8s_\x8n_\x8e_\x8/·provides·a·good·discussion·of·the·effects·of·various·parameters, |
| 46 | as·well·as·interactive·plots·to·explore·those·effects. | 46 | as·well·as·interactive·plots·to·explore·those·effects. |
| 47 | [Perplexity=5,·Perplexity=30,·Perplexity=50,·Perplexity=100,·Perplexity=5, | 47 | [Perplexity=5,·Perplexity=30,·Perplexity=50,·Perplexity=100,·Perplexity=5, |
| 48 | Perplexity=30,·Perplexity=50,·Perplexity=100,·Perplexity=5,·Perplexity=30, | 48 | Perplexity=30,·Perplexity=50,·Perplexity=100,·Perplexity=5,·Perplexity=30, |
| 49 | Perplexity=50,·Perplexity=100] | 49 | Perplexity=50,·Perplexity=100] |
| 50 | circles,·perplexity=5·in·0.1 | 50 | circles,·perplexity=5·in·0.16·sec |
| 51 | circles,·perplexity=30·in·0.24·sec | 51 | circles,·perplexity=30·in·0.24·sec |
| 52 | circles,·perplexity=50·in·0.26·sec | 52 | circles,·perplexity=50·in·0.26·sec |
| 53 | circles,·perplexity=100·in·0.26·sec | 53 | circles,·perplexity=100·in·0.26·sec |
| 54 | S-curve,·perplexity=5·in·0.1 | 54 | S-curve,·perplexity=5·in·0.16·sec |
| 55 | S-curve,·perplexity=30·in·0.2 | 55 | S-curve,·perplexity=30·in·0.22·sec |
| 56 | S-curve,·perplexity=50·in·0. | 56 | S-curve,·perplexity=50·in·0.26·sec |
| 57 | S-curve,·perplexity=100·in·0. | 57 | S-curve,·perplexity=100·in·0.26·sec |
| 58 | uniform·grid,·perplexity=5·in·0.2 | 58 | uniform·grid,·perplexity=5·in·0.2·sec |
| 59 | uniform·grid,·perplexity=30·in·0.2 | 59 | uniform·grid,·perplexity=30·in·0.28·sec |
| 60 | uniform·grid,·perplexity=50·in·0.3 | 60 | uniform·grid,·perplexity=50·in·0.31·sec |
| 61 | uniform·grid,·perplexity=100·in·0.3 | 61 | uniform·grid,·perplexity=100·in·0.31·sec |
| 62 | #·Author:·Narine·Kokhlikyan·<narine@slice.com> | 62 | #·Author:·Narine·Kokhlikyan·<narine@slice.com> |
| 63 | #·License:·BSD | 63 | #·License:·BSD |
| 64 | from·time·import·time | 64 | from·time·import·time |
| 65 | import·matplotlib.pyplot·as·plt | 65 | import·matplotlib.pyplot·as·plt |
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| 176 | ····ax.scatter(Y[:,·0],·Y[:,·1],·c=color) | 176 | ····ax.scatter(Y[:,·0],·Y[:,·1],·c=color) |
| 177 | ····ax.xaxis.set_major_formatter(NullFormatter()) | 177 | ····ax.xaxis.set_major_formatter(NullFormatter()) |
| 178 | ····ax.yaxis.set_major_formatter(NullFormatter()) | 178 | ····ax.yaxis.set_major_formatter(NullFormatter()) |
| 179 | ····ax.axis("tight") | 179 | ····ax.axis("tight") |
| 180 | plt.show() | 180 | plt.show() |
| 181 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes· | 181 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·3.609·seconds) |
| 182 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8__\x8s_\x8n_\x8e_\x8__\x8p_\x8e_\x8r_\x8p_\x8l_\x8e_\x8x_\x8i_\x8t_\x8y_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 182 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8__\x8s_\x8n_\x8e_\x8__\x8p_\x8e_\x8r_\x8p_\x8l_\x8e_\x8x_\x8i_\x8t_\x8y_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 183 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8__\x8s_\x8n_\x8e_\x8__\x8p_\x8e_\x8r_\x8p_\x8l_\x8e_\x8x_\x8i_\x8t_\x8y_\x8._\x8p_\x8y | 183 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8__\x8s_\x8n_\x8e_\x8__\x8p_\x8e_\x8r_\x8p_\x8l_\x8e_\x8x_\x8i_\x8t_\x8y_\x8._\x8p_\x8y |
| 184 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8__\x8s_\x8n_\x8e_\x8__\x8p_\x8e_\x8r_\x8p_\x8l_\x8e_\x8x_\x8i_\x8t_\x8y_\x8._\x8z_\x8i_\x8p | 184 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8__\x8s_\x8n_\x8e_\x8__\x8p_\x8e_\x8r_\x8p_\x8l_\x8e_\x8x_\x8i_\x8t_\x8y_\x8._\x8z_\x8i_\x8p |
| 185 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 185 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 186 | ©·2007·-·202 | 186 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 238 | </div> | 238 | </div> |
| 239 | </section> | 239 | </section> |
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| 247 | ··</div> | 247 | ··</div> |
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| 56 | Multilabel·classification | 56 | Multilabel·classification |
| 57 | _\x8R_\x8O_\x8C_\x8·_\x8C_\x8u_\x8r_\x8v_\x8e_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8V_\x8i_\x8s_\x8u_\x8a_\x8l_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8A_\x8P_\x8I | 57 | _\x8R_\x8O_\x8C_\x8·_\x8C_\x8u_\x8r_\x8v_\x8e_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8V_\x8i_\x8s_\x8u_\x8a_\x8l_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8A_\x8P_\x8I |
| 58 | ROC·Curve·with·Visualization·API | 58 | ROC·Curve·with·Visualization·API |
| 59 | _\x8T_\x8h_\x8e_\x8·_\x8J_\x8o_\x8h_\x8n_\x8s_\x8o_\x8n_\x8-_\x8L_\x8i_\x8n_\x8d_\x8e_\x8n_\x8s_\x8t_\x8r_\x8a_\x8u_\x8s_\x8s_\x8·_\x8b_\x8o_\x8u_\x8n_\x8d_\x8·_\x8f_\x8o_\x8r_\x8·_\x8e_\x8m_\x8b_\x8e_\x8d_\x8d_\x8i_\x8n_\x8g_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8·_\x8p_\x8r_\x8o_\x8j_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8s | 59 | _\x8T_\x8h_\x8e_\x8·_\x8J_\x8o_\x8h_\x8n_\x8s_\x8o_\x8n_\x8-_\x8L_\x8i_\x8n_\x8d_\x8e_\x8n_\x8s_\x8t_\x8r_\x8a_\x8u_\x8s_\x8s_\x8·_\x8b_\x8o_\x8u_\x8n_\x8d_\x8·_\x8f_\x8o_\x8r_\x8·_\x8e_\x8m_\x8b_\x8e_\x8d_\x8d_\x8i_\x8n_\x8g_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8·_\x8p_\x8r_\x8o_\x8j_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8s |
| 60 | The·Johnson-Lindenstrauss·bound·for·embedding·with·random·projections | 60 | The·Johnson-Lindenstrauss·bound·for·embedding·with·random·projections |
| 61 | _\x8V_\x8i_\x8s_\x8u_\x8a_\x8l_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8D_\x8i_\x8s_\x8p_\x8l_\x8a_\x8y_\x8·_\x8O_\x8b_\x8j_\x8e_\x8c_\x8t_\x8s | 61 | _\x8V_\x8i_\x8s_\x8u_\x8a_\x8l_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8D_\x8i_\x8s_\x8p_\x8l_\x8a_\x8y_\x8·_\x8O_\x8b_\x8j_\x8e_\x8c_\x8t_\x8s |
| 62 | Visualizations·with·Display·Objects | 62 | Visualizations·with·Display·Objects |
| 63 | ©·2007·-·202 | 63 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 365 | ············<span·class="n">horizontalalignment</span><span·class="o">=</span><span·class="s2">"right"</span><span·class="p">,</span> | 365 | ············<span·class="n">horizontalalignment</span><span·class="o">=</span><span·class="s2">"right"</span><span·class="p">,</span> |
| 366 | ········<span·class="p">)</span> | 366 | ········<span·class="p">)</span> |
| 367 | ········<span·class="n">plot_num</span>·<span·class="o">+=</span>·<span·class="mi">1</span> | 367 | ········<span·class="n">plot_num</span>·<span·class="o">+=</span>·<span·class="mi">1</span> |
| 368 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 368 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 369 | </pre></div> | 369 | </pre></div> |
| 370 | </div> | 370 | </div> |
| 371 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·6. | 371 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·6.326·seconds)</p> |
| 372 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-miscellaneous-plot-anomaly-comparison-py"> | 372 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-miscellaneous-plot-anomaly-comparison-py"> |
| 373 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 373 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 374 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/1916a2a88b97d84ae7b7fb44d3f5503b/plot_anomaly_comparison.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_anomaly_comparison.ipynb</span></code></a></p> | 374 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/1916a2a88b97d84ae7b7fb44d3f5503b/plot_anomaly_comparison.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_anomaly_comparison.ipynb</span></code></a></p> |
| 375 | </div> | 375 | </div> |
| 376 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 376 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 377 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/9057446ce5a251004d1743be3a7c5f0e/plot_anomaly_comparison.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_anomaly_comparison.py</span></code></a></p> | 377 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/9057446ce5a251004d1743be3a7c5f0e/plot_anomaly_comparison.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_anomaly_comparison.py</span></code></a></p> |
| 378 | </div> | 378 | </div> |
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| 384 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 384 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 385 | </section> | 385 | </section> |
| 386 | ······</div> | 386 | ······</div> |
| 387 | ····<div·class="container"> | 387 | ····<div·class="container"> |
| 388 | ······<footer·class="sk-content-footer"> | 388 | ······<footer·class="sk-content-footer"> |
| 389 | ············©·2007·-·202 | 389 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 390 | ··········<a·href="../../_sources/auto_examples/miscellaneous/plot_anomaly_comparison.rst.txt"·rel="nofollow">Show·this·page·source</a> | 390 | ··········<a·href="../../_sources/auto_examples/miscellaneous/plot_anomaly_comparison.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 391 | ······</footer> | 391 | ······</footer> |
| 392 | ····</div> | 392 | ····</div> |
| 393 | ··</div> | 393 | ··</div> |
| 394 | </div> | 394 | </div> |
| 395 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 395 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 205 | ············transform=plt.gca().transAxes, | 205 | ············transform=plt.gca().transAxes, |
| 206 | ············size=15, | 206 | ············size=15, |
| 207 | ············horizontalalignment="right", | 207 | ············horizontalalignment="right", |
| 208 | ········) | 208 | ········) |
| 209 | ········plot_num·+=·1 | 209 | ········plot_num·+=·1 |
| 210 | plt.show() | 210 | plt.show() |
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| 215 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 215 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 216 | ©·2007·-·202 | 216 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 319 | </section> | 319 | </section> |
| 320 | </section> | 320 | </section> |
| 321 | ······</div> | 321 | ······</div> |
| 322 | ····<div·class="container"> | 322 | ····<div·class="container"> |
| 323 | ······<footer·class="sk-content-footer"> | 323 | ······<footer·class="sk-content-footer"> |
| 324 | ············©·2007·-·202 | 324 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 325 | ··········<a·href="../../_sources/auto_examples/miscellaneous/plot_display_object_visualization.rst.txt"·rel="nofollow">Show·this·page·source</a> | 325 | ··········<a·href="../../_sources/auto_examples/miscellaneous/plot_display_object_visualization.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 326 | ······</footer> | 326 | ······</footer> |
| 327 | ····</div> | 327 | ····</div> |
| 328 | ··</div> | 328 | ··</div> |
| 329 | </div> | 329 | </div> |
| 330 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 330 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 114 | pr_display.plot(ax=ax2) | 114 | pr_display.plot(ax=ax2) |
| 115 | plt.show() | 115 | plt.show() |
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| 121 | ©·2007·-·202 | 121 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 707 | </section> | 707 | </section> |
| 708 | ······</div> | 708 | ······</div> |
| 709 | ····<div·class="container"> | 709 | ····<div·class="container"> |
| 710 | ······<footer·class="sk-content-footer"> | 710 | ······<footer·class="sk-content-footer"> |
| 711 | ············©·2007·-·202 | 711 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 712 | ··········<a·href="../../_sources/auto_examples/miscellaneous/plot_estimator_representation.rst.txt"·rel="nofollow">Show·this·page·source</a> | 712 | ··········<a·href="../../_sources/auto_examples/miscellaneous/plot_estimator_representation.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 713 | ······</footer> | 713 | ······</footer> |
| 714 | ····</div> | 714 | ····</div> |
| 715 | ··</div> | 715 | ··</div> |
| 716 | </div> | 716 | </div> |
| 717 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 717 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 160 | ©·2007·-·202 | 160 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 661 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 661 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 662 | </pre></div> | 662 | </pre></div> |
| 663 | </div> | 663 | </div> |
| 664 | <img·src="../../_images/sphx_glr_plot_isotonic_regression_001.png"·srcset="../../_images/sphx_glr_plot_isotonic_regression_001.png"·alt="Isotonic·regression·fit·on·noisy·data·(n=100),·Prediction·function·(36·thresholds)"·class·=·"sphx-glr-single-img"/><p>Note·that·we·explicitly·passed·<code·class="docutils·literal·notranslate"><span·class="pre">out_of_bounds="clip"</span></code>·to·the·constructor·of | 664 | <img·src="../../_images/sphx_glr_plot_isotonic_regression_001.png"·srcset="../../_images/sphx_glr_plot_isotonic_regression_001.png"·alt="Isotonic·regression·fit·on·noisy·data·(n=100),·Prediction·function·(36·thresholds)"·class·=·"sphx-glr-single-img"/><p>Note·that·we·explicitly·passed·<code·class="docutils·literal·notranslate"><span·class="pre">out_of_bounds="clip"</span></code>·to·the·constructor·of |
| 665 | <code·class="docutils·literal·notranslate"><span·class="pre">IsotonicRegression</span></code>·to·control·the·way·the·model·extrapolates·outside·of·the | 665 | <code·class="docutils·literal·notranslate"><span·class="pre">IsotonicRegression</span></code>·to·control·the·way·the·model·extrapolates·outside·of·the |
| 666 | range·of·data·observed·in·the·training·set.·This·“clipping”·extrapolation·can | 666 | range·of·data·observed·in·the·training·set.·This·“clipping”·extrapolation·can |
| 667 | be·seen·on·the·plot·of·the·decision·function·on·the·right-hand.</p> | 667 | be·seen·on·the·plot·of·the·decision·function·on·the·right-hand.</p> |
| 668 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0. | 668 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.235·seconds)</p> |
| 669 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-miscellaneous-plot-isotonic-regression-py"> | 669 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-miscellaneous-plot-isotonic-regression-py"> |
| 670 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 670 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 671 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/f2e78295c97b04635d9e749896f8e08b/plot_isotonic_regression.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_isotonic_regression.ipynb</span></code></a></p> | 671 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/f2e78295c97b04635d9e749896f8e08b/plot_isotonic_regression.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_isotonic_regression.ipynb</span></code></a></p> |
| 672 | </div> | 672 | </div> |
| 673 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 673 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 674 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/8209ef76ac59bf01aad3721a522859ef/plot_isotonic_regression.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_isotonic_regression.py</span></code></a></p> | 674 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/8209ef76ac59bf01aad3721a522859ef/plot_isotonic_regression.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_isotonic_regression.py</span></code></a></p> |
| 675 | </div> | 675 | </div> |
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| 680 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 680 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 681 | </section> | 681 | </section> |
| 682 | ······</div> | 682 | ······</div> |
| 683 | ····<div·class="container"> | 683 | ····<div·class="container"> |
| 684 | ······<footer·class="sk-content-footer"> | 684 | ······<footer·class="sk-content-footer"> |
| 685 | ············©·2007·-·202 | 685 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 686 | ··········<a·href="../../_sources/auto_examples/miscellaneous/plot_isotonic_regression.rst.txt"·rel="nofollow">Show·this·page·source</a> | 686 | ··········<a·href="../../_sources/auto_examples/miscellaneous/plot_isotonic_regression.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 687 | ······</footer> | 687 | ······</footer> |
| 688 | ····</div> | 688 | ····</div> |
| 689 | ··</div> | 689 | ··</div> |
| 690 | </div> | 690 | </div> |
| 691 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 691 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 96 | plt.show() | 96 | plt.show() |
| 97 | [Isotonic·regression·fit·on·noisy·data·(n=100),·Prediction·function·(36 | 97 | [Isotonic·regression·fit·on·noisy·data·(n=100),·Prediction·function·(36 |
| 98 | thresholds)] | 98 | thresholds)] |
| 99 | Note·that·we·explicitly·passed·out_of_bounds="clip"·to·the·constructor·of | 99 | Note·that·we·explicitly·passed·out_of_bounds="clip"·to·the·constructor·of |
| 100 | IsotonicRegression·to·control·the·way·the·model·extrapolates·outside·of·the | 100 | IsotonicRegression·to·control·the·way·the·model·extrapolates·outside·of·the |
| 101 | range·of·data·observed·in·the·training·set.·This·“clipping”·extrapolation·can | 101 | range·of·data·observed·in·the·training·set.·This·“clipping”·extrapolation·can |
| 102 | be·seen·on·the·plot·of·the·decision·function·on·the·right-hand. | 102 | be·seen·on·the·plot·of·the·decision·function·on·the·right-hand. |
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| 106 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8s_\x8o_\x8t_\x8o_\x8n_\x8i_\x8c_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p | 106 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8s_\x8o_\x8t_\x8o_\x8n_\x8i_\x8c_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p |
| 107 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 107 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 108 | ©·2007·-·202 | 108 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 399 | number·of·features·of·the·original·dataset.</p> | 399 | number·of·features·of·the·original·dataset.</p> |
| 400 | <p>Hence·using·random·projections·on·the·digits·dataset·which·only·has·64 | 400 | <p>Hence·using·random·projections·on·the·digits·dataset·which·only·has·64 |
| 401 | features·in·the·input·space·does·not·make·sense:·it·does·not·allow | 401 | features·in·the·input·space·does·not·make·sense:·it·does·not·allow |
| 402 | for·dimensionality·reduction·in·this·case.</p> | 402 | for·dimensionality·reduction·in·this·case.</p> |
| 403 | <p>On·the·twenty·newsgroups·on·the·other·hand·the·dimensionality·can·be | 403 | <p>On·the·twenty·newsgroups·on·the·other·hand·the·dimensionality·can·be |
| 404 | decreased·from·56,436·down·to·10,000·while·reasonably·preserving | 404 | decreased·from·56,436·down·to·10,000·while·reasonably·preserving |
| 405 | pairwise·distances.</p> | 405 | pairwise·distances.</p> |
| 406 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.5 | 406 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.547·seconds)</p> |
| 407 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-miscellaneous-plot-johnson-lindenstrauss-bound-py"> | 407 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-miscellaneous-plot-johnson-lindenstrauss-bound-py"> |
| 408 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 408 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 409 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/285b194a4740110cb23e241031123972/plot_johnson_lindenstrauss_bound.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_johnson_lindenstrauss_bound.ipynb</span></code></a></p> | 409 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/285b194a4740110cb23e241031123972/plot_johnson_lindenstrauss_bound.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_johnson_lindenstrauss_bound.ipynb</span></code></a></p> |
| 410 | </div> | 410 | </div> |
| 411 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 411 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 412 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/cba66f803bb263f8032bc4d46368e20b/plot_johnson_lindenstrauss_bound.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_johnson_lindenstrauss_bound.py</span></code></a></p> | 412 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/cba66f803bb263f8032bc4d46368e20b/plot_johnson_lindenstrauss_bound.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_johnson_lindenstrauss_bound.py</span></code></a></p> |
| 413 | </div> | 413 | </div> |
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| 419 | </section> | 419 | </section> |
| 420 | </section> | 420 | </section> |
| 421 | ······</div> | 421 | ······</div> |
| 422 | ····<div·class="container"> | 422 | ····<div·class="container"> |
| 423 | ······<footer·class="sk-content-footer"> | 423 | ······<footer·class="sk-content-footer"> |
| 424 | ············©·2007·-·202 | 424 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 425 | ··········<a·href="../../_sources/auto_examples/miscellaneous/plot_johnson_lindenstrauss_bound.rst.txt"·rel="nofollow">Show·this·page·source</a> | 425 | ··········<a·href="../../_sources/auto_examples/miscellaneous/plot_johnson_lindenstrauss_bound.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 426 | ······</footer> | 426 | ······</footer> |
| 427 | ····</div> | 427 | ····</div> |
| 428 | ··</div> | 428 | ··</div> |
| 429 | </div> | 429 | </div> |
| 430 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 430 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 227 | will·require·at·least·several·thousands·dimensions,·irrespective·of·the·number | 227 | will·require·at·least·several·thousands·dimensions,·irrespective·of·the·number |
| 228 | of·features·of·the·original·dataset. | 228 | of·features·of·the·original·dataset. |
| 229 | Hence·using·random·projections·on·the·digits·dataset·which·only·has·64·features | 229 | Hence·using·random·projections·on·the·digits·dataset·which·only·has·64·features |
| 230 | in·the·input·space·does·not·make·sense:·it·does·not·allow·for·dimensionality | 230 | in·the·input·space·does·not·make·sense:·it·does·not·allow·for·dimensionality |
| 231 | reduction·in·this·case. | 231 | reduction·in·this·case. |
| 232 | On·the·twenty·newsgroups·on·the·other·hand·the·dimensionality·can·be·decreased | 232 | On·the·twenty·newsgroups·on·the·other·hand·the·dimensionality·can·be·decreased |
| 233 | from·56,436·down·to·10,000·while·reasonably·preserving·pairwise·distances. | 233 | from·56,436·down·to·10,000·while·reasonably·preserving·pairwise·distances. |
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| 235 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8j_\x8o_\x8h_\x8n_\x8s_\x8o_\x8n_\x8__\x8l_\x8i_\x8n_\x8d_\x8e_\x8n_\x8s_\x8t_\x8r_\x8a_\x8u_\x8s_\x8s_\x8__\x8b_\x8o_\x8u_\x8n_\x8d_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 235 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8j_\x8o_\x8h_\x8n_\x8s_\x8o_\x8n_\x8__\x8l_\x8i_\x8n_\x8d_\x8e_\x8n_\x8s_\x8t_\x8r_\x8a_\x8u_\x8s_\x8s_\x8__\x8b_\x8o_\x8u_\x8n_\x8d_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 236 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8j_\x8o_\x8h_\x8n_\x8s_\x8o_\x8n_\x8__\x8l_\x8i_\x8n_\x8d_\x8e_\x8n_\x8s_\x8t_\x8r_\x8a_\x8u_\x8s_\x8s_\x8__\x8b_\x8o_\x8u_\x8n_\x8d_\x8._\x8p_\x8y | 236 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8j_\x8o_\x8h_\x8n_\x8s_\x8o_\x8n_\x8__\x8l_\x8i_\x8n_\x8d_\x8e_\x8n_\x8s_\x8t_\x8r_\x8a_\x8u_\x8s_\x8s_\x8__\x8b_\x8o_\x8u_\x8n_\x8d_\x8._\x8p_\x8y |
| 237 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8j_\x8o_\x8h_\x8n_\x8s_\x8o_\x8n_\x8__\x8l_\x8i_\x8n_\x8d_\x8e_\x8n_\x8s_\x8t_\x8r_\x8a_\x8u_\x8s_\x8s_\x8__\x8b_\x8o_\x8u_\x8n_\x8d_\x8._\x8z_\x8i_\x8p | 237 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8j_\x8o_\x8h_\x8n_\x8s_\x8o_\x8n_\x8__\x8l_\x8i_\x8n_\x8d_\x8e_\x8n_\x8s_\x8t_\x8r_\x8a_\x8u_\x8s_\x8s_\x8__\x8b_\x8o_\x8u_\x8n_\x8d_\x8._\x8z_\x8i_\x8p |
| 238 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 238 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 239 | ©·2007·-·202 | 239 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 439 | ····<span·class="p">)</span> | 439 | ····<span·class="p">)</span> |
| 440 | ····<span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="n">titles</span><span·class="p">[</span><span·class="n">i</span><span·class="p">])</span> | 440 | ····<span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="n">titles</span><span·class="p">[</span><span·class="n">i</span><span·class="p">])</span> |
| 441 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span> | 441 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span> |
| 442 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 442 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 443 | </pre></div> | 443 | </pre></div> |
| 444 | </div> | 444 | </div> |
| 445 | <img·src="../../_images/sphx_glr_plot_kernel_approximation_002.png"·srcset="../../_images/sphx_glr_plot_kernel_approximation_002.png"·alt="SVC·with·rbf·kernel,·SVC·(linear·kernel)··with·Fourier·rbf·feature·map·n_components=100,·SVC·(linear·kernel)··with·Nystroem·rbf·feature·map·n_components=100"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·2. | 445 | <img·src="../../_images/sphx_glr_plot_kernel_approximation_002.png"·srcset="../../_images/sphx_glr_plot_kernel_approximation_002.png"·alt="SVC·with·rbf·kernel,·SVC·(linear·kernel)··with·Fourier·rbf·feature·map·n_components=100,·SVC·(linear·kernel)··with·Nystroem·rbf·feature·map·n_components=100"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·2.947·seconds)</p> |
| 446 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-miscellaneous-plot-kernel-approximation-py"> | 446 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-miscellaneous-plot-kernel-approximation-py"> |
| 447 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 447 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 448 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/083d8568c199bebbc1a847fc6c917e9e/plot_kernel_approximation.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_kernel_approximation.ipynb</span></code></a></p> | 448 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/083d8568c199bebbc1a847fc6c917e9e/plot_kernel_approximation.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_kernel_approximation.ipynb</span></code></a></p> |
| 449 | </div> | 449 | </div> |
| 450 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 450 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 451 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/e1de994d83a2eb57b73b2f69bb7ada4a/plot_kernel_approximation.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_kernel_approximation.py</span></code></a></p> | 451 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/e1de994d83a2eb57b73b2f69bb7ada4a/plot_kernel_approximation.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_kernel_approximation.py</span></code></a></p> |
| 452 | </div> | 452 | </div> |
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| 459 | </section> | 459 | </section> |
| 460 | </section> | 460 | </section> |
| 461 | ······</div> | 461 | ······</div> |
| 462 | ····<div·class="container"> | 462 | ····<div·class="container"> |
| 463 | ······<footer·class="sk-content-footer"> | 463 | ······<footer·class="sk-content-footer"> |
| 464 | ············©·2007·-·202 | 464 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 465 | ··········<a·href="../../_sources/auto_examples/miscellaneous/plot_kernel_approximation.rst.txt"·rel="nofollow">Show·this·page·source</a> | 465 | ··········<a·href="../../_sources/auto_examples/miscellaneous/plot_kernel_approximation.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 466 | ······</footer> | 466 | ······</footer> |
| 467 | ····</div> | 467 | ····</div> |
| 468 | ··</div> | 468 | ··</div> |
| 469 | </div> | 469 | </div> |
| 470 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 470 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 268 | ····plt.title(titles[i]) | 268 | ····plt.title(titles[i]) |
| 269 | plt.tight_layout() | 269 | plt.tight_layout() |
| 270 | plt.show() | 270 | plt.show() |
| 271 | [SVC·with·rbf·kernel,·SVC·(linear·kernel)··with·Fourier·rbf·feature·map | 271 | [SVC·with·rbf·kernel,·SVC·(linear·kernel)··with·Fourier·rbf·feature·map |
| 272 | n_components=100,·SVC·(linear·kernel)··with·Nystroem·rbf·feature·map | 272 | n_components=100,·SVC·(linear·kernel)··with·Nystroem·rbf·feature·map |
| 273 | n_components=100] | 273 | n_components=100] |
| 274 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·2. | 274 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·2.947·seconds) |
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| 276 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8__\x8a_\x8p_\x8p_\x8r_\x8o_\x8x_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y | 276 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8__\x8a_\x8p_\x8p_\x8r_\x8o_\x8x_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y |
| 277 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8__\x8a_\x8p_\x8p_\x8r_\x8o_\x8x_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p | 277 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8__\x8a_\x8p_\x8p_\x8r_\x8o_\x8x_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p |
| 278 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 278 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 279 | ©·2007·-·202 | 279 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| Offset 277, 20 lines modified | Offset 277, 20 lines modified | ||
| 277 | <span·class="n">t0</span>·<span·class="o">=</span>·<span·class="n">time</span><span·class="o">.</span><span·class="n">time</span><span·class="p">()</span> | 277 | <span·class="n">t0</span>·<span·class="o">=</span>·<span·class="n">time</span><span·class="o">.</span><span·class="n">time</span><span·class="p">()</span> |
| 278 | <span·class="n">y_kr</span>·<span·class="o">=</span>·<span·class="n">kr</span><span·class="o">.</span><span·class="n">predict</span><span·class="p">(</span><span·class="n">X_plot</span><span·class="p">)</span> | 278 | <span·class="n">y_kr</span>·<span·class="o">=</span>·<span·class="n">kr</span><span·class="o">.</span><span·class="n">predict</span><span·class="p">(</span><span·class="n">X_plot</span><span·class="p">)</span> |
| 279 | <span·class="n">kr_predict</span>·<span·class="o">=</span>·<span·class="n">time</span><span·class="o">.</span><span·class="n">time</span><span·class="p">()</span>·<span·class="o">-</span>·<span·class="n">t0</span> | 279 | <span·class="n">kr_predict</span>·<span·class="o">=</span>·<span·class="n">time</span><span·class="o">.</span><span·class="n">time</span><span·class="p">()</span>·<span·class="o">-</span>·<span·class="n">t0</span> |
| 280 | <span·class="nb">print</span><span·class="p">(</span><span·class="s2">"KRR·prediction·for·</span><span·class="si">%d</span><span·class="s2">·inputs·in·</span><span·class="si">%.3f</span><span·class="s2">·s"</span>·<span·class="o">%</span>·<span·class="p">(</span><span·class="n">X_plot</span><span·class="o">.</span><span·class="n">shape</span><span·class="p">[</span><span·class="mi">0</span><span·class="p">],</span>·<span·class="n">kr_predict</span><span·class="p">))</span> | 280 | <span·class="nb">print</span><span·class="p">(</span><span·class="s2">"KRR·prediction·for·</span><span·class="si">%d</span><span·class="s2">·inputs·in·</span><span·class="si">%.3f</span><span·class="s2">·s"</span>·<span·class="o">%</span>·<span·class="p">(</span><span·class="n">X_plot</span><span·class="o">.</span><span·class="n">shape</span><span·class="p">[</span><span·class="mi">0</span><span·class="p">],</span>·<span·class="n">kr_predict</span><span·class="p">))</span> |
| 281 | </pre></div> | 281 | </pre></div> |
| 282 | </div> | 282 | </div> |
| 283 | <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>Best·SVR·with·params:·{'C':·1.0,·'gamma':·np.float64(0.1)}·and·R2·score:·0.737 | 283 | <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>Best·SVR·with·params:·{'C':·1.0,·'gamma':·np.float64(0.1)}·and·R2·score:·0.737 |
| 284 | SVR·complexity·and·bandwidth·selected·and·model·fitted·in·0.65 | 284 | SVR·complexity·and·bandwidth·selected·and·model·fitted·in·0.658·s |
| 285 | Best·KRR·with·params:·{'alpha':·0.1,·'gamma':·np.float64(0.1)}·and·R2·score:·0.723 | 285 | Best·KRR·with·params:·{'alpha':·0.1,·'gamma':·np.float64(0.1)}·and·R2·score:·0.723 |
| 286 | KRR·complexity·and·bandwidth·selected·and·model·fitted·in·0.21 | 286 | KRR·complexity·and·bandwidth·selected·and·model·fitted·in·0.210·s |
| 287 | Support·vector·ratio:·0.340 | 287 | Support·vector·ratio:·0.340 |
| 288 | SVR·prediction·for·100000·inputs·in·0. | 288 | SVR·prediction·for·100000·inputs·in·0.099·s |
| 289 | KRR·prediction·for·100000·inputs·in·0.1 | 289 | KRR·prediction·for·100000·inputs·in·0.193·s |
| 290 | </pre></div> | 290 | </pre></div> |
| 291 | </div> | 291 | </div> |
| 292 | </section> | 292 | </section> |
| 293 | <section·id="look-at-the-results"> | 293 | <section·id="look-at-the-results"> |
| 294 | <h2>Look·at·the·results<a·class="headerlink"·href="#look-at-the-results"·title="Link·to·this·heading">¶</a></h2> | 294 | <h2>Look·at·the·results<a·class="headerlink"·href="#look-at-the-results"·title="Link·to·this·heading">¶</a></h2> |
| 295 | <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="kn">import</span>·<span·class="nn">matplotlib.pyplot</span>·<span·class="k">as</span>·<span·class="nn">plt</span> | 295 | <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="kn">import</span>·<span·class="nn">matplotlib.pyplot</span>·<span·class="k">as</span>·<span·class="nn">plt</span> |
| Offset 409, 15 lines modified | Offset 409, 15 lines modified | ||
| 409 | <span·class="n">LearningCurveDisplay</span><span·class="o">.</span><span·class="n">from_estimator</span><span·class="p">(</span><span·class="n">kr</span><span·class="p">,</span>·<span·class="o">**</span><span·class="n">common_params</span><span·class="p">)</span> | 409 | <span·class="n">LearningCurveDisplay</span><span·class="o">.</span><span·class="n">from_estimator</span><span·class="p">(</span><span·class="n">kr</span><span·class="p">,</span>·<span·class="o">**</span><span·class="n">common_params</span><span·class="p">)</span> |
| 410 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">set_title</span><span·class="p">(</span><span·class="s2">"Learning·curves"</span><span·class="p">)</span> | 410 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">set_title</span><span·class="p">(</span><span·class="s2">"Learning·curves"</span><span·class="p">)</span> |
| 411 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span><span·class="n">handles</span><span·class="o">=</span><span·class="n">ax</span><span·class="o">.</span><span·class="n">get_legend_handles_labels</span><span·class="p">()[</span><span·class="mi">0</span><span·class="p">],</span>·<span·class="n">labels</span><span·class="o">=</span><span·class="p">[</span><span·class="s2">"SVR"</span><span·class="p">,</span>·<span·class="s2">"KRR"</span><span·class="p">])</span> | 411 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span><span·class="n">handles</span><span·class="o">=</span><span·class="n">ax</span><span·class="o">.</span><span·class="n">get_legend_handles_labels</span><span·class="p">()[</span><span·class="mi">0</span><span·class="p">],</span>·<span·class="n">labels</span><span·class="o">=</span><span·class="p">[</span><span·class="s2">"SVR"</span><span·class="p">,</span>·<span·class="s2">"KRR"</span><span·class="p">])</span> |
| 412 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 412 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 413 | </pre></div> | 413 | </pre></div> |
| 414 | </div> | 414 | </div> |
| 415 | <img·src="../../_images/sphx_glr_plot_kernel_ridge_regression_003.png"·srcset="../../_images/sphx_glr_plot_kernel_ridge_regression_003.png"·alt="Learning·curves"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·( | 415 | <img·src="../../_images/sphx_glr_plot_kernel_ridge_regression_003.png"·srcset="../../_images/sphx_glr_plot_kernel_ridge_regression_003.png"·alt="Learning·curves"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(1·minutes·4.324·seconds)</p> |
| 416 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-miscellaneous-plot-kernel-ridge-regression-py"> | 416 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-miscellaneous-plot-kernel-ridge-regression-py"> |
| 417 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 417 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 418 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/9d2f119ab4a1b6f1454c43b796f2c6a6/plot_kernel_ridge_regression.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_kernel_ridge_regression.ipynb</span></code></a></p> | 418 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/9d2f119ab4a1b6f1454c43b796f2c6a6/plot_kernel_ridge_regression.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_kernel_ridge_regression.ipynb</span></code></a></p> |
| 419 | </div> | 419 | </div> |
| 420 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 420 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 421 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/1dcd684ce26b8c407ec2c2d2101c5c73/plot_kernel_ridge_regression.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_kernel_ridge_regression.py</span></code></a></p> | 421 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/1dcd684ce26b8c407ec2c2d2101c5c73/plot_kernel_ridge_regression.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_kernel_ridge_regression.py</span></code></a></p> |
| 422 | </div> | 422 | </div> |
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| 429 | </section> | 429 | </section> |
| 430 | </section> | 430 | </section> |
| 431 | ······</div> | 431 | ······</div> |
| 432 | ····<div·class="container"> | 432 | ····<div·class="container"> |
| 433 | ······<footer·class="sk-content-footer"> | 433 | ······<footer·class="sk-content-footer"> |
| 434 | ············©·2007·-·202 | 434 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 435 | ··········<a·href="../../_sources/auto_examples/miscellaneous/plot_kernel_ridge_regression.rst.txt"·rel="nofollow">Show·this·page·source</a> | 435 | ··········<a·href="../../_sources/auto_examples/miscellaneous/plot_kernel_ridge_regression.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 436 | ······</footer> | 436 | ······</footer> |
| 437 | ····</div> | 437 | ····</div> |
| 438 | ··</div> | 438 | ··</div> |
| 439 | </div> | 439 | </div> |
| 440 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 440 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 107 | svr_predict)) | 107 | svr_predict)) |
| 108 | t0·=·time.time() | 108 | t0·=·time.time() |
| 109 | y_kr·=·kr.predict(X_plot) | 109 | y_kr·=·kr.predict(X_plot) |
| 110 | kr_predict·=·time.time()·-·t0 | 110 | kr_predict·=·time.time()·-·t0 |
| 111 | print("KRR·prediction·for·%d·inputs·in·%.3f·s"·%·(X_plot.shape[0],·kr_predict)) | 111 | print("KRR·prediction·for·%d·inputs·in·%.3f·s"·%·(X_plot.shape[0],·kr_predict)) |
| 112 | Best·SVR·with·params:·{'C':·1.0,·'gamma':·np.float64(0.1)}·and·R2·score:·0.737 | 112 | Best·SVR·with·params:·{'C':·1.0,·'gamma':·np.float64(0.1)}·and·R2·score:·0.737 |
| 113 | SVR·complexity·and·bandwidth·selected·and·model·fitted·in·0.65 | 113 | SVR·complexity·and·bandwidth·selected·and·model·fitted·in·0.658·s |
| 114 | Best·KRR·with·params:·{'alpha':·0.1,·'gamma':·np.float64(0.1)}·and·R2·score: | 114 | Best·KRR·with·params:·{'alpha':·0.1,·'gamma':·np.float64(0.1)}·and·R2·score: |
| 115 | 0.723 | 115 | 0.723 |
| 116 | KRR·complexity·and·bandwidth·selected·and·model·fitted·in·0.21 | 116 | KRR·complexity·and·bandwidth·selected·and·model·fitted·in·0.210·s |
| 117 | Support·vector·ratio:·0.340 | 117 | Support·vector·ratio:·0.340 |
| 118 | SVR·prediction·for·100000·inputs·in·0. | 118 | SVR·prediction·for·100000·inputs·in·0.099·s |
| 119 | KRR·prediction·for·100000·inputs·in·0.1 | 119 | KRR·prediction·for·100000·inputs·in·0.193·s |
| 120 | *\x8**\x8**\x8**\x8**\x8*·L\x8Lo\x8oo\x8ok\x8k·a\x8at\x8t·t\x8th\x8he\x8e·r\x8re\x8es\x8su\x8ul\x8lt\x8ts\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 120 | *\x8**\x8**\x8**\x8**\x8*·L\x8Lo\x8oo\x8ok\x8k·a\x8at\x8t·t\x8th\x8he\x8e·r\x8re\x8es\x8su\x8ul\x8lt\x8ts\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 121 | import·matplotlib.pyplot·as·plt | 121 | import·matplotlib.pyplot·as·plt |
| 122 | sv_ind·=·svr.best_estimator_.support_ | 122 | sv_ind·=·svr.best_estimator_.support_ |
| 123 | plt.scatter( | 123 | plt.scatter( |
| 124 | ····X[sv_ind], | 124 | ····X[sv_ind], |
| 125 | ····y[sv_ind], | 125 | ····y[sv_ind], |
| Offset 230, 13 lines modified | Offset 230, 13 lines modified | ||
| 230 | LearningCurveDisplay.from_estimator(svr,·**common_params) | 230 | LearningCurveDisplay.from_estimator(svr,·**common_params) |
| 231 | LearningCurveDisplay.from_estimator(kr,·**common_params) | 231 | LearningCurveDisplay.from_estimator(kr,·**common_params) |
| 232 | ax.set_title("Learning·curves") | 232 | ax.set_title("Learning·curves") |
| 233 | ax.legend(handles=ax.get_legend_handles_labels()[0],·labels=["SVR",·"KRR"]) | 233 | ax.legend(handles=ax.get_legend_handles_labels()[0],·labels=["SVR",·"KRR"]) |
| 234 | plt.show() | 234 | plt.show() |
| 235 | [Learning·curves] | 235 | [Learning·curves] |
| 236 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·( | 236 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(1·minutes·4.324·seconds) |
| 237 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8__\x8r_\x8i_\x8d_\x8g_\x8e_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 237 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8__\x8r_\x8i_\x8d_\x8g_\x8e_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 238 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8__\x8r_\x8i_\x8d_\x8g_\x8e_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8._\x8p_\x8y | 238 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8__\x8r_\x8i_\x8d_\x8g_\x8e_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8._\x8p_\x8y |
| 239 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8__\x8r_\x8i_\x8d_\x8g_\x8e_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p | 239 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8__\x8r_\x8i_\x8d_\x8g_\x8e_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p |
| 240 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 240 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 241 | ©·2007·-·202 | 241 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 2624 | <li><p>your·estimator·inherits·from·<a·class="reference·internal"·href="../../modules/generated/sklearn.base.BaseEstimator.html#sklearn.base.BaseEstimator"·title="sklearn.base.BaseEstimator"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">BaseEstimator</span></code></a></p></li> | 2624 | <li><p>your·estimator·inherits·from·<a·class="reference·internal"·href="../../modules/generated/sklearn.base.BaseEstimator.html#sklearn.base.BaseEstimator"·title="sklearn.base.BaseEstimator"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">BaseEstimator</span></code></a></p></li> |
| 2625 | <li><p>the·parameters·consumed·by·your·estimator’s·methods,·e.g.·<code·class="docutils·literal·notranslate"><span·class="pre">fit</span></code>,·are | 2625 | <li><p>the·parameters·consumed·by·your·estimator’s·methods,·e.g.·<code·class="docutils·literal·notranslate"><span·class="pre">fit</span></code>,·are |
| 2626 | explicitly·defined·in·the·method’s·signature,·as·opposed·to·being | 2626 | explicitly·defined·in·the·method’s·signature,·as·opposed·to·being |
| 2627 | <code·class="docutils·literal·notranslate"><span·class="pre">*args</span></code>·or·<code·class="docutils·literal·notranslate"><span·class="pre">*kwargs</span></code>.</p></li> | 2627 | <code·class="docutils·literal·notranslate"><span·class="pre">*args</span></code>·or·<code·class="docutils·literal·notranslate"><span·class="pre">*kwargs</span></code>.</p></li> |
| 2628 | <li><p>you·do·not·route·any·metadata·to·the·underlying·objects,·i.e.·you’re·not·a | 2628 | <li><p>you·do·not·route·any·metadata·to·the·underlying·objects,·i.e.·you’re·not·a |
| 2629 | <em>router</em>.</p></li> | 2629 | <em>router</em>.</p></li> |
| 2630 | </ul> | 2630 | </ul> |
| 2631 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.0 | 2631 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.049·seconds)</p> |
| 2632 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-miscellaneous-plot-metadata-routing-py"> | 2632 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-miscellaneous-plot-metadata-routing-py"> |
| 2633 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 2633 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 2634 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/64a4ce2171987c74f955483a03ac45b5/plot_metadata_routing.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_metadata_routing.ipynb</span></code></a></p> | 2634 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/64a4ce2171987c74f955483a03ac45b5/plot_metadata_routing.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_metadata_routing.ipynb</span></code></a></p> |
| 2635 | </div> | 2635 | </div> |
| 2636 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 2636 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 2637 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/35686e86ab04c9899b73acd07be52bc7/plot_metadata_routing.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_metadata_routing.py</span></code></a></p> | 2637 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/35686e86ab04c9899b73acd07be52bc7/plot_metadata_routing.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_metadata_routing.py</span></code></a></p> |
| 2638 | </div> | 2638 | </div> |
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| 2644 | </section> | 2644 | </section> |
| 2645 | </section> | 2645 | </section> |
| 2646 | ······</div> | 2646 | ······</div> |
| 2647 | ····<div·class="container"> | 2647 | ····<div·class="container"> |
| 2648 | ······<footer·class="sk-content-footer"> | 2648 | ······<footer·class="sk-content-footer"> |
| 2649 | ············©·2007·-·202 | 2649 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 2650 | ··········<a·href="../../_sources/auto_examples/miscellaneous/plot_metadata_routing.rst.txt"·rel="nofollow">Show·this·page·source</a> | 2650 | ··········<a·href="../../_sources/auto_examples/miscellaneous/plot_metadata_routing.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 2651 | ······</footer> | 2651 | ······</footer> |
| 2652 | ····</div> | 2652 | ····</div> |
| 2653 | ··</div> | 2653 | ··</div> |
| 2654 | </div> | 2654 | </div> |
| 2655 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 2655 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 761 | code·at·all: | 761 | code·at·all: |
| 762 | ····*·your·estimator·inherits·from·_\x8B_\x8a_\x8s_\x8e_\x8E_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r | 762 | ····*·your·estimator·inherits·from·_\x8B_\x8a_\x8s_\x8e_\x8E_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r |
| 763 | ····*·the·parameters·consumed·by·your·estimator’s·methods,·e.g.·fit,·are | 763 | ····*·the·parameters·consumed·by·your·estimator’s·methods,·e.g.·fit,·are |
| 764 | ······explicitly·defined·in·the·method’s·signature,·as·opposed·to·being·*args | 764 | ······explicitly·defined·in·the·method’s·signature,·as·opposed·to·being·*args |
| 765 | ······or·*kwargs. | 765 | ······or·*kwargs. |
| 766 | ····*·you·do·not·route·any·metadata·to·the·underlying·objects,·i.e.·you’re·not | 766 | ····*·you·do·not·route·any·metadata·to·the·underlying·objects,·i.e.·you’re·not |
| 767 | ······a·r\x8ro\x8ou\x8ut\x8te\x8er\x8r. | 767 | ······a·r\x8ro\x8ou\x8ut\x8te\x8er\x8r. |
| 768 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.0 | 768 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.049·seconds) |
| 769 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8e_\x8t_\x8a_\x8d_\x8a_\x8t_\x8a_\x8__\x8r_\x8o_\x8u_\x8t_\x8i_\x8n_\x8g_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 769 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8e_\x8t_\x8a_\x8d_\x8a_\x8t_\x8a_\x8__\x8r_\x8o_\x8u_\x8t_\x8i_\x8n_\x8g_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 770 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8e_\x8t_\x8a_\x8d_\x8a_\x8t_\x8a_\x8__\x8r_\x8o_\x8u_\x8t_\x8i_\x8n_\x8g_\x8._\x8p_\x8y | 770 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8e_\x8t_\x8a_\x8d_\x8a_\x8t_\x8a_\x8__\x8r_\x8o_\x8u_\x8t_\x8i_\x8n_\x8g_\x8._\x8p_\x8y |
| 771 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8e_\x8t_\x8a_\x8d_\x8a_\x8t_\x8a_\x8__\x8r_\x8o_\x8u_\x8t_\x8i_\x8n_\x8g_\x8._\x8z_\x8i_\x8p | 771 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8e_\x8t_\x8a_\x8d_\x8a_\x8t_\x8a_\x8__\x8r_\x8o_\x8u_\x8t_\x8i_\x8n_\x8g_\x8._\x8z_\x8i_\x8p |
| 772 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 772 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 773 | ©·2007·-·202 | 773 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 313 | <span·class="n">plot_subfigure</span><span·class="p">(</span><span·class="n">X</span><span·class="p">,</span>·<span·class="n">Y</span><span·class="p">,</span>·<span·class="mi">3</span><span·class="p">,</span>·<span·class="s2">"Without·unlabeled·samples·+·CCA"</span><span·class="p">,</span>·<span·class="s2">"cca"</span><span·class="p">)</span> | 313 | <span·class="n">plot_subfigure</span><span·class="p">(</span><span·class="n">X</span><span·class="p">,</span>·<span·class="n">Y</span><span·class="p">,</span>·<span·class="mi">3</span><span·class="p">,</span>·<span·class="s2">"Without·unlabeled·samples·+·CCA"</span><span·class="p">,</span>·<span·class="s2">"cca"</span><span·class="p">)</span> |
| 314 | <span·class="n">plot_subfigure</span><span·class="p">(</span><span·class="n">X</span><span·class="p">,</span>·<span·class="n">Y</span><span·class="p">,</span>·<span·class="mi">4</span><span·class="p">,</span>·<span·class="s2">"Without·unlabeled·samples·+·PCA"</span><span·class="p">,</span>·<span·class="s2">"pca"</span><span·class="p">)</span> | 314 | <span·class="n">plot_subfigure</span><span·class="p">(</span><span·class="n">X</span><span·class="p">,</span>·<span·class="n">Y</span><span·class="p">,</span>·<span·class="mi">4</span><span·class="p">,</span>·<span·class="s2">"Without·unlabeled·samples·+·PCA"</span><span·class="p">,</span>·<span·class="s2">"pca"</span><span·class="p">)</span> |
| 315 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">subplots_adjust</span><span·class="p">(</span><span·class="mf">0.04</span><span·class="p">,</span>·<span·class="mf">0.02</span><span·class="p">,</span>·<span·class="mf">0.97</span><span·class="p">,</span>·<span·class="mf">0.94</span><span·class="p">,</span>·<span·class="mf">0.09</span><span·class="p">,</span>·<span·class="mf">0.2</span><span·class="p">)</span> | 315 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">subplots_adjust</span><span·class="p">(</span><span·class="mf">0.04</span><span·class="p">,</span>·<span·class="mf">0.02</span><span·class="p">,</span>·<span·class="mf">0.97</span><span·class="p">,</span>·<span·class="mf">0.94</span><span·class="p">,</span>·<span·class="mf">0.09</span><span·class="p">,</span>·<span·class="mf">0.2</span><span·class="p">)</span> |
| 316 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 316 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 317 | </pre></div> | 317 | </pre></div> |
| 318 | </div> | 318 | </div> |
| 319 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.2 | 319 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.259·seconds)</p> |
| 320 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-miscellaneous-plot-multilabel-py"> | 320 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-miscellaneous-plot-multilabel-py"> |
| 321 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 321 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 322 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/65b807da1fd0f3cbb60c1425fddba026/plot_multilabel.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_multilabel.ipynb</span></code></a></p> | 322 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/65b807da1fd0f3cbb60c1425fddba026/plot_multilabel.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_multilabel.ipynb</span></code></a></p> |
| 323 | </div> | 323 | </div> |
| 324 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 324 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 325 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/d9b8062b664fa0515a7849d4a28e98ed/plot_multilabel.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_multilabel.py</span></code></a></p> | 325 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/d9b8062b664fa0515a7849d4a28e98ed/plot_multilabel.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_multilabel.py</span></code></a></p> |
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| 333 | </section> | 333 | </section> |
| 334 | ······</div> | 334 | ······</div> |
| 335 | ····<div·class="container"> | 335 | ····<div·class="container"> |
| 336 | ······<footer·class="sk-content-footer"> | 336 | ······<footer·class="sk-content-footer"> |
| 337 | ············©·2007·-·202 | 337 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 338 | ··········<a·href="../../_sources/auto_examples/miscellaneous/plot_multilabel.rst.txt"·rel="nofollow">Show·this·page·source</a> | 338 | ··········<a·href="../../_sources/auto_examples/miscellaneous/plot_multilabel.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 339 | ······</footer> | 339 | ······</footer> |
| 340 | ····</div> | 340 | ····</div> |
| 341 | ··</div> | 341 | ··</div> |
| 342 | </div> | 342 | </div> |
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| 149 | plot_subfigure(X,·Y,·4,·"Without·unlabeled·samples·+·PCA",·"pca") | 149 | plot_subfigure(X,·Y,·4,·"Without·unlabeled·samples·+·PCA",·"pca") |
| 150 | plt.subplots_adjust(0.04,·0.02,·0.97,·0.94,·0.09,·0.2) | 150 | plt.subplots_adjust(0.04,·0.02,·0.97,·0.94,·0.09,·0.2) |
| 151 | plt.show() | 151 | plt.show() |
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| 154 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8u_\x8l_\x8t_\x8i_\x8l_\x8a_\x8b_\x8e_\x8l_\x8._\x8p_\x8y | 154 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8u_\x8l_\x8t_\x8i_\x8l_\x8a_\x8b_\x8e_\x8l_\x8._\x8p_\x8y |
| 155 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8u_\x8l_\x8t_\x8i_\x8l_\x8a_\x8b_\x8e_\x8l_\x8._\x8z_\x8i_\x8p | 155 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8u_\x8l_\x8t_\x8i_\x8l_\x8a_\x8b_\x8e_\x8l_\x8._\x8z_\x8i_\x8p |
| 156 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 156 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 157 | ©·2007·-·202 | 157 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 312 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 312 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 313 | </section> | 313 | </section> |
| 314 | ······</div> | 314 | ······</div> |
| 315 | ····<div·class="container"> | 315 | ····<div·class="container"> |
| 316 | ······<footer·class="sk-content-footer"> | 316 | ······<footer·class="sk-content-footer"> |
| 317 | ············©·2007·-·202 | 317 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 318 | ··········<a·href="../../_sources/auto_examples/miscellaneous/plot_multioutput_face_completion.rst.txt"·rel="nofollow">Show·this·page·source</a> | 318 | ··········<a·href="../../_sources/auto_examples/miscellaneous/plot_multioutput_face_completion.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 319 | ······</footer> | 319 | ······</footer> |
| 320 | ····</div> | 320 | ····</div> |
| 321 | ··</div> | 321 | ··</div> |
| 322 | </div> | 322 | </div> |
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| 143 | ©·2007·-·202 | 143 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 637 | ····<span·class="s2">"Fixed·n_neighbors·with·varying·preprocessing</span><span·class="se">\n</span><span·class="s2">on·cardiotocography·dataset"</span> | 637 | ····<span·class="s2">"Fixed·n_neighbors·with·varying·preprocessing</span><span·class="se">\n</span><span·class="s2">on·cardiotocography·dataset"</span> |
| 638 | <span·class="p">)</span> | 638 | <span·class="p">)</span> |
| 639 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 639 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 640 | </pre></div> | 640 | </pre></div> |
| 641 | </div> | 641 | </div> |
| 642 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.0 | 642 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.021·seconds)</p> |
| 643 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-miscellaneous-plot-outlier-detection-bench-py"> | 643 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-miscellaneous-plot-outlier-detection-bench-py"> |
| 644 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 644 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 645 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/eacb6a63c887dafcff02b3cee64854ef/plot_outlier_detection_bench.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_outlier_detection_bench.ipynb</span></code></a></p> | 645 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/eacb6a63c887dafcff02b3cee64854ef/plot_outlier_detection_bench.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_outlier_detection_bench.ipynb</span></code></a></p> |
| 646 | </div> | 646 | </div> |
| 647 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 647 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 648 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/b7e32fe54d613dce0d3c376377af061d/plot_outlier_detection_bench.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_outlier_detection_bench.py</span></code></a></p> | 648 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/b7e32fe54d613dce0d3c376377af061d/plot_outlier_detection_bench.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_outlier_detection_bench.py</span></code></a></p> |
| 649 | </div> | 649 | </div> |
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| 655 | </section> | 655 | </section> |
| 656 | </section> | 656 | </section> |
| 657 | ······</div> | 657 | ······</div> |
| 658 | ····<div·class="container"> | 658 | ····<div·class="container"> |
| 659 | ······<footer·class="sk-content-footer"> | 659 | ······<footer·class="sk-content-footer"> |
| 660 | ············©·2007·-·202 | 660 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 661 | ··········<a·href="../../_sources/auto_examples/miscellaneous/plot_outlier_detection_bench.rst.txt"·rel="nofollow">Show·this·page·source</a> | 661 | ··········<a·href="../../_sources/auto_examples/miscellaneous/plot_outlier_detection_bench.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 662 | ······</footer> | 662 | ······</footer> |
| 663 | ····</div> | 663 | ····</div> |
| 664 | ··</div> | 664 | ··</div> |
| 665 | </div> | 665 | </div> |
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| 437 | ········linewidth=2, | 437 | ········linewidth=2, |
| 438 | ····) | 438 | ····) |
| 439 | ax.set_title( | 439 | ax.set_title( |
| 440 | ····"Fixed·n_neighbors·with·varying·preprocessing\non·cardiotocography·dataset" | 440 | ····"Fixed·n_neighbors·with·varying·preprocessing\non·cardiotocography·dataset" |
| 441 | ) | 441 | ) |
| 442 | plt.show() | 442 | plt.show() |
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| 444 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8__\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8__\x8b_\x8e_\x8n_\x8c_\x8h_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 444 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8__\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8__\x8b_\x8e_\x8n_\x8c_\x8h_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 445 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8__\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8__\x8b_\x8e_\x8n_\x8c_\x8h_\x8._\x8p_\x8y | 445 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8__\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8__\x8b_\x8e_\x8n_\x8c_\x8h_\x8._\x8p_\x8y |
| 446 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8__\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8__\x8b_\x8e_\x8n_\x8c_\x8h_\x8._\x8z_\x8i_\x8p | 446 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8__\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8__\x8b_\x8e_\x8n_\x8c_\x8h_\x8._\x8z_\x8i_\x8p |
| 447 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 447 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 448 | ©·2007·-·202 | 448 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 710 | <span·class="n">mlp_disp</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span> | 710 | <span·class="n">mlp_disp</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span> |
| 711 | ····<span·class="n">ax</span><span·class="o">=</span><span·class="p">[</span><span·class="n">ax1</span><span·class="p">,</span>·<span·class="n">ax2</span><span·class="p">],</span>·<span·class="n">line_kw</span><span·class="o">=</span><span·class="p">{</span><span·class="s2">"label"</span><span·class="p">:</span>·<span·class="s2">"Multi-layer·Perceptron"</span><span·class="p">,</span>·<span·class="s2">"color"</span><span·class="p">:</span>·<span·class="s2">"red"</span><span·class="p">}</span> | 711 | ····<span·class="n">ax</span><span·class="o">=</span><span·class="p">[</span><span·class="n">ax1</span><span·class="p">,</span>·<span·class="n">ax2</span><span·class="p">],</span>·<span·class="n">line_kw</span><span·class="o">=</span><span·class="p">{</span><span·class="s2">"label"</span><span·class="p">:</span>·<span·class="s2">"Multi-layer·Perceptron"</span><span·class="p">,</span>·<span·class="s2">"color"</span><span·class="p">:</span>·<span·class="s2">"red"</span><span·class="p">}</span> |
| 712 | <span·class="p">)</span> | 712 | <span·class="p">)</span> |
| 713 | <span·class="n">ax1</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span> | 713 | <span·class="n">ax1</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span> |
| 714 | <span·class="n">ax2</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span> | 714 | <span·class="n">ax2</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span> |
| 715 | </pre></div> | 715 | </pre></div> |
| 716 | </div> | 716 | </div> |
| 717 | <img·src="../../_images/sphx_glr_plot_partial_dependence_visualization_api_004.png"·srcset="../../_images/sphx_glr_plot_partial_dependence_visualization_api_004.png"·alt="plot·partial·dependence·visualization·api"·class·=·"sphx-glr-single-img"/><div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span><matplotlib.legend.Legend·object·at·0x7f | 717 | <img·src="../../_images/sphx_glr_plot_partial_dependence_visualization_api_004.png"·srcset="../../_images/sphx_glr_plot_partial_dependence_visualization_api_004.png"·alt="plot·partial·dependence·visualization·api"·class·=·"sphx-glr-single-img"/><div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span><matplotlib.legend.Legend·object·at·0x7f74d0431d10> |
| 718 | </pre></div> | 718 | </pre></div> |
| 719 | </div> | 719 | </div> |
| 720 | <p><code·class="docutils·literal·notranslate"><span·class="pre">tree_disp.axes_</span></code>·is·a·numpy·array·container·the·axes·used·to·draw·the | 720 | <p><code·class="docutils·literal·notranslate"><span·class="pre">tree_disp.axes_</span></code>·is·a·numpy·array·container·the·axes·used·to·draw·the |
| 721 | partial·dependence·plots.·This·can·be·passed·to·<code·class="docutils·literal·notranslate"><span·class="pre">mlp_disp</span></code>·to·have·the·same | 721 | partial·dependence·plots.·This·can·be·passed·to·<code·class="docutils·literal·notranslate"><span·class="pre">mlp_disp</span></code>·to·have·the·same |
| 722 | affect·of·drawing·the·plots·on·top·of·each·other.·Furthermore,·the | 722 | affect·of·drawing·the·plots·on·top·of·each·other.·Furthermore,·the |
| 723 | <code·class="docutils·literal·notranslate"><span·class="pre">mlp_disp.figure_</span></code>·stores·the·figure,·which·allows·for·resizing·the·figure | 723 | <code·class="docutils·literal·notranslate"><span·class="pre">mlp_disp.figure_</span></code>·stores·the·figure,·which·allows·for·resizing·the·figure |
| 724 | after·calling·<code·class="docutils·literal·notranslate"><span·class="pre">plot</span></code>.·In·this·case·<code·class="docutils·literal·notranslate"><span·class="pre">tree_disp.axes_</span></code>·has·two·dimensions,·thus | 724 | after·calling·<code·class="docutils·literal·notranslate"><span·class="pre">plot</span></code>.·In·this·case·<code·class="docutils·literal·notranslate"><span·class="pre">tree_disp.axes_</span></code>·has·two·dimensions,·thus |
| Offset 741, 15 lines modified | Offset 741, 15 lines modified | ||
| 741 | plot·function.</p> | 741 | plot·function.</p> |
| 742 | <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="n">tree_disp</span>·<span·class="o">=</span>·<span·class="n">PartialDependenceDisplay</span><span·class="o">.</span><span·class="n">from_estimator</span><span·class="p">(</span><span·class="n">tree</span><span·class="p">,</span>·<span·class="n">X</span><span·class="p">,</span>·<span·class="p">[</span><span·class="s2">"age"</span><span·class="p">])</span> | 742 | <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="n">tree_disp</span>·<span·class="o">=</span>·<span·class="n">PartialDependenceDisplay</span><span·class="o">.</span><span·class="n">from_estimator</span><span·class="p">(</span><span·class="n">tree</span><span·class="p">,</span>·<span·class="n">X</span><span·class="p">,</span>·<span·class="p">[</span><span·class="s2">"age"</span><span·class="p">])</span> |
| 743 | <span·class="n">mlp_disp</span>·<span·class="o">=</span>·<span·class="n">PartialDependenceDisplay</span><span·class="o">.</span><span·class="n">from_estimator</span><span·class="p">(</span> | 743 | <span·class="n">mlp_disp</span>·<span·class="o">=</span>·<span·class="n">PartialDependenceDisplay</span><span·class="o">.</span><span·class="n">from_estimator</span><span·class="p">(</span> |
| 744 | ····<span·class="n">mlp</span><span·class="p">,</span>·<span·class="n">X</span><span·class="p">,</span>·<span·class="p">[</span><span·class="s2">"age"</span><span·class="p">],</span>·<span·class="n">ax</span><span·class="o">=</span><span·class="n">tree_disp</span><span·class="o">.</span><span·class="n">axes_</span><span·class="p">,</span>·<span·class="n">line_kw</span><span·class="o">=</span><span·class="p">{</span><span·class="s2">"color"</span><span·class="p">:</span>·<span·class="s2">"red"</span><span·class="p">}</span> | 744 | ····<span·class="n">mlp</span><span·class="p">,</span>·<span·class="n">X</span><span·class="p">,</span>·<span·class="p">[</span><span·class="s2">"age"</span><span·class="p">],</span>·<span·class="n">ax</span><span·class="o">=</span><span·class="n">tree_disp</span><span·class="o">.</span><span·class="n">axes_</span><span·class="p">,</span>·<span·class="n">line_kw</span><span·class="o">=</span><span·class="p">{</span><span·class="s2">"color"</span><span·class="p">:</span>·<span·class="s2">"red"</span><span·class="p">}</span> |
| 745 | <span·class="p">)</span> | 745 | <span·class="p">)</span> |
| 746 | </pre></div> | 746 | </pre></div> |
| 747 | </div> | 747 | </div> |
| 748 | <img·src="../../_images/sphx_glr_plot_partial_dependence_visualization_api_006.png"·srcset="../../_images/sphx_glr_plot_partial_dependence_visualization_api_006.png"·alt="plot·partial·dependence·visualization·api"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·9. | 748 | <img·src="../../_images/sphx_glr_plot_partial_dependence_visualization_api_006.png"·srcset="../../_images/sphx_glr_plot_partial_dependence_visualization_api_006.png"·alt="plot·partial·dependence·visualization·api"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·9.062·seconds)</p> |
| 749 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-miscellaneous-plot-partial-dependence-visualization-api-py"> | 749 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-miscellaneous-plot-partial-dependence-visualization-api-py"> |
| 750 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 750 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 751 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/fbad5f36a76ec3e17c024c7b920e5552/plot_partial_dependence_visualization_api.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_partial_dependence_visualization_api.ipynb</span></code></a></p> | 751 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/fbad5f36a76ec3e17c024c7b920e5552/plot_partial_dependence_visualization_api.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_partial_dependence_visualization_api.ipynb</span></code></a></p> |
| 752 | </div> | 752 | </div> |
| 753 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 753 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 754 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/1bba2567637a1618250bc13e249eb0d7/plot_partial_dependence_visualization_api.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_partial_dependence_visualization_api.py</span></code></a></p> | 754 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/1bba2567637a1618250bc13e249eb0d7/plot_partial_dependence_visualization_api.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_partial_dependence_visualization_api.py</span></code></a></p> |
| 755 | </div> | 755 | </div> |
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| 761 | </section> | 761 | </section> |
| 762 | </section> | 762 | </section> |
| 763 | ······</div> | 763 | ······</div> |
| 764 | ····<div·class="container"> | 764 | ····<div·class="container"> |
| 765 | ······<footer·class="sk-content-footer"> | 765 | ······<footer·class="sk-content-footer"> |
| 766 | ············©·2007·-·202 | 766 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 767 | ··········<a·href="../../_sources/auto_examples/miscellaneous/plot_partial_dependence_visualization_api.rst.txt"·rel="nofollow">Show·this·page·source</a> | 767 | ··········<a·href="../../_sources/auto_examples/miscellaneous/plot_partial_dependence_visualization_api.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 768 | ······</footer> | 768 | ······</footer> |
| 769 | ····</div> | 769 | ····</div> |
| 770 | ··</div> | 770 | ··</div> |
| 771 | </div> | 771 | </div> |
| 772 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 772 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 132 | tree_disp.plot(ax=[ax1,·ax2],·line_kw={"label":·"Decision·Tree"}) | 132 | tree_disp.plot(ax=[ax1,·ax2],·line_kw={"label":·"Decision·Tree"}) |
| 133 | mlp_disp.plot( | 133 | mlp_disp.plot( |
| 134 | ····ax=[ax1,·ax2],·line_kw={"label":·"Multi-layer·Perceptron",·"color":·"red"} | 134 | ····ax=[ax1,·ax2],·line_kw={"label":·"Multi-layer·Perceptron",·"color":·"red"} |
| 135 | ) | 135 | ) |
| 136 | ax1.legend() | 136 | ax1.legend() |
| 137 | ax2.legend() | 137 | ax2.legend() |
| 138 | [plot·partial·dependence·visualization·api] | 138 | [plot·partial·dependence·visualization·api] |
| 139 | <matplotlib.legend.Legend·object·at·0x7f | 139 | <matplotlib.legend.Legend·object·at·0x7f74d0431d10> |
| 140 | tree_disp.axes_·is·a·numpy·array·container·the·axes·used·to·draw·the·partial | 140 | tree_disp.axes_·is·a·numpy·array·container·the·axes·used·to·draw·the·partial |
| 141 | dependence·plots.·This·can·be·passed·to·mlp_disp·to·have·the·same·affect·of | 141 | dependence·plots.·This·can·be·passed·to·mlp_disp·to·have·the·same·affect·of |
| 142 | drawing·the·plots·on·top·of·each·other.·Furthermore,·the·mlp_disp.figure_ | 142 | drawing·the·plots·on·top·of·each·other.·Furthermore,·the·mlp_disp.figure_ |
| 143 | stores·the·figure,·which·allows·for·resizing·the·figure·after·calling·plot.·In | 143 | stores·the·figure,·which·allows·for·resizing·the·figure·after·calling·plot.·In |
| 144 | this·case·tree_disp.axes_·has·two·dimensions,·thus·plot·will·only·show·the·y | 144 | this·case·tree_disp.axes_·has·two·dimensions,·thus·plot·will·only·show·the·y |
| 145 | label·and·y·ticks·on·the·left·most·plot. | 145 | label·and·y·ticks·on·the·left·most·plot. |
| 146 | tree_disp.plot(line_kw={"label":·"Decision·Tree"}) | 146 | tree_disp.plot(line_kw={"label":·"Decision·Tree"}) |
| Offset 158, 13 lines modified | Offset 158, 13 lines modified | ||
| 158 | same·axes.·In·this·case,·tree_disp.axes_·is·passed·into·the·second·plot | 158 | same·axes.·In·this·case,·tree_disp.axes_·is·passed·into·the·second·plot |
| 159 | function. | 159 | function. |
| 160 | tree_disp·=·PartialDependenceDisplay.from_estimator(tree,·X,·["age"]) | 160 | tree_disp·=·PartialDependenceDisplay.from_estimator(tree,·X,·["age"]) |
| 161 | mlp_disp·=·PartialDependenceDisplay.from_estimator( | 161 | mlp_disp·=·PartialDependenceDisplay.from_estimator( |
| 162 | ····mlp,·X,·["age"],·ax=tree_disp.axes_,·line_kw={"color":·"red"} | 162 | ····mlp,·X,·["age"],·ax=tree_disp.axes_,·line_kw={"color":·"red"} |
| 163 | ) | 163 | ) |
| 164 | [plot·partial·dependence·visualization·api] | 164 | [plot·partial·dependence·visualization·api] |
| 165 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·9. | 165 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·9.062·seconds) |
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| 168 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8a_\x8r_\x8t_\x8i_\x8a_\x8l_\x8__\x8d_\x8e_\x8p_\x8e_\x8n_\x8d_\x8e_\x8n_\x8c_\x8e_\x8__\x8v_\x8i_\x8s_\x8u_\x8a_\x8l_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8a_\x8p_\x8i_\x8._\x8z_\x8i_\x8p | 168 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8a_\x8r_\x8t_\x8i_\x8a_\x8l_\x8__\x8d_\x8e_\x8p_\x8e_\x8n_\x8d_\x8e_\x8n_\x8c_\x8e_\x8__\x8v_\x8i_\x8s_\x8u_\x8a_\x8l_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8a_\x8p_\x8i_\x8._\x8z_\x8i_\x8p |
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| 170 | ©·2007·-·202 | 170 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 2538 | ································('numerical', | 2538 | ································('numerical', |
| 2539 | ·································Pipeline(steps=[('imputation_mean', | 2539 | ·································Pipeline(steps=[('imputation_mean', |
| 2540 | ··················································SimpleImputer()), | 2540 | ··················································SimpleImputer()), |
| 2541 | ·················································('scaler',·StandardScaler())]), | 2541 | ·················································('scaler',·StandardScaler())]), |
| 2542 | ·································['age',·'weight'])])</pre></div>·</div></div><div·class="sk-parallel"><div·class="sk-parallel-item"><div·class="sk-item"><div·class="sk-label-container"><div·class="sk-label··sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-70"·type="checkbox"·><label·for="sk-estimator-id-70"·class="sk-toggleable__label··sk-toggleable__label-arrow·">categorical</label><div·class="sk-toggleable__content·"><pre>['state',·'gender']</pre></div>·</div></div><div·class="sk-serial"><div·class="sk-item"><div·class="sk-serial"><div·class="sk-item"><div·class="sk-estimator··sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-71"·type="checkbox"·><label·for="sk-estimator-id-71"·class="sk-toggleable__label··sk-toggleable__label-arrow·"> SimpleImputer<a·class="sk-estimator-doc-link·"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.impute.SimpleImputer.html">?<span>Documentation·for·SimpleImputer</span></a></label><div·class="sk-toggleable__content·"><pre>SimpleImputer(fill_value='missing',·strategy='constant')</pre></div>·</div></div><div·class="sk-item"><div·class="sk-estimator··sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-72"·type="checkbox"·><label·for="sk-estimator-id-72"·class="sk-toggleable__label··sk-toggleable__label-arrow·"> OneHotEncoder<a·class="sk-estimator-doc-link·"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.preprocessing.OneHotEncoder.html">?<span>Documentation·for·OneHotEncoder</span></a></label><div·class="sk-toggleable__content·"><pre>OneHotEncoder(handle_unknown='ignore')</pre></div>·</div></div></div></div></div></div></div><div·class="sk-parallel-item"><div·class="sk-item"><div·class="sk-label-container"><div·class="sk-label··sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-73"·type="checkbox"·><label·for="sk-estimator-id-73"·class="sk-toggleable__label··sk-toggleable__label-arrow·">numerical</label><div·class="sk-toggleable__content·"><pre>['age',·'weight']</pre></div>·</div></div><div·class="sk-serial"><div·class="sk-item"><div·class="sk-serial"><div·class="sk-item"><div·class="sk-estimator··sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-74"·type="checkbox"·><label·for="sk-estimator-id-74"·class="sk-toggleable__label··sk-toggleable__label-arrow·"> SimpleImputer<a·class="sk-estimator-doc-link·"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.impute.SimpleImputer.html">?<span>Documentation·for·SimpleImputer</span></a></label><div·class="sk-toggleable__content·"><pre>SimpleImputer()</pre></div>·</div></div><div·class="sk-item"><div·class="sk-estimator··sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-75"·type="checkbox"·><label·for="sk-estimator-id-75"·class="sk-toggleable__label··sk-toggleable__label-arrow·"> StandardScaler<a·class="sk-estimator-doc-link·"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.preprocessing.StandardScaler.html">?<span>Documentation·for·StandardScaler</span></a></label><div·class="sk-toggleable__content·"><pre>StandardScaler()</pre></div>·</div></div></div></div></div></div></div></div></div><div·class="sk-item"><div·class="sk-estimator··sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-76"·type="checkbox"·><label·for="sk-estimator-id-76"·class="sk-toggleable__label··sk-toggleable__label-arrow·"> RandomForestClassifier<a·class="sk-estimator-doc-link·"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.ensemble.RandomForestClassifier.html">?<span>Documentation·for·RandomForestClassifier</span></a></label><div·class="sk-toggleable__content·"><pre>RandomForestClassifier()</pre></div>·</div></div></div></div></div></div></div></div></div></div></div> | 2542 | ·································['age',·'weight'])])</pre></div>·</div></div><div·class="sk-parallel"><div·class="sk-parallel-item"><div·class="sk-item"><div·class="sk-label-container"><div·class="sk-label··sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-70"·type="checkbox"·><label·for="sk-estimator-id-70"·class="sk-toggleable__label··sk-toggleable__label-arrow·">categorical</label><div·class="sk-toggleable__content·"><pre>['state',·'gender']</pre></div>·</div></div><div·class="sk-serial"><div·class="sk-item"><div·class="sk-serial"><div·class="sk-item"><div·class="sk-estimator··sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-71"·type="checkbox"·><label·for="sk-estimator-id-71"·class="sk-toggleable__label··sk-toggleable__label-arrow·"> SimpleImputer<a·class="sk-estimator-doc-link·"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.impute.SimpleImputer.html">?<span>Documentation·for·SimpleImputer</span></a></label><div·class="sk-toggleable__content·"><pre>SimpleImputer(fill_value='missing',·strategy='constant')</pre></div>·</div></div><div·class="sk-item"><div·class="sk-estimator··sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-72"·type="checkbox"·><label·for="sk-estimator-id-72"·class="sk-toggleable__label··sk-toggleable__label-arrow·"> OneHotEncoder<a·class="sk-estimator-doc-link·"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.preprocessing.OneHotEncoder.html">?<span>Documentation·for·OneHotEncoder</span></a></label><div·class="sk-toggleable__content·"><pre>OneHotEncoder(handle_unknown='ignore')</pre></div>·</div></div></div></div></div></div></div><div·class="sk-parallel-item"><div·class="sk-item"><div·class="sk-label-container"><div·class="sk-label··sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-73"·type="checkbox"·><label·for="sk-estimator-id-73"·class="sk-toggleable__label··sk-toggleable__label-arrow·">numerical</label><div·class="sk-toggleable__content·"><pre>['age',·'weight']</pre></div>·</div></div><div·class="sk-serial"><div·class="sk-item"><div·class="sk-serial"><div·class="sk-item"><div·class="sk-estimator··sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-74"·type="checkbox"·><label·for="sk-estimator-id-74"·class="sk-toggleable__label··sk-toggleable__label-arrow·"> SimpleImputer<a·class="sk-estimator-doc-link·"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.impute.SimpleImputer.html">?<span>Documentation·for·SimpleImputer</span></a></label><div·class="sk-toggleable__content·"><pre>SimpleImputer()</pre></div>·</div></div><div·class="sk-item"><div·class="sk-estimator··sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-75"·type="checkbox"·><label·for="sk-estimator-id-75"·class="sk-toggleable__label··sk-toggleable__label-arrow·"> StandardScaler<a·class="sk-estimator-doc-link·"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.preprocessing.StandardScaler.html">?<span>Documentation·for·StandardScaler</span></a></label><div·class="sk-toggleable__content·"><pre>StandardScaler()</pre></div>·</div></div></div></div></div></div></div></div></div><div·class="sk-item"><div·class="sk-estimator··sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-76"·type="checkbox"·><label·for="sk-estimator-id-76"·class="sk-toggleable__label··sk-toggleable__label-arrow·"> RandomForestClassifier<a·class="sk-estimator-doc-link·"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.ensemble.RandomForestClassifier.html">?<span>Documentation·for·RandomForestClassifier</span></a></label><div·class="sk-toggleable__content·"><pre>RandomForestClassifier()</pre></div>·</div></div></div></div></div></div></div></div></div></div></div> |
| 2543 | </div> | 2543 | </div> |
| 2544 | <br·/> | 2544 | <br·/> |
| 2545 | <br·/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.14 | 2545 | <br·/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.146·seconds)</p> |
| 2546 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-miscellaneous-plot-pipeline-display-py"> | 2546 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-miscellaneous-plot-pipeline-display-py"> |
| 2547 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 2547 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 2548 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/6ebaebc92484478ceb119d24fe9df21c/plot_pipeline_display.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_pipeline_display.ipynb</span></code></a></p> | 2548 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/6ebaebc92484478ceb119d24fe9df21c/plot_pipeline_display.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_pipeline_display.ipynb</span></code></a></p> |
| 2549 | </div> | 2549 | </div> |
| 2550 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 2550 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 2551 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/85d246b1849cf51d95634621ea0b7dd2/plot_pipeline_display.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_pipeline_display.py</span></code></a></p> | 2551 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/85d246b1849cf51d95634621ea0b7dd2/plot_pipeline_display.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_pipeline_display.py</span></code></a></p> |
| 2552 | </div> | 2552 | </div> |
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| 2558 | </section> | 2558 | </section> |
| 2559 | </section> | 2559 | </section> |
| 2560 | ······</div> | 2560 | ······</div> |
| 2561 | ····<div·class="container"> | 2561 | ····<div·class="container"> |
| 2562 | ······<footer·class="sk-content-footer"> | 2562 | ······<footer·class="sk-content-footer"> |
| 2563 | ············©·2007·-·202 | 2563 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 2564 | ··········<a·href="../../_sources/auto_examples/miscellaneous/plot_pipeline_display.rst.txt"·rel="nofollow">Show·this·page·source</a> | 2564 | ··········<a·href="../../_sources/auto_examples/miscellaneous/plot_pipeline_display.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 2565 | ······</footer> | 2565 | ······</footer> |
| 2566 | ····</div> | 2566 | ····</div> |
| 2567 | ··</div> | 2567 | ··</div> |
| 2568 | </div> | 2568 | </div> |
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| 449 | SimpleImputer() | 449 | SimpleImputer() |
| 450 | [·] StandardScaler_\x8?_\x8D_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8S_\x8t_\x8a_\x8n_\x8d_\x8a_\x8r_\x8d_\x8S_\x8c_\x8a_\x8l_\x8e_\x8r | 450 | [·] StandardScaler_\x8?_\x8D_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8S_\x8t_\x8a_\x8n_\x8d_\x8a_\x8r_\x8d_\x8S_\x8c_\x8a_\x8l_\x8e_\x8r |
| 451 | StandardScaler() | 451 | StandardScaler() |
| 452 | [·] RandomForestClassifier_\x8?_\x8D_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8R_\x8a_\x8n_\x8d_\x8o_\x8m_\x8F_\x8o_\x8r_\x8e_\x8s_\x8t_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r | 452 | [·] RandomForestClassifier_\x8?_\x8D_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8R_\x8a_\x8n_\x8d_\x8o_\x8m_\x8F_\x8o_\x8r_\x8e_\x8s_\x8t_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r |
| 453 | RandomForestClassifier() | 453 | RandomForestClassifier() |
| 454 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.14 | 454 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.146·seconds) |
| 455 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8i_\x8p_\x8e_\x8l_\x8i_\x8n_\x8e_\x8__\x8d_\x8i_\x8s_\x8p_\x8l_\x8a_\x8y_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 455 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8i_\x8p_\x8e_\x8l_\x8i_\x8n_\x8e_\x8__\x8d_\x8i_\x8s_\x8p_\x8l_\x8a_\x8y_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 456 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8i_\x8p_\x8e_\x8l_\x8i_\x8n_\x8e_\x8__\x8d_\x8i_\x8s_\x8p_\x8l_\x8a_\x8y_\x8._\x8p_\x8y | 456 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8i_\x8p_\x8e_\x8l_\x8i_\x8n_\x8e_\x8__\x8d_\x8i_\x8s_\x8p_\x8l_\x8a_\x8y_\x8._\x8p_\x8y |
| 457 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8i_\x8p_\x8e_\x8l_\x8i_\x8n_\x8e_\x8__\x8d_\x8i_\x8s_\x8p_\x8l_\x8a_\x8y_\x8._\x8z_\x8i_\x8p | 457 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8i_\x8p_\x8e_\x8l_\x8i_\x8n_\x8e_\x8__\x8d_\x8i_\x8s_\x8p_\x8l_\x8a_\x8y_\x8._\x8z_\x8i_\x8p |
| 458 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 458 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 459 | ©·2007·-·202 | 459 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 654 | <span·class="n">rfc</span><span·class="o">.</span><span·class="n">fit</span><span·class="p">(</span><span·class="n">X_train</span><span·class="p">,</span>·<span·class="n">y_train</span><span·class="p">)</span> | 654 | <span·class="n">rfc</span><span·class="o">.</span><span·class="n">fit</span><span·class="p">(</span><span·class="n">X_train</span><span·class="p">,</span>·<span·class="n">y_train</span><span·class="p">)</span> |
| 655 | <span·class="n">ax</span>·<span·class="o">=</span>·<span·class="n">plt</span><span·class="o">.</span><span·class="n">gca</span><span·class="p">()</span> | 655 | <span·class="n">ax</span>·<span·class="o">=</span>·<span·class="n">plt</span><span·class="o">.</span><span·class="n">gca</span><span·class="p">()</span> |
| 656 | <span·class="n">rfc_disp</span>·<span·class="o">=</span>·<span·class="n">RocCurveDisplay</span><span·class="o">.</span><span·class="n">from_estimator</span><span·class="p">(</span><span·class="n">rfc</span><span·class="p">,</span>·<span·class="n">X_test</span><span·class="p">,</span>·<span·class="n">y_test</span><span·class="p">,</span>·<span·class="n">ax</span><span·class="o">=</span><span·class="n">ax</span><span·class="p">,</span>·<span·class="n">alpha</span><span·class="o">=</span><span·class="mf">0.8</span><span·class="p">)</span> | 656 | <span·class="n">rfc_disp</span>·<span·class="o">=</span>·<span·class="n">RocCurveDisplay</span><span·class="o">.</span><span·class="n">from_estimator</span><span·class="p">(</span><span·class="n">rfc</span><span·class="p">,</span>·<span·class="n">X_test</span><span·class="p">,</span>·<span·class="n">y_test</span><span·class="p">,</span>·<span·class="n">ax</span><span·class="o">=</span><span·class="n">ax</span><span·class="p">,</span>·<span·class="n">alpha</span><span·class="o">=</span><span·class="mf">0.8</span><span·class="p">)</span> |
| 657 | <span·class="n">svc_disp</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">ax</span><span·class="o">=</span><span·class="n">ax</span><span·class="p">,</span>·<span·class="n">alpha</span><span·class="o">=</span><span·class="mf">0.8</span><span·class="p">)</span> | 657 | <span·class="n">svc_disp</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">ax</span><span·class="o">=</span><span·class="n">ax</span><span·class="p">,</span>·<span·class="n">alpha</span><span·class="o">=</span><span·class="mf">0.8</span><span·class="p">)</span> |
| 658 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 658 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 659 | </pre></div> | 659 | </pre></div> |
| 660 | </div> | 660 | </div> |
| 661 | <img·src="../../_images/sphx_glr_plot_roc_curve_visualization_api_002.png"·srcset="../../_images/sphx_glr_plot_roc_curve_visualization_api_002.png"·alt="plot·roc·curve·visualization·api"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.1 | 661 | <img·src="../../_images/sphx_glr_plot_roc_curve_visualization_api_002.png"·srcset="../../_images/sphx_glr_plot_roc_curve_visualization_api_002.png"·alt="plot·roc·curve·visualization·api"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.166·seconds)</p> |
| 662 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-miscellaneous-plot-roc-curve-visualization-api-py"> | 662 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-miscellaneous-plot-roc-curve-visualization-api-py"> |
| 663 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 663 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 664 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/3577ee5e1121d4b5da38feb779aa44bb/plot_roc_curve_visualization_api.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_roc_curve_visualization_api.ipynb</span></code></a></p> | 664 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/3577ee5e1121d4b5da38feb779aa44bb/plot_roc_curve_visualization_api.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_roc_curve_visualization_api.ipynb</span></code></a></p> |
| 665 | </div> | 665 | </div> |
| 666 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 666 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 667 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/837ade0d39a9ca8d8a3cc25eb9433a58/plot_roc_curve_visualization_api.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_roc_curve_visualization_api.py</span></code></a></p> | 667 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/837ade0d39a9ca8d8a3cc25eb9433a58/plot_roc_curve_visualization_api.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_roc_curve_visualization_api.py</span></code></a></p> |
| 668 | </div> | 668 | </div> |
| Offset 674, 15 lines modified | Offset 674, 15 lines modified | ||
| 674 | </section> | 674 | </section> |
| 675 | </section> | 675 | </section> |
| 676 | ······</div> | 676 | ······</div> |
| 677 | ····<div·class="container"> | 677 | ····<div·class="container"> |
| 678 | ······<footer·class="sk-content-footer"> | 678 | ······<footer·class="sk-content-footer"> |
| 679 | ············©·2007·-·202 | 679 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 680 | ··········<a·href="../../_sources/auto_examples/miscellaneous/plot_roc_curve_visualization_api.rst.txt"·rel="nofollow">Show·this·page·source</a> | 680 | ··········<a·href="../../_sources/auto_examples/miscellaneous/plot_roc_curve_visualization_api.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 681 | ······</footer> | 681 | ······</footer> |
| 682 | ····</div> | 682 | ····</div> |
| 683 | ··</div> | 683 | ··</div> |
| 684 | </div> | 684 | </div> |
| 685 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 685 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 81 | rfc.fit(X_train,·y_train) | 81 | rfc.fit(X_train,·y_train) |
| 82 | ax·=·plt.gca() | 82 | ax·=·plt.gca() |
| 83 | rfc_disp·=·RocCurveDisplay.from_estimator(rfc,·X_test,·y_test,·ax=ax, | 83 | rfc_disp·=·RocCurveDisplay.from_estimator(rfc,·X_test,·y_test,·ax=ax, |
| 84 | alpha=0.8) | 84 | alpha=0.8) |
| 85 | svc_disp.plot(ax=ax,·alpha=0.8) | 85 | svc_disp.plot(ax=ax,·alpha=0.8) |
| 86 | plt.show() | 86 | plt.show() |
| 87 | [plot·roc·curve·visualization·api] | 87 | [plot·roc·curve·visualization·api] |
| 88 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.1 | 88 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.166·seconds) |
| 89 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8o_\x8c_\x8__\x8c_\x8u_\x8r_\x8v_\x8e_\x8__\x8v_\x8i_\x8s_\x8u_\x8a_\x8l_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8a_\x8p_\x8i_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 89 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8o_\x8c_\x8__\x8c_\x8u_\x8r_\x8v_\x8e_\x8__\x8v_\x8i_\x8s_\x8u_\x8a_\x8l_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8a_\x8p_\x8i_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 90 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8o_\x8c_\x8__\x8c_\x8u_\x8r_\x8v_\x8e_\x8__\x8v_\x8i_\x8s_\x8u_\x8a_\x8l_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8a_\x8p_\x8i_\x8._\x8p_\x8y | 90 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8o_\x8c_\x8__\x8c_\x8u_\x8r_\x8v_\x8e_\x8__\x8v_\x8i_\x8s_\x8u_\x8a_\x8l_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8a_\x8p_\x8i_\x8._\x8p_\x8y |
| 91 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8o_\x8c_\x8__\x8c_\x8u_\x8r_\x8v_\x8e_\x8__\x8v_\x8i_\x8s_\x8u_\x8a_\x8l_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8a_\x8p_\x8i_\x8._\x8z_\x8i_\x8p | 91 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8o_\x8c_\x8__\x8c_\x8u_\x8r_\x8v_\x8e_\x8__\x8v_\x8i_\x8s_\x8u_\x8a_\x8l_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8a_\x8p_\x8i_\x8._\x8z_\x8i_\x8p |
| 92 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 92 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 93 | ©·2007·-·202 | 93 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 879 | </pre></div> | 879 | </pre></div> |
| 880 | </div> | 880 | </div> |
| 881 | <p>outside·of·the·context·manager,·the·output·will·be·a·NumPy·array</p> | 881 | <p>outside·of·the·context·manager,·the·output·will·be·a·NumPy·array</p> |
| 882 | <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="n">X_test_scaled</span>·<span·class="o">=</span>·<span·class="n">scaler</span><span·class="o">.</span><span·class="n">transform</span><span·class="p">(</span><span·class="n">X_test</span><span·class="p">[</span><span·class="n">num_cols</span><span·class="p">])</span> | 882 | <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="n">X_test_scaled</span>·<span·class="o">=</span>·<span·class="n">scaler</span><span·class="o">.</span><span·class="n">transform</span><span·class="p">(</span><span·class="n">X_test</span><span·class="p">[</span><span·class="n">num_cols</span><span·class="p">])</span> |
| 883 | <span·class="n">X_test_scaled</span><span·class="p">[:</span><span·class="mi">5</span><span·class="p">]</span> | 883 | <span·class="n">X_test_scaled</span><span·class="p">[:</span><span·class="mi">5</span><span·class="p">]</span> |
| 884 | </pre></div> | 884 | </pre></div> |
| 885 | </div> | 885 | </div> |
| 886 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.0 | 886 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.027·seconds)</p> |
| 887 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-miscellaneous-plot-set-output-py"> | 887 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-miscellaneous-plot-set-output-py"> |
| 888 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 888 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 889 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/e23929e86fa0a415fb85ef2834a3ff7d/plot_set_output.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_set_output.ipynb</span></code></a></p> | 889 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/e23929e86fa0a415fb85ef2834a3ff7d/plot_set_output.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_set_output.ipynb</span></code></a></p> |
| 890 | </div> | 890 | </div> |
| 891 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 891 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 892 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/1b3f17ff0f112d5b77cbdb90f1c17046/plot_set_output.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_set_output.py</span></code></a></p> | 892 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/1b3f17ff0f112d5b77cbdb90f1c17046/plot_set_output.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_set_output.py</span></code></a></p> |
| 893 | </div> | 893 | </div> |
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| 898 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 898 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 899 | </section> | 899 | </section> |
| 900 | ······</div> | 900 | ······</div> |
| 901 | ····<div·class="container"> | 901 | ····<div·class="container"> |
| 902 | ······<footer·class="sk-content-footer"> | 902 | ······<footer·class="sk-content-footer"> |
| 903 | ············©·2007·-·202 | 903 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 904 | ··········<a·href="../../_sources/auto_examples/miscellaneous/plot_set_output.rst.txt"·rel="nofollow">Show·this·page·source</a> | 904 | ··········<a·href="../../_sources/auto_examples/miscellaneous/plot_set_output.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 905 | ······</footer> | 905 | ······</footer> |
| 906 | ····</div> | 906 | ····</div> |
| 907 | ··</div> | 907 | ··</div> |
| 908 | </div> | 908 | </div> |
| 909 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 909 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 185 | with·config_context(transform_output="pandas"): | 185 | with·config_context(transform_output="pandas"): |
| 186 | ····#·the·output·of·transform·will·be·a·Pandas·DataFrame | 186 | ····#·the·output·of·transform·will·be·a·Pandas·DataFrame |
| 187 | ····X_test_scaled·=·scaler.transform(X_test[num_cols]) | 187 | ····X_test_scaled·=·scaler.transform(X_test[num_cols]) |
| 188 | X_test_scaled.head() | 188 | X_test_scaled.head() |
| 189 | outside·of·the·context·manager,·the·output·will·be·a·NumPy·array | 189 | outside·of·the·context·manager,·the·output·will·be·a·NumPy·array |
| 190 | X_test_scaled·=·scaler.transform(X_test[num_cols]) | 190 | X_test_scaled·=·scaler.transform(X_test[num_cols]) |
| 191 | X_test_scaled[:5] | 191 | X_test_scaled[:5] |
| 192 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.0 | 192 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.027·seconds) |
| 193 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8e_\x8t_\x8__\x8o_\x8u_\x8t_\x8p_\x8u_\x8t_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 193 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8e_\x8t_\x8__\x8o_\x8u_\x8t_\x8p_\x8u_\x8t_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 194 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8e_\x8t_\x8__\x8o_\x8u_\x8t_\x8p_\x8u_\x8t_\x8._\x8p_\x8y | 194 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8e_\x8t_\x8__\x8o_\x8u_\x8t_\x8p_\x8u_\x8t_\x8._\x8p_\x8y |
| 195 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8e_\x8t_\x8__\x8o_\x8u_\x8t_\x8p_\x8u_\x8t_\x8._\x8z_\x8i_\x8p | 195 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8e_\x8t_\x8__\x8o_\x8u_\x8t_\x8p_\x8u_\x8t_\x8._\x8z_\x8i_\x8p |
| 196 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 196 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 197 | ©·2007·-·202 | 197 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 214 | </div> | 214 | </div> |
| 215 | </section> | 215 | </section> |
| 216 | ······</div> | 216 | ······</div> |
| 217 | ····<div·class="container"> | 217 | ····<div·class="container"> |
| 218 | ······<footer·class="sk-content-footer"> | 218 | ······<footer·class="sk-content-footer"> |
| 219 | ············©·2007·-·202 | 219 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 220 | ··········<a·href="../../_sources/auto_examples/mixture/index.rst.txt"·rel="nofollow">Show·this·page·source</a> | 220 | ··········<a·href="../../_sources/auto_examples/mixture/index.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 221 | ······</footer> | 221 | ······</footer> |
| 222 | ····</div> | 222 | ····</div> |
| 223 | ··</div> | 223 | ··</div> |
| 224 | </div> | 224 | </div> |
| 225 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 225 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 40 | GMM·covariances | 40 | GMM·covariances |
| 41 | _\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8M_\x8i_\x8x_\x8t_\x8u_\x8r_\x8e_\x8·_\x8M_\x8o_\x8d_\x8e_\x8l_\x8·_\x8E_\x8l_\x8l_\x8i_\x8p_\x8s_\x8o_\x8i_\x8d_\x8s | 41 | _\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8M_\x8i_\x8x_\x8t_\x8u_\x8r_\x8e_\x8·_\x8M_\x8o_\x8d_\x8e_\x8l_\x8·_\x8E_\x8l_\x8l_\x8i_\x8p_\x8s_\x8o_\x8i_\x8d_\x8s |
| 42 | Gaussian·Mixture·Model·Ellipsoids | 42 | Gaussian·Mixture·Model·Ellipsoids |
| 43 | _\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8M_\x8i_\x8x_\x8t_\x8u_\x8r_\x8e_\x8·_\x8M_\x8o_\x8d_\x8e_\x8l_\x8·_\x8S_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n | 43 | _\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8M_\x8i_\x8x_\x8t_\x8u_\x8r_\x8e_\x8·_\x8M_\x8o_\x8d_\x8e_\x8l_\x8·_\x8S_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n |
| 44 | Gaussian·Mixture·Model·Selection | 44 | Gaussian·Mixture·Model·Selection |
| 45 | _\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8M_\x8i_\x8x_\x8t_\x8u_\x8r_\x8e_\x8·_\x8M_\x8o_\x8d_\x8e_\x8l_\x8·_\x8S_\x8i_\x8n_\x8e_\x8·_\x8C_\x8u_\x8r_\x8v_\x8e | 45 | _\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8M_\x8i_\x8x_\x8t_\x8u_\x8r_\x8e_\x8·_\x8M_\x8o_\x8d_\x8e_\x8l_\x8·_\x8S_\x8i_\x8n_\x8e_\x8·_\x8C_\x8u_\x8r_\x8v_\x8e |
| 46 | Gaussian·Mixture·Model·Sine·Curve | 46 | Gaussian·Mixture·Model·Sine·Curve |
| 47 | ©·2007·-·202 | 47 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 348 | ············<span·class="sa">r</span><span·class="s2">"</span><span·class="si">%s</span><span·class="s2">$</span><span·class="si">%.1e</span><span·class="s2">$"</span>·<span·class="o">%</span>·<span·class="p">(</span><span·class="n">title</span><span·class="p">,</span>·<span·class="n">concentration</span><span·class="p">),</span> | 348 | ············<span·class="sa">r</span><span·class="s2">"</span><span·class="si">%s</span><span·class="s2">$</span><span·class="si">%.1e</span><span·class="s2">$"</span>·<span·class="o">%</span>·<span·class="p">(</span><span·class="n">title</span><span·class="p">,</span>·<span·class="n">concentration</span><span·class="p">),</span> |
| 349 | ············<span·class="n">plot_title</span><span·class="o">=</span><span·class="n">k</span>·<span·class="o">==</span>·<span·class="mi">0</span><span·class="p">,</span> | 349 | ············<span·class="n">plot_title</span><span·class="o">=</span><span·class="n">k</span>·<span·class="o">==</span>·<span·class="mi">0</span><span·class="p">,</span> |
| 350 | ········<span·class="p">)</span> | 350 | ········<span·class="p">)</span> |
| 351 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 351 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 352 | </pre></div> | 352 | </pre></div> |
| 353 | </div> | 353 | </div> |
| 354 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·8. | 354 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·8.380·seconds)</p> |
| 355 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-mixture-plot-concentration-prior-py"> | 355 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-mixture-plot-concentration-prior-py"> |
| 356 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 356 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 357 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/28df2114703b91f224d70205e9b75a7d/plot_concentration_prior.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_concentration_prior.ipynb</span></code></a></p> | 357 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/28df2114703b91f224d70205e9b75a7d/plot_concentration_prior.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_concentration_prior.ipynb</span></code></a></p> |
| 358 | </div> | 358 | </div> |
| 359 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 359 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 360 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/ac9ba06dbb8ef65d14cff69663ec06f2/plot_concentration_prior.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_concentration_prior.py</span></code></a></p> | 360 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/ac9ba06dbb8ef65d14cff69663ec06f2/plot_concentration_prior.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_concentration_prior.py</span></code></a></p> |
| 361 | </div> | 361 | </div> |
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| 367 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 367 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 368 | </section> | 368 | </section> |
| 369 | ······</div> | 369 | ······</div> |
| 370 | ····<div·class="container"> | 370 | ····<div·class="container"> |
| 371 | ······<footer·class="sk-content-footer"> | 371 | ······<footer·class="sk-content-footer"> |
| 372 | ············©·2007·-·202 | 372 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 373 | ··········<a·href="../../_sources/auto_examples/mixture/plot_concentration_prior.rst.txt"·rel="nofollow">Show·this·page·source</a> | 373 | ··········<a·href="../../_sources/auto_examples/mixture/plot_concentration_prior.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 374 | ······</footer> | 374 | ······</footer> |
| 375 | ····</div> | 375 | ····</div> |
| 376 | ··</div> | 376 | ··</div> |
| 377 | </div> | 377 | </div> |
| 378 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 378 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 195 | ············X, | 195 | ············X, |
| 196 | ············y, | 196 | ············y, |
| 197 | ············r"%s$%.1e$"·%·(title,·concentration), | 197 | ············r"%s$%.1e$"·%·(title,·concentration), |
| 198 | ············plot_title=k·==·0, | 198 | ············plot_title=k·==·0, |
| 199 | ········) | 199 | ········) |
| 200 | plt.show() | 200 | plt.show() |
| 201 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·8. | 201 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·8.380·seconds) |
| 202 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8n_\x8c_\x8e_\x8n_\x8t_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8p_\x8r_\x8i_\x8o_\x8r_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 202 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8n_\x8c_\x8e_\x8n_\x8t_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8p_\x8r_\x8i_\x8o_\x8r_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
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| 205 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 205 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 206 | ©·2007·-·202 | 206 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 281 | ····<span·class="mi">1</span><span·class="p">,</span> | 281 | ····<span·class="mi">1</span><span·class="p">,</span> |
| 282 | ····<span·class="s2">"Bayesian·Gaussian·Mixture·with·a·Dirichlet·process·prior"</span><span·class="p">,</span> | 282 | ····<span·class="s2">"Bayesian·Gaussian·Mixture·with·a·Dirichlet·process·prior"</span><span·class="p">,</span> |
| 283 | <span·class="p">)</span> | 283 | <span·class="p">)</span> |
| 284 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 284 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 285 | </pre></div> | 285 | </pre></div> |
| 286 | </div> | 286 | </div> |
| 287 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0. | 287 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.266·seconds)</p> |
| 288 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-mixture-plot-gmm-py"> | 288 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-mixture-plot-gmm-py"> |
| 289 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 289 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 290 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/df17584e78fbab6ddca8edf79def6190/plot_gmm.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_gmm.ipynb</span></code></a></p> | 290 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/df17584e78fbab6ddca8edf79def6190/plot_gmm.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_gmm.ipynb</span></code></a></p> |
| 291 | </div> | 291 | </div> |
| 292 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 292 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 293 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/ef0baa719e32d13119d996e7e1f4a7dd/plot_gmm.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_gmm.py</span></code></a></p> | 293 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/ef0baa719e32d13119d996e7e1f4a7dd/plot_gmm.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_gmm.py</span></code></a></p> |
| 294 | </div> | 294 | </div> |
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| 300 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 300 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 301 | </section> | 301 | </section> |
| 302 | ······</div> | 302 | ······</div> |
| 303 | ····<div·class="container"> | 303 | ····<div·class="container"> |
| 304 | ······<footer·class="sk-content-footer"> | 304 | ······<footer·class="sk-content-footer"> |
| 305 | ············©·2007·-·202 | 305 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 306 | ··········<a·href="../../_sources/auto_examples/mixture/plot_gmm.rst.txt"·rel="nofollow">Show·this·page·source</a> | 306 | ··········<a·href="../../_sources/auto_examples/mixture/plot_gmm.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 307 | ······</footer> | 307 | ······</footer> |
| 308 | ····</div> | 308 | ····</div> |
| 309 | ··</div> | 309 | ··</div> |
| 310 | </div> | 310 | </div> |
| 311 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 311 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 121 | ····dpgmm.means_, | 121 | ····dpgmm.means_, |
| 122 | ····dpgmm.covariances_, | 122 | ····dpgmm.covariances_, |
| 123 | ····1, | 123 | ····1, |
| 124 | ····"Bayesian·Gaussian·Mixture·with·a·Dirichlet·process·prior", | 124 | ····"Bayesian·Gaussian·Mixture·with·a·Dirichlet·process·prior", |
| 125 | ) | 125 | ) |
| 126 | plt.show() | 126 | plt.show() |
| 127 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0. | 127 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.266·seconds) |
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| 131 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 131 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 132 | ©·2007·-·202 | 132 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 318 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span><span·class="n">scatterpoints</span><span·class="o">=</span><span·class="mi">1</span><span·class="p">,</span>·<span·class="n">loc</span><span·class="o">=</span><span·class="s2">"lower·right"</span><span·class="p">,</span>·<span·class="n">prop</span><span·class="o">=</span><span·class="nb">dict</span><span·class="p">(</span><span·class="n">size</span><span·class="o">=</span><span·class="mi">12</span><span·class="p">))</span> | 318 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span><span·class="n">scatterpoints</span><span·class="o">=</span><span·class="mi">1</span><span·class="p">,</span>·<span·class="n">loc</span><span·class="o">=</span><span·class="s2">"lower·right"</span><span·class="p">,</span>·<span·class="n">prop</span><span·class="o">=</span><span·class="nb">dict</span><span·class="p">(</span><span·class="n">size</span><span·class="o">=</span><span·class="mi">12</span><span·class="p">))</span> |
| 319 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 319 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 320 | </pre></div> | 320 | </pre></div> |
| 321 | </div> | 321 | </div> |
| 322 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.2 | 322 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.224·seconds)</p> |
| 323 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-mixture-plot-gmm-covariances-py"> | 323 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-mixture-plot-gmm-covariances-py"> |
| 324 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 324 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 325 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/471829dadf19abf3dd2b87b08c9ffc92/plot_gmm_covariances.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_gmm_covariances.ipynb</span></code></a></p> | 325 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/471829dadf19abf3dd2b87b08c9ffc92/plot_gmm_covariances.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_gmm_covariances.ipynb</span></code></a></p> |
| 326 | </div> | 326 | </div> |
| 327 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 327 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 328 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/22c1b876aa7bf8b912208cbfed5299c7/plot_gmm_covariances.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_gmm_covariances.py</span></code></a></p> | 328 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/22c1b876aa7bf8b912208cbfed5299c7/plot_gmm_covariances.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_gmm_covariances.py</span></code></a></p> |
| 329 | </div> | 329 | </div> |
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| 337 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 337 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 338 | </section> | 338 | </section> |
| 339 | ······</div> | 339 | ······</div> |
| 340 | ····<div·class="container"> | 340 | ····<div·class="container"> |
| 341 | ······<footer·class="sk-content-footer"> | 341 | ······<footer·class="sk-content-footer"> |
| 342 | ············©·2007·-·202 | 342 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 343 | ··········<a·href="../../_sources/auto_examples/mixture/plot_gmm_covariances.rst.txt"·rel="nofollow">Show·this·page·source</a> | 343 | ··········<a·href="../../_sources/auto_examples/mixture/plot_gmm_covariances.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 344 | ······</footer> | 344 | ······</footer> |
| 345 | ····</div> | 345 | ····</div> |
| 346 | ··</div> | 346 | ··</div> |
| 347 | </div> | 347 | </div> |
| 348 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 348 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 157 | ····plt.yticks(()) | 157 | ····plt.yticks(()) |
| 158 | ····plt.title(name) | 158 | ····plt.title(name) |
| 159 | plt.legend(scatterpoints=1,·loc="lower·right",·prop=dict(size=12)) | 159 | plt.legend(scatterpoints=1,·loc="lower·right",·prop=dict(size=12)) |
| 160 | plt.show() | 160 | plt.show() |
| 161 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.2 | 161 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.224·seconds) |
| 162 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8m_\x8m_\x8__\x8c_\x8o_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 162 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8m_\x8m_\x8__\x8c_\x8o_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 163 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8m_\x8m_\x8__\x8c_\x8o_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e_\x8s_\x8._\x8p_\x8y | 163 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8m_\x8m_\x8__\x8c_\x8o_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e_\x8s_\x8._\x8p_\x8y |
| 164 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8m_\x8m_\x8__\x8c_\x8o_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e_\x8s_\x8._\x8z_\x8i_\x8p | 164 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8m_\x8m_\x8__\x8c_\x8o_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e_\x8s_\x8._\x8z_\x8i_\x8p |
| 165 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 165 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 166 | ©·2007·-·202 | 166 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 210 | initialization·times·tend·to·have·a·greater·number·of·iterations·to·converge.</p> | 210 | initialization·times·tend·to·have·a·greater·number·of·iterations·to·converge.</p> |
| 211 | <p>The·initialization·time·is·the·ratio·of·the·time·taken·for·that·method·versus | 211 | <p>The·initialization·time·is·the·ratio·of·the·time·taken·for·that·method·versus |
| 212 | the·time·taken·for·the·default·<em>kmeans</em>·method.·As·you·can·see·all·three | 212 | the·time·taken·for·the·default·<em>kmeans</em>·method.·As·you·can·see·all·three |
| 213 | alternative·methods·take·less·time·to·initialize·when·compared·to·<em>kmeans</em>.</p> | 213 | alternative·methods·take·less·time·to·initialize·when·compared·to·<em>kmeans</em>.</p> |
| 214 | <p>In·this·example,·when·initialized·with·<em>random_from_data</em>·or·<em>random</em>·the·model·takes | 214 | <p>In·this·example,·when·initialized·with·<em>random_from_data</em>·or·<em>random</em>·the·model·takes |
| 215 | more·iterations·to·converge.·Here·<em>k-means++</em>·does·a·good·job·of·both·low | 215 | more·iterations·to·converge.·Here·<em>k-means++</em>·does·a·good·job·of·both·low |
| 216 | time·to·initialize·and·low·number·of·GaussianMixture·iterations·to·converge.</p> | 216 | time·to·initialize·and·low·number·of·GaussianMixture·iterations·to·converge.</p> |
| 217 | <img·src="../../_images/sphx_glr_plot_gmm_init_001.png"·srcset="../../_images/sphx_glr_plot_gmm_init_001.png"·alt="GMM·iterations·and·relative·time·taken·to·initialize,·kmeans,·Iter·8·|·Init·Time·1.00x,·random_from_data,·Iter·137·|·Init·Time·0.5 | 217 | <img·src="../../_images/sphx_glr_plot_gmm_init_001.png"·srcset="../../_images/sphx_glr_plot_gmm_init_001.png"·alt="GMM·iterations·and·relative·time·taken·to·initialize,·kmeans,·Iter·8·|·Init·Time·1.00x,·random_from_data,·Iter·137·|·Init·Time·0.54x,·k-means++,·Iter·11·|·Init·Time·0.75x,·random,·Iter·47·|·Init·Time·0.59x"·class·=·"sphx-glr-single-img"/><div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="c1">#·Author:·Gordon·Walsh·<gordon.p.walsh@gmail.com></span> |
| 218 | <span·class="c1">#·Data·generation·code·from·Jake·Vanderplas·<vanderplas@astro.washington.edu></span> | 218 | <span·class="c1">#·Data·generation·code·from·Jake·Vanderplas·<vanderplas@astro.washington.edu></span> |
| 219 | <span·class="kn">from</span>·<span·class="nn">timeit</span>·<span·class="kn">import</span>·<span·class="n">default_timer</span>·<span·class="k">as</span>·<span·class="n">timer</span> | 219 | <span·class="kn">from</span>·<span·class="nn">timeit</span>·<span·class="kn">import</span>·<span·class="n">default_timer</span>·<span·class="k">as</span>·<span·class="n">timer</span> |
| 220 | <span·class="kn">import</span>·<span·class="nn">matplotlib.pyplot</span>·<span·class="k">as</span>·<span·class="nn">plt</span> | 220 | <span·class="kn">import</span>·<span·class="nn">matplotlib.pyplot</span>·<span·class="k">as</span>·<span·class="nn">plt</span> |
| 221 | <span·class="kn">import</span>·<span·class="nn">numpy</span>·<span·class="k">as</span>·<span·class="nn">np</span> | 221 | <span·class="kn">import</span>·<span·class="nn">numpy</span>·<span·class="k">as</span>·<span·class="nn">np</span> |
| Offset 287, 15 lines modified | Offset 287, 15 lines modified | ||
| 287 | ········<span·class="n">loc</span><span·class="o">=</span><span·class="s2">"right"</span><span·class="p">,</span> | 287 | ········<span·class="n">loc</span><span·class="o">=</span><span·class="s2">"right"</span><span·class="p">,</span> |
| 288 | ········<span·class="n">fontsize</span><span·class="o">=</span><span·class="mi">10</span><span·class="p">,</span> | 288 | ········<span·class="n">fontsize</span><span·class="o">=</span><span·class="mi">10</span><span·class="p">,</span> |
| 289 | ····<span·class="p">)</span> | 289 | ····<span·class="p">)</span> |
| 290 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">suptitle</span><span·class="p">(</span><span·class="s2">"GMM·iterations·and·relative·time·taken·to·initialize"</span><span·class="p">)</span> | 290 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">suptitle</span><span·class="p">(</span><span·class="s2">"GMM·iterations·and·relative·time·taken·to·initialize"</span><span·class="p">)</span> |
| 291 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 291 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 292 | </pre></div> | 292 | </pre></div> |
| 293 | </div> | 293 | </div> |
| 294 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.8 | 294 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.840·seconds)</p> |
| 295 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-mixture-plot-gmm-init-py"> | 295 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-mixture-plot-gmm-init-py"> |
| 296 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 296 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 297 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/4969738e4f46f5753249be090ab7b3f5/plot_gmm_init.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_gmm_init.ipynb</span></code></a></p> | 297 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/4969738e4f46f5753249be090ab7b3f5/plot_gmm_init.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_gmm_init.ipynb</span></code></a></p> |
| 298 | </div> | 298 | </div> |
| 299 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 299 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 300 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/d192b2d76067841f677150ddd9ea42bf/plot_gmm_init.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_gmm_init.py</span></code></a></p> | 300 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/d192b2d76067841f677150ddd9ea42bf/plot_gmm_init.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_gmm_init.py</span></code></a></p> |
| 301 | </div> | 301 | </div> |
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| 306 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 306 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 307 | </section> | 307 | </section> |
| 308 | ······</div> | 308 | ······</div> |
| 309 | ····<div·class="container"> | 309 | ····<div·class="container"> |
| 310 | ······<footer·class="sk-content-footer"> | 310 | ······<footer·class="sk-content-footer"> |
| 311 | ············©·2007·-·202 | 311 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 312 | ··········<a·href="../../_sources/auto_examples/mixture/plot_gmm_init.rst.txt"·rel="nofollow">Show·this·page·source</a> | 312 | ··········<a·href="../../_sources/auto_examples/mixture/plot_gmm_init.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 313 | ······</footer> | 313 | ······</footer> |
| 314 | ····</div> | 314 | ····</div> |
| 315 | ··</div> | 315 | ··</div> |
| 316 | </div> | 316 | </div> |
| 317 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 317 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 49 | The·initialization·time·is·the·ratio·of·the·time·taken·for·that·method·versus | 49 | The·initialization·time·is·the·ratio·of·the·time·taken·for·that·method·versus |
| 50 | the·time·taken·for·the·default·k\x8km\x8me\x8ea\x8an\x8ns\x8s·method.·As·you·can·see·all·three | 50 | the·time·taken·for·the·default·k\x8km\x8me\x8ea\x8an\x8ns\x8s·method.·As·you·can·see·all·three |
| 51 | alternative·methods·take·less·time·to·initialize·when·compared·to·k\x8km\x8me\x8ea\x8an\x8ns\x8s. | 51 | alternative·methods·take·less·time·to·initialize·when·compared·to·k\x8km\x8me\x8ea\x8an\x8ns\x8s. |
| 52 | In·this·example,·when·initialized·with·r\x8ra\x8an\x8nd\x8do\x8om\x8m_\x8_f\x8fr\x8ro\x8om\x8m_\x8_d\x8da\x8at\x8ta\x8a·or·r\x8ra\x8an\x8nd\x8do\x8om\x8m·the·model | 52 | In·this·example,·when·initialized·with·r\x8ra\x8an\x8nd\x8do\x8om\x8m_\x8_f\x8fr\x8ro\x8om\x8m_\x8_d\x8da\x8at\x8ta\x8a·or·r\x8ra\x8an\x8nd\x8do\x8om\x8m·the·model |
| 53 | takes·more·iterations·to·converge.·Here·k\x8k-\x8-m\x8me\x8ea\x8an\x8ns\x8s+\x8++\x8+·does·a·good·job·of·both·low | 53 | takes·more·iterations·to·converge.·Here·k\x8k-\x8-m\x8me\x8ea\x8an\x8ns\x8s+\x8++\x8+·does·a·good·job·of·both·low |
| 54 | time·to·initialize·and·low·number·of·GaussianMixture·iterations·to·converge. | 54 | time·to·initialize·and·low·number·of·GaussianMixture·iterations·to·converge. |
| 55 | [GMM·iterations·and·relative·time·taken·to·initialize,·kmeans,·Iter·8·|·Init | 55 | [GMM·iterations·and·relative·time·taken·to·initialize,·kmeans,·Iter·8·|·Init |
| 56 | Time·1.00x,·random_from_data,·Iter·137·|·Init·Time·0.5 | 56 | Time·1.00x,·random_from_data,·Iter·137·|·Init·Time·0.54x,·k-means++,·Iter·11·| |
| 57 | Init·Time·0.7 | 57 | Init·Time·0.75x,·random,·Iter·47·|·Init·Time·0.59x] |
| 58 | #·Author:·Gordon·Walsh·<gordon.p.walsh@gmail.com> | 58 | #·Author:·Gordon·Walsh·<gordon.p.walsh@gmail.com> |
| 59 | #·Data·generation·code·from·Jake·Vanderplas·<vanderplas@astro.washington.edu> | 59 | #·Data·generation·code·from·Jake·Vanderplas·<vanderplas@astro.washington.edu> |
| 60 | from·timeit·import·default_timer·as·timer | 60 | from·timeit·import·default_timer·as·timer |
| 61 | import·matplotlib.pyplot·as·plt | 61 | import·matplotlib.pyplot·as·plt |
| 62 | import·numpy·as·np | 62 | import·numpy·as·np |
| Offset 129, 13 lines modified | Offset 129, 13 lines modified | ||
| 129 | ····plt.title( | 129 | ····plt.title( |
| 130 | ········"Iter·%i·|·Init·Time·%.2fx"·%·(gmm.n_iter_,·relative_times[method]), | 130 | ········"Iter·%i·|·Init·Time·%.2fx"·%·(gmm.n_iter_,·relative_times[method]), |
| 131 | ········loc="right", | 131 | ········loc="right", |
| 132 | ········fontsize=10, | 132 | ········fontsize=10, |
| 133 | ····) | 133 | ····) |
| 134 | plt.suptitle("GMM·iterations·and·relative·time·taken·to·initialize") | 134 | plt.suptitle("GMM·iterations·and·relative·time·taken·to·initialize") |
| 135 | plt.show() | 135 | plt.show() |
| 136 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.8 | 136 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.840·seconds) |
| 137 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8m_\x8m_\x8__\x8i_\x8n_\x8i_\x8t_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 137 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8m_\x8m_\x8__\x8i_\x8n_\x8i_\x8t_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 138 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8m_\x8m_\x8__\x8i_\x8n_\x8i_\x8t_\x8._\x8p_\x8y | 138 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8m_\x8m_\x8__\x8i_\x8n_\x8i_\x8t_\x8._\x8p_\x8y |
| 139 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8m_\x8m_\x8__\x8i_\x8n_\x8i_\x8t_\x8._\x8z_\x8i_\x8p | 139 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8m_\x8m_\x8__\x8i_\x8n_\x8i_\x8t_\x8._\x8z_\x8i_\x8p |
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| 141 | ©·2007·-·202 | 141 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 7 | <head> | 7 | <head> |
| 8 | ··<meta·charset="utf-8"> | 8 | ··<meta·charset="utf-8"> |
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| 14 | <meta·property="og:description"·content="Plot·the·density·estimation·of·a·mixture·of·two·Gaussians.·Data·is·generated·from·two·Gaussians·with·different·centers·and·covariance·matrices.·Total·running·time·of·the·script:(0·minutes·0.13 | 14 | <meta·property="og:description"·content="Plot·the·density·estimation·of·a·mixture·of·two·Gaussians.·Data·is·generated·from·two·Gaussians·with·different·centers·and·covariance·matrices.·Total·running·time·of·the·script:(0·minutes·0.130·sec..."·/> |
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| 18 | ··<meta·name="viewport"·content="width=device-width,·initial-scale=1.0"> | 18 | ··<meta·name="viewport"·content="width=device-width,·initial-scale=1.0"> |
| 19 | ·· | 19 | ·· |
| 20 | ··<title>Density·Estimation·for·a·Gaussian·mixture·—·scikit-learn·1.4.2·documentation</title> | 20 | ··<title>Density·Estimation·for·a·Gaussian·mixture·—·scikit-learn·1.4.2·documentation</title> |
| 21 | ·· | 21 | ·· |
| 22 | ··<link·rel="canonical"·href="https://scikit-learn.org/stable/auto_examples/mixture/plot_gmm_pdf.html"·/> | 22 | ··<link·rel="canonical"·href="https://scikit-learn.org/stable/auto_examples/mixture/plot_gmm_pdf.html"·/> |
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| 236 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">scatter</span><span·class="p">(</span><span·class="n">X_train</span><span·class="p">[:,</span>·<span·class="mi">0</span><span·class="p">],</span>·<span·class="n">X_train</span><span·class="p">[:,</span>·<span·class="mi">1</span><span·class="p">],</span>·<span·class="mf">0.8</span><span·class="p">)</span> | 236 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">scatter</span><span·class="p">(</span><span·class="n">X_train</span><span·class="p">[:,</span>·<span·class="mi">0</span><span·class="p">],</span>·<span·class="n">X_train</span><span·class="p">[:,</span>·<span·class="mi">1</span><span·class="p">],</span>·<span·class="mf">0.8</span><span·class="p">)</span> |
| 237 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"Negative·log-likelihood·predicted·by·a·GMM"</span><span·class="p">)</span> | 237 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"Negative·log-likelihood·predicted·by·a·GMM"</span><span·class="p">)</span> |
| 238 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">axis</span><span·class="p">(</span><span·class="s2">"tight"</span><span·class="p">)</span> | 238 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">axis</span><span·class="p">(</span><span·class="s2">"tight"</span><span·class="p">)</span> |
| 239 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 239 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 240 | </pre></div> | 240 | </pre></div> |
| 241 | </div> | 241 | </div> |
| 242 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.13 | 242 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.130·seconds)</p> |
| 243 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-mixture-plot-gmm-pdf-py"> | 243 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-mixture-plot-gmm-pdf-py"> |
| 244 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 244 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 245 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/35ec767dbdc0119a20d1fd2022298627/plot_gmm_pdf.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_gmm_pdf.ipynb</span></code></a></p> | 245 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/35ec767dbdc0119a20d1fd2022298627/plot_gmm_pdf.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_gmm_pdf.ipynb</span></code></a></p> |
| 246 | </div> | 246 | </div> |
| 247 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 247 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 248 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/6bcd24982ec4dfd9c0179937957b9bbd/plot_gmm_pdf.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_gmm_pdf.py</span></code></a></p> | 248 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/6bcd24982ec4dfd9c0179937957b9bbd/plot_gmm_pdf.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_gmm_pdf.py</span></code></a></p> |
| 249 | </div> | 249 | </div> |
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| 255 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 255 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 256 | </section> | 256 | </section> |
| 257 | ······</div> | 257 | ······</div> |
| 258 | ····<div·class="container"> | 258 | ····<div·class="container"> |
| 259 | ······<footer·class="sk-content-footer"> | 259 | ······<footer·class="sk-content-footer"> |
| 260 | ············©·2007·-·202 | 260 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 261 | ··········<a·href="../../_sources/auto_examples/mixture/plot_gmm_pdf.rst.txt"·rel="nofollow">Show·this·page·source</a> | 261 | ··········<a·href="../../_sources/auto_examples/mixture/plot_gmm_pdf.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 263 | ····</div> | 263 | ····</div> |
| 264 | ··</div> | 264 | ··</div> |
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| 72 | ) | 72 | ) |
| 73 | CB·=·plt.colorbar(CS,·shrink=0.8,·extend="both") | 73 | CB·=·plt.colorbar(CS,·shrink=0.8,·extend="both") |
| 74 | plt.scatter(X_train[:,·0],·X_train[:,·1],·0.8) | 74 | plt.scatter(X_train[:,·0],·X_train[:,·1],·0.8) |
| 75 | plt.title("Negative·log-likelihood·predicted·by·a·GMM") | 75 | plt.title("Negative·log-likelihood·predicted·by·a·GMM") |
| 76 | plt.axis("tight") | 76 | plt.axis("tight") |
| 77 | plt.show() | 77 | plt.show() |
| 78 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.13 | 78 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.130·seconds) |
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| 80 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8m_\x8m_\x8__\x8p_\x8d_\x8f_\x8._\x8p_\x8y | 80 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8m_\x8m_\x8__\x8p_\x8d_\x8f_\x8._\x8p_\x8y |
| 81 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8m_\x8m_\x8__\x8p_\x8d_\x8f_\x8._\x8z_\x8i_\x8p | 81 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8m_\x8m_\x8__\x8p_\x8d_\x8f_\x8._\x8z_\x8i_\x8p |
| 82 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 82 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 83 | ©·2007·-·202 | 83 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 676 | ··/*·fitted·*/ | 676 | ··/*·fitted·*/ |
| 677 | ··background-color:·var(--sklearn-color-fitted-level-3); | 677 | ··background-color:·var(--sklearn-color-fitted-level-3); |
| 678 | } | 678 | } |
| 679 | </style><div·id="sk-container-id-16"·class="sk-top-container"><div·class="sk-text-repr-fallback"><pre>GridSearchCV(estimator=GaussianMixture(), | 679 | </style><div·id="sk-container-id-16"·class="sk-top-container"><div·class="sk-text-repr-fallback"><pre>GridSearchCV(estimator=GaussianMixture(), |
| 680 | ·············param_grid={'covariance_type':·['spherical',·'tied',·'diag', | 680 | ·············param_grid={'covariance_type':·['spherical',·'tied',·'diag', |
| 681 | ·············································'full'], | 681 | ·············································'full'], |
| 682 | ·························'n_components':·range(1,·7)}, | 682 | ·························'n_components':·range(1,·7)}, |
| 683 | ·············scoring=<function·gmm_bic_score·at·0x7f | 683 | ·············scoring=<function·gmm_bic_score·at·0x7f74d10eb740>)</pre><b>In·a·Jupyter·environment,·please·rerun·this·cell·to·show·the·HTML·representation·or·trust·the·notebook.·<br·/>On·GitHub,·the·HTML·representation·is·unable·to·render,·please·try·loading·this·page·with·nbviewer.org.</b></div><div·class="sk-container"·hidden><div·class="sk-item·sk-dashed-wrapped"><div·class="sk-label-container"><div·class="sk-label·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-41"·type="checkbox"·><label·for="sk-estimator-id-41"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> GridSearchCV<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.model_selection.GridSearchCV.html">?<span>Documentation·for·GridSearchCV</span></a><span·class="sk-estimator-doc-link·fitted">i<span>Fitted</span></span></label><div·class="sk-toggleable__content·fitted"><pre>GridSearchCV(estimator=GaussianMixture(), |
| 684 | ·············param_grid={'covariance_type':·['spherical',·'tied',·'diag', | 684 | ·············param_grid={'covariance_type':·['spherical',·'tied',·'diag', |
| 685 | ·············································'full'], | 685 | ·············································'full'], |
| 686 | ·························'n_components':·range(1,·7)}, | 686 | ·························'n_components':·range(1,·7)}, |
| 687 | ·············scoring=<function·gmm_bic_score·at·0x7f | 687 | ·············scoring=<function·gmm_bic_score·at·0x7f74d10eb740>)</pre></div>·</div></div><div·class="sk-parallel"><div·class="sk-parallel-item"><div·class="sk-item"><div·class="sk-label-container"><div·class="sk-label·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-42"·type="checkbox"·><label·for="sk-estimator-id-42"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted">estimator:·GaussianMixture</label><div·class="sk-toggleable__content·fitted"><pre>GaussianMixture()</pre></div>·</div></div><div·class="sk-serial"><div·class="sk-item"><div·class="sk-estimator·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-43"·type="checkbox"·><label·for="sk-estimator-id-43"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> GaussianMixture<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.mixture.GaussianMixture.html">?<span>Documentation·for·GaussianMixture</span></a></label><div·class="sk-toggleable__content·fitted"><pre>GaussianMixture()</pre></div>·</div></div></div></div></div></div></div></div></div> |
| 688 | </div> | 688 | </div> |
| 689 | <br·/> | 689 | <br·/> |
| 690 | <br·/></section> | 690 | <br·/></section> |
| 691 | <section·id="plot-the-bic-scores"> | 691 | <section·id="plot-the-bic-scores"> |
| 692 | <h2>Plot·the·BIC·scores<a·class="headerlink"·href="#plot-the-bic-scores"·title="Link·to·this·heading">¶</a></h2> | 692 | <h2>Plot·the·BIC·scores<a·class="headerlink"·href="#plot-the-bic-scores"·title="Link·to·this·heading">¶</a></h2> |
| 693 | <p>To·ease·the·plotting·we·can·create·a·<code·class="docutils·literal·notranslate"><span·class="pre">pandas.DataFrame</span></code>·from·the·results·of | 693 | <p>To·ease·the·plotting·we·can·create·a·<code·class="docutils·literal·notranslate"><span·class="pre">pandas.DataFrame</span></code>·from·the·results·of |
| 694 | the·cross-validation·done·by·the·grid·search.·We·re-inverse·the·sign·of·the | 694 | the·cross-validation·done·by·the·grid·search.·We·re-inverse·the·sign·of·the |
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| 829 | ····<span·class="sa">f</span><span·class="s2">"Selected·GMM:·</span><span·class="si">{</span><span·class="n">grid_search</span><span·class="o">.</span><span·class="n">best_params_</span><span·class="p">[</span><span·class="s1">'covariance_type'</span><span·class="p">]</span><span·class="si">}</span><span·class="s2">·model,·"</span> | 829 | ····<span·class="sa">f</span><span·class="s2">"Selected·GMM:·</span><span·class="si">{</span><span·class="n">grid_search</span><span·class="o">.</span><span·class="n">best_params_</span><span·class="p">[</span><span·class="s1">'covariance_type'</span><span·class="p">]</span><span·class="si">}</span><span·class="s2">·model,·"</span> |
| 830 | ····<span·class="sa">f</span><span·class="s2">"</span><span·class="si">{</span><span·class="n">grid_search</span><span·class="o">.</span><span·class="n">best_params_</span><span·class="p">[</span><span·class="s1">'n_components'</span><span·class="p">]</span><span·class="si">}</span><span·class="s2">·components"</span> | 830 | ····<span·class="sa">f</span><span·class="s2">"</span><span·class="si">{</span><span·class="n">grid_search</span><span·class="o">.</span><span·class="n">best_params_</span><span·class="p">[</span><span·class="s1">'n_components'</span><span·class="p">]</span><span·class="si">}</span><span·class="s2">·components"</span> |
| 831 | <span·class="p">)</span> | 831 | <span·class="p">)</span> |
| 832 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">axis</span><span·class="p">(</span><span·class="s2">"equal"</span><span·class="p">)</span> | 832 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">axis</span><span·class="p">(</span><span·class="s2">"equal"</span><span·class="p">)</span> |
| 833 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 833 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 834 | </pre></div> | 834 | </pre></div> |
| 835 | </div> | 835 | </div> |
| 836 | <img·src="../../_images/sphx_glr_plot_gmm_selection_003.png"·srcset="../../_images/sphx_glr_plot_gmm_selection_003.png"·alt="Selected·GMM:·full·model,·2·components"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes· | 836 | <img·src="../../_images/sphx_glr_plot_gmm_selection_003.png"·srcset="../../_images/sphx_glr_plot_gmm_selection_003.png"·alt="Selected·GMM:·full·model,·2·components"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1.821·seconds)</p> |
| 837 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-mixture-plot-gmm-selection-py"> | 837 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-mixture-plot-gmm-selection-py"> |
| 838 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 838 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 839 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/ed5e2dba642062278ab833dd7617cfe0/plot_gmm_selection.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_gmm_selection.ipynb</span></code></a></p> | 839 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/ed5e2dba642062278ab833dd7617cfe0/plot_gmm_selection.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_gmm_selection.ipynb</span></code></a></p> |
| 840 | </div> | 840 | </div> |
| 841 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 841 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 842 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/61adcadacdb5cfe445011b0b0d065d44/plot_gmm_selection.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_gmm_selection.py</span></code></a></p> | 842 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/61adcadacdb5cfe445011b0b0d065d44/plot_gmm_selection.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_gmm_selection.py</span></code></a></p> |
| 843 | </div> | 843 | </div> |
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| 849 | </section> | 849 | </section> |
| 850 | </section> | 850 | </section> |
| 851 | ······</div> | 851 | ······</div> |
| 852 | ····<div·class="container"> | 852 | ····<div·class="container"> |
| 853 | ······<footer·class="sk-content-footer"> | 853 | ······<footer·class="sk-content-footer"> |
| 854 | ············©·2007·-·202 | 854 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 855 | ··········<a·href="../../_sources/auto_examples/mixture/plot_gmm_selection.rst.txt"·rel="nofollow">Show·this·page·source</a> | 855 | ··········<a·href="../../_sources/auto_examples/mixture/plot_gmm_selection.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 856 | ······</footer> | 856 | ······</footer> |
| 857 | ····</div> | 857 | ····</div> |
| 858 | ··</div> | 858 | ··</div> |
| 859 | </div> | 859 | </div> |
| 860 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 860 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 97 | ····GaussianMixture(),·param_grid=param_grid,·scoring=gmm_bic_score | 97 | ····GaussianMixture(),·param_grid=param_grid,·scoring=gmm_bic_score |
| 98 | ) | 98 | ) |
| 99 | grid_search.fit(X) | 99 | grid_search.fit(X) |
| 100 | GridSearchCV(estimator=GaussianMixture(), | 100 | GridSearchCV(estimator=GaussianMixture(), |
| 101 | ·············param_grid={'covariance_type':·['spherical',·'tied',·'diag', | 101 | ·············param_grid={'covariance_type':·['spherical',·'tied',·'diag', |
| 102 | ·············································'full'], | 102 | ·············································'full'], |
| 103 | ·························'n_components':·range(1,·7)}, | 103 | ·························'n_components':·range(1,·7)}, |
| 104 | ·············scoring=<function·gmm_bic_score·at·0x7f | 104 | ·············scoring=<function·gmm_bic_score·at·0x7f74d10eb740>) |
| 105 | I\x8In\x8n·a\x8a·J\x8Ju\x8up\x8py\x8yt\x8te\x8er\x8r·e\x8en\x8nv\x8vi\x8ir\x8ro\x8on\x8nm\x8me\x8en\x8nt\x8t,\x8,·p\x8pl\x8le\x8ea\x8as\x8se\x8e·r\x8re\x8er\x8ru\x8un\x8n·t\x8th\x8hi\x8is\x8s·c\x8ce\x8el\x8ll\x8l·t\x8to\x8o·s\x8sh\x8ho\x8ow\x8w·t\x8th\x8he\x8e·H\x8HT\x8TM\x8ML\x8L | 105 | I\x8In\x8n·a\x8a·J\x8Ju\x8up\x8py\x8yt\x8te\x8er\x8r·e\x8en\x8nv\x8vi\x8ir\x8ro\x8on\x8nm\x8me\x8en\x8nt\x8t,\x8,·p\x8pl\x8le\x8ea\x8as\x8se\x8e·r\x8re\x8er\x8ru\x8un\x8n·t\x8th\x8hi\x8is\x8s·c\x8ce\x8el\x8ll\x8l·t\x8to\x8o·s\x8sh\x8ho\x8ow\x8w·t\x8th\x8he\x8e·H\x8HT\x8TM\x8ML\x8L |
| 106 | r\x8re\x8ep\x8pr\x8re\x8es\x8se\x8en\x8nt\x8ta\x8at\x8ti\x8io\x8on\x8n·o\x8or\x8r·t\x8tr\x8ru\x8us\x8st\x8t·t\x8th\x8he\x8e·n\x8no\x8ot\x8te\x8eb\x8bo\x8oo\x8ok\x8k.\x8. | 106 | r\x8re\x8ep\x8pr\x8re\x8es\x8se\x8en\x8nt\x8ta\x8at\x8ti\x8io\x8on\x8n·o\x8or\x8r·t\x8tr\x8ru\x8us\x8st\x8t·t\x8th\x8he\x8e·n\x8no\x8ot\x8te\x8eb\x8bo\x8oo\x8ok\x8k.\x8. |
| 107 | O\x8On\x8n·G\x8Gi\x8it\x8tH\x8Hu\x8ub\x8b,\x8,·t\x8th\x8he\x8e·H\x8HT\x8TM\x8ML\x8L·r\x8re\x8ep\x8pr\x8re\x8es\x8se\x8en\x8nt\x8ta\x8at\x8ti\x8io\x8on\x8n·i\x8is\x8s·u\x8un\x8na\x8ab\x8bl\x8le\x8e·t\x8to\x8o·r\x8re\x8en\x8nd\x8de\x8er\x8r,\x8,·p\x8pl\x8le\x8ea\x8as\x8se\x8e·t\x8tr\x8ry\x8y·l\x8lo\x8oa\x8ad\x8di\x8in\x8ng\x8g·t\x8th\x8hi\x8is\x8s | 107 | O\x8On\x8n·G\x8Gi\x8it\x8tH\x8Hu\x8ub\x8b,\x8,·t\x8th\x8he\x8e·H\x8HT\x8TM\x8ML\x8L·r\x8re\x8ep\x8pr\x8re\x8es\x8se\x8en\x8nt\x8ta\x8at\x8ti\x8io\x8on\x8n·i\x8is\x8s·u\x8un\x8na\x8ab\x8bl\x8le\x8e·t\x8to\x8o·r\x8re\x8en\x8nd\x8de\x8er\x8r,\x8,·p\x8pl\x8le\x8ea\x8as\x8se\x8e·t\x8tr\x8ry\x8y·l\x8lo\x8oa\x8ad\x8di\x8in\x8ng\x8g·t\x8th\x8hi\x8is\x8s |
| 108 | p\x8pa\x8ag\x8ge\x8e·w\x8wi\x8it\x8th\x8h·n\x8nb\x8bv\x8vi\x8ie\x8ew\x8we\x8er\x8r.\x8.o\x8or\x8rg\x8g.\x8. | 108 | p\x8pa\x8ag\x8ge\x8e·w\x8wi\x8it\x8th\x8h·n\x8nb\x8bv\x8vi\x8ie\x8ew\x8we\x8er\x8r.\x8.o\x8or\x8rg\x8g.\x8. |
| 109 | [·] GridSearchCV_\x8?_\x8D_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8G_\x8r_\x8i_\x8d_\x8S_\x8e_\x8a_\x8r_\x8c_\x8h_\x8C_\x8ViFitted | 109 | [·] GridSearchCV_\x8?_\x8D_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8G_\x8r_\x8i_\x8d_\x8S_\x8e_\x8a_\x8r_\x8c_\x8h_\x8C_\x8ViFitted |
| 110 | GridSearchCV(estimator=GaussianMixture(), | 110 | GridSearchCV(estimator=GaussianMixture(), |
| 111 | ·············param_grid={'covariance_type':·['spherical',·'tied',·'diag', | 111 | ·············param_grid={'covariance_type':·['spherical',·'tied',·'diag', |
| 112 | ·············································'full'], | 112 | ·············································'full'], |
| 113 | ·························'n_components':·range(1,·7)}, | 113 | ·························'n_components':·range(1,·7)}, |
| 114 | ·············scoring=<function·gmm_bic_score·at·0x7f | 114 | ·············scoring=<function·gmm_bic_score·at·0x7f74d10eb740>) |
| 115 | [·]estimator:·GaussianMixture | 115 | [·]estimator:·GaussianMixture |
| 116 | GaussianMixture() | 116 | GaussianMixture() |
| 117 | [·] GaussianMixture_\x8?_\x8D_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8M_\x8i_\x8x_\x8t_\x8u_\x8r_\x8e | 117 | [·] GaussianMixture_\x8?_\x8D_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8M_\x8i_\x8x_\x8t_\x8u_\x8r_\x8e |
| 118 | GaussianMixture() | 118 | GaussianMixture() |
| 119 | *\x8**\x8**\x8**\x8**\x8*·P\x8Pl\x8lo\x8ot\x8t·t\x8th\x8he\x8e·B\x8BI\x8IC\x8C·s\x8sc\x8co\x8or\x8re\x8es\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 119 | *\x8**\x8**\x8**\x8**\x8*·P\x8Pl\x8lo\x8ot\x8t·t\x8th\x8he\x8e·B\x8BI\x8IC\x8C·s\x8sc\x8co\x8or\x8re\x8es\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
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| 199 | plt.title( | 199 | plt.title( |
| 200 | ····f"Selected·GMM:·{grid_search.best_params_['covariance_type']}·model,·" | 200 | ····f"Selected·GMM:·{grid_search.best_params_['covariance_type']}·model,·" |
| 201 | ····f"{grid_search.best_params_['n_components']}·components" | 201 | ····f"{grid_search.best_params_['n_components']}·components" |
| 202 | ) | 202 | ) |
| 203 | plt.axis("equal") | 203 | plt.axis("equal") |
| 204 | plt.show() | 204 | plt.show() |
| 205 | [Selected·GMM:·full·model,·2·components] | 205 | [Selected·GMM:·full·model,·2·components] |
| 206 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes· | 206 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1.821·seconds) |
| 207 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8m_\x8m_\x8__\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 207 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8m_\x8m_\x8__\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 208 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8m_\x8m_\x8__\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y | 208 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8m_\x8m_\x8__\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y |
| 209 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8m_\x8m_\x8__\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p | 209 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8m_\x8m_\x8__\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p |
| 210 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 210 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 211 | ©·2007·-·202 | 211 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 365 | ····<span·class="s2">"Gaussian·mixture·with·a·Dirichlet·process·prior·"</span> | 365 | ····<span·class="s2">"Gaussian·mixture·with·a·Dirichlet·process·prior·"</span> |
| 366 | ····<span·class="sa">r</span><span·class="s2">"for·$\gamma_0=100$·sampled·with·$2000$·samples."</span><span·class="p">,</span> | 366 | ····<span·class="sa">r</span><span·class="s2">"for·$\gamma_0=100$·sampled·with·$2000$·samples."</span><span·class="p">,</span> |
| 367 | <span·class="p">)</span> | 367 | <span·class="p">)</span> |
| 368 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 368 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 369 | </pre></div> | 369 | </pre></div> |
| 370 | </div> | 370 | </div> |
| 371 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.5 | 371 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.516·seconds)</p> |
| 372 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-mixture-plot-gmm-sin-py"> | 372 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-mixture-plot-gmm-sin-py"> |
| 373 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 373 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 374 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/82b113d6a139ff1d978ca9188dc8f15c/plot_gmm_sin.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_gmm_sin.ipynb</span></code></a></p> | 374 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/82b113d6a139ff1d978ca9188dc8f15c/plot_gmm_sin.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_gmm_sin.ipynb</span></code></a></p> |
| 375 | </div> | 375 | </div> |
| 376 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 376 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 377 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/2d0762e90c243d288bfdebfc1ddb009e/plot_gmm_sin.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_gmm_sin.py</span></code></a></p> | 377 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/2d0762e90c243d288bfdebfc1ddb009e/plot_gmm_sin.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_gmm_sin.py</span></code></a></p> |
| 378 | </div> | 378 | </div> |
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| 384 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 384 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 385 | </section> | 385 | </section> |
| 386 | ······</div> | 386 | ······</div> |
| 387 | ····<div·class="container"> | 387 | ····<div·class="container"> |
| 388 | ······<footer·class="sk-content-footer"> | 388 | ······<footer·class="sk-content-footer"> |
| 389 | ············©·2007·-·202 | 389 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 390 | ··········<a·href="../../_sources/auto_examples/mixture/plot_gmm_sin.rst.txt"·rel="nofollow">Show·this·page·source</a> | 390 | ··········<a·href="../../_sources/auto_examples/mixture/plot_gmm_sin.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 391 | ······</footer> | 391 | ······</footer> |
| 392 | ····</div> | 392 | ····</div> |
| 393 | ··</div> | 393 | ··</div> |
| 394 | </div> | 394 | </div> |
| 395 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 395 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 211 | ····dpgmm.n_components, | 211 | ····dpgmm.n_components, |
| 212 | ····1, | 212 | ····1, |
| 213 | ····"Gaussian·mixture·with·a·Dirichlet·process·prior·" | 213 | ····"Gaussian·mixture·with·a·Dirichlet·process·prior·" |
| 214 | ····r"for·$\gamma_0=100$·sampled·with·$2000$·samples.", | 214 | ····r"for·$\gamma_0=100$·sampled·with·$2000$·samples.", |
| 215 | ) | 215 | ) |
| 216 | plt.show() | 216 | plt.show() |
| 217 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.5 | 217 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.516·seconds) |
| 218 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8m_\x8m_\x8__\x8s_\x8i_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 218 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8m_\x8m_\x8__\x8s_\x8i_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 219 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8m_\x8m_\x8__\x8s_\x8i_\x8n_\x8._\x8p_\x8y | 219 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8m_\x8m_\x8__\x8s_\x8i_\x8n_\x8._\x8p_\x8y |
| 220 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8m_\x8m_\x8__\x8s_\x8i_\x8n_\x8._\x8z_\x8i_\x8p | 220 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8m_\x8m_\x8__\x8s_\x8i_\x8n_\x8._\x8z_\x8i_\x8p |
| 221 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 221 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 222 | ©·2007·-·202 | 222 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 259 | </div> | 259 | </div> |
| 260 | </section> | 260 | </section> |
| 261 | ······</div> | 261 | ······</div> |
| 262 | ····<div·class="container"> | 262 | ····<div·class="container"> |
| 263 | ······<footer·class="sk-content-footer"> | 263 | ······<footer·class="sk-content-footer"> |
| 264 | ············©·2007·-·202 | 264 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 265 | ··········<a·href="../../_sources/auto_examples/model_selection/index.rst.txt"·rel="nofollow">Show·this·page·source</a> | 265 | ··········<a·href="../../_sources/auto_examples/model_selection/index.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 266 | ······</footer> | 266 | ······</footer> |
| 267 | ····</div> | 267 | ····</div> |
| 268 | ··</div> | 268 | ··</div> |
| 269 | </div> | 269 | </div> |
| 270 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 270 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 70 | Test·with·permutations·the·significance·of·a·classification·score | 70 | Test·with·permutations·the·significance·of·a·classification·score |
| 71 | _\x8T_\x8r_\x8a_\x8i_\x8n_\x8·_\x8e_\x8r_\x8r_\x8o_\x8r_\x8·_\x8v_\x8s_\x8·_\x8T_\x8e_\x8s_\x8t_\x8·_\x8e_\x8r_\x8r_\x8o_\x8r | 71 | _\x8T_\x8r_\x8a_\x8i_\x8n_\x8·_\x8e_\x8r_\x8r_\x8o_\x8r_\x8·_\x8v_\x8s_\x8·_\x8T_\x8e_\x8s_\x8t_\x8·_\x8e_\x8r_\x8r_\x8o_\x8r |
| 72 | Train·error·vs·Test·error | 72 | Train·error·vs·Test·error |
| 73 | _\x8U_\x8n_\x8d_\x8e_\x8r_\x8f_\x8i_\x8t_\x8t_\x8i_\x8n_\x8g_\x8·_\x8v_\x8s_\x8._\x8·_\x8O_\x8v_\x8e_\x8r_\x8f_\x8i_\x8t_\x8t_\x8i_\x8n_\x8g | 73 | _\x8U_\x8n_\x8d_\x8e_\x8r_\x8f_\x8i_\x8t_\x8t_\x8i_\x8n_\x8g_\x8·_\x8v_\x8s_\x8._\x8·_\x8O_\x8v_\x8e_\x8r_\x8f_\x8i_\x8t_\x8t_\x8i_\x8n_\x8g |
| 74 | Underfitting·vs.·Overfitting | 74 | Underfitting·vs.·Overfitting |
| 75 | _\x8V_\x8i_\x8s_\x8u_\x8a_\x8l_\x8i_\x8z_\x8i_\x8n_\x8g_\x8·_\x8c_\x8r_\x8o_\x8s_\x8s_\x8-_\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8b_\x8e_\x8h_\x8a_\x8v_\x8i_\x8o_\x8r_\x8·_\x8i_\x8n_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n | 75 | _\x8V_\x8i_\x8s_\x8u_\x8a_\x8l_\x8i_\x8z_\x8i_\x8n_\x8g_\x8·_\x8c_\x8r_\x8o_\x8s_\x8s_\x8-_\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8b_\x8e_\x8h_\x8a_\x8v_\x8i_\x8o_\x8r_\x8·_\x8i_\x8n_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n |
| 76 | Visualizing·cross-validation·behavior·in·scikit-learn | 76 | Visualizing·cross-validation·behavior·in·scikit-learn |
| 77 | ©·2007·-·202 | 77 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 266 | ····<span·class="nb">print</span><span·class="p">(</span><span·class="n">title</span><span·class="p">)</span> | 266 | ····<span·class="nb">print</span><span·class="p">(</span><span·class="n">title</span><span·class="p">)</span> |
| 267 | ····<span·class="nb">print</span><span·class="p">(</span><span·class="n">disp</span><span·class="o">.</span><span·class="n">confusion_matrix</span><span·class="p">)</span> | 267 | ····<span·class="nb">print</span><span·class="p">(</span><span·class="n">disp</span><span·class="o">.</span><span·class="n">confusion_matrix</span><span·class="p">)</span> |
| 268 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 268 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 269 | </pre></div> | 269 | </pre></div> |
| 270 | </div> | 270 | </div> |
| 271 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0. | 271 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.249·seconds)</p> |
| 272 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-model-selection-plot-confusion-matrix-py"> | 272 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-model-selection-plot-confusion-matrix-py"> |
| 273 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 273 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 274 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/9ad55bf68758018c9961815802c65e18/plot_confusion_matrix.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_confusion_matrix.ipynb</span></code></a></p> | 274 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/9ad55bf68758018c9961815802c65e18/plot_confusion_matrix.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_confusion_matrix.ipynb</span></code></a></p> |
| 275 | </div> | 275 | </div> |
| 276 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 276 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 277 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/d6fdb17f9d063111bf8547f1af312fc5/plot_confusion_matrix.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_confusion_matrix.py</span></code></a></p> | 277 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/d6fdb17f9d063111bf8547f1af312fc5/plot_confusion_matrix.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_confusion_matrix.py</span></code></a></p> |
| 278 | </div> | 278 | </div> |
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| 285 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 285 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 286 | </section> | 286 | </section> |
| 287 | ······</div> | 287 | ······</div> |
| 288 | ····<div·class="container"> | 288 | ····<div·class="container"> |
| 289 | ······<footer·class="sk-content-footer"> | 289 | ······<footer·class="sk-content-footer"> |
| 290 | ············©·2007·-·202 | 290 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 291 | ··········<a·href="../../_sources/auto_examples/model_selection/plot_confusion_matrix.rst.txt"·rel="nofollow">Show·this·page·source</a> | 291 | ··········<a·href="../../_sources/auto_examples/model_selection/plot_confusion_matrix.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 292 | ······</footer> | 292 | ······</footer> |
| 293 | ····</div> | 293 | ····</div> |
| 294 | ··</div> | 294 | ··</div> |
| 295 | </div> | 295 | </div> |
| 296 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 296 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 93 | ····) | 93 | ····) |
| 94 | ····disp.ax_.set_title(title) | 94 | ····disp.ax_.set_title(title) |
| 95 | ····print(title) | 95 | ····print(title) |
| 96 | ····print(disp.confusion_matrix) | 96 | ····print(disp.confusion_matrix) |
| 97 | plt.show() | 97 | plt.show() |
| 98 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0. | 98 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.249·seconds) |
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| 100 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8n_\x8f_\x8u_\x8s_\x8i_\x8o_\x8n_\x8__\x8m_\x8a_\x8t_\x8r_\x8i_\x8x_\x8._\x8p_\x8y | 100 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8n_\x8f_\x8u_\x8s_\x8i_\x8o_\x8n_\x8__\x8m_\x8a_\x8t_\x8r_\x8i_\x8x_\x8._\x8p_\x8y |
| 101 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8n_\x8f_\x8u_\x8s_\x8i_\x8o_\x8n_\x8__\x8m_\x8a_\x8t_\x8r_\x8i_\x8x_\x8._\x8z_\x8i_\x8p | 101 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8n_\x8f_\x8u_\x8s_\x8i_\x8o_\x8n_\x8__\x8m_\x8a_\x8t_\x8r_\x8i_\x8x_\x8._\x8z_\x8i_\x8p |
| 102 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 102 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 103 | ©·2007·-·202 | 103 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 410 | <li><img·src="../../_images/sphx_glr_plot_cv_indices_008.png"·srcset="../../_images/sphx_glr_plot_cv_indices_008.png"·alt="ShuffleSplit"·class·=·"sphx-glr-multi-img"/></li> | 410 | <li><img·src="../../_images/sphx_glr_plot_cv_indices_008.png"·srcset="../../_images/sphx_glr_plot_cv_indices_008.png"·alt="ShuffleSplit"·class·=·"sphx-glr-multi-img"/></li> |
| 411 | <li><img·src="../../_images/sphx_glr_plot_cv_indices_009.png"·srcset="../../_images/sphx_glr_plot_cv_indices_009.png"·alt="StratifiedKFold"·class·=·"sphx-glr-multi-img"/></li> | 411 | <li><img·src="../../_images/sphx_glr_plot_cv_indices_009.png"·srcset="../../_images/sphx_glr_plot_cv_indices_009.png"·alt="StratifiedKFold"·class·=·"sphx-glr-multi-img"/></li> |
| 412 | <li><img·src="../../_images/sphx_glr_plot_cv_indices_010.png"·srcset="../../_images/sphx_glr_plot_cv_indices_010.png"·alt="StratifiedGroupKFold"·class·=·"sphx-glr-multi-img"/></li> | 412 | <li><img·src="../../_images/sphx_glr_plot_cv_indices_010.png"·srcset="../../_images/sphx_glr_plot_cv_indices_010.png"·alt="StratifiedGroupKFold"·class·=·"sphx-glr-multi-img"/></li> |
| 413 | <li><img·src="../../_images/sphx_glr_plot_cv_indices_011.png"·srcset="../../_images/sphx_glr_plot_cv_indices_011.png"·alt="GroupShuffleSplit"·class·=·"sphx-glr-multi-img"/></li> | 413 | <li><img·src="../../_images/sphx_glr_plot_cv_indices_011.png"·srcset="../../_images/sphx_glr_plot_cv_indices_011.png"·alt="GroupShuffleSplit"·class·=·"sphx-glr-multi-img"/></li> |
| 414 | <li><img·src="../../_images/sphx_glr_plot_cv_indices_012.png"·srcset="../../_images/sphx_glr_plot_cv_indices_012.png"·alt="StratifiedShuffleSplit"·class·=·"sphx-glr-multi-img"/></li> | 414 | <li><img·src="../../_images/sphx_glr_plot_cv_indices_012.png"·srcset="../../_images/sphx_glr_plot_cv_indices_012.png"·alt="StratifiedShuffleSplit"·class·=·"sphx-glr-multi-img"/></li> |
| 415 | <li><img·src="../../_images/sphx_glr_plot_cv_indices_013.png"·srcset="../../_images/sphx_glr_plot_cv_indices_013.png"·alt="TimeSeriesSplit"·class·=·"sphx-glr-multi-img"/></li> | 415 | <li><img·src="../../_images/sphx_glr_plot_cv_indices_013.png"·srcset="../../_images/sphx_glr_plot_cv_indices_013.png"·alt="TimeSeriesSplit"·class·=·"sphx-glr-multi-img"/></li> |
| 416 | </ul> | 416 | </ul> |
| 417 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1. | 417 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1.977·seconds)</p> |
| 418 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-model-selection-plot-cv-indices-py"> | 418 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-model-selection-plot-cv-indices-py"> |
| 419 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 419 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 420 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/49cd91d05440a1c88b074430761aeb76/plot_cv_indices.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_cv_indices.ipynb</span></code></a></p> | 420 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/49cd91d05440a1c88b074430761aeb76/plot_cv_indices.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_cv_indices.ipynb</span></code></a></p> |
| 421 | </div> | 421 | </div> |
| 422 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 422 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 423 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/f1caa332331b42f32518c03ec8a71341/plot_cv_indices.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_cv_indices.py</span></code></a></p> | 423 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/f1caa332331b42f32518c03ec8a71341/plot_cv_indices.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_cv_indices.py</span></code></a></p> |
| 424 | </div> | 424 | </div> |
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| 430 | </section> | 430 | </section> |
| 431 | </section> | 431 | </section> |
| 432 | ······</div> | 432 | ······</div> |
| 433 | ····<div·class="container"> | 433 | ····<div·class="container"> |
| 434 | ······<footer·class="sk-content-footer"> | 434 | ······<footer·class="sk-content-footer"> |
| 435 | ············©·2007·-·202 | 435 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 436 | ··········<a·href="../../_sources/auto_examples/model_selection/plot_cv_indices.rst.txt"·rel="nofollow">Show·this·page·source</a> | 436 | ··········<a·href="../../_sources/auto_examples/model_selection/plot_cv_indices.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 437 | ······</footer> | 437 | ······</footer> |
| 438 | ····</div> | 438 | ····</div> |
| 439 | ··</div> | 439 | ··</div> |
| 440 | </div> | 440 | </div> |
| 441 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 441 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 227 | ····*·[StratifiedKFold] | 227 | ····*·[StratifiedKFold] |
| 228 | ····*·[StratifiedGroupKFold] | 228 | ····*·[StratifiedGroupKFold] |
| 229 | ····*·[GroupShuffleSplit] | 229 | ····*·[GroupShuffleSplit] |
| 230 | ····*·[StratifiedShuffleSplit] | 230 | ····*·[StratifiedShuffleSplit] |
| 231 | ····*·[TimeSeriesSplit] | 231 | ····*·[TimeSeriesSplit] |
| 232 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1. | 232 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1.977·seconds) |
| 233 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8v_\x8__\x8i_\x8n_\x8d_\x8i_\x8c_\x8e_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 233 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8v_\x8__\x8i_\x8n_\x8d_\x8i_\x8c_\x8e_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 234 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8v_\x8__\x8i_\x8n_\x8d_\x8i_\x8c_\x8e_\x8s_\x8._\x8p_\x8y | 234 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8v_\x8__\x8i_\x8n_\x8d_\x8i_\x8c_\x8e_\x8s_\x8._\x8p_\x8y |
| 235 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8v_\x8__\x8i_\x8n_\x8d_\x8i_\x8c_\x8e_\x8s_\x8._\x8z_\x8i_\x8p | 235 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8v_\x8__\x8i_\x8n_\x8d_\x8i_\x8c_\x8e_\x8s_\x8._\x8z_\x8i_\x8p |
| 236 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 236 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 237 | ©·2007·-·202 | 237 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 257 | quantitatively·assess·the·model·performance·by·computing·a·single | 257 | quantitatively·assess·the·model·performance·by·computing·a·single |
| 258 | performance·metric·from·the·concatenated·predictions·returned·by | 258 | performance·metric·from·the·concatenated·predictions·returned·by |
| 259 | <a·class="reference·internal"·href="../../modules/generated/sklearn.model_selection.cross_val_predict.html#sklearn.model_selection.cross_val_predict"·title="sklearn.model_selection.cross_val_predict"><code·class="xref·py·py-func·docutils·literal·notranslate"><span·class="pre">cross_val_predict</span></code></a> | 259 | <a·class="reference·internal"·href="../../modules/generated/sklearn.model_selection.cross_val_predict.html#sklearn.model_selection.cross_val_predict"·title="sklearn.model_selection.cross_val_predict"><code·class="xref·py·py-func·docutils·literal·notranslate"><span·class="pre">cross_val_predict</span></code></a> |
| 260 | when·the·different·CV·folds·vary·by·size·and·distributions.</p> | 260 | when·the·different·CV·folds·vary·by·size·and·distributions.</p> |
| 261 | <p>It·is·recommended·to·compute·per-fold·performance·metrics·using: | 261 | <p>It·is·recommended·to·compute·per-fold·performance·metrics·using: |
| 262 | <a·class="reference·internal"·href="../../modules/generated/sklearn.model_selection.cross_val_score.html#sklearn.model_selection.cross_val_score"·title="sklearn.model_selection.cross_val_score"><code·class="xref·py·py-func·docutils·literal·notranslate"><span·class="pre">cross_val_score</span></code></a>·or | 262 | <a·class="reference·internal"·href="../../modules/generated/sklearn.model_selection.cross_val_score.html#sklearn.model_selection.cross_val_score"·title="sklearn.model_selection.cross_val_score"><code·class="xref·py·py-func·docutils·literal·notranslate"><span·class="pre">cross_val_score</span></code></a>·or |
| 263 | <a·class="reference·internal"·href="../../modules/generated/sklearn.model_selection.cross_validate.html#sklearn.model_selection.cross_validate"·title="sklearn.model_selection.cross_validate"><code·class="xref·py·py-func·docutils·literal·notranslate"><span·class="pre">cross_validate</span></code></a>·instead.</p> | 263 | <a·class="reference·internal"·href="../../modules/generated/sklearn.model_selection.cross_validate.html#sklearn.model_selection.cross_validate"·title="sklearn.model_selection.cross_validate"><code·class="xref·py·py-func·docutils·literal·notranslate"><span·class="pre">cross_validate</span></code></a>·instead.</p> |
| 264 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.2 | 264 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.208·seconds)</p> |
| 265 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-model-selection-plot-cv-predict-py"> | 265 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-model-selection-plot-cv-predict-py"> |
| 266 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 266 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 267 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/93afb18fff95760fe854241141b4bdae/plot_cv_predict.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_cv_predict.ipynb</span></code></a></p> | 267 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/93afb18fff95760fe854241141b4bdae/plot_cv_predict.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_cv_predict.ipynb</span></code></a></p> |
| 268 | </div> | 268 | </div> |
| 269 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 269 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 270 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/ff75d3bf9db66ac1cfeb9d15a1400576/plot_cv_predict.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_cv_predict.py</span></code></a></p> | 270 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/ff75d3bf9db66ac1cfeb9d15a1400576/plot_cv_predict.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_cv_predict.py</span></code></a></p> |
| 271 | </div> | 271 | </div> |
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| 276 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 276 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 277 | </section> | 277 | </section> |
| 278 | ······</div> | 278 | ······</div> |
| 279 | ····<div·class="container"> | 279 | ····<div·class="container"> |
| 280 | ······<footer·class="sk-content-footer"> | 280 | ······<footer·class="sk-content-footer"> |
| 281 | ············©·2007·-·202 | 281 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 282 | ··········<a·href="../../_sources/auto_examples/model_selection/plot_cv_predict.rst.txt"·rel="nofollow">Show·this·page·source</a> | 282 | ··········<a·href="../../_sources/auto_examples/model_selection/plot_cv_predict.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 283 | ······</footer> | 283 | ······</footer> |
| 284 | ····</div> | 284 | ····</div> |
| 285 | ··</div> | 285 | ··</div> |
| 286 | </div> | 286 | </div> |
| 287 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 287 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 84 | purpose·only·in·this·example. | 84 | purpose·only·in·this·example. |
| 85 | It·would·be·problematic·to·quantitatively·assess·the·model·performance·by | 85 | It·would·be·problematic·to·quantitatively·assess·the·model·performance·by |
| 86 | computing·a·single·performance·metric·from·the·concatenated·predictions | 86 | computing·a·single·performance·metric·from·the·concatenated·predictions |
| 87 | returned·by·_\x8c_\x8r_\x8o_\x8s_\x8s_\x8__\x8v_\x8a_\x8l_\x8__\x8p_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t·when·the·different·CV·folds·vary·by·size·and | 87 | returned·by·_\x8c_\x8r_\x8o_\x8s_\x8s_\x8__\x8v_\x8a_\x8l_\x8__\x8p_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t·when·the·different·CV·folds·vary·by·size·and |
| 88 | distributions. | 88 | distributions. |
| 89 | It·is·recommended·to·compute·per-fold·performance·metrics·using: | 89 | It·is·recommended·to·compute·per-fold·performance·metrics·using: |
| 90 | _\x8c_\x8r_\x8o_\x8s_\x8s_\x8__\x8v_\x8a_\x8l_\x8__\x8s_\x8c_\x8o_\x8r_\x8e·or·_\x8c_\x8r_\x8o_\x8s_\x8s_\x8__\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8e·instead. | 90 | _\x8c_\x8r_\x8o_\x8s_\x8s_\x8__\x8v_\x8a_\x8l_\x8__\x8s_\x8c_\x8o_\x8r_\x8e·or·_\x8c_\x8r_\x8o_\x8s_\x8s_\x8__\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8e·instead. |
| 91 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.2 | 91 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.208·seconds) |
| 92 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8v_\x8__\x8p_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 92 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8v_\x8__\x8p_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 93 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8v_\x8__\x8p_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8._\x8p_\x8y | 93 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8v_\x8__\x8p_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8._\x8p_\x8y |
| 94 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8v_\x8__\x8p_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8._\x8z_\x8i_\x8p | 94 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8v_\x8__\x8p_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8._\x8z_\x8i_\x8p |
| 95 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 95 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 96 | ©·2007·-·202 | 96 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 294 | similar·for·a·large·part·of·the·plot·and·differ·the·most·in·the·top·left | 294 | similar·for·a·large·part·of·the·plot·and·differ·the·most·in·the·top·left |
| 295 | corner·of·the·graph.·On·the·other·hand,·because·DET·curves·represent·straight | 295 | corner·of·the·graph.·On·the·other·hand,·because·DET·curves·represent·straight |
| 296 | lines·in·normal·deviate·scale,·they·tend·to·be·distinguishable·as·a·whole·and | 296 | lines·in·normal·deviate·scale,·they·tend·to·be·distinguishable·as·a·whole·and |
| 297 | the·area·of·interest·spans·a·large·part·of·the·plot.</p> | 297 | the·area·of·interest·spans·a·large·part·of·the·plot.</p> |
| 298 | <p>DET·curves·give·direct·feedback·of·the·detection·error·tradeoff·to·aid·in | 298 | <p>DET·curves·give·direct·feedback·of·the·detection·error·tradeoff·to·aid·in |
| 299 | operating·point·analysis.·The·user·can·then·decide·the·FNR·they·are·willing·to | 299 | operating·point·analysis.·The·user·can·then·decide·the·FNR·they·are·willing·to |
| 300 | accept·at·the·expense·of·the·FPR·(or·vice-versa).</p> | 300 | accept·at·the·expense·of·the·FPR·(or·vice-versa).</p> |
| 301 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.2 | 301 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.224·seconds)</p> |
| 302 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-model-selection-plot-det-py"> | 302 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-model-selection-plot-det-py"> |
| 303 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 303 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 304 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/10bb40e21b74618cdeed618ff1eae595/plot_det.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_det.ipynb</span></code></a></p> | 304 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/10bb40e21b74618cdeed618ff1eae595/plot_det.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_det.ipynb</span></code></a></p> |
| 305 | </div> | 305 | </div> |
| 306 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 306 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 307 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/67703ae8c65716668dd87c31a24a069b/plot_det.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_det.py</span></code></a></p> | 307 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/67703ae8c65716668dd87c31a24a069b/plot_det.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_det.py</span></code></a></p> |
| 308 | </div> | 308 | </div> |
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| 314 | </section> | 314 | </section> |
| 315 | </section> | 315 | </section> |
| 316 | ······</div> | 316 | ······</div> |
| 317 | ····<div·class="container"> | 317 | ····<div·class="container"> |
| 318 | ······<footer·class="sk-content-footer"> | 318 | ······<footer·class="sk-content-footer"> |
| 319 | ············©·2007·-·202 | 319 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 320 | ··········<a·href="../../_sources/auto_examples/model_selection/plot_det.rst.txt"·rel="nofollow">Show·this·page·source</a> | 320 | ··········<a·href="../../_sources/auto_examples/model_selection/plot_det.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 321 | ······</footer> | 321 | ······</footer> |
| 322 | ····</div> | 322 | ····</div> |
| 323 | ··</div> | 323 | ··</div> |
| 324 | </div> | 324 | </div> |
| 325 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 325 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 114 | similar·for·a·large·part·of·the·plot·and·differ·the·most·in·the·top·left·corner | 114 | similar·for·a·large·part·of·the·plot·and·differ·the·most·in·the·top·left·corner |
| 115 | of·the·graph.·On·the·other·hand,·because·DET·curves·represent·straight·lines·in | 115 | of·the·graph.·On·the·other·hand,·because·DET·curves·represent·straight·lines·in |
| 116 | normal·deviate·scale,·they·tend·to·be·distinguishable·as·a·whole·and·the·area | 116 | normal·deviate·scale,·they·tend·to·be·distinguishable·as·a·whole·and·the·area |
| 117 | of·interest·spans·a·large·part·of·the·plot. | 117 | of·interest·spans·a·large·part·of·the·plot. |
| 118 | DET·curves·give·direct·feedback·of·the·detection·error·tradeoff·to·aid·in | 118 | DET·curves·give·direct·feedback·of·the·detection·error·tradeoff·to·aid·in |
| 119 | operating·point·analysis.·The·user·can·then·decide·the·FNR·they·are·willing·to | 119 | operating·point·analysis.·The·user·can·then·decide·the·FNR·they·are·willing·to |
| 120 | accept·at·the·expense·of·the·FPR·(or·vice-versa). | 120 | accept·at·the·expense·of·the·FPR·(or·vice-versa). |
| 121 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.2 | 121 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.224·seconds) |
| 122 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8e_\x8t_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 122 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8e_\x8t_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 123 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8e_\x8t_\x8._\x8p_\x8y | 123 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8e_\x8t_\x8._\x8p_\x8y |
| 124 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8e_\x8t_\x8._\x8z_\x8i_\x8p | 124 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8e_\x8t_\x8._\x8z_\x8i_\x8p |
| 125 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 125 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 126 | ©·2007·-·202 | 126 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 401 | precision:·1.000·(±0.000),·recall:·0.877·(±0.069),·for·{'C':·1000,·'gamma':·0.001,·'kernel':·'rbf'} | 401 | precision:·1.000·(±0.000),·recall:·0.877·(±0.069),·for·{'C':·1000,·'gamma':·0.001,·'kernel':·'rbf'} |
| 402 | The·selected·final·model·is·the·fastest·to·predict·out·of·the·previously | 402 | The·selected·final·model·is·the·fastest·to·predict·out·of·the·previously |
| 403 | selected·subset·of·best·models·based·on·precision·and·recall. | 403 | selected·subset·of·best·models·based·on·precision·and·recall. |
| 404 | Its·scoring·time·is: | 404 | Its·scoring·time·is: |
| 405 | mean_score_time·········································0.006 | 405 | mean_score_time···········································0.006797 |
| 406 | mean_test_recall········································0.8 | 406 | mean_test_recall··········································0.877206 |
| 407 | std_test_recall·········································0.06 | 407 | std_test_recall···········································0.069196 |
| 408 | mean_test_precision··········································1.0 | 408 | mean_test_precision············································1.0 |
| 409 | std_test_precision···········································0.0 | 409 | std_test_precision·············································0.0 |
| 410 | rank_test_recall··············································· | 410 | rank_test_recall·················································3 |
| 411 | rank_test_precision············································1 | 411 | rank_test_precision··············································1 |
| 412 | params·················{'C':·1,·'gamma':·0.001,·'kernel':·'rbf'} | 412 | params·················{'C':·100,·'gamma':·0.001,·'kernel':·'rbf'} |
| 413 | Name:· | 413 | Name:·4,·dtype:·object |
| 414 | </pre></div> | 414 | </pre></div> |
| 415 | </div> | 415 | </div> |
| 416 | <div·class="output_subarea·output_html·rendered_html·output_result"> | 416 | <div·class="output_subarea·output_html·rendered_html·output_result"> |
| 417 | <style>#sk-container-id-32·{ | 417 | <style>#sk-container-id-32·{ |
| 418 | ··/*·Definition·of·color·scheme·common·for·light·and·dark·mode·*/ | 418 | ··/*·Definition·of·color·scheme·common·for·light·and·dark·mode·*/ |
| 419 | ··--sklearn-color-text:·black; | 419 | ··--sklearn-color-text:·black; |
| 420 | ··--sklearn-color-line:·gray; | 420 | ··--sklearn-color-line:·gray; |
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| 821 | ··/*·fitted·*/ | 821 | ··/*·fitted·*/ |
| 822 | ··background-color:·var(--sklearn-color-fitted-level-3); | 822 | ··background-color:·var(--sklearn-color-fitted-level-3); |
| 823 | } | 823 | } |
| 824 | </style><div·id="sk-container-id-32"·class="sk-top-container"><div·class="sk-text-repr-fallback"><pre>GridSearchCV(estimator=SVC(), | 824 | </style><div·id="sk-container-id-32"·class="sk-top-container"><div·class="sk-text-repr-fallback"><pre>GridSearchCV(estimator=SVC(), |
| 825 | ·············param_grid=[{'C':·[1,·10,·100,·1000],·'gamma':·[0.001,·0.0001], | 825 | ·············param_grid=[{'C':·[1,·10,·100,·1000],·'gamma':·[0.001,·0.0001], |
| 826 | ··························'kernel':·['rbf']}, | 826 | ··························'kernel':·['rbf']}, |
| 827 | ·························{'C':·[1,·10,·100,·1000],·'kernel':·['linear']}], | 827 | ·························{'C':·[1,·10,·100,·1000],·'kernel':·['linear']}], |
| 828 | ·············refit=<function·refit_strategy·at·0x7f | 828 | ·············refit=<function·refit_strategy·at·0x7f74d114a5c0>, |
| 829 | ·············scoring=['precision',·'recall'])</pre><b>In·a·Jupyter·environment,·please·rerun·this·cell·to·show·the·HTML·representation·or·trust·the·notebook.·<br·/>On·GitHub,·the·HTML·representation·is·unable·to·render,·please·try·loading·this·page·with·nbviewer.org.</b></div><div·class="sk-container"·hidden><div·class="sk-item·sk-dashed-wrapped"><div·class="sk-label-container"><div·class="sk-label·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-104"·type="checkbox"·><label·for="sk-estimator-id-104"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> GridSearchCV<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.model_selection.GridSearchCV.html">?<span>Documentation·for·GridSearchCV</span></a><span·class="sk-estimator-doc-link·fitted">i<span>Fitted</span></span></label><div·class="sk-toggleable__content·fitted"><pre>GridSearchCV(estimator=SVC(), | 829 | ·············scoring=['precision',·'recall'])</pre><b>In·a·Jupyter·environment,·please·rerun·this·cell·to·show·the·HTML·representation·or·trust·the·notebook.·<br·/>On·GitHub,·the·HTML·representation·is·unable·to·render,·please·try·loading·this·page·with·nbviewer.org.</b></div><div·class="sk-container"·hidden><div·class="sk-item·sk-dashed-wrapped"><div·class="sk-label-container"><div·class="sk-label·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-104"·type="checkbox"·><label·for="sk-estimator-id-104"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> GridSearchCV<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.model_selection.GridSearchCV.html">?<span>Documentation·for·GridSearchCV</span></a><span·class="sk-estimator-doc-link·fitted">i<span>Fitted</span></span></label><div·class="sk-toggleable__content·fitted"><pre>GridSearchCV(estimator=SVC(), |
| 830 | ·············param_grid=[{'C':·[1,·10,·100,·1000],·'gamma':·[0.001,·0.0001], | 830 | ·············param_grid=[{'C':·[1,·10,·100,·1000],·'gamma':·[0.001,·0.0001], |
| 831 | ··························'kernel':·['rbf']}, | 831 | ··························'kernel':·['rbf']}, |
| 832 | ·························{'C':·[1,·10,·100,·1000],·'kernel':·['linear']}], | 832 | ·························{'C':·[1,·10,·100,·1000],·'kernel':·['linear']}], |
| 833 | ·············refit=<function·refit_strategy·at·0x7f | 833 | ·············refit=<function·refit_strategy·at·0x7f74d114a5c0>, |
| 834 | ·············scoring=['precision',·'recall'])</pre></div>·</div></div><div·class="sk-parallel"><div·class="sk-parallel-item"><div·class="sk-item"><div·class="sk-label-container"><div·class="sk-label·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-105"·type="checkbox"·><label·for="sk-estimator-id-105"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted">estimator:·SVC</label><div·class="sk-toggleable__content·fitted"><pre>SVC()</pre></div>·</div></div><div·class="sk-serial"><div·class="sk-item"><div·class="sk-estimator·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-106"·type="checkbox"·><label·for="sk-estimator-id-106"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> SVC<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.svm.SVC.html">?<span>Documentation·for·SVC</span></a></label><div·class="sk-toggleable__content·fitted"><pre>SVC()</pre></div>·</div></div></div></div></div></div></div></div></div> | 834 | ·············scoring=['precision',·'recall'])</pre></div>·</div></div><div·class="sk-parallel"><div·class="sk-parallel-item"><div·class="sk-item"><div·class="sk-label-container"><div·class="sk-label·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-105"·type="checkbox"·><label·for="sk-estimator-id-105"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted">estimator:·SVC</label><div·class="sk-toggleable__content·fitted"><pre>SVC()</pre></div>·</div></div><div·class="sk-serial"><div·class="sk-item"><div·class="sk-estimator·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-106"·type="checkbox"·><label·for="sk-estimator-id-106"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> SVC<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.svm.SVC.html">?<span>Documentation·for·SVC</span></a></label><div·class="sk-toggleable__content·fitted"><pre>SVC()</pre></div>·</div></div></div></div></div></div></div></div></div> |
| 835 | </div> | 835 | </div> |
| 836 | <br·/> | 836 | <br·/> |
| 837 | <br·/><p>The·parameters·selected·by·the·grid-search·with·our·custom·strategy·are:</p> | 837 | <br·/><p>The·parameters·selected·by·the·grid-search·with·our·custom·strategy·are:</p> |
| 838 | <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="n">grid_search</span><span·class="o">.</span><span·class="n">best_params_</span> | 838 | <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="n">grid_search</span><span·class="o">.</span><span·class="n">best_params_</span> |
| 839 | </pre></div> | 839 | </pre></div> |
| 840 | </div> | 840 | </div> |
| 841 | <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>{'C':·1,·'gamma':·0.001,·'kernel':·'rbf'} | 841 | <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>{'C':·100,·'gamma':·0.001,·'kernel':·'rbf'} |
| 842 | </pre></div> | 842 | </pre></div> |
| 843 | </div> | 843 | </div> |
| 844 | <p>Finally,·we·evaluate·the·fine-tuned·model·on·the·left-out·evaluation·set:·the | 844 | <p>Finally,·we·evaluate·the·fine-tuned·model·on·the·left-out·evaluation·set:·the |
| 845 | <code·class="docutils·literal·notranslate"><span·class="pre">grid_search</span></code>·object·<strong>has·automatically·been·refit</strong>·on·the·full·training | 845 | <code·class="docutils·literal·notranslate"><span·class="pre">grid_search</span></code>·object·<strong>has·automatically·been·refit</strong>·on·the·full·training |
| 846 | set·with·the·parameters·selected·by·our·custom·refit·strategy.</p> | 846 | set·with·the·parameters·selected·by·our·custom·refit·strategy.</p> |
| 847 | <p>We·can·use·the·classification·report·to·compute·standard·classification | 847 | <p>We·can·use·the·classification·report·to·compute·standard·classification |
| 848 | metrics·on·the·left-out·set:</p> | 848 | metrics·on·the·left-out·set:</p> |
| Offset 850, 28 lines modified | Offset 850, 28 lines modified | ||
| 850 | <span·class="n">y_pred</span>·<span·class="o">=</span>·<span·class="n">grid_search</span><span·class="o">.</span><span·class="n">predict</span><span·class="p">(</span><span·class="n">X_test</span><span·class="p">)</span> | 850 | <span·class="n">y_pred</span>·<span·class="o">=</span>·<span·class="n">grid_search</span><span·class="o">.</span><span·class="n">predict</span><span·class="p">(</span><span·class="n">X_test</span><span·class="p">)</span> |
| 851 | <span·class="nb">print</span><span·class="p">(</span><span·class="n">classification_report</span><span·class="p">(</span><span·class="n">y_test</span><span·class="p">,</span>·<span·class="n">y_pred</span><span·class="p">))</span> | 851 | <span·class="nb">print</span><span·class="p">(</span><span·class="n">classification_report</span><span·class="p">(</span><span·class="n">y_test</span><span·class="p">,</span>·<span·class="n">y_pred</span><span·class="p">))</span> |
| 852 | </pre></div> | 852 | </pre></div> |
| 853 | </div> | 853 | </div> |
| 854 | <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>··············precision····recall··f1-score···support | 854 | <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>··············precision····recall··f1-score···support |
| 855 | ·······False·······0.9 | 855 | ·······False·······0.99······1.00······0.99·······807 |
| 856 | ········True·······1.00······0.8 | 856 | ········True·······1.00······0.87······0.93········92 |
| 857 | ····accuracy···························0.9 | 857 | ····accuracy···························0.99·······899 |
| 858 | ···macro·avg·······0.99······0.9 | 858 | ···macro·avg·······0.99······0.93······0.96·······899 |
| 859 | weighted·avg·······0.9 | 859 | weighted·avg·······0.99······0.99······0.99·······899 |
| 860 | </pre></div> | 860 | </pre></div> |
| 861 | </div> | 861 | </div> |
| 862 | <div·class="admonition·note"> | 862 | <div·class="admonition·note"> |
| 863 | <p·class="admonition-title">Note</p> | 863 | <p·class="admonition-title">Note</p> |
| 864 | <p>The·problem·is·too·easy:·the·hyperparameter·plateau·is·too·flat·and·the | 864 | <p>The·problem·is·too·easy:·the·hyperparameter·plateau·is·too·flat·and·the |
| 865 | output·model·is·the·same·for·precision·and·recall·with·ties·in·quality.</p> | 865 | output·model·is·the·same·for·precision·and·recall·with·ties·in·quality.</p> |
| 866 | </div> | 866 | </div> |
| 867 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1 | 867 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·13.688·seconds)</p> |
| 868 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-model-selection-plot-grid-search-digits-py"> | 868 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-model-selection-plot-grid-search-digits-py"> |
| 869 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 869 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 870 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/f4a89bf823d814fee03a693df158d83a/plot_grid_search_digits.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_grid_search_digits.ipynb</span></code></a></p> | 870 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/f4a89bf823d814fee03a693df158d83a/plot_grid_search_digits.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_grid_search_digits.ipynb</span></code></a></p> |
| 871 | </div> | 871 | </div> |
| 872 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 872 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 873 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/ffc6ef5575b0aa920abd7a8113265839/plot_grid_search_digits.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_grid_search_digits.py</span></code></a></p> | 873 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/ffc6ef5575b0aa920abd7a8113265839/plot_grid_search_digits.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_grid_search_digits.py</span></code></a></p> |
| 874 | </div> | 874 | </div> |
| Offset 883, 15 lines modified | Offset 883, 15 lines modified | ||
| 883 | </section> | 883 | </section> |
| 884 | </section> | 884 | </section> |
| 885 | ······</div> | 885 | ······</div> |
| 886 | ····<div·class="container"> | 886 | ····<div·class="container"> |
| 887 | ······<footer·class="sk-content-footer"> | 887 | ······<footer·class="sk-content-footer"> |
| 888 | ············©·2007·-·202 | 888 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 889 | ··········<a·href="../../_sources/auto_examples/model_selection/plot_grid_search_digits.rst.txt"·rel="nofollow">Show·this·page·source</a> | 889 | ··········<a·href="../../_sources/auto_examples/model_selection/plot_grid_search_digits.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 890 | ······</footer> | 890 | ······</footer> |
| 891 | ····</div> | 891 | ····</div> |
| 892 | ··</div> | 892 | ··</div> |
| 893 | </div> | 893 | </div> |
| 894 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 894 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
⊟
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| Offset 244, 68 lines modified | Offset 244, 68 lines modified | ||
| 244 | 0.001,·'kernel':·'rbf'} | 244 | 0.001,·'kernel':·'rbf'} |
| 245 | The·selected·final·model·is·the·fastest·to·predict·out·of·the·previously | 245 | The·selected·final·model·is·the·fastest·to·predict·out·of·the·previously |
| 246 | selected·subset·of·best·models·based·on·precision·and·recall. | 246 | selected·subset·of·best·models·based·on·precision·and·recall. |
| 247 | Its·scoring·time·is: | 247 | Its·scoring·time·is: |
| 248 | mean_score_time·········································0.006 | 248 | mean_score_time···········································0.006797 |
| 249 | mean_test_recall········································0.8 | 249 | mean_test_recall··········································0.877206 |
| 250 | std_test_recall·········································0.06 | 250 | std_test_recall···········································0.069196 |
| 251 | mean_test_precision··········································1.0 | 251 | mean_test_precision············································1.0 |
| 252 | std_test_precision···········································0.0 | 252 | std_test_precision·············································0.0 |
| 253 | rank_test_recall··············································· | 253 | rank_test_recall·················································3 |
| 254 | rank_test_precision············································1 | 254 | rank_test_precision··············································1 |
| 255 | params·················{'C':·1,·'gamma':·0.001,·'kernel':·'rbf'} | 255 | params·················{'C':·100,·'gamma':·0.001,·'kernel':·'rbf'} |
| 256 | Name:· | 256 | Name:·4,·dtype:·object |
| 257 | GridSearchCV(estimator=SVC(), | 257 | GridSearchCV(estimator=SVC(), |
| 258 | ·············param_grid=[{'C':·[1,·10,·100,·1000],·'gamma':·[0.001,·0.0001], | 258 | ·············param_grid=[{'C':·[1,·10,·100,·1000],·'gamma':·[0.001,·0.0001], |
| 259 | ··························'kernel':·['rbf']}, | 259 | ··························'kernel':·['rbf']}, |
| 260 | ·························{'C':·[1,·10,·100,·1000],·'kernel':·['linear']}], | 260 | ·························{'C':·[1,·10,·100,·1000],·'kernel':·['linear']}], |
| 261 | ·············refit=<function·refit_strategy·at·0x7f | 261 | ·············refit=<function·refit_strategy·at·0x7f74d114a5c0>, |
| 262 | ·············scoring=['precision',·'recall']) | 262 | ·············scoring=['precision',·'recall']) |
| 263 | I\x8In\x8n·a\x8a·J\x8Ju\x8up\x8py\x8yt\x8te\x8er\x8r·e\x8en\x8nv\x8vi\x8ir\x8ro\x8on\x8nm\x8me\x8en\x8nt\x8t,\x8,·p\x8pl\x8le\x8ea\x8as\x8se\x8e·r\x8re\x8er\x8ru\x8un\x8n·t\x8th\x8hi\x8is\x8s·c\x8ce\x8el\x8ll\x8l·t\x8to\x8o·s\x8sh\x8ho\x8ow\x8w·t\x8th\x8he\x8e·H\x8HT\x8TM\x8ML\x8L | 263 | I\x8In\x8n·a\x8a·J\x8Ju\x8up\x8py\x8yt\x8te\x8er\x8r·e\x8en\x8nv\x8vi\x8ir\x8ro\x8on\x8nm\x8me\x8en\x8nt\x8t,\x8,·p\x8pl\x8le\x8ea\x8as\x8se\x8e·r\x8re\x8er\x8ru\x8un\x8n·t\x8th\x8hi\x8is\x8s·c\x8ce\x8el\x8ll\x8l·t\x8to\x8o·s\x8sh\x8ho\x8ow\x8w·t\x8th\x8he\x8e·H\x8HT\x8TM\x8ML\x8L |
| 264 | r\x8re\x8ep\x8pr\x8re\x8es\x8se\x8en\x8nt\x8ta\x8at\x8ti\x8io\x8on\x8n·o\x8or\x8r·t\x8tr\x8ru\x8us\x8st\x8t·t\x8th\x8he\x8e·n\x8no\x8ot\x8te\x8eb\x8bo\x8oo\x8ok\x8k.\x8. | 264 | r\x8re\x8ep\x8pr\x8re\x8es\x8se\x8en\x8nt\x8ta\x8at\x8ti\x8io\x8on\x8n·o\x8or\x8r·t\x8tr\x8ru\x8us\x8st\x8t·t\x8th\x8he\x8e·n\x8no\x8ot\x8te\x8eb\x8bo\x8oo\x8ok\x8k.\x8. |
| 265 | O\x8On\x8n·G\x8Gi\x8it\x8tH\x8Hu\x8ub\x8b,\x8,·t\x8th\x8he\x8e·H\x8HT\x8TM\x8ML\x8L·r\x8re\x8ep\x8pr\x8re\x8es\x8se\x8en\x8nt\x8ta\x8at\x8ti\x8io\x8on\x8n·i\x8is\x8s·u\x8un\x8na\x8ab\x8bl\x8le\x8e·t\x8to\x8o·r\x8re\x8en\x8nd\x8de\x8er\x8r,\x8,·p\x8pl\x8le\x8ea\x8as\x8se\x8e·t\x8tr\x8ry\x8y·l\x8lo\x8oa\x8ad\x8di\x8in\x8ng\x8g·t\x8th\x8hi\x8is\x8s | 265 | O\x8On\x8n·G\x8Gi\x8it\x8tH\x8Hu\x8ub\x8b,\x8,·t\x8th\x8he\x8e·H\x8HT\x8TM\x8ML\x8L·r\x8re\x8ep\x8pr\x8re\x8es\x8se\x8en\x8nt\x8ta\x8at\x8ti\x8io\x8on\x8n·i\x8is\x8s·u\x8un\x8na\x8ab\x8bl\x8le\x8e·t\x8to\x8o·r\x8re\x8en\x8nd\x8de\x8er\x8r,\x8,·p\x8pl\x8le\x8ea\x8as\x8se\x8e·t\x8tr\x8ry\x8y·l\x8lo\x8oa\x8ad\x8di\x8in\x8ng\x8g·t\x8th\x8hi\x8is\x8s |
| 266 | p\x8pa\x8ag\x8ge\x8e·w\x8wi\x8it\x8th\x8h·n\x8nb\x8bv\x8vi\x8ie\x8ew\x8we\x8er\x8r.\x8.o\x8or\x8rg\x8g.\x8. | 266 | p\x8pa\x8ag\x8ge\x8e·w\x8wi\x8it\x8th\x8h·n\x8nb\x8bv\x8vi\x8ie\x8ew\x8we\x8er\x8r.\x8.o\x8or\x8rg\x8g.\x8. |
| 267 | [·] GridSearchCV_\x8?_\x8D_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8G_\x8r_\x8i_\x8d_\x8S_\x8e_\x8a_\x8r_\x8c_\x8h_\x8C_\x8ViFitted | 267 | [·] GridSearchCV_\x8?_\x8D_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8G_\x8r_\x8i_\x8d_\x8S_\x8e_\x8a_\x8r_\x8c_\x8h_\x8C_\x8ViFitted |
| 268 | GridSearchCV(estimator=SVC(), | 268 | GridSearchCV(estimator=SVC(), |
| 269 | ·············param_grid=[{'C':·[1,·10,·100,·1000],·'gamma':·[0.001,·0.0001], | 269 | ·············param_grid=[{'C':·[1,·10,·100,·1000],·'gamma':·[0.001,·0.0001], |
| 270 | ··························'kernel':·['rbf']}, | 270 | ··························'kernel':·['rbf']}, |
| 271 | ·························{'C':·[1,·10,·100,·1000],·'kernel':·['linear']}], | 271 | ·························{'C':·[1,·10,·100,·1000],·'kernel':·['linear']}], |
| 272 | ·············refit=<function·refit_strategy·at·0x7f | 272 | ·············refit=<function·refit_strategy·at·0x7f74d114a5c0>, |
| 273 | ·············scoring=['precision',·'recall']) | 273 | ·············scoring=['precision',·'recall']) |
| 274 | [·]estimator:·SVC | 274 | [·]estimator:·SVC |
| 275 | SVC() | 275 | SVC() |
| 276 | [·] SVC_\x8?_\x8D_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8S_\x8V_\x8C | 276 | [·] SVC_\x8?_\x8D_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8S_\x8V_\x8C |
| 277 | SVC() | 277 | SVC() |
| 278 | The·parameters·selected·by·the·grid-search·with·our·custom·strategy·are: | 278 | The·parameters·selected·by·the·grid-search·with·our·custom·strategy·are: |
| 279 | grid_search.best_params_ | 279 | grid_search.best_params_ |
| 280 | {'C':·1,·'gamma':·0.001,·'kernel':·'rbf'} | 280 | {'C':·100,·'gamma':·0.001,·'kernel':·'rbf'} |
| 281 | Finally,·we·evaluate·the·fine-tuned·model·on·the·left-out·evaluation·set:·the | 281 | Finally,·we·evaluate·the·fine-tuned·model·on·the·left-out·evaluation·set:·the |
| 282 | grid_search·object·h\x8ha\x8as\x8s·a\x8au\x8ut\x8to\x8om\x8ma\x8at\x8ti\x8ic\x8ca\x8al\x8ll\x8ly\x8y·b\x8be\x8ee\x8en\x8n·r\x8re\x8ef\x8fi\x8it\x8t·on·the·full·training·set·with | 282 | grid_search·object·h\x8ha\x8as\x8s·a\x8au\x8ut\x8to\x8om\x8ma\x8at\x8ti\x8ic\x8ca\x8al\x8ll\x8ly\x8y·b\x8be\x8ee\x8en\x8n·r\x8re\x8ef\x8fi\x8it\x8t·on·the·full·training·set·with |
| 283 | the·parameters·selected·by·our·custom·refit·strategy. | 283 | the·parameters·selected·by·our·custom·refit·strategy. |
| 284 | We·can·use·the·classification·report·to·compute·standard·classification·metrics | 284 | We·can·use·the·classification·report·to·compute·standard·classification·metrics |
| 285 | on·the·left-out·set: | 285 | on·the·left-out·set: |
| 286 | from·sklearn.metrics·import·classification_report | 286 | from·sklearn.metrics·import·classification_report |
| 287 | y_pred·=·grid_search.predict(X_test) | 287 | y_pred·=·grid_search.predict(X_test) |
| 288 | print(classification_report(y_test,·y_pred)) | 288 | print(classification_report(y_test,·y_pred)) |
| 289 | ··············precision····recall··f1-score···support | 289 | ··············precision····recall··f1-score···support |
| 290 | ·······False·······0.9 | 290 | ·······False·······0.99······1.00······0.99·······807 |
| 291 | ········True·······1.00······0.8 | 291 | ········True·······1.00······0.87······0.93········92 |
| 292 | ····accuracy···························0.9 | 292 | ····accuracy···························0.99·······899 |
| 293 | ···macro·avg·······0.99······0.9 | 293 | ···macro·avg·······0.99······0.93······0.96·······899 |
| 294 | weighted·avg·······0.9 | 294 | weighted·avg·······0.99······0.99······0.99·······899 |
| 295 | Note | 295 | Note |
| 296 | The·problem·is·too·easy:·the·hyperparameter·plateau·is·too·flat·and·the·output | 296 | The·problem·is·too·easy:·the·hyperparameter·plateau·is·too·flat·and·the·output |
| 297 | model·is·the·same·for·precision·and·recall·with·ties·in·quality. | 297 | model·is·the·same·for·precision·and·recall·with·ties·in·quality. |
| 298 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1 | 298 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·13.688·seconds) |
| 299 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8r_\x8i_\x8d_\x8__\x8s_\x8e_\x8a_\x8r_\x8c_\x8h_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 299 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8r_\x8i_\x8d_\x8__\x8s_\x8e_\x8a_\x8r_\x8c_\x8h_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 300 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8r_\x8i_\x8d_\x8__\x8s_\x8e_\x8a_\x8r_\x8c_\x8h_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8._\x8p_\x8y | 300 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8r_\x8i_\x8d_\x8__\x8s_\x8e_\x8a_\x8r_\x8c_\x8h_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8._\x8p_\x8y |
| 301 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8r_\x8i_\x8d_\x8__\x8s_\x8e_\x8a_\x8r_\x8c_\x8h_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8._\x8z_\x8i_\x8p | 301 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8r_\x8i_\x8d_\x8__\x8s_\x8e_\x8a_\x8r_\x8c_\x8h_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8._\x8z_\x8i_\x8p |
| 302 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 302 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 303 | ©·2007·-·202 | 303 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 315 | <span·class="nb">print</span><span·class="p">(</span> | 315 | <span·class="nb">print</span><span·class="p">(</span> |
| 316 | ····<span·class="s2">"The·corresponding·accuracy·score·is·</span><span·class="si">%.2f</span><span·class="s2">"</span> | 316 | ····<span·class="s2">"The·corresponding·accuracy·score·is·</span><span·class="si">%.2f</span><span·class="s2">"</span> |
| 317 | ····<span·class="o">%</span>·<span·class="n">grid</span><span·class="o">.</span><span·class="n">cv_results_</span><span·class="p">[</span><span·class="s2">"mean_test_score"</span><span·class="p">][</span><span·class="n">best_index_</span><span·class="p">]</span> | 317 | ····<span·class="o">%</span>·<span·class="n">grid</span><span·class="o">.</span><span·class="n">cv_results_</span><span·class="p">[</span><span·class="s2">"mean_test_score"</span><span·class="p">][</span><span·class="n">best_index_</span><span·class="p">]</span> |
| 318 | <span·class="p">)</span> | 318 | <span·class="p">)</span> |
| 319 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 319 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 320 | </pre></div> | 320 | </pre></div> |
| 321 | </div> | 321 | </div> |
| 322 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·2.6 | 322 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·2.639·seconds)</p> |
| 323 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-model-selection-plot-grid-search-refit-callable-py"> | 323 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-model-selection-plot-grid-search-refit-callable-py"> |
| 324 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 324 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 325 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/af8345a01f32fc7a8b3c9693bb4aca30/plot_grid_search_refit_callable.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_grid_search_refit_callable.ipynb</span></code></a></p> | 325 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/af8345a01f32fc7a8b3c9693bb4aca30/plot_grid_search_refit_callable.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_grid_search_refit_callable.ipynb</span></code></a></p> |
| 326 | </div> | 326 | </div> |
| 327 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 327 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 328 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/02d88d76c60b7397c8c6e221b31568dd/plot_grid_search_refit_callable.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_grid_search_refit_callable.py</span></code></a></p> | 328 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/02d88d76c60b7397c8c6e221b31568dd/plot_grid_search_refit_callable.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_grid_search_refit_callable.py</span></code></a></p> |
| 329 | </div> | 329 | </div> |
| Offset 334, 15 lines modified | Offset 334, 15 lines modified | ||
| 334 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 334 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 335 | </section> | 335 | </section> |
| 336 | ······</div> | 336 | ······</div> |
| 337 | ····<div·class="container"> | 337 | ····<div·class="container"> |
| 338 | ······<footer·class="sk-content-footer"> | 338 | ······<footer·class="sk-content-footer"> |
| 339 | ············©·2007·-·202 | 339 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 340 | ··········<a·href="../../_sources/auto_examples/model_selection/plot_grid_search_refit_callable.rst.txt"·rel="nofollow">Show·this·page·source</a> | 340 | ··········<a·href="../../_sources/auto_examples/model_selection/plot_grid_search_refit_callable.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 341 | ······</footer> | 341 | ······</footer> |
| 342 | ····</div> | 342 | ····</div> |
| 343 | ··</div> | 343 | ··</div> |
| 344 | </div> | 344 | </div> |
| 345 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 345 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 148 | print("The·best_index_·is·%d"·%·best_index_) | 148 | print("The·best_index_·is·%d"·%·best_index_) |
| 149 | print("The·n_components·selected·is·%d"·%·n_components[best_index_]) | 149 | print("The·n_components·selected·is·%d"·%·n_components[best_index_]) |
| 150 | print( | 150 | print( |
| 151 | ····"The·corresponding·accuracy·score·is·%.2f" | 151 | ····"The·corresponding·accuracy·score·is·%.2f" |
| 152 | ····%·grid.cv_results_["mean_test_score"][best_index_] | 152 | ····%·grid.cv_results_["mean_test_score"][best_index_] |
| 153 | ) | 153 | ) |
| 154 | plt.show() | 154 | plt.show() |
| 155 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·2.6 | 155 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·2.639·seconds) |
| 156 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8r_\x8i_\x8d_\x8__\x8s_\x8e_\x8a_\x8r_\x8c_\x8h_\x8__\x8r_\x8e_\x8f_\x8i_\x8t_\x8__\x8c_\x8a_\x8l_\x8l_\x8a_\x8b_\x8l_\x8e_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 156 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8r_\x8i_\x8d_\x8__\x8s_\x8e_\x8a_\x8r_\x8c_\x8h_\x8__\x8r_\x8e_\x8f_\x8i_\x8t_\x8__\x8c_\x8a_\x8l_\x8l_\x8a_\x8b_\x8l_\x8e_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 157 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8r_\x8i_\x8d_\x8__\x8s_\x8e_\x8a_\x8r_\x8c_\x8h_\x8__\x8r_\x8e_\x8f_\x8i_\x8t_\x8__\x8c_\x8a_\x8l_\x8l_\x8a_\x8b_\x8l_\x8e_\x8._\x8p_\x8y | 157 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8r_\x8i_\x8d_\x8__\x8s_\x8e_\x8a_\x8r_\x8c_\x8h_\x8__\x8r_\x8e_\x8f_\x8i_\x8t_\x8__\x8c_\x8a_\x8l_\x8l_\x8a_\x8b_\x8l_\x8e_\x8._\x8p_\x8y |
| 158 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8r_\x8i_\x8d_\x8__\x8s_\x8e_\x8a_\x8r_\x8c_\x8h_\x8__\x8r_\x8e_\x8f_\x8i_\x8t_\x8__\x8c_\x8a_\x8l_\x8l_\x8a_\x8b_\x8l_\x8e_\x8._\x8z_\x8i_\x8p | 158 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8r_\x8i_\x8d_\x8__\x8s_\x8e_\x8a_\x8r_\x8c_\x8h_\x8__\x8r_\x8e_\x8f_\x8i_\x8t_\x8__\x8c_\x8a_\x8l_\x8l_\x8a_\x8b_\x8l_\x8e_\x8._\x8z_\x8i_\x8p |
| 159 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 159 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 160 | ©·2007·-·202 | 160 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 1436 | <aside·class="footnote·brackets"·id="id14"·role="doc-footnote"> | 1436 | <aside·class="footnote·brackets"·id="id14"·role="doc-footnote"> |
| 1437 | <span·class="label"><span·class="fn-bracket">[</span><a·role="doc-backlink"·href="#id2">5</a><span·class="fn-bracket">]</span></span> | 1437 | <span·class="label"><span·class="fn-bracket">[</span><a·role="doc-backlink"·href="#id2">5</a><span·class="fn-bracket">]</span></span> |
| 1438 | <p>Diebold,·F.X.·&·Mariano·R.S.·(1995).·<a·class="reference·external"·href="http://www.est.uc3m.es/esp/nueva_docencia/comp_col_get/lade/tecnicas_prediccion/Practicas0708/Comparing%20Predictive%20Accuracy%20(Dielbold).pdf">Comparing·predictive·accuracy</a> | 1438 | <p>Diebold,·F.X.·&·Mariano·R.S.·(1995).·<a·class="reference·external"·href="http://www.est.uc3m.es/esp/nueva_docencia/comp_col_get/lade/tecnicas_prediccion/Practicas0708/Comparing%20Predictive%20Accuracy%20(Dielbold).pdf">Comparing·predictive·accuracy</a> |
| 1439 | Journal·of·Business·&·economic·statistics,·20(1),·134-144.</p> | 1439 | Journal·of·Business·&·economic·statistics,·20(1),·134-144.</p> |
| 1440 | </aside> | 1440 | </aside> |
| 1441 | </aside> | 1441 | </aside> |
| 1442 | </aside> | 1442 | </aside> |
| 1443 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1. | 1443 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1.807·seconds)</p> |
| 1444 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-model-selection-plot-grid-search-stats-py"> | 1444 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-model-selection-plot-grid-search-stats-py"> |
| 1445 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 1445 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 1446 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/2402de18d671ce5087e3760b2540184f/plot_grid_search_stats.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_grid_search_stats.ipynb</span></code></a></p> | 1446 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/2402de18d671ce5087e3760b2540184f/plot_grid_search_stats.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_grid_search_stats.ipynb</span></code></a></p> |
| 1447 | </div> | 1447 | </div> |
| 1448 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 1448 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 1449 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/efb3df90d4ec295fa0dafe6c8b46211b/plot_grid_search_stats.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_grid_search_stats.py</span></code></a></p> | 1449 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/efb3df90d4ec295fa0dafe6c8b46211b/plot_grid_search_stats.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_grid_search_stats.py</span></code></a></p> |
| 1450 | </div> | 1450 | </div> |
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| 1456 | </section> | 1456 | </section> |
| 1457 | </section> | 1457 | </section> |
| 1458 | ······</div> | 1458 | ······</div> |
| 1459 | ····<div·class="container"> | 1459 | ····<div·class="container"> |
| 1460 | ······<footer·class="sk-content-footer"> | 1460 | ······<footer·class="sk-content-footer"> |
| 1461 | ············©·2007·-·202 | 1461 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 1462 | ··········<a·href="../../_sources/auto_examples/model_selection/plot_grid_search_stats.rst.txt"·rel="nofollow">Show·this·page·source</a> | 1462 | ··········<a·href="../../_sources/auto_examples/model_selection/plot_grid_search_stats.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 1463 | ······</footer> | 1463 | ······</footer> |
| 1464 | ····</div> | 1464 | ····</div> |
| 1465 | ··</div> | 1465 | ··</div> |
| 1466 | </div> | 1466 | </div> |
| 1467 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 1467 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 548 | Benavoli,·A.,·Corani,·G.,·Demšar,·J.,·&·Zaffalon,·M.·(2017).·_\x8T_\x8i_\x8m_\x8e_\x8·_\x8f_\x8o_\x8r_\x8·_\x8a_\x8·_\x8c_\x8h_\x8a_\x8n_\x8g_\x8e_\x8: | 548 | Benavoli,·A.,·Corani,·G.,·Demšar,·J.,·&·Zaffalon,·M.·(2017).·_\x8T_\x8i_\x8m_\x8e_\x8·_\x8f_\x8o_\x8r_\x8·_\x8a_\x8·_\x8c_\x8h_\x8a_\x8n_\x8g_\x8e_\x8: |
| 549 | _\x8a_\x8·_\x8t_\x8u_\x8t_\x8o_\x8r_\x8i_\x8a_\x8l_\x8·_\x8f_\x8o_\x8r_\x8·_\x8c_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8m_\x8u_\x8l_\x8t_\x8i_\x8p_\x8l_\x8e_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r_\x8s_\x8·_\x8t_\x8h_\x8r_\x8o_\x8u_\x8g_\x8h_\x8·_\x8B_\x8a_\x8y_\x8e_\x8s_\x8i_\x8a_\x8n_\x8·_\x8a_\x8n_\x8a_\x8l_\x8y_\x8s_\x8i_\x8s.·The | 549 | _\x8a_\x8·_\x8t_\x8u_\x8t_\x8o_\x8r_\x8i_\x8a_\x8l_\x8·_\x8f_\x8o_\x8r_\x8·_\x8c_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8m_\x8u_\x8l_\x8t_\x8i_\x8p_\x8l_\x8e_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r_\x8s_\x8·_\x8t_\x8h_\x8r_\x8o_\x8u_\x8g_\x8h_\x8·_\x8B_\x8a_\x8y_\x8e_\x8s_\x8i_\x8a_\x8n_\x8·_\x8a_\x8n_\x8a_\x8l_\x8y_\x8s_\x8i_\x8s.·The |
| 550 | Journal·of·Machine·Learning·Research,·18(1).·See·the·Python·library·that | 550 | Journal·of·Machine·Learning·Research,·18(1).·See·the·Python·library·that |
| 551 | accompanies·this·paper·_\x8h_\x8e_\x8r_\x8e. | 551 | accompanies·this·paper·_\x8h_\x8e_\x8r_\x8e. |
| 552 | [_\x85] | 552 | [_\x85] |
| 553 | Diebold,·F.X.·&·Mariano·R.S.·(1995).·_\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8p_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8v_\x8e_\x8·_\x8a_\x8c_\x8c_\x8u_\x8r_\x8a_\x8c_\x8y·Journal·of | 553 | Diebold,·F.X.·&·Mariano·R.S.·(1995).·_\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8p_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8v_\x8e_\x8·_\x8a_\x8c_\x8c_\x8u_\x8r_\x8a_\x8c_\x8y·Journal·of |
| 554 | Business·&·economic·statistics,·20(1),·134-144. | 554 | Business·&·economic·statistics,·20(1),·134-144. |
| 555 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1. | 555 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1.807·seconds) |
| 556 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8r_\x8i_\x8d_\x8__\x8s_\x8e_\x8a_\x8r_\x8c_\x8h_\x8__\x8s_\x8t_\x8a_\x8t_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 556 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8r_\x8i_\x8d_\x8__\x8s_\x8e_\x8a_\x8r_\x8c_\x8h_\x8__\x8s_\x8t_\x8a_\x8t_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 557 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8r_\x8i_\x8d_\x8__\x8s_\x8e_\x8a_\x8r_\x8c_\x8h_\x8__\x8s_\x8t_\x8a_\x8t_\x8s_\x8._\x8p_\x8y | 557 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8r_\x8i_\x8d_\x8__\x8s_\x8e_\x8a_\x8r_\x8c_\x8h_\x8__\x8s_\x8t_\x8a_\x8t_\x8s_\x8._\x8p_\x8y |
| 558 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8r_\x8i_\x8d_\x8__\x8s_\x8e_\x8a_\x8r_\x8c_\x8h_\x8__\x8s_\x8t_\x8a_\x8t_\x8s_\x8._\x8z_\x8i_\x8p | 558 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8r_\x8i_\x8d_\x8__\x8s_\x8e_\x8a_\x8r_\x8c_\x8h_\x8__\x8s_\x8t_\x8a_\x8t_\x8s_\x8._\x8z_\x8i_\x8p |
| 559 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 559 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 560 | ©·2007·-·202 | 560 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 480 | </section> | 480 | </section> |
| 481 | </section> | 481 | </section> |
| 482 | ······</div> | 482 | ······</div> |
| 483 | ····<div·class="container"> | 483 | ····<div·class="container"> |
| 484 | ······<footer·class="sk-content-footer"> | 484 | ······<footer·class="sk-content-footer"> |
| 485 | ············©·2007·-·202 | 485 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 486 | ··········<a·href="../../_sources/auto_examples/model_selection/plot_grid_search_text_feature_extraction.rst.txt"·rel="nofollow">Show·this·page·source</a> | 486 | ··········<a·href="../../_sources/auto_examples/model_selection/plot_grid_search_text_feature_extraction.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 487 | ······</footer> | 487 | ······</footer> |
| 488 | ····</div> | 488 | ····</div> |
| 489 | ··</div> | 489 | ··</div> |
| 490 | </div> | 490 | </div> |
| 491 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 491 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 275 | The·best·accuracy·scores·are·obtained·when·alpha·is·between·\(10^{-6}\)·and·\ | 275 | The·best·accuracy·scores·are·obtained·when·alpha·is·between·\(10^{-6}\)·and·\ |
| 276 | (10^0\),·regardless·of·the·hyperparameter·norm. | 276 | (10^0\),·regardless·of·the·hyperparameter·norm. |
| 277 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.003·seconds) | 277 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.003·seconds) |
| 278 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8r_\x8i_\x8d_\x8__\x8s_\x8e_\x8a_\x8r_\x8c_\x8h_\x8__\x8t_\x8e_\x8x_\x8t_\x8__\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8__\x8e_\x8x_\x8t_\x8r_\x8a_\x8c_\x8t_\x8i_\x8o_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 278 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8r_\x8i_\x8d_\x8__\x8s_\x8e_\x8a_\x8r_\x8c_\x8h_\x8__\x8t_\x8e_\x8x_\x8t_\x8__\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8__\x8e_\x8x_\x8t_\x8r_\x8a_\x8c_\x8t_\x8i_\x8o_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 279 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8r_\x8i_\x8d_\x8__\x8s_\x8e_\x8a_\x8r_\x8c_\x8h_\x8__\x8t_\x8e_\x8x_\x8t_\x8__\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8__\x8e_\x8x_\x8t_\x8r_\x8a_\x8c_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y | 279 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8r_\x8i_\x8d_\x8__\x8s_\x8e_\x8a_\x8r_\x8c_\x8h_\x8__\x8t_\x8e_\x8x_\x8t_\x8__\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8__\x8e_\x8x_\x8t_\x8r_\x8a_\x8c_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y |
| 280 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8r_\x8i_\x8d_\x8__\x8s_\x8e_\x8a_\x8r_\x8c_\x8h_\x8__\x8t_\x8e_\x8x_\x8t_\x8__\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8__\x8e_\x8x_\x8t_\x8r_\x8a_\x8c_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p | 280 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8r_\x8i_\x8d_\x8__\x8s_\x8e_\x8a_\x8r_\x8c_\x8h_\x8__\x8t_\x8e_\x8x_\x8t_\x8__\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8__\x8e_\x8x_\x8t_\x8r_\x8a_\x8c_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p |
| 281 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 281 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 282 | ©·2007·-·202 | 282 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 358 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 358 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 359 | </pre></div> | 359 | </pre></div> |
| 360 | </div> | 360 | </div> |
| 361 | <img·src="../../_images/sphx_glr_plot_learning_curve_003.png"·srcset="../../_images/sphx_glr_plot_learning_curve_003.png"·alt="Performance·of·the·GaussianNB·classifier,·Performance·of·the·SVC·classifier"·class·=·"sphx-glr-single-img"/><p>In·these·plots,·we·can·look·for·the·inflection·point·for·which·the | 361 | <img·src="../../_images/sphx_glr_plot_learning_curve_003.png"·srcset="../../_images/sphx_glr_plot_learning_curve_003.png"·alt="Performance·of·the·GaussianNB·classifier,·Performance·of·the·SVC·classifier"·class·=·"sphx-glr-single-img"/><p>In·these·plots,·we·can·look·for·the·inflection·point·for·which·the |
| 362 | cross-validation·score·does·not·increase·anymore·and·only·the·training·time | 362 | cross-validation·score·does·not·increase·anymore·and·only·the·training·time |
| 363 | increases.</p> | 363 | increases.</p> |
| 364 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(1·minutes· | 364 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(1·minutes·25.398·seconds)</p> |
| 365 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-model-selection-plot-learning-curve-py"> | 365 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-model-selection-plot-learning-curve-py"> |
| 366 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 366 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 367 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/ca0bfe2435d9b3fffe21c713e63d3a6f/plot_learning_curve.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_learning_curve.ipynb</span></code></a></p> | 367 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/ca0bfe2435d9b3fffe21c713e63d3a6f/plot_learning_curve.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_learning_curve.ipynb</span></code></a></p> |
| 368 | </div> | 368 | </div> |
| 369 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 369 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 370 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/57163227aeb4c19ca4c69b87a8d1949c/plot_learning_curve.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_learning_curve.py</span></code></a></p> | 370 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/57163227aeb4c19ca4c69b87a8d1949c/plot_learning_curve.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_learning_curve.py</span></code></a></p> |
| 371 | </div> | 371 | </div> |
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| 378 | </section> | 378 | </section> |
| 379 | </section> | 379 | </section> |
| 380 | ······</div> | 380 | ······</div> |
| 381 | ····<div·class="container"> | 381 | ····<div·class="container"> |
| 382 | ······<footer·class="sk-content-footer"> | 382 | ······<footer·class="sk-content-footer"> |
| 383 | ············©·2007·-·202 | 383 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 384 | ··········<a·href="../../_sources/auto_examples/model_selection/plot_learning_curve.rst.txt"·rel="nofollow">Show·this·page·source</a> | 384 | ··········<a·href="../../_sources/auto_examples/model_selection/plot_learning_curve.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 385 | ······</footer> | 385 | ······</footer> |
| 386 | ····</div> | 386 | ····</div> |
| 387 | ··</div> | 387 | ··</div> |
| 388 | </div> | 388 | </div> |
| 389 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 389 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 182 | ····) | 182 | ····) |
| 183 | plt.show() | 183 | plt.show() |
| 184 | [Performance·of·the·GaussianNB·classifier,·Performance·of·the·SVC·classifier] | 184 | [Performance·of·the·GaussianNB·classifier,·Performance·of·the·SVC·classifier] |
| 185 | In·these·plots,·we·can·look·for·the·inflection·point·for·which·the·cross- | 185 | In·these·plots,·we·can·look·for·the·inflection·point·for·which·the·cross- |
| 186 | validation·score·does·not·increase·anymore·and·only·the·training·time | 186 | validation·score·does·not·increase·anymore·and·only·the·training·time |
| 187 | increases. | 187 | increases. |
| 188 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(1·minutes· | 188 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(1·minutes·25.398·seconds) |
| 189 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8__\x8c_\x8u_\x8r_\x8v_\x8e_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 189 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8__\x8c_\x8u_\x8r_\x8v_\x8e_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 190 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8__\x8c_\x8u_\x8r_\x8v_\x8e_\x8._\x8p_\x8y | 190 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8__\x8c_\x8u_\x8r_\x8v_\x8e_\x8._\x8p_\x8y |
| 191 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8__\x8c_\x8u_\x8r_\x8v_\x8e_\x8._\x8z_\x8i_\x8p | 191 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8__\x8c_\x8u_\x8r_\x8v_\x8e_\x8._\x8z_\x8i_\x8p |
| 192 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 192 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 193 | ©·2007·-·202 | 193 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 741 | ····<span·class="n">ylim</span><span·class="o">=</span><span·class="p">[</span><span·class="mi">0</span><span·class="p">,</span>·<span·class="mf">0.5</span><span·class="p">],</span> | 741 | ····<span·class="n">ylim</span><span·class="o">=</span><span·class="p">[</span><span·class="mi">0</span><span·class="p">,</span>·<span·class="mf">0.5</span><span·class="p">],</span> |
| 742 | <span·class="p">)</span> | 742 | <span·class="p">)</span> |
| 743 | <span·class="n">ax2</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span><span·class="n">loc</span><span·class="o">=</span><span·class="s2">"lower·right"</span><span·class="p">)</span> | 743 | <span·class="n">ax2</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span><span·class="n">loc</span><span·class="o">=</span><span·class="s2">"lower·right"</span><span·class="p">)</span> |
| 744 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 744 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 745 | </pre></div> | 745 | </pre></div> |
| 746 | </div> | 746 | </div> |
| 747 | <img·src="../../_images/sphx_glr_plot_likelihood_ratios_002.png"·srcset="../../_images/sphx_glr_plot_likelihood_ratios_002.png"·alt="Positive·likelihood·ratio,·Negative·likelihood·ratio"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·2. | 747 | <img·src="../../_images/sphx_glr_plot_likelihood_ratios_002.png"·srcset="../../_images/sphx_glr_plot_likelihood_ratios_002.png"·alt="Positive·likelihood·ratio,·Negative·likelihood·ratio"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·2.468·seconds)</p> |
| 748 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-model-selection-plot-likelihood-ratios-py"> | 748 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-model-selection-plot-likelihood-ratios-py"> |
| 749 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 749 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 750 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/a396baaf1f191c4fd27c35ae5b37420c/plot_likelihood_ratios.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_likelihood_ratios.ipynb</span></code></a></p> | 750 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/a396baaf1f191c4fd27c35ae5b37420c/plot_likelihood_ratios.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_likelihood_ratios.ipynb</span></code></a></p> |
| 751 | </div> | 751 | </div> |
| 752 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 752 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 753 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/883c6b4b0cc369a10ddb336c09a9e4dd/plot_likelihood_ratios.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_likelihood_ratios.py</span></code></a></p> | 753 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/883c6b4b0cc369a10ddb336c09a9e4dd/plot_likelihood_ratios.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_likelihood_ratios.py</span></code></a></p> |
| 754 | </div> | 754 | </div> |
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| 761 | </section> | 761 | </section> |
| 762 | </section> | 762 | </section> |
| 763 | ······</div> | 763 | ······</div> |
| 764 | ····<div·class="container"> | 764 | ····<div·class="container"> |
| 765 | ······<footer·class="sk-content-footer"> | 765 | ······<footer·class="sk-content-footer"> |
| 766 | ············©·2007·-·202 | 766 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 767 | ··········<a·href="../../_sources/auto_examples/model_selection/plot_likelihood_ratios.rst.txt"·rel="nofollow">Show·this·page·source</a> | 767 | ··········<a·href="../../_sources/auto_examples/model_selection/plot_likelihood_ratios.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 768 | ······</footer> | 768 | ······</footer> |
| 769 | ····</div> | 769 | ····</div> |
| 770 | ··</div> | 770 | ··</div> |
| 771 | </div> | 771 | </div> |
| 772 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 772 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 335 | ····ylabel="LR-", | 335 | ····ylabel="LR-", |
| 336 | ····ylim=[0,·0.5], | 336 | ····ylim=[0,·0.5], |
| 337 | ) | 337 | ) |
| 338 | ax2.legend(loc="lower·right") | 338 | ax2.legend(loc="lower·right") |
| 339 | plt.show() | 339 | plt.show() |
| 340 | [Positive·likelihood·ratio,·Negative·likelihood·ratio] | 340 | [Positive·likelihood·ratio,·Negative·likelihood·ratio] |
| 341 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·2. | 341 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·2.468·seconds) |
| 342 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8i_\x8k_\x8e_\x8l_\x8i_\x8h_\x8o_\x8o_\x8d_\x8__\x8r_\x8a_\x8t_\x8i_\x8o_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 342 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8i_\x8k_\x8e_\x8l_\x8i_\x8h_\x8o_\x8o_\x8d_\x8__\x8r_\x8a_\x8t_\x8i_\x8o_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 343 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8i_\x8k_\x8e_\x8l_\x8i_\x8h_\x8o_\x8o_\x8d_\x8__\x8r_\x8a_\x8t_\x8i_\x8o_\x8s_\x8._\x8p_\x8y | 343 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8i_\x8k_\x8e_\x8l_\x8i_\x8h_\x8o_\x8o_\x8d_\x8__\x8r_\x8a_\x8t_\x8i_\x8o_\x8s_\x8._\x8p_\x8y |
| 344 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8i_\x8k_\x8e_\x8l_\x8i_\x8h_\x8o_\x8o_\x8d_\x8__\x8r_\x8a_\x8t_\x8i_\x8o_\x8s_\x8._\x8z_\x8i_\x8p | 344 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8i_\x8k_\x8e_\x8l_\x8i_\x8h_\x8o_\x8o_\x8d_\x8__\x8r_\x8a_\x8t_\x8i_\x8o_\x8s_\x8._\x8z_\x8i_\x8p |
| 345 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 345 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 346 | ©·2007·-·202 | 346 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 299 | ····<span·class="n">ax</span><span·class="o">.</span><span·class="n">annotate</span><span·class="p">(</span><span·class="s2">"</span><span·class="si">%0.2f</span><span·class="s2">"</span>·<span·class="o">%</span>·<span·class="n">best_score</span><span·class="p">,</span>·<span·class="p">(</span><span·class="n">X_axis</span><span·class="p">[</span><span·class="n">best_index</span><span·class="p">],</span>·<span·class="n">best_score</span>·<span·class="o">+</span>·<span·class="mf">0.005</span><span·class="p">))</span> | 299 | ····<span·class="n">ax</span><span·class="o">.</span><span·class="n">annotate</span><span·class="p">(</span><span·class="s2">"</span><span·class="si">%0.2f</span><span·class="s2">"</span>·<span·class="o">%</span>·<span·class="n">best_score</span><span·class="p">,</span>·<span·class="p">(</span><span·class="n">X_axis</span><span·class="p">[</span><span·class="n">best_index</span><span·class="p">],</span>·<span·class="n">best_score</span>·<span·class="o">+</span>·<span·class="mf">0.005</span><span·class="p">))</span> |
| 300 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span><span·class="n">loc</span><span·class="o">=</span><span·class="s2">"best"</span><span·class="p">)</span> | 300 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span><span·class="n">loc</span><span·class="o">=</span><span·class="s2">"best"</span><span·class="p">)</span> |
| 301 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">grid</span><span·class="p">(</span><span·class="kc">False</span><span·class="p">)</span> | 301 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">grid</span><span·class="p">(</span><span·class="kc">False</span><span·class="p">)</span> |
| 302 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 302 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 303 | </pre></div> | 303 | </pre></div> |
| 304 | </div> | 304 | </div> |
| 305 | <img·src="../../_images/sphx_glr_plot_multi_metric_evaluation_001.png"·srcset="../../_images/sphx_glr_plot_multi_metric_evaluation_001.png"·alt="GridSearchCV·evaluating·using·multiple·scorers·simultaneously"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes· | 305 | <img·src="../../_images/sphx_glr_plot_multi_metric_evaluation_001.png"·srcset="../../_images/sphx_glr_plot_multi_metric_evaluation_001.png"·alt="GridSearchCV·evaluating·using·multiple·scorers·simultaneously"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·20.942·seconds)</p> |
| 306 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-model-selection-plot-multi-metric-evaluation-py"> | 306 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-model-selection-plot-multi-metric-evaluation-py"> |
| 307 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 307 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 308 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/f57e1ee55d4c7a51949d5c26b3af07bb/plot_multi_metric_evaluation.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_multi_metric_evaluation.ipynb</span></code></a></p> | 308 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/f57e1ee55d4c7a51949d5c26b3af07bb/plot_multi_metric_evaluation.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_multi_metric_evaluation.ipynb</span></code></a></p> |
| 309 | </div> | 309 | </div> |
| 310 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 310 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 311 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/dedbcc9464f3269f4f012f4bfc7d16da/plot_multi_metric_evaluation.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_multi_metric_evaluation.py</span></code></a></p> | 311 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/dedbcc9464f3269f4f012f4bfc7d16da/plot_multi_metric_evaluation.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_multi_metric_evaluation.py</span></code></a></p> |
| 312 | </div> | 312 | </div> |
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| 319 | </section> | 319 | </section> |
| 320 | </section> | 320 | </section> |
| 321 | ······</div> | 321 | ······</div> |
| 322 | ····<div·class="container"> | 322 | ····<div·class="container"> |
| 323 | ······<footer·class="sk-content-footer"> | 323 | ······<footer·class="sk-content-footer"> |
| 324 | ············©·2007·-·202 | 324 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 325 | ··········<a·href="../../_sources/auto_examples/model_selection/plot_multi_metric_evaluation.rst.txt"·rel="nofollow">Show·this·page·source</a> | 325 | ··········<a·href="../../_sources/auto_examples/model_selection/plot_multi_metric_evaluation.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 326 | ······</footer> | 326 | ······</footer> |
| 327 | ····</div> | 327 | ····</div> |
| 328 | ··</div> | 328 | ··</div> |
| 329 | </div> | 329 | </div> |
| 330 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 330 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 129 | ····#·Annotate·the·best·score·for·that·scorer | 129 | ····#·Annotate·the·best·score·for·that·scorer |
| 130 | ····ax.annotate("%0.2f"·%·best_score,·(X_axis[best_index],·best_score·+·0.005)) | 130 | ····ax.annotate("%0.2f"·%·best_score,·(X_axis[best_index],·best_score·+·0.005)) |
| 131 | plt.legend(loc="best") | 131 | plt.legend(loc="best") |
| 132 | plt.grid(False) | 132 | plt.grid(False) |
| 133 | plt.show() | 133 | plt.show() |
| 134 | [GridSearchCV·evaluating·using·multiple·scorers·simultaneously] | 134 | [GridSearchCV·evaluating·using·multiple·scorers·simultaneously] |
| 135 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes· | 135 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·20.942·seconds) |
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| 137 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8u_\x8l_\x8t_\x8i_\x8__\x8m_\x8e_\x8t_\x8r_\x8i_\x8c_\x8__\x8e_\x8v_\x8a_\x8l_\x8u_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y | 137 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8u_\x8l_\x8t_\x8i_\x8__\x8m_\x8e_\x8t_\x8r_\x8i_\x8c_\x8__\x8e_\x8v_\x8a_\x8l_\x8u_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y |
| 138 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8u_\x8l_\x8t_\x8i_\x8__\x8m_\x8e_\x8t_\x8r_\x8i_\x8c_\x8__\x8e_\x8v_\x8a_\x8l_\x8u_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p | 138 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8u_\x8l_\x8t_\x8i_\x8__\x8m_\x8e_\x8t_\x8r_\x8i_\x8c_\x8__\x8e_\x8v_\x8a_\x8l_\x8u_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p |
| 139 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 139 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 140 | ©·2007·-·202 | 140 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 318 | ····<span·class="n">bbox_to_anchor</span><span·class="o">=</span><span·class="p">(</span><span·class="mi">0</span><span·class="p">,</span>·<span·class="mi">1</span><span·class="p">,</span>·<span·class="mf">0.8</span><span·class="p">,</span>·<span·class="mi">0</span><span·class="p">),</span> | 318 | ····<span·class="n">bbox_to_anchor</span><span·class="o">=</span><span·class="p">(</span><span·class="mi">0</span><span·class="p">,</span>·<span·class="mi">1</span><span·class="p">,</span>·<span·class="mf">0.8</span><span·class="p">,</span>·<span·class="mi">0</span><span·class="p">),</span> |
| 319 | <span·class="p">)</span> | 319 | <span·class="p">)</span> |
| 320 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylabel</span><span·class="p">(</span><span·class="s2">"score·difference"</span><span·class="p">,</span>·<span·class="n">fontsize</span><span·class="o">=</span><span·class="s2">"14"</span><span·class="p">)</span> | 320 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylabel</span><span·class="p">(</span><span·class="s2">"score·difference"</span><span·class="p">,</span>·<span·class="n">fontsize</span><span·class="o">=</span><span·class="s2">"14"</span><span·class="p">)</span> |
| 321 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 321 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 322 | </pre></div> | 322 | </pre></div> |
| 323 | </div> | 323 | </div> |
| 324 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·6.7 | 324 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·6.767·seconds)</p> |
| 325 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-model-selection-plot-nested-cross-validation-iris-py"> | 325 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-model-selection-plot-nested-cross-validation-iris-py"> |
| 326 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 326 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 327 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/45916745bb89ca49be3a50aa80e65e3f/plot_nested_cross_validation_iris.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_nested_cross_validation_iris.ipynb</span></code></a></p> | 327 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/45916745bb89ca49be3a50aa80e65e3f/plot_nested_cross_validation_iris.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_nested_cross_validation_iris.ipynb</span></code></a></p> |
| 328 | </div> | 328 | </div> |
| 329 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 329 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 330 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/23614d75e8327ef369659da7d2ed62db/plot_nested_cross_validation_iris.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_nested_cross_validation_iris.py</span></code></a></p> | 330 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/23614d75e8327ef369659da7d2ed62db/plot_nested_cross_validation_iris.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_nested_cross_validation_iris.py</span></code></a></p> |
| 331 | </div> | 331 | </div> |
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| 337 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 337 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 338 | </section> | 338 | </section> |
| 339 | ······</div> | 339 | ······</div> |
| 340 | ····<div·class="container"> | 340 | ····<div·class="container"> |
| 341 | ······<footer·class="sk-content-footer"> | 341 | ······<footer·class="sk-content-footer"> |
| 342 | ············©·2007·-·202 | 342 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 343 | ··········<a·href="../../_sources/auto_examples/model_selection/plot_nested_cross_validation_iris.rst.txt"·rel="nofollow">Show·this·page·source</a> | 343 | ··········<a·href="../../_sources/auto_examples/model_selection/plot_nested_cross_validation_iris.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 344 | ······</footer> | 344 | ······</footer> |
| 345 | ····</div> | 345 | ····</div> |
| 346 | ··</div> | 346 | ··</div> |
| 347 | </div> | 347 | </div> |
| 348 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 348 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 140 | ····[difference_plot], | 140 | ····[difference_plot], |
| 141 | ····["Non-Nested·CV·-·Nested·CV·Score"], | 141 | ····["Non-Nested·CV·-·Nested·CV·Score"], |
| 142 | ····bbox_to_anchor=(0,·1,·0.8,·0), | 142 | ····bbox_to_anchor=(0,·1,·0.8,·0), |
| 143 | ) | 143 | ) |
| 144 | plt.ylabel("score·difference",·fontsize="14") | 144 | plt.ylabel("score·difference",·fontsize="14") |
| 145 | plt.show() | 145 | plt.show() |
| 146 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·6.7 | 146 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·6.767·seconds) |
| 147 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8n_\x8e_\x8s_\x8t_\x8e_\x8d_\x8__\x8c_\x8r_\x8o_\x8s_\x8s_\x8__\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8i_\x8r_\x8i_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 147 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8n_\x8e_\x8s_\x8t_\x8e_\x8d_\x8__\x8c_\x8r_\x8o_\x8s_\x8s_\x8__\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8i_\x8r_\x8i_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 148 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8n_\x8e_\x8s_\x8t_\x8e_\x8d_\x8__\x8c_\x8r_\x8o_\x8s_\x8s_\x8__\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8i_\x8r_\x8i_\x8s_\x8._\x8p_\x8y | 148 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8n_\x8e_\x8s_\x8t_\x8e_\x8d_\x8__\x8c_\x8r_\x8o_\x8s_\x8s_\x8__\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8i_\x8r_\x8i_\x8s_\x8._\x8p_\x8y |
| 149 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8n_\x8e_\x8s_\x8t_\x8e_\x8d_\x8__\x8c_\x8r_\x8o_\x8s_\x8s_\x8__\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8i_\x8r_\x8i_\x8s_\x8._\x8z_\x8i_\x8p | 149 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8n_\x8e_\x8s_\x8t_\x8e_\x8d_\x8__\x8c_\x8r_\x8o_\x8s_\x8s_\x8__\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8i_\x8r_\x8i_\x8s_\x8._\x8z_\x8i_\x8p |
| 150 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 150 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 151 | ©·2007·-·202 | 151 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 320 | <span·class="label"><span·class="fn-bracket">[</span><a·role="doc-backlink"·href="#id1">1</a><span·class="fn-bracket">]</span></span> | 320 | <span·class="label"><span·class="fn-bracket">[</span><a·role="doc-backlink"·href="#id1">1</a><span·class="fn-bracket">]</span></span> |
| 321 | <p>Ojala·and·Garriga.·<a·class="reference·external"·href="http://www.jmlr.org/papers/volume11/ojala10a/ojala10a.pdf">Permutation·Tests·for·Studying·Classifier | 321 | <p>Ojala·and·Garriga.·<a·class="reference·external"·href="http://www.jmlr.org/papers/volume11/ojala10a/ojala10a.pdf">Permutation·Tests·for·Studying·Classifier |
| 322 | Performance</a>.·The | 322 | Performance</a>.·The |
| 323 | Journal·of·Machine·Learning·Research·(2010)·vol.·11</p> | 323 | Journal·of·Machine·Learning·Research·(2010)·vol.·11</p> |
| 324 | </aside> | 324 | </aside> |
| 325 | </aside> | 325 | </aside> |
| 326 | </aside> | 326 | </aside> |
| 327 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1 | 327 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·14.275·seconds)</p> |
| 328 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-model-selection-plot-permutation-tests-for-classification-py"> | 328 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-model-selection-plot-permutation-tests-for-classification-py"> |
| 329 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 329 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 330 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/8ed2480d8058dc8515097893b64d815b/plot_permutation_tests_for_classification.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_permutation_tests_for_classification.ipynb</span></code></a></p> | 330 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/8ed2480d8058dc8515097893b64d815b/plot_permutation_tests_for_classification.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_permutation_tests_for_classification.ipynb</span></code></a></p> |
| 331 | </div> | 331 | </div> |
| 332 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 332 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 333 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/be7fb5ee9d7dc0c4fb277110eef3566a/plot_permutation_tests_for_classification.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_permutation_tests_for_classification.py</span></code></a></p> | 333 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/be7fb5ee9d7dc0c4fb277110eef3566a/plot_permutation_tests_for_classification.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_permutation_tests_for_classification.py</span></code></a></p> |
| 334 | </div> | 334 | </div> |
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| 341 | </section> | 341 | </section> |
| 342 | </section> | 342 | </section> |
| 343 | ······</div> | 343 | ······</div> |
| 344 | ····<div·class="container"> | 344 | ····<div·class="container"> |
| 345 | ······<footer·class="sk-content-footer"> | 345 | ······<footer·class="sk-content-footer"> |
| 346 | ············©·2007·-·202 | 346 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 347 | ··········<a·href="../../_sources/auto_examples/model_selection/plot_permutation_tests_for_classification.rst.txt"·rel="nofollow">Show·this·page·source</a> | 347 | ··········<a·href="../../_sources/auto_examples/model_selection/plot_permutation_tests_for_classification.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 348 | ······</footer> | 348 | ······</footer> |
| 349 | ····</div> | 349 | ····</div> |
| 350 | ··</div> | 350 | ··</div> |
| 351 | </div> | 351 | </div> |
| 352 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 352 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 128 | as·there·is·no·structure·present·in·the·data. | 128 | as·there·is·no·structure·present·in·the·data. |
| 129 | Finally,·note·that·this·test·has·been·shown·to·produce·low·p-values·even·if | 129 | Finally,·note·that·this·test·has·been·shown·to·produce·low·p-values·even·if |
| 130 | there·is·only·weak·structure·in·the·data·_\x8[_\x81_\x8]. | 130 | there·is·only·weak·structure·in·the·data·_\x8[_\x81_\x8]. |
| 131 | References: | 131 | References: |
| 132 | [_\x81] | 132 | [_\x81] |
| 133 | Ojala·and·Garriga.·_\x8P_\x8e_\x8r_\x8m_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8T_\x8e_\x8s_\x8t_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8S_\x8t_\x8u_\x8d_\x8y_\x8i_\x8n_\x8g_\x8·_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r_\x8·_\x8P_\x8e_\x8r_\x8f_\x8o_\x8r_\x8m_\x8a_\x8n_\x8c_\x8e.·The | 133 | Ojala·and·Garriga.·_\x8P_\x8e_\x8r_\x8m_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8T_\x8e_\x8s_\x8t_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8S_\x8t_\x8u_\x8d_\x8y_\x8i_\x8n_\x8g_\x8·_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r_\x8·_\x8P_\x8e_\x8r_\x8f_\x8o_\x8r_\x8m_\x8a_\x8n_\x8c_\x8e.·The |
| 134 | Journal·of·Machine·Learning·Research·(2010)·vol.·11 | 134 | Journal·of·Machine·Learning·Research·(2010)·vol.·11 |
| 135 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1 | 135 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·14.275·seconds) |
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| 137 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8e_\x8r_\x8m_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8t_\x8e_\x8s_\x8t_\x8s_\x8__\x8f_\x8o_\x8r_\x8__\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y | 137 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8e_\x8r_\x8m_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8t_\x8e_\x8s_\x8t_\x8s_\x8__\x8f_\x8o_\x8r_\x8__\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y |
| 138 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8e_\x8r_\x8m_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8t_\x8e_\x8s_\x8t_\x8s_\x8__\x8f_\x8o_\x8r_\x8__\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p | 138 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8e_\x8r_\x8m_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8t_\x8e_\x8s_\x8t_\x8s_\x8__\x8f_\x8o_\x8r_\x8__\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p |
| 139 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 139 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 140 | ©·2007·-·202 | 140 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 719 | #sk-container-id-33·a.estimator_doc_link.fitted:hover·{ | 719 | #sk-container-id-33·a.estimator_doc_link.fitted:hover·{ |
| 720 | ··/*·fitted·*/ | 720 | ··/*·fitted·*/ |
| 721 | ··background-color:·var(--sklearn-color-fitted-level-3); | 721 | ··background-color:·var(--sklearn-color-fitted-level-3); |
| 722 | } | 722 | } |
| 723 | </style><div·id="sk-container-id-33"·class="sk-top-container"><div·class="sk-text-repr-fallback"><pre>Pipeline(steps=[('standardscaler',·StandardScaler()), | 723 | </style><div·id="sk-container-id-33"·class="sk-top-container"><div·class="sk-text-repr-fallback"><pre>Pipeline(steps=[('standardscaler',·StandardScaler()), |
| 724 | ················('linearsvc', | 724 | ················('linearsvc', |
| 725 | ·················LinearSVC(dual='auto', | 725 | ·················LinearSVC(dual='auto', |
| 726 | ···························random_state=RandomState(MT19937)·at·0x7F | 726 | ···························random_state=RandomState(MT19937)·at·0x7F74D159F140))])</pre><b>In·a·Jupyter·environment,·please·rerun·this·cell·to·show·the·HTML·representation·or·trust·the·notebook.·<br·/>On·GitHub,·the·HTML·representation·is·unable·to·render,·please·try·loading·this·page·with·nbviewer.org.</b></div><div·class="sk-container"·hidden><div·class="sk-item·sk-dashed-wrapped"><div·class="sk-label-container"><div·class="sk-label·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-107"·type="checkbox"·><label·for="sk-estimator-id-107"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> Pipeline<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.pipeline.Pipeline.html">?<span>Documentation·for·Pipeline</span></a><span·class="sk-estimator-doc-link·fitted">i<span>Fitted</span></span></label><div·class="sk-toggleable__content·fitted"><pre>Pipeline(steps=[('standardscaler',·StandardScaler()), |
| 727 | ················('linearsvc', | 727 | ················('linearsvc', |
| 728 | ·················LinearSVC(dual='auto', | 728 | ·················LinearSVC(dual='auto', |
| 729 | ···························random_state=RandomState(MT19937)·at·0x7F | 729 | ···························random_state=RandomState(MT19937)·at·0x7F74D159F140))])</pre></div>·</div></div><div·class="sk-serial"><div·class="sk-item"><div·class="sk-estimator·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-108"·type="checkbox"·><label·for="sk-estimator-i[·...·truncated·by·diffoscope;·len:·1035,·SHA:·3476a5c92ea1da2f260e45d7c24591d1a4098d4959e76fcbc04c2b4b5bab5694·...·]140)</pre></div>·</div></div></div></div></div></div> |
| 730 | </div> | 730 | </div> |
| 731 | <br·/> | 731 | <br·/> |
| 732 | <br·/></section> | 732 | <br·/></section> |
| 733 | <section·id="plot-the-precision-recall-curve"> | 733 | <section·id="plot-the-precision-recall-curve"> |
| 734 | <h3>Plot·the·Precision-Recall·curve<a·class="headerlink"·href="#plot-the-precision-recall-curve"·title="Link·to·this·heading">¶</a></h3> | 734 | <h3>Plot·the·Precision-Recall·curve<a·class="headerlink"·href="#plot-the-precision-recall-curve"·title="Link·to·this·heading">¶</a></h3> |
| 735 | <p>To·plot·the·precision-recall·curve,·you·should·use | 735 | <p>To·plot·the·precision-recall·curve,·you·should·use |
| 736 | <a·class="reference·internal"·href="../../modules/generated/sklearn.metrics.PrecisionRecallDisplay.html#sklearn.metrics.PrecisionRecallDisplay"·title="sklearn.metrics.PrecisionRecallDisplay"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">PrecisionRecallDisplay</span></code></a>.·Indeed,·there·is·two | 736 | <a·class="reference·internal"·href="../../modules/generated/sklearn.metrics.PrecisionRecallDisplay.html#sklearn.metrics.PrecisionRecallDisplay"·title="sklearn.metrics.PrecisionRecallDisplay"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">PrecisionRecallDisplay</span></code></a>.·Indeed,·there·is·two |
| Offset 869, 15 lines modified | Offset 869, 15 lines modified | ||
| 869 | <span·class="c1">#·set·the·legend·and·the·axes</span> | 869 | <span·class="c1">#·set·the·legend·and·the·axes</span> |
| 870 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span><span·class="n">handles</span><span·class="o">=</span><span·class="n">handles</span><span·class="p">,</span>·<span·class="n">labels</span><span·class="o">=</span><span·class="n">labels</span><span·class="p">,</span>·<span·class="n">loc</span><span·class="o">=</span><span·class="s2">"best"</span><span·class="p">)</span> | 870 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span><span·class="n">handles</span><span·class="o">=</span><span·class="n">handles</span><span·class="p">,</span>·<span·class="n">labels</span><span·class="o">=</span><span·class="n">labels</span><span·class="p">,</span>·<span·class="n">loc</span><span·class="o">=</span><span·class="s2">"best"</span><span·class="p">)</span> |
| 871 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">set_title</span><span·class="p">(</span><span·class="s2">"Extension·of·Precision-Recall·curve·to·multi-class"</span><span·class="p">)</span> | 871 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">set_title</span><span·class="p">(</span><span·class="s2">"Extension·of·Precision-Recall·curve·to·multi-class"</span><span·class="p">)</span> |
| 872 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 872 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 873 | </pre></div> | 873 | </pre></div> |
| 874 | </div> | 874 | </div> |
| 875 | <img·src="../../_images/sphx_glr_plot_precision_recall_004.png"·srcset="../../_images/sphx_glr_plot_precision_recall_004.png"·alt="Extension·of·Precision-Recall·curve·to·multi-class"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.4 | 875 | <img·src="../../_images/sphx_glr_plot_precision_recall_004.png"·srcset="../../_images/sphx_glr_plot_precision_recall_004.png"·alt="Extension·of·Precision-Recall·curve·to·multi-class"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.467·seconds)</p> |
| 876 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-model-selection-plot-precision-recall-py"> | 876 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-model-selection-plot-precision-recall-py"> |
| 877 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 877 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 878 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/764d061a261a2e06ad21ec9133361b2d/plot_precision_recall.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_precision_recall.ipynb</span></code></a></p> | 878 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/764d061a261a2e06ad21ec9133361b2d/plot_precision_recall.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_precision_recall.ipynb</span></code></a></p> |
| 879 | </div> | 879 | </div> |
| 880 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 880 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 881 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/98161c8b335acb98de356229c1005819/plot_precision_recall.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_precision_recall.py</span></code></a></p> | 881 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/98161c8b335acb98de356229c1005819/plot_precision_recall.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_precision_recall.py</span></code></a></p> |
| 882 | </div> | 882 | </div> |
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| 890 | </section> | 890 | </section> |
| 891 | </section> | 891 | </section> |
| 892 | ······</div> | 892 | ······</div> |
| 893 | ····<div·class="container"> | 893 | ····<div·class="container"> |
| 894 | ······<footer·class="sk-content-footer"> | 894 | ······<footer·class="sk-content-footer"> |
| 895 | ············©·2007·-·202 | 895 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 896 | ··········<a·href="../../_sources/auto_examples/model_selection/plot_precision_recall.rst.txt"·rel="nofollow">Show·this·page·source</a> | 896 | ··········<a·href="../../_sources/auto_examples/model_selection/plot_precision_recall.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 897 | ······</footer> | 897 | ······</footer> |
| 898 | ····</div> | 898 | ····</div> |
| 899 | ··</div> | 899 | ··</div> |
| 900 | </div> | 900 | </div> |
| 901 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 901 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 130 | ····StandardScaler(),·LinearSVC(random_state=random_state,·dual="auto") | 130 | ····StandardScaler(),·LinearSVC(random_state=random_state,·dual="auto") |
| 131 | ) | 131 | ) |
| 132 | classifier.fit(X_train,·y_train) | 132 | classifier.fit(X_train,·y_train) |
| 133 | Pipeline(steps=[('standardscaler',·StandardScaler()), | 133 | Pipeline(steps=[('standardscaler',·StandardScaler()), |
| 134 | ················('linearsvc', | 134 | ················('linearsvc', |
| 135 | ·················LinearSVC(dual='auto', | 135 | ·················LinearSVC(dual='auto', |
| 136 | ···························random_state=RandomState(MT19937)·at | 136 | ···························random_state=RandomState(MT19937)·at |
| 137 | 0x7F | 137 | 0x7F74D159F140))]) |
| 138 | I\x8In\x8n·a\x8a·J\x8Ju\x8up\x8py\x8yt\x8te\x8er\x8r·e\x8en\x8nv\x8vi\x8ir\x8ro\x8on\x8nm\x8me\x8en\x8nt\x8t,\x8,·p\x8pl\x8le\x8ea\x8as\x8se\x8e·r\x8re\x8er\x8ru\x8un\x8n·t\x8th\x8hi\x8is\x8s·c\x8ce\x8el\x8ll\x8l·t\x8to\x8o·s\x8sh\x8ho\x8ow\x8w·t\x8th\x8he\x8e·H\x8HT\x8TM\x8ML\x8L | 138 | I\x8In\x8n·a\x8a·J\x8Ju\x8up\x8py\x8yt\x8te\x8er\x8r·e\x8en\x8nv\x8vi\x8ir\x8ro\x8on\x8nm\x8me\x8en\x8nt\x8t,\x8,·p\x8pl\x8le\x8ea\x8as\x8se\x8e·r\x8re\x8er\x8ru\x8un\x8n·t\x8th\x8hi\x8is\x8s·c\x8ce\x8el\x8ll\x8l·t\x8to\x8o·s\x8sh\x8ho\x8ow\x8w·t\x8th\x8he\x8e·H\x8HT\x8TM\x8ML\x8L |
| 139 | r\x8re\x8ep\x8pr\x8re\x8es\x8se\x8en\x8nt\x8ta\x8at\x8ti\x8io\x8on\x8n·o\x8or\x8r·t\x8tr\x8ru\x8us\x8st\x8t·t\x8th\x8he\x8e·n\x8no\x8ot\x8te\x8eb\x8bo\x8oo\x8ok\x8k.\x8. | 139 | r\x8re\x8ep\x8pr\x8re\x8es\x8se\x8en\x8nt\x8ta\x8at\x8ti\x8io\x8on\x8n·o\x8or\x8r·t\x8tr\x8ru\x8us\x8st\x8t·t\x8th\x8he\x8e·n\x8no\x8ot\x8te\x8eb\x8bo\x8oo\x8ok\x8k.\x8. |
| 140 | O\x8On\x8n·G\x8Gi\x8it\x8tH\x8Hu\x8ub\x8b,\x8,·t\x8th\x8he\x8e·H\x8HT\x8TM\x8ML\x8L·r\x8re\x8ep\x8pr\x8re\x8es\x8se\x8en\x8nt\x8ta\x8at\x8ti\x8io\x8on\x8n·i\x8is\x8s·u\x8un\x8na\x8ab\x8bl\x8le\x8e·t\x8to\x8o·r\x8re\x8en\x8nd\x8de\x8er\x8r,\x8,·p\x8pl\x8le\x8ea\x8as\x8se\x8e·t\x8tr\x8ry\x8y·l\x8lo\x8oa\x8ad\x8di\x8in\x8ng\x8g·t\x8th\x8hi\x8is\x8s | 140 | O\x8On\x8n·G\x8Gi\x8it\x8tH\x8Hu\x8ub\x8b,\x8,·t\x8th\x8he\x8e·H\x8HT\x8TM\x8ML\x8L·r\x8re\x8ep\x8pr\x8re\x8es\x8se\x8en\x8nt\x8ta\x8at\x8ti\x8io\x8on\x8n·i\x8is\x8s·u\x8un\x8na\x8ab\x8bl\x8le\x8e·t\x8to\x8o·r\x8re\x8en\x8nd\x8de\x8er\x8r,\x8,·p\x8pl\x8le\x8ea\x8as\x8se\x8e·t\x8tr\x8ry\x8y·l\x8lo\x8oa\x8ad\x8di\x8in\x8ng\x8g·t\x8th\x8hi\x8is\x8s |
| 141 | p\x8pa\x8ag\x8ge\x8e·w\x8wi\x8it\x8th\x8h·n\x8nb\x8bv\x8vi\x8ie\x8ew\x8we\x8er\x8r.\x8.o\x8or\x8rg\x8g.\x8. | 141 | p\x8pa\x8ag\x8ge\x8e·w\x8wi\x8it\x8th\x8h·n\x8nb\x8bv\x8vi\x8ie\x8ew\x8we\x8er\x8r.\x8.o\x8or\x8rg\x8g.\x8. |
| 142 | [·] Pipeline_\x8?_\x8D_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8P_\x8i_\x8p_\x8e_\x8l_\x8i_\x8n_\x8eiFitted | 142 | [·] Pipeline_\x8?_\x8D_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8P_\x8i_\x8p_\x8e_\x8l_\x8i_\x8n_\x8eiFitted |
| 143 | Pipeline(steps=[('standardscaler',·StandardScaler()), | 143 | Pipeline(steps=[('standardscaler',·StandardScaler()), |
| 144 | ················('linearsvc', | 144 | ················('linearsvc', |
| 145 | ·················LinearSVC(dual='auto', | 145 | ·················LinearSVC(dual='auto', |
| 146 | ···························random_state=RandomState(MT19937)·at | 146 | ···························random_state=RandomState(MT19937)·at |
| 147 | 0x7F | 147 | 0x7F74D159F140))]) |
| 148 | [·] StandardScaler_\x8?_\x8D_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8S_\x8t_\x8a_\x8n_\x8d_\x8a_\x8r_\x8d_\x8S_\x8c_\x8a_\x8l_\x8e_\x8r | 148 | [·] StandardScaler_\x8?_\x8D_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8S_\x8t_\x8a_\x8n_\x8d_\x8a_\x8r_\x8d_\x8S_\x8c_\x8a_\x8l_\x8e_\x8r |
| 149 | StandardScaler() | 149 | StandardScaler() |
| 150 | [·] LinearSVC_\x8?_\x8D_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8L_\x8i_\x8n_\x8e_\x8a_\x8r_\x8S_\x8V_\x8C | 150 | [·] LinearSVC_\x8?_\x8D_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8L_\x8i_\x8n_\x8e_\x8a_\x8r_\x8S_\x8V_\x8C |
| 151 | LinearSVC(dual='auto',·random_state=RandomState(MT19937)·at·0x7F | 151 | LinearSVC(dual='auto',·random_state=RandomState(MT19937)·at·0x7F74D159F140) |
| 152 | *\x8**\x8**\x8**\x8*·P\x8Pl\x8lo\x8ot\x8t·t\x8th\x8he\x8e·P\x8Pr\x8re\x8ec\x8ci\x8is\x8si\x8io\x8on\x8n-\x8-R\x8Re\x8ec\x8ca\x8al\x8ll\x8l·c\x8cu\x8ur\x8rv\x8ve\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8* | 152 | *\x8**\x8**\x8**\x8*·P\x8Pl\x8lo\x8ot\x8t·t\x8th\x8he\x8e·P\x8Pr\x8re\x8ec\x8ci\x8is\x8si\x8io\x8on\x8n-\x8-R\x8Re\x8ec\x8ca\x8al\x8ll\x8l·c\x8cu\x8ur\x8rv\x8ve\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8* |
| 153 | To·plot·the·precision-recall·curve,·you·should·use·_\x8P_\x8r_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8R_\x8e_\x8c_\x8a_\x8l_\x8l_\x8D_\x8i_\x8s_\x8p_\x8l_\x8a_\x8y. | 153 | To·plot·the·precision-recall·curve,·you·should·use·_\x8P_\x8r_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8R_\x8e_\x8c_\x8a_\x8l_\x8l_\x8D_\x8i_\x8s_\x8p_\x8l_\x8a_\x8y. |
| 154 | Indeed,·there·is·two·methods·available·depending·if·you·already·computed·the | 154 | Indeed,·there·is·two·methods·available·depending·if·you·already·computed·the |
| 155 | predictions·of·the·classifier·or·not. | 155 | predictions·of·the·classifier·or·not. |
| 156 | Let’s·first·plot·the·precision-recall·curve·without·the·classifier·predictions. | 156 | Let’s·first·plot·the·precision-recall·curve·without·the·classifier·predictions. |
| Offset 268, 13 lines modified | Offset 268, 13 lines modified | ||
| 268 | labels.extend(["iso-f1·curves"]) | 268 | labels.extend(["iso-f1·curves"]) |
| 269 | #·set·the·legend·and·the·axes | 269 | #·set·the·legend·and·the·axes |
| 270 | ax.legend(handles=handles,·labels=labels,·loc="best") | 270 | ax.legend(handles=handles,·labels=labels,·loc="best") |
| 271 | ax.set_title("Extension·of·Precision-Recall·curve·to·multi-class") | 271 | ax.set_title("Extension·of·Precision-Recall·curve·to·multi-class") |
| 272 | plt.show() | 272 | plt.show() |
| 273 | [Extension·of·Precision-Recall·curve·to·multi-class] | 273 | [Extension·of·Precision-Recall·curve·to·multi-class] |
| 274 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.4 | 274 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.467·seconds) |
| 275 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8r_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8__\x8r_\x8e_\x8c_\x8a_\x8l_\x8l_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 275 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8r_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8__\x8r_\x8e_\x8c_\x8a_\x8l_\x8l_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 276 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8r_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8__\x8r_\x8e_\x8c_\x8a_\x8l_\x8l_\x8._\x8p_\x8y | 276 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8r_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8__\x8r_\x8e_\x8c_\x8a_\x8l_\x8l_\x8._\x8p_\x8y |
| 277 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8r_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8__\x8r_\x8e_\x8c_\x8a_\x8l_\x8l_\x8._\x8z_\x8i_\x8p | 277 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8p_\x8r_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8__\x8r_\x8e_\x8c_\x8a_\x8l_\x8l_\x8._\x8z_\x8i_\x8p |
| 278 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 278 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 279 | ©·2007·-·202 | 279 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 200 | <p>The·randomized·search·and·the·grid·search·explore·exactly·the·same·space·of | 200 | <p>The·randomized·search·and·the·grid·search·explore·exactly·the·same·space·of |
| 201 | parameters.·The·result·in·parameter·settings·is·quite·similar,·while·the·run | 201 | parameters.·The·result·in·parameter·settings·is·quite·similar,·while·the·run |
| 202 | time·for·randomized·search·is·drastically·lower.</p> | 202 | time·for·randomized·search·is·drastically·lower.</p> |
| 203 | <p>The·performance·is·may·slightly·worse·for·the·randomized·search,·and·is·likely | 203 | <p>The·performance·is·may·slightly·worse·for·the·randomized·search,·and·is·likely |
| 204 | due·to·a·noise·effect·and·would·not·carry·over·to·a·held-out·test·set.</p> | 204 | due·to·a·noise·effect·and·would·not·carry·over·to·a·held-out·test·set.</p> |
| 205 | <p>Note·that·in·practice,·one·would·not·search·over·this·many·different·parameters | 205 | <p>Note·that·in·practice,·one·would·not·search·over·this·many·different·parameters |
| 206 | simultaneously·using·grid·search,·but·pick·only·the·ones·deemed·most·important.</p> | 206 | simultaneously·using·grid·search,·but·pick·only·the·ones·deemed·most·important.</p> |
| 207 | <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>RandomizedSearchCV·took·1.3 | 207 | <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>RandomizedSearchCV·took·1.33·seconds·for·15·candidates·parameter·settings. |
| 208 | Model·with·rank:·1 | 208 | Model·with·rank:·1 |
| 209 | Mean·validation·score:·0.989·(std:·0.009) | 209 | Mean·validation·score:·0.989·(std:·0.009) |
| 210 | Parameters:·{'alpha':·np.float64(0.018851032596491145),·'average':·False,·'l1_ratio':·np.float64(0.06660350791530045)} | 210 | Parameters:·{'alpha':·np.float64(0.018851032596491145),·'average':·False,·'l1_ratio':·np.float64(0.06660350791530045)} |
| 211 | Model·with·rank:·2 | 211 | Model·with·rank:·2 |
| 212 | Mean·validation·score:·0.983·(std:·0.016) | 212 | Mean·validation·score:·0.983·(std:·0.016) |
| 213 | Parameters:·{'alpha':·np.float64(0.013037429051881391),·'average':·False,·'l1_ratio':·np.float64(0.8876186296675721)} | 213 | Parameters:·{'alpha':·np.float64(0.013037429051881391),·'average':·False,·'l1_ratio':·np.float64(0.8876186296675721)} |
| 214 | Model·with·rank:·3 | 214 | Model·with·rank:·3 |
| 215 | Mean·validation·score:·0.983·(std:·0.014) | 215 | Mean·validation·score:·0.983·(std:·0.014) |
| 216 | Parameters:·{'alpha':·np.float64(0.019460386635221996),·'average':·False,·'l1_ratio':·np.float64(0.5830731871403982)} | 216 | Parameters:·{'alpha':·np.float64(0.019460386635221996),·'average':·False,·'l1_ratio':·np.float64(0.5830731871403982)} |
| 217 | GridSearchCV·took·3.6 | 217 | GridSearchCV·took·3.60·seconds·for·60·candidate·parameter·settings. |
| 218 | Model·with·rank:·1 | 218 | Model·with·rank:·1 |
| 219 | Mean·validation·score:·0.993·(std:·0.009) | 219 | Mean·validation·score:·0.993·(std:·0.009) |
| 220 | Parameters:·{'alpha':·np.float64(1.0),·'average':·False,·'l1_ratio':·np.float64(0.0)} | 220 | Parameters:·{'alpha':·np.float64(1.0),·'average':·False,·'l1_ratio':·np.float64(0.0)} |
| 221 | Model·with·rank:·2 | 221 | Model·with·rank:·2 |
| 222 | Mean·validation·score:·0.991·(std:·0.008) | 222 | Mean·validation·score:·0.991·(std:·0.008) |
| 223 | Parameters:·{'alpha':·np.float64(0.01),·'average':·False,·'l1_ratio':·np.float64(0.0)} | 223 | Parameters:·{'alpha':·np.float64(0.01),·'average':·False,·'l1_ratio':·np.float64(0.0)} |
| Offset 302, 15 lines modified | Offset 302, 15 lines modified | ||
| 302 | <span·class="nb">print</span><span·class="p">(</span> | 302 | <span·class="nb">print</span><span·class="p">(</span> |
| 303 | ····<span·class="s2">"GridSearchCV·took·</span><span·class="si">%.2f</span><span·class="s2">·seconds·for·</span><span·class="si">%d</span><span·class="s2">·candidate·parameter·settings."</span> | 303 | ····<span·class="s2">"GridSearchCV·took·</span><span·class="si">%.2f</span><span·class="s2">·seconds·for·</span><span·class="si">%d</span><span·class="s2">·candidate·parameter·settings."</span> |
| 304 | ····<span·class="o">%</span>·<span·class="p">(</span><span·class="n">time</span><span·class="p">()</span>·<span·class="o">-</span>·<span·class="n">start</span><span·class="p">,</span>·<span·class="nb">len</span><span·class="p">(</span><span·class="n">grid_search</span><span·class="o">.</span><span·class="n">cv_results_</span><span·class="p">[</span><span·class="s2">"params"</span><span·class="p">]))</span> | 304 | ····<span·class="o">%</span>·<span·class="p">(</span><span·class="n">time</span><span·class="p">()</span>·<span·class="o">-</span>·<span·class="n">start</span><span·class="p">,</span>·<span·class="nb">len</span><span·class="p">(</span><span·class="n">grid_search</span><span·class="o">.</span><span·class="n">cv_results_</span><span·class="p">[</span><span·class="s2">"params"</span><span·class="p">]))</span> |
| 305 | <span·class="p">)</span> | 305 | <span·class="p">)</span> |
| 306 | <span·class="n">report</span><span·class="p">(</span><span·class="n">grid_search</span><span·class="o">.</span><span·class="n">cv_results_</span><span·class="p">)</span> | 306 | <span·class="n">report</span><span·class="p">(</span><span·class="n">grid_search</span><span·class="o">.</span><span·class="n">cv_results_</span><span·class="p">)</span> |
| 307 | </pre></div> | 307 | </pre></div> |
| 308 | </div> | 308 | </div> |
| 309 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes· | 309 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·4.944·seconds)</p> |
| 310 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-model-selection-plot-randomized-search-py"> | 310 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-model-selection-plot-randomized-search-py"> |
| 311 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 311 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 312 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/733ff7845fe2f197ecd0c72afcf23651/plot_randomized_search.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_randomized_search.ipynb</span></code></a></p> | 312 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/733ff7845fe2f197ecd0c72afcf23651/plot_randomized_search.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_randomized_search.ipynb</span></code></a></p> |
| 313 | </div> | 313 | </div> |
| 314 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 314 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 315 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/f6e7c2e766100e8bcbb85bbb947d2893/plot_randomized_search.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_randomized_search.py</span></code></a></p> | 315 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/f6e7c2e766100e8bcbb85bbb947d2893/plot_randomized_search.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_randomized_search.py</span></code></a></p> |
| 316 | </div> | 316 | </div> |
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| 321 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 321 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 322 | </section> | 322 | </section> |
| 323 | ······</div> | 323 | ······</div> |
| 324 | ····<div·class="container"> | 324 | ····<div·class="container"> |
| 325 | ······<footer·class="sk-content-footer"> | 325 | ······<footer·class="sk-content-footer"> |
| 326 | ············©·2007·-·202 | 326 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 327 | ··········<a·href="../../_sources/auto_examples/model_selection/plot_randomized_search.rst.txt"·rel="nofollow">Show·this·page·source</a> | 327 | ··········<a·href="../../_sources/auto_examples/model_selection/plot_randomized_search.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 328 | ······</footer> | 328 | ······</footer> |
| 329 | ····</div> | 329 | ····</div> |
| 330 | ··</div> | 330 | ··</div> |
| 331 | </div> | 331 | </div> |
| 332 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 332 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 39 | The·randomized·search·and·the·grid·search·explore·exactly·the·same·space·of | 39 | The·randomized·search·and·the·grid·search·explore·exactly·the·same·space·of |
| 40 | parameters.·The·result·in·parameter·settings·is·quite·similar,·while·the·run | 40 | parameters.·The·result·in·parameter·settings·is·quite·similar,·while·the·run |
| 41 | time·for·randomized·search·is·drastically·lower. | 41 | time·for·randomized·search·is·drastically·lower. |
| 42 | The·performance·is·may·slightly·worse·for·the·randomized·search,·and·is·likely | 42 | The·performance·is·may·slightly·worse·for·the·randomized·search,·and·is·likely |
| 43 | due·to·a·noise·effect·and·would·not·carry·over·to·a·held-out·test·set. | 43 | due·to·a·noise·effect·and·would·not·carry·over·to·a·held-out·test·set. |
| 44 | Note·that·in·practice,·one·would·not·search·over·this·many·different·parameters | 44 | Note·that·in·practice,·one·would·not·search·over·this·many·different·parameters |
| 45 | simultaneously·using·grid·search,·but·pick·only·the·ones·deemed·most·important. | 45 | simultaneously·using·grid·search,·but·pick·only·the·ones·deemed·most·important. |
| 46 | RandomizedSearchCV·took·1.3 | 46 | RandomizedSearchCV·took·1.33·seconds·for·15·candidates·parameter·settings. |
| 47 | Model·with·rank:·1 | 47 | Model·with·rank:·1 |
| 48 | Mean·validation·score:·0.989·(std:·0.009) | 48 | Mean·validation·score:·0.989·(std:·0.009) |
| 49 | Parameters:·{'alpha':·np.float64(0.018851032596491145),·'average':·False, | 49 | Parameters:·{'alpha':·np.float64(0.018851032596491145),·'average':·False, |
| 50 | 'l1_ratio':·np.float64(0.06660350791530045)} | 50 | 'l1_ratio':·np.float64(0.06660350791530045)} |
| 51 | Model·with·rank:·2 | 51 | Model·with·rank:·2 |
| 52 | Mean·validation·score:·0.983·(std:·0.016) | 52 | Mean·validation·score:·0.983·(std:·0.016) |
| Offset 55, 15 lines modified | Offset 55, 15 lines modified | ||
| 55 | 'l1_ratio':·np.float64(0.8876186296675721)} | 55 | 'l1_ratio':·np.float64(0.8876186296675721)} |
| 56 | Model·with·rank:·3 | 56 | Model·with·rank:·3 |
| 57 | Mean·validation·score:·0.983·(std:·0.014) | 57 | Mean·validation·score:·0.983·(std:·0.014) |
| 58 | Parameters:·{'alpha':·np.float64(0.019460386635221996),·'average':·False, | 58 | Parameters:·{'alpha':·np.float64(0.019460386635221996),·'average':·False, |
| 59 | 'l1_ratio':·np.float64(0.5830731871403982)} | 59 | 'l1_ratio':·np.float64(0.5830731871403982)} |
| 60 | GridSearchCV·took·3.6 | 60 | GridSearchCV·took·3.60·seconds·for·60·candidate·parameter·settings. |
| 61 | Model·with·rank:·1 | 61 | Model·with·rank:·1 |
| 62 | Mean·validation·score:·0.993·(std:·0.009) | 62 | Mean·validation·score:·0.993·(std:·0.009) |
| 63 | Parameters:·{'alpha':·np.float64(1.0),·'average':·False,·'l1_ratio':·np.float64 | 63 | Parameters:·{'alpha':·np.float64(1.0),·'average':·False,·'l1_ratio':·np.float64 |
| 64 | (0.0)} | 64 | (0.0)} |
| 65 | Model·with·rank:·2 | 65 | Model·with·rank:·2 |
| 66 | Mean·validation·score:·0.991·(std:·0.008) | 66 | Mean·validation·score:·0.991·(std:·0.008) |
| Offset 142, 13 lines modified | Offset 142, 13 lines modified | ||
| 142 | grid_search.fit(X,·y) | 142 | grid_search.fit(X,·y) |
| 143 | print( | 143 | print( |
| 144 | ····"GridSearchCV·took·%.2f·seconds·for·%d·candidate·parameter·settings." | 144 | ····"GridSearchCV·took·%.2f·seconds·for·%d·candidate·parameter·settings." |
| 145 | ····%·(time()·-·start,·len(grid_search.cv_results_["params"])) | 145 | ····%·(time()·-·start,·len(grid_search.cv_results_["params"])) |
| 146 | ) | 146 | ) |
| 147 | report(grid_search.cv_results_) | 147 | report(grid_search.cv_results_) |
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| 149 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8i_\x8z_\x8e_\x8d_\x8__\x8s_\x8e_\x8a_\x8r_\x8c_\x8h_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 149 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8i_\x8z_\x8e_\x8d_\x8__\x8s_\x8e_\x8a_\x8r_\x8c_\x8h_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 150 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8i_\x8z_\x8e_\x8d_\x8__\x8s_\x8e_\x8a_\x8r_\x8c_\x8h_\x8._\x8p_\x8y | 150 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8i_\x8z_\x8e_\x8d_\x8__\x8s_\x8e_\x8a_\x8r_\x8c_\x8h_\x8._\x8p_\x8y |
| 151 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8i_\x8z_\x8e_\x8d_\x8__\x8s_\x8e_\x8a_\x8r_\x8c_\x8h_\x8._\x8z_\x8i_\x8p | 151 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8i_\x8z_\x8e_\x8d_\x8__\x8s_\x8e_\x8a_\x8r_\x8c_\x8h_\x8._\x8z_\x8i_\x8p |
| 152 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 152 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 153 | ©·2007·-·202 | 153 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 663 | identifying·a·particular·class·or·subset·of·classes,·whereas·evaluating·the | 663 | identifying·a·particular·class·or·subset·of·classes,·whereas·evaluating·the |
| 664 | global·performance·of·a·classifier·can·still·be·summarized·via·a·given | 664 | global·performance·of·a·classifier·can·still·be·summarized·via·a·given |
| 665 | averaging·strategy.</p> | 665 | averaging·strategy.</p> |
| 666 | <p>Micro-averaged·OvR·ROC·is·dominated·by·the·more·frequent·class,·since·the | 666 | <p>Micro-averaged·OvR·ROC·is·dominated·by·the·more·frequent·class,·since·the |
| 667 | counts·are·pooled.·The·macro-averaged·alternative·better·reflects·the | 667 | counts·are·pooled.·The·macro-averaged·alternative·better·reflects·the |
| 668 | statistics·of·the·less·frequent·classes,·and·then·is·more·appropriate·when | 668 | statistics·of·the·less·frequent·classes,·and·then·is·more·appropriate·when |
| 669 | performance·on·all·the·classes·is·deemed·equally·important.</p> | 669 | performance·on·all·the·classes·is·deemed·equally·important.</p> |
| 670 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes· | 670 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1.144·seconds)</p> |
| 671 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-model-selection-plot-roc-py"> | 671 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-model-selection-plot-roc-py"> |
| 672 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 672 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 673 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/40f4aad91af595a370d7582e3a23bed7/plot_roc.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_roc.ipynb</span></code></a></p> | 673 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/40f4aad91af595a370d7582e3a23bed7/plot_roc.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_roc.ipynb</span></code></a></p> |
| 674 | </div> | 674 | </div> |
| 675 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 675 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 676 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/80fef09514fd851560e999a5b7daa303/plot_roc.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_roc.py</span></code></a></p> | 676 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/80fef09514fd851560e999a5b7daa303/plot_roc.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_roc.py</span></code></a></p> |
| 677 | </div> | 677 | </div> |
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| 684 | </section> | 684 | </section> |
| 685 | </section> | 685 | </section> |
| 686 | ······</div> | 686 | ······</div> |
| 687 | ····<div·class="container"> | 687 | ····<div·class="container"> |
| 688 | ······<footer·class="sk-content-footer"> | 688 | ······<footer·class="sk-content-footer"> |
| 689 | ············©·2007·-·202 | 689 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 690 | ··········<a·href="../../_sources/auto_examples/model_selection/plot_roc.rst.txt"·rel="nofollow">Show·this·page·source</a> | 690 | ··········<a·href="../../_sources/auto_examples/model_selection/plot_roc.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 691 | ······</footer> | 691 | ······</footer> |
| 692 | ····</div> | 692 | ····</div> |
| 693 | ··</div> | 693 | ··</div> |
| 694 | </div> | 694 | </div> |
| 695 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 695 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 418 | identifying·a·particular·class·or·subset·of·classes,·whereas·evaluating·the | 418 | identifying·a·particular·class·or·subset·of·classes,·whereas·evaluating·the |
| 419 | global·performance·of·a·classifier·can·still·be·summarized·via·a·given | 419 | global·performance·of·a·classifier·can·still·be·summarized·via·a·given |
| 420 | averaging·strategy. | 420 | averaging·strategy. |
| 421 | Micro-averaged·OvR·ROC·is·dominated·by·the·more·frequent·class,·since·the | 421 | Micro-averaged·OvR·ROC·is·dominated·by·the·more·frequent·class,·since·the |
| 422 | counts·are·pooled.·The·macro-averaged·alternative·better·reflects·the | 422 | counts·are·pooled.·The·macro-averaged·alternative·better·reflects·the |
| 423 | statistics·of·the·less·frequent·classes,·and·then·is·more·appropriate·when | 423 | statistics·of·the·less·frequent·classes,·and·then·is·more·appropriate·when |
| 424 | performance·on·all·the·classes·is·deemed·equally·important. | 424 | performance·on·all·the·classes·is·deemed·equally·important. |
| 425 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes· | 425 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1.144·seconds) |
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| 427 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8o_\x8c_\x8._\x8p_\x8y | 427 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8o_\x8c_\x8._\x8p_\x8y |
| 428 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8o_\x8c_\x8._\x8z_\x8i_\x8p | 428 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8o_\x8c_\x8._\x8z_\x8i_\x8p |
| 429 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 429 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 430 | ©·2007·-·202 | 430 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 312 | ····<span·class="n">ylabel</span><span·class="o">=</span><span·class="s2">"True·Positive·Rate"</span><span·class="p">,</span> | 312 | ····<span·class="n">ylabel</span><span·class="o">=</span><span·class="s2">"True·Positive·Rate"</span><span·class="p">,</span> |
| 313 | ····<span·class="n">title</span><span·class="o">=</span><span·class="sa">f</span><span·class="s2">"Mean·ROC·curve·with·variability</span><span·class="se">\n</span><span·class="s2">(Positive·label·'</span><span·class="si">{</span><span·class="n">target_names</span><span·class="p">[</span><span·class="mi">1</span><span·class="p">]</span><span·class="si">}</span><span·class="s2">')"</span><span·class="p">,</span> | 313 | ····<span·class="n">title</span><span·class="o">=</span><span·class="sa">f</span><span·class="s2">"Mean·ROC·curve·with·variability</span><span·class="se">\n</span><span·class="s2">(Positive·label·'</span><span·class="si">{</span><span·class="n">target_names</span><span·class="p">[</span><span·class="mi">1</span><span·class="p">]</span><span·class="si">}</span><span·class="s2">')"</span><span·class="p">,</span> |
| 314 | <span·class="p">)</span> | 314 | <span·class="p">)</span> |
| 315 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span><span·class="n">loc</span><span·class="o">=</span><span·class="s2">"lower·right"</span><span·class="p">)</span> | 315 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span><span·class="n">loc</span><span·class="o">=</span><span·class="s2">"lower·right"</span><span·class="p">)</span> |
| 316 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 316 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 317 | </pre></div> | 317 | </pre></div> |
| 318 | </div> | 318 | </div> |
| 319 | <img·src="../../_images/sphx_glr_plot_roc_crossval_001.png"·srcset="../../_images/sphx_glr_plot_roc_crossval_001.png"·alt="Mean·ROC·curve·with·variability·(Positive·label·'versicolor')"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.3 | 319 | <img·src="../../_images/sphx_glr_plot_roc_crossval_001.png"·srcset="../../_images/sphx_glr_plot_roc_crossval_001.png"·alt="Mean·ROC·curve·with·variability·(Positive·label·'versicolor')"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.374·seconds)</p> |
| 320 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-model-selection-plot-roc-crossval-py"> | 320 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-model-selection-plot-roc-crossval-py"> |
| 321 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 321 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 322 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/055e8313e28f2f3b5fd508054dfe5fe0/plot_roc_crossval.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_roc_crossval.ipynb</span></code></a></p> | 322 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/055e8313e28f2f3b5fd508054dfe5fe0/plot_roc_crossval.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_roc_crossval.ipynb</span></code></a></p> |
| 323 | </div> | 323 | </div> |
| 324 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 324 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 325 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/010337852815f8103ac6cca38a812b3c/plot_roc_crossval.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_roc_crossval.py</span></code></a></p> | 325 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/010337852815f8103ac6cca38a812b3c/plot_roc_crossval.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_roc_crossval.py</span></code></a></p> |
| 326 | </div> | 326 | </div> |
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| 333 | </section> | 333 | </section> |
| 334 | </section> | 334 | </section> |
| 335 | ······</div> | 335 | ······</div> |
| 336 | ····<div·class="container"> | 336 | ····<div·class="container"> |
| 337 | ······<footer·class="sk-content-footer"> | 337 | ······<footer·class="sk-content-footer"> |
| 338 | ············©·2007·-·202 | 338 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 339 | ··········<a·href="../../_sources/auto_examples/model_selection/plot_roc_crossval.rst.txt"·rel="nofollow">Show·this·page·source</a> | 339 | ··········<a·href="../../_sources/auto_examples/model_selection/plot_roc_crossval.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 340 | ······</footer> | 340 | ······</footer> |
| 341 | ····</div> | 341 | ····</div> |
| 342 | ··</div> | 342 | ··</div> |
| 343 | </div> | 343 | </div> |
| 344 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 344 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 138 | ····ylabel="True·Positive·Rate", | 138 | ····ylabel="True·Positive·Rate", |
| 139 | ····title=f"Mean·ROC·curve·with·variability\n(Positive·label·'{target_names | 139 | ····title=f"Mean·ROC·curve·with·variability\n(Positive·label·'{target_names |
| 140 | [1]}')", | 140 | [1]}')", |
| 141 | ) | 141 | ) |
| 142 | ax.legend(loc="lower·right") | 142 | ax.legend(loc="lower·right") |
| 143 | plt.show() | 143 | plt.show() |
| 144 | [Mean·ROC·curve·with·variability·(Positive·label·'versicolor')] | 144 | [Mean·ROC·curve·with·variability·(Positive·label·'versicolor')] |
| 145 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.3 | 145 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.374·seconds) |
| 146 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8o_\x8c_\x8__\x8c_\x8r_\x8o_\x8s_\x8s_\x8v_\x8a_\x8l_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 146 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8o_\x8c_\x8__\x8c_\x8r_\x8o_\x8s_\x8s_\x8v_\x8a_\x8l_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 147 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8o_\x8c_\x8__\x8c_\x8r_\x8o_\x8s_\x8s_\x8v_\x8a_\x8l_\x8._\x8p_\x8y | 147 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8o_\x8c_\x8__\x8c_\x8r_\x8o_\x8s_\x8s_\x8v_\x8a_\x8l_\x8._\x8p_\x8y |
| 148 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8o_\x8c_\x8__\x8c_\x8r_\x8o_\x8s_\x8s_\x8v_\x8a_\x8l_\x8._\x8z_\x8i_\x8p | 148 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8o_\x8c_\x8__\x8c_\x8r_\x8o_\x8s_\x8s_\x8v_\x8a_\x8l_\x8._\x8z_\x8i_\x8p |
| 149 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 149 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 150 | ©·2007·-·202 | 150 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 298 | <span·class="n">ax1</span><span·class="o">.</span><span·class="n">set_title</span><span·class="p">(</span><span·class="s2">"Successive·Halving</span><span·class="se">\n</span><span·class="s2">time·=·</span><span·class="si">{:.3f}</span><span·class="s2">s"</span><span·class="o">.</span><span·class="n">format</span><span·class="p">(</span><span·class="n">gsh_time</span><span·class="p">),</span>·<span·class="n">fontsize</span><span·class="o">=</span><span·class="mi">15</span><span·class="p">)</span> | 298 | <span·class="n">ax1</span><span·class="o">.</span><span·class="n">set_title</span><span·class="p">(</span><span·class="s2">"Successive·Halving</span><span·class="se">\n</span><span·class="s2">time·=·</span><span·class="si">{:.3f}</span><span·class="s2">s"</span><span·class="o">.</span><span·class="n">format</span><span·class="p">(</span><span·class="n">gsh_time</span><span·class="p">),</span>·<span·class="n">fontsize</span><span·class="o">=</span><span·class="mi">15</span><span·class="p">)</span> |
| 299 | <span·class="n">ax2</span><span·class="o">.</span><span·class="n">set_title</span><span·class="p">(</span><span·class="s2">"GridSearch</span><span·class="se">\n</span><span·class="s2">time·=·</span><span·class="si">{:.3f}</span><span·class="s2">s"</span><span·class="o">.</span><span·class="n">format</span><span·class="p">(</span><span·class="n">gs_time</span><span·class="p">),</span>·<span·class="n">fontsize</span><span·class="o">=</span><span·class="mi">15</span><span·class="p">)</span> | 299 | <span·class="n">ax2</span><span·class="o">.</span><span·class="n">set_title</span><span·class="p">(</span><span·class="s2">"GridSearch</span><span·class="se">\n</span><span·class="s2">time·=·</span><span·class="si">{:.3f}</span><span·class="s2">s"</span><span·class="o">.</span><span·class="n">format</span><span·class="p">(</span><span·class="n">gs_time</span><span·class="p">),</span>·<span·class="n">fontsize</span><span·class="o">=</span><span·class="mi">15</span><span·class="p">)</span> |
| 300 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 300 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 301 | </pre></div> | 301 | </pre></div> |
| 302 | </div> | 302 | </div> |
| 303 | <img·src="../../_images/sphx_glr_plot_successive_halving_heatmap_001.png"·srcset="../../_images/sphx_glr_plot_successive_halving_heatmap_001.png"·alt="Successive·Halving·time·=·1. | 303 | <img·src="../../_images/sphx_glr_plot_successive_halving_heatmap_001.png"·srcset="../../_images/sphx_glr_plot_successive_halving_heatmap_001.png"·alt="Successive·Halving·time·=·1.595s,·GridSearch·time·=·8.034s"·class·=·"sphx-glr-single-img"/><p>The·heatmaps·show·the·mean·test·score·of·the·parameter·combinations·for·an |
| 304 | <a·class="reference·internal"·href="../../modules/generated/sklearn.svm.SVC.html#sklearn.svm.SVC"·title="sklearn.svm.SVC"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">SVC</span></code></a>·instance.·The | 304 | <a·class="reference·internal"·href="../../modules/generated/sklearn.svm.SVC.html#sklearn.svm.SVC"·title="sklearn.svm.SVC"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">SVC</span></code></a>·instance.·The |
| 305 | <a·class="reference·internal"·href="../../modules/generated/sklearn.model_selection.HalvingGridSearchCV.html#sklearn.model_selection.HalvingGridSearchCV"·title="sklearn.model_selection.HalvingGridSearchCV"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">HalvingGridSearchCV</span></code></a>·also·shows·the | 305 | <a·class="reference·internal"·href="../../modules/generated/sklearn.model_selection.HalvingGridSearchCV.html#sklearn.model_selection.HalvingGridSearchCV"·title="sklearn.model_selection.HalvingGridSearchCV"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">HalvingGridSearchCV</span></code></a>·also·shows·the |
| 306 | iteration·at·which·the·combinations·where·last·used.·The·combinations·marked | 306 | iteration·at·which·the·combinations·where·last·used.·The·combinations·marked |
| 307 | as·<code·class="docutils·literal·notranslate"><span·class="pre">0</span></code>·were·only·evaluated·at·the·first·iteration,·while·the·ones·with | 307 | as·<code·class="docutils·literal·notranslate"><span·class="pre">0</span></code>·were·only·evaluated·at·the·first·iteration,·while·the·ones·with |
| 308 | <code·class="docutils·literal·notranslate"><span·class="pre">5</span></code>·are·the·parameter·combinations·that·are·considered·the·best·ones.</p> | 308 | <code·class="docutils·literal·notranslate"><span·class="pre">5</span></code>·are·the·parameter·combinations·that·are·considered·the·best·ones.</p> |
| 309 | <p>We·can·see·that·the·<a·class="reference·internal"·href="../../modules/generated/sklearn.model_selection.HalvingGridSearchCV.html#sklearn.model_selection.HalvingGridSearchCV"·title="sklearn.model_selection.HalvingGridSearchCV"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">HalvingGridSearchCV</span></code></a> | 309 | <p>We·can·see·that·the·<a·class="reference·internal"·href="../../modules/generated/sklearn.model_selection.HalvingGridSearchCV.html#sklearn.model_selection.HalvingGridSearchCV"·title="sklearn.model_selection.HalvingGridSearchCV"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">HalvingGridSearchCV</span></code></a> |
| 310 | class·is·able·to·find·parameter·combinations·that·are·just·as·accurate·as | 310 | class·is·able·to·find·parameter·combinations·that·are·just·as·accurate·as |
| 311 | <a·class="reference·internal"·href="../../modules/generated/sklearn.model_selection.GridSearchCV.html#sklearn.model_selection.GridSearchCV"·title="sklearn.model_selection.GridSearchCV"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">GridSearchCV</span></code></a>,·in·much·less·time.</p> | 311 | <a·class="reference·internal"·href="../../modules/generated/sklearn.model_selection.GridSearchCV.html#sklearn.model_selection.GridSearchCV"·title="sklearn.model_selection.GridSearchCV"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">GridSearchCV</span></code></a>,·in·much·less·time.</p> |
| 312 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes· | 312 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·9.849·seconds)</p> |
| 313 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-model-selection-plot-successive-halving-heatmap-py"> | 313 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-model-selection-plot-successive-halving-heatmap-py"> |
| 314 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 314 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 315 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/69f1bc3bab6ea5d622c5dd4cbd78227f/plot_successive_halving_heatmap.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_successive_halving_heatmap.ipynb</span></code></a></p> | 315 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/69f1bc3bab6ea5d622c5dd4cbd78227f/plot_successive_halving_heatmap.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_successive_halving_heatmap.ipynb</span></code></a></p> |
| 316 | </div> | 316 | </div> |
| 317 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 317 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 318 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/6383d955c013c730f9d211f15e261f38/plot_successive_halving_heatmap.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_successive_halving_heatmap.py</span></code></a></p> | 318 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/6383d955c013c730f9d211f15e261f38/plot_successive_halving_heatmap.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_successive_halving_heatmap.py</span></code></a></p> |
| 319 | </div> | 319 | </div> |
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| 326 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 326 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 327 | </section> | 327 | </section> |
| 328 | ······</div> | 328 | ······</div> |
| 329 | ····<div·class="container"> | 329 | ····<div·class="container"> |
| 330 | ······<footer·class="sk-content-footer"> | 330 | ······<footer·class="sk-content-footer"> |
| 331 | ············©·2007·-·202 | 331 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 332 | ··········<a·href="../../_sources/auto_examples/model_selection/plot_successive_halving_heatmap.rst.txt"·rel="nofollow">Show·this·page·source</a> | 332 | ··········<a·href="../../_sources/auto_examples/model_selection/plot_successive_halving_heatmap.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 333 | ······</footer> | 333 | ······</footer> |
| 334 | ····</div> | 334 | ····</div> |
| 335 | ··</div> | 335 | ··</div> |
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| 133 | make_heatmap(ax2,·gs,·make_cbar=True) | 133 | make_heatmap(ax2,·gs,·make_cbar=True) |
| 134 | ax1.set_title("Successive·Halving\ntime·=·{:.3f}s".format(gsh_time), | 134 | ax1.set_title("Successive·Halving\ntime·=·{:.3f}s".format(gsh_time), |
| 135 | fontsize=15) | 135 | fontsize=15) |
| 136 | ax2.set_title("GridSearch\ntime·=·{:.3f}s".format(gs_time),·fontsize=15) | 136 | ax2.set_title("GridSearch\ntime·=·{:.3f}s".format(gs_time),·fontsize=15) |
| 137 | plt.show() | 137 | plt.show() |
| 138 | [Successive·Halving·time·=·1. | 138 | [Successive·Halving·time·=·1.595s,·GridSearch·time·=·8.034s] |
| 139 | The·heatmaps·show·the·mean·test·score·of·the·parameter·combinations·for·an·_\x8S_\x8V_\x8C | 139 | The·heatmaps·show·the·mean·test·score·of·the·parameter·combinations·for·an·_\x8S_\x8V_\x8C |
| 140 | instance.·The·_\x8H_\x8a_\x8l_\x8v_\x8i_\x8n_\x8g_\x8G_\x8r_\x8i_\x8d_\x8S_\x8e_\x8a_\x8r_\x8c_\x8h_\x8C_\x8V·also·shows·the·iteration·at·which·the | 140 | instance.·The·_\x8H_\x8a_\x8l_\x8v_\x8i_\x8n_\x8g_\x8G_\x8r_\x8i_\x8d_\x8S_\x8e_\x8a_\x8r_\x8c_\x8h_\x8C_\x8V·also·shows·the·iteration·at·which·the |
| 141 | combinations·where·last·used.·The·combinations·marked·as·0·were·only·evaluated | 141 | combinations·where·last·used.·The·combinations·marked·as·0·were·only·evaluated |
| 142 | at·the·first·iteration,·while·the·ones·with·5·are·the·parameter·combinations | 142 | at·the·first·iteration,·while·the·ones·with·5·are·the·parameter·combinations |
| 143 | that·are·considered·the·best·ones. | 143 | that·are·considered·the·best·ones. |
| 144 | We·can·see·that·the·_\x8H_\x8a_\x8l_\x8v_\x8i_\x8n_\x8g_\x8G_\x8r_\x8i_\x8d_\x8S_\x8e_\x8a_\x8r_\x8c_\x8h_\x8C_\x8V·class·is·able·to·find·parameter | 144 | We·can·see·that·the·_\x8H_\x8a_\x8l_\x8v_\x8i_\x8n_\x8g_\x8G_\x8r_\x8i_\x8d_\x8S_\x8e_\x8a_\x8r_\x8c_\x8h_\x8C_\x8V·class·is·able·to·find·parameter |
| 145 | combinations·that·are·just·as·accurate·as·_\x8G_\x8r_\x8i_\x8d_\x8S_\x8e_\x8a_\x8r_\x8c_\x8h_\x8C_\x8V,·in·much·less·time. | 145 | combinations·that·are·just·as·accurate·as·_\x8G_\x8r_\x8i_\x8d_\x8S_\x8e_\x8a_\x8r_\x8c_\x8h_\x8C_\x8V,·in·much·less·time. |
| 146 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes· | 146 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·9.849·seconds) |
| 147 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8u_\x8c_\x8c_\x8e_\x8s_\x8s_\x8i_\x8v_\x8e_\x8__\x8h_\x8a_\x8l_\x8v_\x8i_\x8n_\x8g_\x8__\x8h_\x8e_\x8a_\x8t_\x8m_\x8a_\x8p_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 147 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8u_\x8c_\x8c_\x8e_\x8s_\x8s_\x8i_\x8v_\x8e_\x8__\x8h_\x8a_\x8l_\x8v_\x8i_\x8n_\x8g_\x8__\x8h_\x8e_\x8a_\x8t_\x8m_\x8a_\x8p_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 148 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8u_\x8c_\x8c_\x8e_\x8s_\x8s_\x8i_\x8v_\x8e_\x8__\x8h_\x8a_\x8l_\x8v_\x8i_\x8n_\x8g_\x8__\x8h_\x8e_\x8a_\x8t_\x8m_\x8a_\x8p_\x8._\x8p_\x8y | 148 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8u_\x8c_\x8c_\x8e_\x8s_\x8s_\x8i_\x8v_\x8e_\x8__\x8h_\x8a_\x8l_\x8v_\x8i_\x8n_\x8g_\x8__\x8h_\x8e_\x8a_\x8t_\x8m_\x8a_\x8p_\x8._\x8p_\x8y |
| 149 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8u_\x8c_\x8c_\x8e_\x8s_\x8s_\x8i_\x8v_\x8e_\x8__\x8h_\x8a_\x8l_\x8v_\x8i_\x8n_\x8g_\x8__\x8h_\x8e_\x8a_\x8t_\x8m_\x8a_\x8p_\x8._\x8z_\x8i_\x8p | 149 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8u_\x8c_\x8c_\x8e_\x8s_\x8s_\x8i_\x8v_\x8e_\x8__\x8h_\x8a_\x8l_\x8v_\x8i_\x8n_\x8g_\x8__\x8h_\x8e_\x8a_\x8t_\x8m_\x8a_\x8p_\x8._\x8z_\x8i_\x8p |
| 150 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 150 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 151 | ©·2007·-·202 | 151 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 636 | } | 636 | } |
| 637 | #sk-container-id-35·a.estimator_doc_link.fitted:hover·{ | 637 | #sk-container-id-35·a.estimator_doc_link.fitted:hover·{ |
| 638 | ··/*·fitted·*/ | 638 | ··/*·fitted·*/ |
| 639 | ··background-color:·var(--sklearn-color-fitted-level-3); | 639 | ··background-color:·var(--sklearn-color-fitted-level-3); |
| 640 | } | 640 | } |
| 641 | </style><div·id="sk-container-id-35"·class="sk-top-container"><div·class="sk-text-repr-fallback"><pre>HalvingRandomSearchCV(estimator=RandomForestClassifier(n_estimators=20, | 641 | </style><div·id="sk-container-id-35"·class="sk-top-container"><div·class="sk-text-repr-fallback"><pre>HalvingRandomSearchCV(estimator=RandomForestClassifier(n_estimators=20, |
| 642 | ·······················································random_state=RandomState(MT19937)·at·0x7F | 642 | ·······················································random_state=RandomState(MT19937)·at·0x7F74D1DE1040), |
| 643 | ······················factor=2, | 643 | ······················factor=2, |
| 644 | ······················param_distributions={'bootstrap':·[True,·False], | 644 | ······················param_distributions={'bootstrap':·[True,·False], |
| 645 | ···········································'criterion':·['gini',·'entropy'], | 645 | ···········································'criterion':·['gini',·'entropy'], |
| 646 | ···········································'max_depth':·[3,·None], | 646 | ···········································'max_depth':·[3,·None], |
| 647 | ···········································'max_features':·<scipy.stats._distn_infrastructure.rv_discrete_frozen·object·at·0x7f | 647 | ···········································'max_features':·<scipy.stats._distn_infrastructure.rv_discrete_frozen·object·at·0x7f74d154fed0>, |
| 648 | ···········································'min_samples_split':·<scipy.stats._distn_infrastructure.rv_discrete_frozen·object·at·0x7f | 648 | ···········································'min_samples_split':·<scipy.stats._distn_infrastructure.rv_discrete_frozen·object·at·0x7f74d1543bb0>}, |
| 649 | ······················random_state=RandomState(MT19937)·at·0x7F | 649 | ······················random_state=RandomState(MT19937)·at·0x7F74D1DE1040)</pre><b>In·a·Jupyter·environment,·please·rerun·this·cell·to·show·the·HTML·representation·or·trust·the·notebook.·<br·/>On·GitHub,·the·HTML·representation·is·unable·to·render,·please·try·loading·this·page·with·nbviewer.org.</b></div><div·class="sk-container"·hidden><div·class="sk-item·sk-dashed-wrapped"><div·class="sk-label-container"><div·class="sk-label·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-113"·type="checkbox"·><label·for="sk-estimator-id-113"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> HalvingRandomSearchCV<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.model_selection.HalvingRandomSearchCV.html">?<span>Documentation·for·HalvingRandomSearchCV</span></a><span·class="sk-estimator-doc-link·fitted">i<span>Fitted</span></span></label><div·class="sk-toggleable__content·fitted"><pre>HalvingRandomSearchCV(estimator=RandomForestClassifier(n_estimators=20, |
| 650 | ·······················································random_state=RandomState(MT19937)·at·0x7F | 650 | ·······················································random_state=RandomState(MT19937)·at·0x7F74D1DE1040), |
| 651 | ······················factor=2, | 651 | ······················factor=2, |
| 652 | ······················param_distributions={'bootstrap':·[True,·False], | 652 | ······················param_distributions={'bootstrap':·[True,·False], |
| 653 | ···········································'criterion':·['gini',·'entropy'], | 653 | ···········································'criterion':·['gini',·'entropy'], |
| 654 | ···········································'max_depth':·[3,·None], | 654 | ···········································'max_depth':·[3,·None], |
| 655 | ···········································'max_features':·<scipy.stats._distn_infrastructure.rv_discrete_frozen·object·at·0x7f | 655 | ···········································'max_features':·<scipy.stats._distn_infrastructure.rv_discrete_frozen·object·at·0x7f74d154fed0>, |
| 656 | ···········································'min_samples_split':·<scipy.stats._distn_infrastructure.rv_discrete_frozen·object·at·0x7f | 656 | ···········································'min_samples_split':·<scipy.stats._distn_infrastructure.rv_discrete_frozen·object·at·0x7f74d1543bb0>}, |
| 657 | ······················random_state=RandomState(MT19937)·at·0x7F | 657 | ······················random_state=RandomState(MT19937)·at·0x7F74D1DE1040)</pre></div>·</div></div><div·class="sk-parallel"><div·class="sk-parallel-item"><div·class="sk-item"><div·class="sk-label-container"><div·class="sk-label·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-114"·type="checkbox"·><label·for="sk-estimator-id-114"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted">estimator:·RandomForestClassifier</label><div·class="sk-toggleable__content·fitted"><pre>RandomForestClassifier(n_estimators=20, |
| 658 | ·······················random_state=RandomState(MT19937)·at·0x7F | 658 | ·······················random_state=RandomState(MT19937)·at·0x7F74D1DE1040)</pre></div>·</div></div><div·class="sk-serial"><div·class="sk-item"><div·class="sk-estimator·fitted·sk-toggleable"><input·class="sk-toggleable__control·sk-hidden--visually"·id="sk-estimator-id-115"·type="checkbox"·><label·for="sk-estimator-id-115"·class="sk-toggleable__label·fitted·sk-toggleable__label-arrow·fitted"> RandomForestClassifier<a·class="sk-estimator-doc-link·fitted"·rel="noreferrer"·target="_blank"·href="https://scikit-learn.org/1.4/modules/generated/sklearn.ensemble.RandomForestClassifier.html">?<span>Documentation·for·RandomForestClassifier</span></a></label><div·class="sk-toggleable__content·fitted"><pre>RandomForestClassifier(n_estimators=20, |
| 659 | ·······················random_state=RandomState(MT19937)·at·0x7F | 659 | ·······················random_state=RandomState(MT19937)·at·0x7F74D1DE1040)</pre></div>·</div></div></div></div></div></div></div></div></div> |
| 660 | </div> | 660 | </div> |
| 661 | <br·/> | 661 | <br·/> |
| 662 | <br·/><p>We·can·now·use·the·<code·class="docutils·literal·notranslate"><span·class="pre">cv_results_</span></code>·attribute·of·the·search·estimator·to·inspect | 662 | <br·/><p>We·can·now·use·the·<code·class="docutils·literal·notranslate"><span·class="pre">cv_results_</span></code>·attribute·of·the·search·estimator·to·inspect |
| 663 | and·plot·the·evolution·of·the·search.</p> | 663 | and·plot·the·evolution·of·the·search.</p> |
| 664 | <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="n">results</span>·<span·class="o">=</span>·<span·class="n">pd</span><span·class="o">.</span><span·class="n">DataFrame</span><span·class="p">(</span><span·class="n">rsh</span><span·class="o">.</span><span·class="n">cv_results_</span><span·class="p">)</span> | 664 | <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="n">results</span>·<span·class="o">=</span>·<span·class="n">pd</span><span·class="o">.</span><span·class="n">DataFrame</span><span·class="p">(</span><span·class="n">rsh</span><span·class="o">.</span><span·class="n">cv_results_</span><span·class="p">)</span> |
| 665 | <span·class="n">results</span><span·class="p">[</span><span·class="s2">"params_str"</span><span·class="p">]</span>·<span·class="o">=</span>·<span·class="n">results</span><span·class="o">.</span><span·class="n">params</span><span·class="o">.</span><span·class="n">apply</span><span·class="p">(</span><span·class="nb">str</span><span·class="p">)</span> | 665 | <span·class="n">results</span><span·class="p">[</span><span·class="s2">"params_str"</span><span·class="p">]</span>·<span·class="o">=</span>·<span·class="n">results</span><span·class="o">.</span><span·class="n">params</span><span·class="o">.</span><span·class="n">apply</span><span·class="p">(</span><span·class="nb">str</span><span·class="p">)</span> |
| 666 | <span·class="n">results</span><span·class="o">.</span><span·class="n">drop_duplicates</span><span·class="p">(</span><span·class="n">subset</span><span·class="o">=</span><span·class="p">(</span><span·class="s2">"params_str"</span><span·class="p">,</span>·<span·class="s2">"iter"</span><span·class="p">),</span>·<span·class="n">inplace</span><span·class="o">=</span><span·class="kc">True</span><span·class="p">)</span> | 666 | <span·class="n">results</span><span·class="o">.</span><span·class="n">drop_duplicates</span><span·class="p">(</span><span·class="n">subset</span><span·class="o">=</span><span·class="p">(</span><span·class="s2">"params_str"</span><span·class="p">,</span>·<span·class="s2">"iter"</span><span·class="p">),</span>·<span·class="n">inplace</span><span·class="o">=</span><span·class="kc">True</span><span·class="p">)</span> |
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| 691 | candidates·are·evaluated.</p> | 691 | candidates·are·evaluated.</p> |
| 692 | <p>At·the·second·iteration,·only·the·best·half·of·the·candidates·is·evaluated. | 692 | <p>At·the·second·iteration,·only·the·best·half·of·the·candidates·is·evaluated. |
| 693 | The·number·of·allocated·resources·is·doubled:·candidates·are·evaluated·on | 693 | The·number·of·allocated·resources·is·doubled:·candidates·are·evaluated·on |
| 694 | twice·as·many·samples.</p> | 694 | twice·as·many·samples.</p> |
| 695 | <p>This·process·is·repeated·until·the·last·iteration,·where·only·2·candidates | 695 | <p>This·process·is·repeated·until·the·last·iteration,·where·only·2·candidates |
| 696 | are·left.·The·best·candidate·is·the·candidate·that·has·the·best·score·at·the | 696 | are·left.·The·best·candidate·is·the·candidate·that·has·the·best·score·at·the |
| 697 | last·iteration.</p> | 697 | last·iteration.</p> |
| 698 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes· | 698 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·8.547·seconds)</p> |
| 699 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-model-selection-plot-successive-halving-iterations-py"> | 699 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-model-selection-plot-successive-halving-iterations-py"> |
| 700 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 700 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 701 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/23fb33f64b3c23edf25165a3a4f04237/plot_successive_halving_iterations.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_successive_halving_iterations.ipynb</span></code></a></p> | 701 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/23fb33f64b3c23edf25165a3a4f04237/plot_successive_halving_iterations.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_successive_halving_iterations.ipynb</span></code></a></p> |
| 702 | </div> | 702 | </div> |
| 703 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 703 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 704 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/49fae0b4f6ab58738dcbf62236756548/plot_successive_halving_iterations.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_successive_halving_iterations.py</span></code></a></p> | 704 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/49fae0b4f6ab58738dcbf62236756548/plot_successive_halving_iterations.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_successive_halving_iterations.py</span></code></a></p> |
| 705 | </div> | 705 | </div> |
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| 711 | </section> | 711 | </section> |
| 712 | </section> | 712 | </section> |
| 713 | ······</div> | 713 | ······</div> |
| 714 | ····<div·class="container"> | 714 | ····<div·class="container"> |
| 715 | ······<footer·class="sk-content-footer"> | 715 | ······<footer·class="sk-content-footer"> |
| 716 | ············©·2007·-·202 | 716 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 717 | ··········<a·href="../../_sources/auto_examples/model_selection/plot_successive_halving_iterations.rst.txt"·rel="nofollow">Show·this·page·source</a> | 717 | ··········<a·href="../../_sources/auto_examples/model_selection/plot_successive_halving_iterations.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 718 | ······</footer> | 718 | ······</footer> |
| 719 | ····</div> | 719 | ····</div> |
| 720 | ··</div> | 720 | ··</div> |
| 721 | </div> | 721 | </div> |
| 722 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 722 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 62 | rsh·=·HalvingRandomSearchCV( | 62 | rsh·=·HalvingRandomSearchCV( |
| 63 | ····estimator=clf,·param_distributions=param_dist,·factor=2,·random_state=rng | 63 | ····estimator=clf,·param_distributions=param_dist,·factor=2,·random_state=rng |
| 64 | ) | 64 | ) |
| 65 | rsh.fit(X,·y) | 65 | rsh.fit(X,·y) |
| 66 | HalvingRandomSearchCV(estimator=RandomForestClassifier(n_estimators=20, | 66 | HalvingRandomSearchCV(estimator=RandomForestClassifier(n_estimators=20, |
| 67 | ·······················································random_state=RandomState | 67 | ·······················································random_state=RandomState |
| 68 | (MT19937)·at·0x7F | 68 | (MT19937)·at·0x7F74D1DE1040), |
| 69 | ······················factor=2, | 69 | ······················factor=2, |
| 70 | ······················param_distributions={'bootstrap':·[True,·False], | 70 | ······················param_distributions={'bootstrap':·[True,·False], |
| 71 | ···········································'criterion':·['gini',·'entropy'], | 71 | ···········································'criterion':·['gini',·'entropy'], |
| 72 | ···········································'max_depth':·[3,·None], | 72 | ···········································'max_depth':·[3,·None], |
| 73 | ···········································'max_features': | 73 | ···········································'max_features': |
| 74 | <scipy.stats._distn_infrastructure.rv_discrete_frozen·object·at | 74 | <scipy.stats._distn_infrastructure.rv_discrete_frozen·object·at |
| 75 | 0x7f | 75 | 0x7f74d154fed0>, |
| 76 | ···········································'min_samples_split': | 76 | ···········································'min_samples_split': |
| 77 | <scipy.stats._distn_infrastructure.rv_discrete_frozen·object·at | 77 | <scipy.stats._distn_infrastructure.rv_discrete_frozen·object·at |
| 78 | 0x7f | 78 | 0x7f74d1543bb0>}, |
| 79 | ······················random_state=RandomState(MT19937)·at·0x7F | 79 | ······················random_state=RandomState(MT19937)·at·0x7F74D1DE1040) |
| 80 | I\x8In\x8n·a\x8a·J\x8Ju\x8up\x8py\x8yt\x8te\x8er\x8r·e\x8en\x8nv\x8vi\x8ir\x8ro\x8on\x8nm\x8me\x8en\x8nt\x8t,\x8,·p\x8pl\x8le\x8ea\x8as\x8se\x8e·r\x8re\x8er\x8ru\x8un\x8n·t\x8th\x8hi\x8is\x8s·c\x8ce\x8el\x8ll\x8l·t\x8to\x8o·s\x8sh\x8ho\x8ow\x8w·t\x8th\x8he\x8e·H\x8HT\x8TM\x8ML\x8L | 80 | I\x8In\x8n·a\x8a·J\x8Ju\x8up\x8py\x8yt\x8te\x8er\x8r·e\x8en\x8nv\x8vi\x8ir\x8ro\x8on\x8nm\x8me\x8en\x8nt\x8t,\x8,·p\x8pl\x8le\x8ea\x8as\x8se\x8e·r\x8re\x8er\x8ru\x8un\x8n·t\x8th\x8hi\x8is\x8s·c\x8ce\x8el\x8ll\x8l·t\x8to\x8o·s\x8sh\x8ho\x8ow\x8w·t\x8th\x8he\x8e·H\x8HT\x8TM\x8ML\x8L |
| 81 | r\x8re\x8ep\x8pr\x8re\x8es\x8se\x8en\x8nt\x8ta\x8at\x8ti\x8io\x8on\x8n·o\x8or\x8r·t\x8tr\x8ru\x8us\x8st\x8t·t\x8th\x8he\x8e·n\x8no\x8ot\x8te\x8eb\x8bo\x8oo\x8ok\x8k.\x8. | 81 | r\x8re\x8ep\x8pr\x8re\x8es\x8se\x8en\x8nt\x8ta\x8at\x8ti\x8io\x8on\x8n·o\x8or\x8r·t\x8tr\x8ru\x8us\x8st\x8t·t\x8th\x8he\x8e·n\x8no\x8ot\x8te\x8eb\x8bo\x8oo\x8ok\x8k.\x8. |
| 82 | O\x8On\x8n·G\x8Gi\x8it\x8tH\x8Hu\x8ub\x8b,\x8,·t\x8th\x8he\x8e·H\x8HT\x8TM\x8ML\x8L·r\x8re\x8ep\x8pr\x8re\x8es\x8se\x8en\x8nt\x8ta\x8at\x8ti\x8io\x8on\x8n·i\x8is\x8s·u\x8un\x8na\x8ab\x8bl\x8le\x8e·t\x8to\x8o·r\x8re\x8en\x8nd\x8de\x8er\x8r,\x8,·p\x8pl\x8le\x8ea\x8as\x8se\x8e·t\x8tr\x8ry\x8y·l\x8lo\x8oa\x8ad\x8di\x8in\x8ng\x8g·t\x8th\x8hi\x8is\x8s | 82 | O\x8On\x8n·G\x8Gi\x8it\x8tH\x8Hu\x8ub\x8b,\x8,·t\x8th\x8he\x8e·H\x8HT\x8TM\x8ML\x8L·r\x8re\x8ep\x8pr\x8re\x8es\x8se\x8en\x8nt\x8ta\x8at\x8ti\x8io\x8on\x8n·i\x8is\x8s·u\x8un\x8na\x8ab\x8bl\x8le\x8e·t\x8to\x8o·r\x8re\x8en\x8nd\x8de\x8er\x8r,\x8,·p\x8pl\x8le\x8ea\x8as\x8se\x8e·t\x8tr\x8ry\x8y·l\x8lo\x8oa\x8ad\x8di\x8in\x8ng\x8g·t\x8th\x8hi\x8is\x8s |
| 83 | p\x8pa\x8ag\x8ge\x8e·w\x8wi\x8it\x8th\x8h·n\x8nb\x8bv\x8vi\x8ie\x8ew\x8we\x8er\x8r.\x8.o\x8or\x8rg\x8g.\x8. | 83 | p\x8pa\x8ag\x8ge\x8e·w\x8wi\x8it\x8th\x8h·n\x8nb\x8bv\x8vi\x8ie\x8ew\x8we\x8er\x8r.\x8.o\x8or\x8rg\x8g.\x8. |
| 84 | [·] HalvingRandomSearchCV_\x8?_\x8D_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8H_\x8a_\x8l_\x8v_\x8i_\x8n_\x8g_\x8R_\x8a_\x8n_\x8d_\x8o_\x8m_\x8S_\x8e_\x8a_\x8r_\x8c_\x8h_\x8C_\x8ViFitted | 84 | [·] HalvingRandomSearchCV_\x8?_\x8D_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8H_\x8a_\x8l_\x8v_\x8i_\x8n_\x8g_\x8R_\x8a_\x8n_\x8d_\x8o_\x8m_\x8S_\x8e_\x8a_\x8r_\x8c_\x8h_\x8C_\x8ViFitted |
| 85 | HalvingRandomSearchCV(estimator=RandomForestClassifier(n_estimators=20, | 85 | HalvingRandomSearchCV(estimator=RandomForestClassifier(n_estimators=20, |
| 86 | ·······················································random_state=RandomState | 86 | ·······················································random_state=RandomState |
| 87 | (MT19937)·at·0x7F | 87 | (MT19937)·at·0x7F74D1DE1040), |
| 88 | ······················factor=2, | 88 | ······················factor=2, |
| 89 | ······················param_distributions={'bootstrap':·[True,·False], | 89 | ······················param_distributions={'bootstrap':·[True,·False], |
| 90 | ···········································'criterion':·['gini',·'entropy'], | 90 | ···········································'criterion':·['gini',·'entropy'], |
| 91 | ···········································'max_depth':·[3,·None], | 91 | ···········································'max_depth':·[3,·None], |
| 92 | ···········································'max_features': | 92 | ···········································'max_features': |
| 93 | <scipy.stats._distn_infrastructure.rv_discrete_frozen·object·at | 93 | <scipy.stats._distn_infrastructure.rv_discrete_frozen·object·at |
| 94 | 0x7f | 94 | 0x7f74d154fed0>, |
| 95 | ···········································'min_samples_split': | 95 | ···········································'min_samples_split': |
| 96 | <scipy.stats._distn_infrastructure.rv_discrete_frozen·object·at | 96 | <scipy.stats._distn_infrastructure.rv_discrete_frozen·object·at |
| 97 | 0x7f | 97 | 0x7f74d1543bb0>}, |
| 98 | ······················random_state=RandomState(MT19937)·at·0x7F | 98 | ······················random_state=RandomState(MT19937)·at·0x7F74D1DE1040) |
| 99 | [·]estimator:·RandomForestClassifier | 99 | [·]estimator:·RandomForestClassifier |
| 100 | RandomForestClassifier(n_estimators=20, | 100 | RandomForestClassifier(n_estimators=20, |
| 101 | ·······················random_state=RandomState(MT19937)·at·0x7F | 101 | ·······················random_state=RandomState(MT19937)·at·0x7F74D1DE1040) |
| 102 | [·] RandomForestClassifier_\x8?_\x8D_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8R_\x8a_\x8n_\x8d_\x8o_\x8m_\x8F_\x8o_\x8r_\x8e_\x8s_\x8t_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r | 102 | [·] RandomForestClassifier_\x8?_\x8D_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8R_\x8a_\x8n_\x8d_\x8o_\x8m_\x8F_\x8o_\x8r_\x8e_\x8s_\x8t_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r |
| 103 | RandomForestClassifier(n_estimators=20, | 103 | RandomForestClassifier(n_estimators=20, |
| 104 | ·······················random_state=RandomState(MT19937)·at·0x7F | 104 | ·······················random_state=RandomState(MT19937)·at·0x7F74D1DE1040) |
| 105 | We·can·now·use·the·cv_results_·attribute·of·the·search·estimator·to·inspect·and | 105 | We·can·now·use·the·cv_results_·attribute·of·the·search·estimator·to·inspect·and |
| 106 | plot·the·evolution·of·the·search. | 106 | plot·the·evolution·of·the·search. |
| 107 | results·=·pd.DataFrame(rsh.cv_results_) | 107 | results·=·pd.DataFrame(rsh.cv_results_) |
| 108 | results["params_str"]·=·results.params.apply(str) | 108 | results["params_str"]·=·results.params.apply(str) |
| 109 | results.drop_duplicates(subset=("params_str",·"iter"),·inplace=True) | 109 | results.drop_duplicates(subset=("params_str",·"iter"),·inplace=True) |
| Offset 135, 13 lines modified | Offset 135, 13 lines modified | ||
| 135 | evaluated. | 135 | evaluated. |
| 136 | At·the·second·iteration,·only·the·best·half·of·the·candidates·is·evaluated.·The | 136 | At·the·second·iteration,·only·the·best·half·of·the·candidates·is·evaluated.·The |
| 137 | number·of·allocated·resources·is·doubled:·candidates·are·evaluated·on·twice·as | 137 | number·of·allocated·resources·is·doubled:·candidates·are·evaluated·on·twice·as |
| 138 | many·samples. | 138 | many·samples. |
| 139 | This·process·is·repeated·until·the·last·iteration,·where·only·2·candidates·are | 139 | This·process·is·repeated·until·the·last·iteration,·where·only·2·candidates·are |
| 140 | left.·The·best·candidate·is·the·candidate·that·has·the·best·score·at·the·last | 140 | left.·The·best·candidate·is·the·candidate·that·has·the·best·score·at·the·last |
| 141 | iteration. | 141 | iteration. |
| 142 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes· | 142 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·8.547·seconds) |
| 143 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8u_\x8c_\x8c_\x8e_\x8s_\x8s_\x8i_\x8v_\x8e_\x8__\x8h_\x8a_\x8l_\x8v_\x8i_\x8n_\x8g_\x8__\x8i_\x8t_\x8e_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 143 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8u_\x8c_\x8c_\x8e_\x8s_\x8s_\x8i_\x8v_\x8e_\x8__\x8h_\x8a_\x8l_\x8v_\x8i_\x8n_\x8g_\x8__\x8i_\x8t_\x8e_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 144 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8u_\x8c_\x8c_\x8e_\x8s_\x8s_\x8i_\x8v_\x8e_\x8__\x8h_\x8a_\x8l_\x8v_\x8i_\x8n_\x8g_\x8__\x8i_\x8t_\x8e_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8s_\x8._\x8p_\x8y | 144 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8u_\x8c_\x8c_\x8e_\x8s_\x8s_\x8i_\x8v_\x8e_\x8__\x8h_\x8a_\x8l_\x8v_\x8i_\x8n_\x8g_\x8__\x8i_\x8t_\x8e_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8s_\x8._\x8p_\x8y |
| 145 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8u_\x8c_\x8c_\x8e_\x8s_\x8s_\x8i_\x8v_\x8e_\x8__\x8h_\x8a_\x8l_\x8v_\x8i_\x8n_\x8g_\x8__\x8i_\x8t_\x8e_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8s_\x8._\x8z_\x8i_\x8p | 145 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8u_\x8c_\x8c_\x8e_\x8s_\x8s_\x8i_\x8v_\x8e_\x8__\x8h_\x8a_\x8l_\x8v_\x8i_\x8n_\x8g_\x8__\x8i_\x8t_\x8e_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8s_\x8._\x8z_\x8i_\x8p |
| 146 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 146 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 147 | ©·2007·-·202 | 147 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 281 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">coef</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s2">"True·coef"</span><span·class="p">)</span> | 281 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">coef</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s2">"True·coef"</span><span·class="p">)</span> |
| 282 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">coef_</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s2">"Estimated·coef"</span><span·class="p">)</span> | 282 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">coef_</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s2">"Estimated·coef"</span><span·class="p">)</span> |
| 283 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span> | 283 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span> |
| 284 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">subplots_adjust</span><span·class="p">(</span><span·class="mf">0.09</span><span·class="p">,</span>·<span·class="mf">0.04</span><span·class="p">,</span>·<span·class="mf">0.94</span><span·class="p">,</span>·<span·class="mf">0.94</span><span·class="p">,</span>·<span·class="mf">0.26</span><span·class="p">,</span>·<span·class="mf">0.26</span><span·class="p">)</span> | 284 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">subplots_adjust</span><span·class="p">(</span><span·class="mf">0.09</span><span·class="p">,</span>·<span·class="mf">0.04</span><span·class="p">,</span>·<span·class="mf">0.94</span><span·class="p">,</span>·<span·class="mf">0.94</span><span·class="p">,</span>·<span·class="mf">0.26</span><span·class="p">,</span>·<span·class="mf">0.26</span><span·class="p">)</span> |
| 285 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 285 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 286 | </pre></div> | 286 | </pre></div> |
| 287 | </div> | 287 | </div> |
| 288 | <img·src="../../_images/sphx_glr_plot_train_error_vs_test_error_001.png"·srcset="../../_images/sphx_glr_plot_train_error_vs_test_error_001.png"·alt="plot·train·error·vs·test·error"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·10. | 288 | <img·src="../../_images/sphx_glr_plot_train_error_vs_test_error_001.png"·srcset="../../_images/sphx_glr_plot_train_error_vs_test_error_001.png"·alt="plot·train·error·vs·test·error"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·10.216·seconds)</p> |
| 289 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-model-selection-plot-train-error-vs-test-error-py"> | 289 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-model-selection-plot-train-error-vs-test-error-py"> |
| 290 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 290 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 291 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/b49810e68af99a01e25ba2dfc951b687/plot_train_error_vs_test_error.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_train_error_vs_test_error.ipynb</span></code></a></p> | 291 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/b49810e68af99a01e25ba2dfc951b687/plot_train_error_vs_test_error.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_train_error_vs_test_error.ipynb</span></code></a></p> |
| 292 | </div> | 292 | </div> |
| 293 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 293 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 294 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/dcb776e3eb7cce048909ddcd70100917/plot_train_error_vs_test_error.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_train_error_vs_test_error.py</span></code></a></p> | 294 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/dcb776e3eb7cce048909ddcd70100917/plot_train_error_vs_test_error.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_train_error_vs_test_error.py</span></code></a></p> |
| 295 | </div> | 295 | </div> |
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| 301 | </section> | 301 | </section> |
| 302 | </section> | 302 | </section> |
| 303 | ······</div> | 303 | ······</div> |
| 304 | ····<div·class="container"> | 304 | ····<div·class="container"> |
| 305 | ······<footer·class="sk-content-footer"> | 305 | ······<footer·class="sk-content-footer"> |
| 306 | ············©·2007·-·202 | 306 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 307 | ··········<a·href="../../_sources/auto_examples/model_selection/plot_train_error_vs_test_error.rst.txt"·rel="nofollow">Show·this·page·source</a> | 307 | ··········<a·href="../../_sources/auto_examples/model_selection/plot_train_error_vs_test_error.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 308 | ······</footer> | 308 | ······</footer> |
| 309 | ····</div> | 309 | ····</div> |
| 310 | ··</div> | 310 | ··</div> |
| 311 | </div> | 311 | </div> |
| 312 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 312 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 103 | plt.subplot(2,·1,·2) | 103 | plt.subplot(2,·1,·2) |
| 104 | plt.plot(coef,·label="True·coef") | 104 | plt.plot(coef,·label="True·coef") |
| 105 | plt.plot(coef_,·label="Estimated·coef") | 105 | plt.plot(coef_,·label="Estimated·coef") |
| 106 | plt.legend() | 106 | plt.legend() |
| 107 | plt.subplots_adjust(0.09,·0.04,·0.94,·0.94,·0.26,·0.26) | 107 | plt.subplots_adjust(0.09,·0.04,·0.94,·0.94,·0.26,·0.26) |
| 108 | plt.show() | 108 | plt.show() |
| 109 | [plot·train·error·vs·test·error] | 109 | [plot·train·error·vs·test·error] |
| 110 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·10. | 110 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·10.216·seconds) |
| 111 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8r_\x8a_\x8i_\x8n_\x8__\x8e_\x8r_\x8r_\x8o_\x8r_\x8__\x8v_\x8s_\x8__\x8t_\x8e_\x8s_\x8t_\x8__\x8e_\x8r_\x8r_\x8o_\x8r_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 111 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8r_\x8a_\x8i_\x8n_\x8__\x8e_\x8r_\x8r_\x8o_\x8r_\x8__\x8v_\x8s_\x8__\x8t_\x8e_\x8s_\x8t_\x8__\x8e_\x8r_\x8r_\x8o_\x8r_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 112 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8r_\x8a_\x8i_\x8n_\x8__\x8e_\x8r_\x8r_\x8o_\x8r_\x8__\x8v_\x8s_\x8__\x8t_\x8e_\x8s_\x8t_\x8__\x8e_\x8r_\x8r_\x8o_\x8r_\x8._\x8p_\x8y | 112 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8r_\x8a_\x8i_\x8n_\x8__\x8e_\x8r_\x8r_\x8o_\x8r_\x8__\x8v_\x8s_\x8__\x8t_\x8e_\x8s_\x8t_\x8__\x8e_\x8r_\x8r_\x8o_\x8r_\x8._\x8p_\x8y |
| 113 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8r_\x8a_\x8i_\x8n_\x8__\x8e_\x8r_\x8r_\x8o_\x8r_\x8__\x8v_\x8s_\x8__\x8t_\x8e_\x8s_\x8t_\x8__\x8e_\x8r_\x8r_\x8o_\x8r_\x8._\x8z_\x8i_\x8p | 113 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8r_\x8a_\x8i_\x8n_\x8__\x8e_\x8r_\x8r_\x8o_\x8r_\x8__\x8v_\x8s_\x8__\x8t_\x8e_\x8s_\x8t_\x8__\x8e_\x8r_\x8r_\x8o_\x8r_\x8._\x8z_\x8i_\x8p |
| 114 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 114 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 115 | ©·2007·-·202 | 115 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 262 | ········<span·class="s2">"Degree·</span><span·class="si">{}</span><span·class="se">\n</span><span·class="s2">MSE·=·</span><span·class="si">{:.2e}</span><span·class="s2">(+/-·</span><span·class="si">{:.2e}</span><span·class="s2">)"</span><span·class="o">.</span><span·class="n">format</span><span·class="p">(</span> | 262 | ········<span·class="s2">"Degree·</span><span·class="si">{}</span><span·class="se">\n</span><span·class="s2">MSE·=·</span><span·class="si">{:.2e}</span><span·class="s2">(+/-·</span><span·class="si">{:.2e}</span><span·class="s2">)"</span><span·class="o">.</span><span·class="n">format</span><span·class="p">(</span> |
| 263 | ············<span·class="n">degrees</span><span·class="p">[</span><span·class="n">i</span><span·class="p">],</span>·<span·class="o">-</span><span·class="n">scores</span><span·class="o">.</span><span·class="n">mean</span><span·class="p">(),</span>·<span·class="n">scores</span><span·class="o">.</span><span·class="n">std</span><span·class="p">()</span> | 263 | ············<span·class="n">degrees</span><span·class="p">[</span><span·class="n">i</span><span·class="p">],</span>·<span·class="o">-</span><span·class="n">scores</span><span·class="o">.</span><span·class="n">mean</span><span·class="p">(),</span>·<span·class="n">scores</span><span·class="o">.</span><span·class="n">std</span><span·class="p">()</span> |
| 264 | ········<span·class="p">)</span> | 264 | ········<span·class="p">)</span> |
| 265 | ····<span·class="p">)</span> | 265 | ····<span·class="p">)</span> |
| 266 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 266 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 267 | </pre></div> | 267 | </pre></div> |
| 268 | </div> | 268 | </div> |
| 269 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.22 | 269 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.223·seconds)</p> |
| 270 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-model-selection-plot-underfitting-overfitting-py"> | 270 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-model-selection-plot-underfitting-overfitting-py"> |
| 271 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 271 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 272 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/3b25b9158f1c0a1564eb0f4c9e531d46/plot_underfitting_overfitting.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_underfitting_overfitting.ipynb</span></code></a></p> | 272 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/3b25b9158f1c0a1564eb0f4c9e531d46/plot_underfitting_overfitting.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_underfitting_overfitting.ipynb</span></code></a></p> |
| 273 | </div> | 273 | </div> |
| 274 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 274 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 275 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/746a69b3fd67273959a3cd9bfc2a88e8/plot_underfitting_overfitting.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_underfitting_overfitting.py</span></code></a></p> | 275 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/746a69b3fd67273959a3cd9bfc2a88e8/plot_underfitting_overfitting.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_underfitting_overfitting.py</span></code></a></p> |
| 276 | </div> | 276 | </div> |
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| 281 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 281 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 282 | </section> | 282 | </section> |
| 283 | ······</div> | 283 | ······</div> |
| 284 | ····<div·class="container"> | 284 | ····<div·class="container"> |
| 285 | ······<footer·class="sk-content-footer"> | 285 | ······<footer·class="sk-content-footer"> |
| 286 | ············©·2007·-·202 | 286 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 287 | ··········<a·href="../../_sources/auto_examples/model_selection/plot_underfitting_overfitting.rst.txt"·rel="nofollow">Show·this·page·source</a> | 287 | ··········<a·href="../../_sources/auto_examples/model_selection/plot_underfitting_overfitting.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 288 | ······</footer> | 288 | ······</footer> |
| 289 | ····</div> | 289 | ····</div> |
| 290 | ··</div> | 290 | ··</div> |
| 291 | </div> | 291 | </div> |
| 292 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 292 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 99 | ····plt.legend(loc="best") | 99 | ····plt.legend(loc="best") |
| 100 | ····plt.title( | 100 | ····plt.title( |
| 101 | ········"Degree·{}\nMSE·=·{:.2e}(+/-·{:.2e})".format( | 101 | ········"Degree·{}\nMSE·=·{:.2e}(+/-·{:.2e})".format( |
| 102 | ············degrees[i],·-scores.mean(),·scores.std() | 102 | ············degrees[i],·-scores.mean(),·scores.std() |
| 103 | ········) | 103 | ········) |
| 104 | ····) | 104 | ····) |
| 105 | plt.show() | 105 | plt.show() |
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| 108 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8u_\x8n_\x8d_\x8e_\x8r_\x8f_\x8i_\x8t_\x8t_\x8i_\x8n_\x8g_\x8__\x8o_\x8v_\x8e_\x8r_\x8f_\x8i_\x8t_\x8t_\x8i_\x8n_\x8g_\x8._\x8p_\x8y | 108 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8u_\x8n_\x8d_\x8e_\x8r_\x8f_\x8i_\x8t_\x8t_\x8i_\x8n_\x8g_\x8__\x8o_\x8v_\x8e_\x8r_\x8f_\x8i_\x8t_\x8t_\x8i_\x8n_\x8g_\x8._\x8p_\x8y |
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| 111 | ©·2007·-·202 | 111 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 223 | <span·class="p">)</span> | 223 | <span·class="p">)</span> |
| 224 | <span·class="n">disp</span><span·class="o">.</span><span·class="n">ax_</span><span·class="o">.</span><span·class="n">set_title</span><span·class="p">(</span><span·class="s2">"Validation·Curve·for·SVM·with·an·RBF·kernel"</span><span·class="p">)</span> | 224 | <span·class="n">disp</span><span·class="o">.</span><span·class="n">ax_</span><span·class="o">.</span><span·class="n">set_title</span><span·class="p">(</span><span·class="s2">"Validation·Curve·for·SVM·with·an·RBF·kernel"</span><span·class="p">)</span> |
| 225 | <span·class="n">disp</span><span·class="o">.</span><span·class="n">ax_</span><span·class="o">.</span><span·class="n">set_xlabel</span><span·class="p">(</span><span·class="sa">r</span><span·class="s2">"gamma·(inverse·radius·of·the·RBF·kernel)"</span><span·class="p">)</span> | 225 | <span·class="n">disp</span><span·class="o">.</span><span·class="n">ax_</span><span·class="o">.</span><span·class="n">set_xlabel</span><span·class="p">(</span><span·class="sa">r</span><span·class="s2">"gamma·(inverse·radius·of·the·RBF·kernel)"</span><span·class="p">)</span> |
| 226 | <span·class="n">disp</span><span·class="o">.</span><span·class="n">ax_</span><span·class="o">.</span><span·class="n">set_ylim</span><span·class="p">(</span><span·class="mf">0.0</span><span·class="p">,</span>·<span·class="mf">1.1</span><span·class="p">)</span> | 226 | <span·class="n">disp</span><span·class="o">.</span><span·class="n">ax_</span><span·class="o">.</span><span·class="n">set_ylim</span><span·class="p">(</span><span·class="mf">0.0</span><span·class="p">,</span>·<span·class="mf">1.1</span><span·class="p">)</span> |
| 227 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 227 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 228 | </pre></div> | 228 | </pre></div> |
| 229 | </div> | 229 | </div> |
| 230 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes· | 230 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1.046·seconds)</p> |
| 231 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-model-selection-plot-validation-curve-py"> | 231 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-model-selection-plot-validation-curve-py"> |
| 232 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 232 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 233 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/7996e584c563a930d174772f44af2089/plot_validation_curve.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_validation_curve.ipynb</span></code></a></p> | 233 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/7996e584c563a930d174772f44af2089/plot_validation_curve.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_validation_curve.ipynb</span></code></a></p> |
| 234 | </div> | 234 | </div> |
| 235 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 235 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 236 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/d7ef5ff0bffa701d573ebc3ef124729a/plot_validation_curve.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_validation_curve.py</span></code></a></p> | 236 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/d7ef5ff0bffa701d573ebc3ef124729a/plot_validation_curve.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_validation_curve.py</span></code></a></p> |
| 237 | </div> | 237 | </div> |
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| 242 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 242 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 243 | </section> | 243 | </section> |
| 244 | ······</div> | 244 | ······</div> |
| 245 | ····<div·class="container"> | 245 | ····<div·class="container"> |
| 246 | ······<footer·class="sk-content-footer"> | 246 | ······<footer·class="sk-content-footer"> |
| 247 | ············©·2007·-·202 | 247 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 248 | ··········<a·href="../../_sources/auto_examples/model_selection/plot_validation_curve.rst.txt"·rel="nofollow">Show·this·page·source</a> | 248 | ··········<a·href="../../_sources/auto_examples/model_selection/plot_validation_curve.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 249 | ······</footer> | 249 | ······</footer> |
| 250 | ····</div> | 250 | ····</div> |
| 251 | ··</div> | 251 | ··</div> |
| 252 | </div> | 252 | </div> |
| 253 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 253 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 60 | ····n_jobs=2, | 60 | ····n_jobs=2, |
| 61 | ····score_name="Accuracy", | 61 | ····score_name="Accuracy", |
| 62 | ) | 62 | ) |
| 63 | disp.ax_.set_title("Validation·Curve·for·SVM·with·an·RBF·kernel") | 63 | disp.ax_.set_title("Validation·Curve·for·SVM·with·an·RBF·kernel") |
| 64 | disp.ax_.set_xlabel(r"gamma·(inverse·radius·of·the·RBF·kernel)") | 64 | disp.ax_.set_xlabel(r"gamma·(inverse·radius·of·the·RBF·kernel)") |
| 65 | disp.ax_.set_ylim(0.0,·1.1) | 65 | disp.ax_.set_ylim(0.0,·1.1) |
| 66 | plt.show() | 66 | plt.show() |
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| 69 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8c_\x8u_\x8r_\x8v_\x8e_\x8._\x8p_\x8y | 69 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8c_\x8u_\x8r_\x8v_\x8e_\x8._\x8p_\x8y |
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| 71 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 71 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 72 | ©·2007·-·202 | 72 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 197 | </section> | 197 | </section> |
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| 199 | ····<div·class="container"> | 199 | ····<div·class="container"> |
| 200 | ······<footer·class="sk-content-footer"> | 200 | ······<footer·class="sk-content-footer"> |
| 201 | ············©·2007·-·202 | 201 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 202 | ··········<a·href="../../_sources/auto_examples/multiclass/index.rst.txt"·rel="nofollow">Show·this·page·source</a> | 202 | ··········<a·href="../../_sources/auto_examples/multiclass/index.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 203 | ······</footer> | 203 | ······</footer> |
| 204 | ····</div> | 204 | ····</div> |
| 205 | ··</div> | 205 | ··</div> |
| 206 | </div> | 206 | </div> |
| 207 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 207 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 28 | _\x8O_\x8t_\x8h_\x8e_\x8r_\x8·_\x8v_\x8e_\x8r_\x8s_\x8i_\x8o_\x8n_\x8s | 28 | _\x8O_\x8t_\x8h_\x8e_\x8r_\x8·_\x8v_\x8e_\x8r_\x8s_\x8i_\x8o_\x8n_\x8s |
| 29 | Please·_\x8c_\x8i_\x8t_\x8e_\x8·_\x8u_\x8s·if·you·use·the·software. | 29 | Please·_\x8c_\x8i_\x8t_\x8e_\x8·_\x8u_\x8s·if·you·use·the·software. |
| 30 | ····*·_\x8M_\x8u_\x8l_\x8t_\x8i_\x8c_\x8l_\x8a_\x8s_\x8s_\x8·_\x8m_\x8e_\x8t_\x8h_\x8o_\x8d_\x8s | 30 | ····*·_\x8M_\x8u_\x8l_\x8t_\x8i_\x8c_\x8l_\x8a_\x8s_\x8s_\x8·_\x8m_\x8e_\x8t_\x8h_\x8o_\x8d_\x8s |
| 31 | *\x8**\x8**\x8**\x8**\x8**\x8*·M\x8Mu\x8ul\x8lt\x8ti\x8ic\x8cl\x8la\x8as\x8ss\x8s·m\x8me\x8et\x8th\x8ho\x8od\x8ds\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8**\x8* | 31 | *\x8**\x8**\x8**\x8**\x8**\x8*·M\x8Mu\x8ul\x8lt\x8ti\x8ic\x8cl\x8la\x8as\x8ss\x8s·m\x8me\x8et\x8th\x8ho\x8od\x8ds\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8**\x8* |
| 32 | Examples·concerning·the·_\x8s_\x8k_\x8l_\x8e_\x8a_\x8r_\x8n_\x8._\x8m_\x8u_\x8l_\x8t_\x8i_\x8c_\x8l_\x8a_\x8s_\x8s·module. | 32 | Examples·concerning·the·_\x8s_\x8k_\x8l_\x8e_\x8a_\x8r_\x8n_\x8._\x8m_\x8u_\x8l_\x8t_\x8i_\x8c_\x8l_\x8a_\x8s_\x8s·module. |
| 33 | _\x8O_\x8v_\x8e_\x8r_\x8v_\x8i_\x8e_\x8w_\x8·_\x8o_\x8f_\x8·_\x8m_\x8u_\x8l_\x8t_\x8i_\x8c_\x8l_\x8a_\x8s_\x8s_\x8·_\x8t_\x8r_\x8a_\x8i_\x8n_\x8i_\x8n_\x8g_\x8·_\x8m_\x8e_\x8t_\x8a_\x8-_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8s | 33 | _\x8O_\x8v_\x8e_\x8r_\x8v_\x8i_\x8e_\x8w_\x8·_\x8o_\x8f_\x8·_\x8m_\x8u_\x8l_\x8t_\x8i_\x8c_\x8l_\x8a_\x8s_\x8s_\x8·_\x8t_\x8r_\x8a_\x8i_\x8n_\x8i_\x8n_\x8g_\x8·_\x8m_\x8e_\x8t_\x8a_\x8-_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8s |
| 34 | Overview·of·multiclass·training·meta-estimators | 34 | Overview·of·multiclass·training·meta-estimators |
| 35 | ©·2007·-·202 | 35 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 398 | <span·class="backrefs">(<a·role="doc-backlink"·href="#id3">1</a>,<a·role="doc-backlink"·href="#id4">2</a>)</span> | 398 | <span·class="backrefs">(<a·role="doc-backlink"·href="#id3">1</a>,<a·role="doc-backlink"·href="#id4">2</a>)</span> |
| 399 | <p><a·class="reference·external"·href="https://www.jmlr.org/papers/volume5/rifkin04a/rifkin04a.pdf">“In·defense·of·one-vs-all·classification.” | 399 | <p><a·class="reference·external"·href="https://www.jmlr.org/papers/volume5/rifkin04a/rifkin04a.pdf">“In·defense·of·one-vs-all·classification.” |
| 400 | Journal·of·Machine·Learning·Research·5 | 400 | Journal·of·Machine·Learning·Research·5 |
| 401 | Jan·(2004):·101-141.</a>.</p> | 401 | Jan·(2004):·101-141.</a>.</p> |
| 402 | </aside> | 402 | </aside> |
| 403 | </aside> | 403 | </aside> |
| 404 | </div></blockquote> | 404 | </div></blockquote> |
| 405 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.00 | 405 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.004·seconds)</p> |
| 406 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-multiclass-plot-multiclass-overview-py"> | 406 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-multiclass-plot-multiclass-overview-py"> |
| 407 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 407 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 408 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/917c94a6c4500bbf4185faeba5504398/plot_multiclass_overview.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_multiclass_overview.ipynb</span></code></a></p> | 408 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/917c94a6c4500bbf4185faeba5504398/plot_multiclass_overview.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_multiclass_overview.ipynb</span></code></a></p> |
| 409 | </div> | 409 | </div> |
| 410 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 410 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 411 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/6ab77a144e3d99c2ecfc30e7fb84ed8e/plot_multiclass_overview.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_multiclass_overview.py</span></code></a></p> | 411 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/6ab77a144e3d99c2ecfc30e7fb84ed8e/plot_multiclass_overview.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_multiclass_overview.py</span></code></a></p> |
| 412 | </div> | 412 | </div> |
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| 420 | ······</div> | 420 | ······</div> |
| 421 | ····<div·class="container"> | 421 | ····<div·class="container"> |
| 422 | ······<footer·class="sk-content-footer"> | 422 | ······<footer·class="sk-content-footer"> |
| 423 | ············©·2007·-·202 | 423 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 424 | ··········<a·href="../../_sources/auto_examples/multiclass/plot_multiclass_overview.rst.txt"·rel="nofollow">Show·this·page·source</a> | 424 | ··········<a·href="../../_sources/auto_examples/multiclass/plot_multiclass_overview.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 425 | ······</footer> | 425 | ······</footer> |
| 426 | ····</div> | 426 | ····</div> |
| 427 | ··</div> | 427 | ··</div> |
| 428 | </div> | 428 | </div> |
| 429 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 429 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 205 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8u_\x8l_\x8t_\x8i_\x8c_\x8l_\x8a_\x8s_\x8s_\x8__\x8o_\x8v_\x8e_\x8r_\x8v_\x8i_\x8e_\x8w_\x8._\x8p_\x8y | 205 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8u_\x8l_\x8t_\x8i_\x8c_\x8l_\x8a_\x8s_\x8s_\x8__\x8o_\x8v_\x8e_\x8r_\x8v_\x8i_\x8e_\x8w_\x8._\x8p_\x8y |
| 206 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8u_\x8l_\x8t_\x8i_\x8c_\x8l_\x8a_\x8s_\x8s_\x8__\x8o_\x8v_\x8e_\x8r_\x8v_\x8i_\x8e_\x8w_\x8._\x8z_\x8i_\x8p | 206 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8u_\x8l_\x8t_\x8i_\x8c_\x8l_\x8a_\x8s_\x8s_\x8__\x8o_\x8v_\x8e_\x8r_\x8v_\x8i_\x8e_\x8w_\x8._\x8z_\x8i_\x8p |
| 207 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 207 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 208 | ©·2007·-·202 | 208 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 196 | </div> | 196 | </div> |
| 197 | </section> | 197 | </section> |
| 198 | ······</div> | 198 | ······</div> |
| 199 | ····<div·class="container"> | 199 | ····<div·class="container"> |
| 200 | ······<footer·class="sk-content-footer"> | 200 | ······<footer·class="sk-content-footer"> |
| 201 | ············©·2007·-·202 | 201 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 202 | ··········<a·href="../../_sources/auto_examples/multioutput/index.rst.txt"·rel="nofollow">Show·this·page·source</a> | 202 | ··········<a·href="../../_sources/auto_examples/multioutput/index.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 203 | ······</footer> | 203 | ······</footer> |
| 204 | ····</div> | 204 | ····</div> |
| 205 | ··</div> | 205 | ··</div> |
| 206 | </div> | 206 | </div> |
| 207 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 207 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 28 | _\x8O_\x8t_\x8h_\x8e_\x8r_\x8·_\x8v_\x8e_\x8r_\x8s_\x8i_\x8o_\x8n_\x8s | 28 | _\x8O_\x8t_\x8h_\x8e_\x8r_\x8·_\x8v_\x8e_\x8r_\x8s_\x8i_\x8o_\x8n_\x8s |
| 29 | Please·_\x8c_\x8i_\x8t_\x8e_\x8·_\x8u_\x8s·if·you·use·the·software. | 29 | Please·_\x8c_\x8i_\x8t_\x8e_\x8·_\x8u_\x8s·if·you·use·the·software. |
| 30 | ····*·_\x8M_\x8u_\x8l_\x8t_\x8i_\x8o_\x8u_\x8t_\x8p_\x8u_\x8t_\x8·_\x8m_\x8e_\x8t_\x8h_\x8o_\x8d_\x8s | 30 | ····*·_\x8M_\x8u_\x8l_\x8t_\x8i_\x8o_\x8u_\x8t_\x8p_\x8u_\x8t_\x8·_\x8m_\x8e_\x8t_\x8h_\x8o_\x8d_\x8s |
| 31 | *\x8**\x8**\x8**\x8**\x8**\x8*·M\x8Mu\x8ul\x8lt\x8ti\x8io\x8ou\x8ut\x8tp\x8pu\x8ut\x8t·m\x8me\x8et\x8th\x8ho\x8od\x8ds\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8**\x8* | 31 | *\x8**\x8**\x8**\x8**\x8**\x8*·M\x8Mu\x8ul\x8lt\x8ti\x8io\x8ou\x8ut\x8tp\x8pu\x8ut\x8t·m\x8me\x8et\x8th\x8ho\x8od\x8ds\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8**\x8* |
| 32 | Examples·concerning·the·_\x8s_\x8k_\x8l_\x8e_\x8a_\x8r_\x8n_\x8._\x8m_\x8u_\x8l_\x8t_\x8i_\x8o_\x8u_\x8t_\x8p_\x8u_\x8t·module. | 32 | Examples·concerning·the·_\x8s_\x8k_\x8l_\x8e_\x8a_\x8r_\x8n_\x8._\x8m_\x8u_\x8l_\x8t_\x8i_\x8o_\x8u_\x8t_\x8p_\x8u_\x8t·module. |
| 33 | _\x8M_\x8u_\x8l_\x8t_\x8i_\x8l_\x8a_\x8b_\x8e_\x8l_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8a_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r_\x8·_\x8c_\x8h_\x8a_\x8i_\x8n | 33 | _\x8M_\x8u_\x8l_\x8t_\x8i_\x8l_\x8a_\x8b_\x8e_\x8l_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8a_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r_\x8·_\x8c_\x8h_\x8a_\x8i_\x8n |
| 34 | Multilabel·classification·using·a·classifier·chain | 34 | Multilabel·classification·using·a·classifier·chain |
| 35 | ©·2007·-·202 | 35 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 374 | </section> | 374 | </section> |
| 375 | </section> | 375 | </section> |
| 376 | ······</div> | 376 | ······</div> |
| 377 | ····<div·class="container"> | 377 | ····<div·class="container"> |
| 378 | ······<footer·class="sk-content-footer"> | 378 | ······<footer·class="sk-content-footer"> |
| 379 | ············©·2007·-·202 | 379 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 380 | ··········<a·href="../../_sources/auto_examples/multioutput/plot_classifier_chain_yeast.rst.txt"·rel="nofollow">Show·this·page·source</a> | 380 | ··········<a·href="../../_sources/auto_examples/multioutput/plot_classifier_chain_yeast.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 381 | ······</footer> | 381 | ······</footer> |
| 382 | ····</div> | 382 | ····</div> |
| 383 | ··</div> | 383 | ··</div> |
| 384 | </div> | 384 | </div> |
| 385 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 385 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 175 | ······relationship·between·labels·but·also·does·not·make·strong·assumptions | 175 | ······relationship·between·labels·but·also·does·not·make·strong·assumptions |
| 176 | ······about·their·correct·order. | 176 | ······about·their·correct·order. |
| 177 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.002·seconds) | 177 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.002·seconds) |
| 178 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r_\x8__\x8c_\x8h_\x8a_\x8i_\x8n_\x8__\x8y_\x8e_\x8a_\x8s_\x8t_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 178 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r_\x8__\x8c_\x8h_\x8a_\x8i_\x8n_\x8__\x8y_\x8e_\x8a_\x8s_\x8t_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 179 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r_\x8__\x8c_\x8h_\x8a_\x8i_\x8n_\x8__\x8y_\x8e_\x8a_\x8s_\x8t_\x8._\x8p_\x8y | 179 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r_\x8__\x8c_\x8h_\x8a_\x8i_\x8n_\x8__\x8y_\x8e_\x8a_\x8s_\x8t_\x8._\x8p_\x8y |
| 180 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r_\x8__\x8c_\x8h_\x8a_\x8i_\x8n_\x8__\x8y_\x8e_\x8a_\x8s_\x8t_\x8._\x8z_\x8i_\x8p | 180 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r_\x8__\x8c_\x8h_\x8a_\x8i_\x8n_\x8__\x8y_\x8e_\x8a_\x8s_\x8t_\x8._\x8z_\x8i_\x8p |
| 181 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 181 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 182 | ©·2007·-·202 | 182 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 508 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 508 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 509 | </section> | 509 | </section> |
| 510 | ······</div> | 510 | ······</div> |
| 511 | ····<div·class="container"> | 511 | ····<div·class="container"> |
| 512 | ······<footer·class="sk-content-footer"> | 512 | ······<footer·class="sk-content-footer"> |
| 513 | ············©·2007·-·202 | 513 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 514 | ··········<a·href="../../_sources/auto_examples/neighbors/approximate_nearest_neighbors.rst.txt"·rel="nofollow">Show·this·page·source</a> | 514 | ··········<a·href="../../_sources/auto_examples/neighbors/approximate_nearest_neighbors.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 515 | ······</footer> | 515 | ······</footer> |
| 516 | ····</div> | 516 | ····</div> |
| 517 | ··</div> | 517 | ··</div> |
| 518 | </div> | 518 | </div> |
| 519 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 519 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 319 | irrespective·of·the·nearest·neighbors·search.·So·speeding-up·the·nearest | 319 | irrespective·of·the·nearest·neighbors·search.·So·speeding-up·the·nearest |
| 320 | neighbors·search·step·by·a·factor·of·5·would·not·result·in·a·speed·up·by·a | 320 | neighbors·search·step·by·a·factor·of·5·would·not·result·in·a·speed·up·by·a |
| 321 | factor·of·5·for·the·overall·pipeline. | 321 | factor·of·5·for·the·overall·pipeline. |
| 322 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8a_\x8p_\x8p_\x8r_\x8o_\x8x_\x8i_\x8m_\x8a_\x8t_\x8e_\x8__\x8n_\x8e_\x8a_\x8r_\x8e_\x8s_\x8t_\x8__\x8n_\x8e_\x8i_\x8g_\x8h_\x8b_\x8o_\x8r_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 322 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8a_\x8p_\x8p_\x8r_\x8o_\x8x_\x8i_\x8m_\x8a_\x8t_\x8e_\x8__\x8n_\x8e_\x8a_\x8r_\x8e_\x8s_\x8t_\x8__\x8n_\x8e_\x8i_\x8g_\x8h_\x8b_\x8o_\x8r_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 323 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8a_\x8p_\x8p_\x8r_\x8o_\x8x_\x8i_\x8m_\x8a_\x8t_\x8e_\x8__\x8n_\x8e_\x8a_\x8r_\x8e_\x8s_\x8t_\x8__\x8n_\x8e_\x8i_\x8g_\x8h_\x8b_\x8o_\x8r_\x8s_\x8._\x8p_\x8y | 323 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8a_\x8p_\x8p_\x8r_\x8o_\x8x_\x8i_\x8m_\x8a_\x8t_\x8e_\x8__\x8n_\x8e_\x8a_\x8r_\x8e_\x8s_\x8t_\x8__\x8n_\x8e_\x8i_\x8g_\x8h_\x8b_\x8o_\x8r_\x8s_\x8._\x8p_\x8y |
| 324 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8a_\x8p_\x8p_\x8r_\x8o_\x8x_\x8i_\x8m_\x8a_\x8t_\x8e_\x8__\x8n_\x8e_\x8a_\x8r_\x8e_\x8s_\x8t_\x8__\x8n_\x8e_\x8i_\x8g_\x8h_\x8b_\x8o_\x8r_\x8s_\x8._\x8z_\x8i_\x8p | 324 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8a_\x8p_\x8p_\x8r_\x8o_\x8x_\x8i_\x8m_\x8a_\x8t_\x8e_\x8__\x8n_\x8e_\x8a_\x8r_\x8e_\x8s_\x8t_\x8__\x8n_\x8e_\x8i_\x8g_\x8h_\x8b_\x8o_\x8r_\x8s_\x8._\x8z_\x8i_\x8p |
| 325 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 325 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 326 | ©·2007·-·202 | 326 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 232 | </div> | 232 | </div> |
| 233 | </section> | 233 | </section> |
| 234 | ······</div> | 234 | ······</div> |
| 235 | ····<div·class="container"> | 235 | ····<div·class="container"> |
| 236 | ······<footer·class="sk-content-footer"> | 236 | ······<footer·class="sk-content-footer"> |
| 237 | ············©·2007·-·202 | 237 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 238 | ··········<a·href="../../_sources/auto_examples/neighbors/index.rst.txt"·rel="nofollow">Show·this·page·source</a> | 238 | ··········<a·href="../../_sources/auto_examples/neighbors/index.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 239 | ······</footer> | 239 | ······</footer> |
| 240 | ····</div> | 240 | ····</div> |
| 241 | ··</div> | 241 | ··</div> |
| 242 | </div> | 242 | </div> |
| 243 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 243 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 52 | Neighborhood·Components·Analysis·Illustration | 52 | Neighborhood·Components·Analysis·Illustration |
| 53 | _\x8N_\x8o_\x8v_\x8e_\x8l_\x8t_\x8y_\x8·_\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8L_\x8o_\x8c_\x8a_\x8l_\x8·_\x8O_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8·_\x8F_\x8a_\x8c_\x8t_\x8o_\x8r_\x8·_\x8(_\x8L_\x8O_\x8F_\x8) | 53 | _\x8N_\x8o_\x8v_\x8e_\x8l_\x8t_\x8y_\x8·_\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8L_\x8o_\x8c_\x8a_\x8l_\x8·_\x8O_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8·_\x8F_\x8a_\x8c_\x8t_\x8o_\x8r_\x8·_\x8(_\x8L_\x8O_\x8F_\x8) |
| 54 | Novelty·detection·with·Local·Outlier·Factor·(LOF) | 54 | Novelty·detection·with·Local·Outlier·Factor·(LOF) |
| 55 | _\x8O_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8·_\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8L_\x8o_\x8c_\x8a_\x8l_\x8·_\x8O_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8·_\x8F_\x8a_\x8c_\x8t_\x8o_\x8r_\x8·_\x8(_\x8L_\x8O_\x8F_\x8) | 55 | _\x8O_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8·_\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8L_\x8o_\x8c_\x8a_\x8l_\x8·_\x8O_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8·_\x8F_\x8a_\x8c_\x8t_\x8o_\x8r_\x8·_\x8(_\x8L_\x8O_\x8F_\x8) |
| 56 | Outlier·detection·with·Local·Outlier·Factor·(LOF) | 56 | Outlier·detection·with·Local·Outlier·Factor·(LOF) |
| 57 | _\x8S_\x8i_\x8m_\x8p_\x8l_\x8e_\x8·_\x81_\x8D_\x8·_\x8K_\x8e_\x8r_\x8n_\x8e_\x8l_\x8·_\x8D_\x8e_\x8n_\x8s_\x8i_\x8t_\x8y_\x8·_\x8E_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n | 57 | _\x8S_\x8i_\x8m_\x8p_\x8l_\x8e_\x8·_\x81_\x8D_\x8·_\x8K_\x8e_\x8r_\x8n_\x8e_\x8l_\x8·_\x8D_\x8e_\x8n_\x8s_\x8i_\x8t_\x8y_\x8·_\x8E_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n |
| 58 | Simple·1D·Kernel·Density·Estimation | 58 | Simple·1D·Kernel·Density·Estimation |
| 59 | ©·2007·-·202 | 59 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 252 | ····<span·class="n">color</span><span·class="o">=</span><span·class="s2">"r"</span><span·class="p">,</span> | 252 | ····<span·class="n">color</span><span·class="o">=</span><span·class="s2">"r"</span><span·class="p">,</span> |
| 253 | <span·class="p">)</span> | 253 | <span·class="p">)</span> |
| 254 | <span·class="n">axes</span><span·class="p">[</span><span·class="mi">1</span><span·class="p">]</span><span·class="o">.</span><span·class="n">set</span><span·class="p">(</span><span·class="n">xlabel</span><span·class="o">=</span><span·class="s2">"n_neighbors"</span><span·class="p">,</span>·<span·class="n">title</span><span·class="o">=</span><span·class="s2">"Fit·time·(with·caching)"</span><span·class="p">)</span> | 254 | <span·class="n">axes</span><span·class="p">[</span><span·class="mi">1</span><span·class="p">]</span><span·class="o">.</span><span·class="n">set</span><span·class="p">(</span><span·class="n">xlabel</span><span·class="o">=</span><span·class="s2">"n_neighbors"</span><span·class="p">,</span>·<span·class="n">title</span><span·class="o">=</span><span·class="s2">"Fit·time·(with·caching)"</span><span·class="p">)</span> |
| 255 | <span·class="n">fig</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span> | 255 | <span·class="n">fig</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span> |
| 256 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 256 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 257 | </pre></div> | 257 | </pre></div> |
| 258 | </div> | 258 | </div> |
| 259 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·3. | 259 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·3.486·seconds)</p> |
| 260 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-neighbors-plot-caching-nearest-neighbors-py"> | 260 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-neighbors-plot-caching-nearest-neighbors-py"> |
| 261 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 261 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 262 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/2eaa49c025f80c826512eda4a8add5c3/plot_caching_nearest_neighbors.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_caching_nearest_neighbors.ipynb</span></code></a></p> | 262 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/2eaa49c025f80c826512eda4a8add5c3/plot_caching_nearest_neighbors.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_caching_nearest_neighbors.ipynb</span></code></a></p> |
| 263 | </div> | 263 | </div> |
| 264 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 264 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 265 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/7880ee063d9d3845a0ed85afa9948265/plot_caching_nearest_neighbors.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_caching_nearest_neighbors.py</span></code></a></p> | 265 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/7880ee063d9d3845a0ed85afa9948265/plot_caching_nearest_neighbors.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_caching_nearest_neighbors.py</span></code></a></p> |
| 266 | </div> | 266 | </div> |
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| 271 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 271 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 272 | </section> | 272 | </section> |
| 273 | ······</div> | 273 | ······</div> |
| 274 | ····<div·class="container"> | 274 | ····<div·class="container"> |
| 275 | ······<footer·class="sk-content-footer"> | 275 | ······<footer·class="sk-content-footer"> |
| 276 | ············©·2007·-·202 | 276 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 277 | ··········<a·href="../../_sources/auto_examples/neighbors/plot_caching_nearest_neighbors.rst.txt"·rel="nofollow">Show·this·page·source</a> | 277 | ··········<a·href="../../_sources/auto_examples/neighbors/plot_caching_nearest_neighbors.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 278 | ······</footer> | 278 | ······</footer> |
| 279 | ····</div> | 279 | ····</div> |
| 280 | ··</div> | 280 | ··</div> |
| 281 | </div> | 281 | </div> |
| 282 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 282 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 91 | ····y=grid_model.cv_results_["mean_fit_time"], | 91 | ····y=grid_model.cv_results_["mean_fit_time"], |
| 92 | ····yerr=grid_model.cv_results_["std_fit_time"], | 92 | ····yerr=grid_model.cv_results_["std_fit_time"], |
| 93 | ····color="r", | 93 | ····color="r", |
| 94 | ) | 94 | ) |
| 95 | axes[1].set(xlabel="n_neighbors",·title="Fit·time·(with·caching)") | 95 | axes[1].set(xlabel="n_neighbors",·title="Fit·time·(with·caching)") |
| 96 | fig.tight_layout() | 96 | fig.tight_layout() |
| 97 | plt.show() | 97 | plt.show() |
| 98 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·3. | 98 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·3.486·seconds) |
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| 101 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8a_\x8c_\x8h_\x8i_\x8n_\x8g_\x8__\x8n_\x8e_\x8a_\x8r_\x8e_\x8s_\x8t_\x8__\x8n_\x8e_\x8i_\x8g_\x8h_\x8b_\x8o_\x8r_\x8s_\x8._\x8z_\x8i_\x8p | 101 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8a_\x8c_\x8h_\x8i_\x8n_\x8g_\x8__\x8n_\x8e_\x8a_\x8r_\x8e_\x8s_\x8t_\x8__\x8n_\x8e_\x8i_\x8g_\x8h_\x8b_\x8o_\x8r_\x8s_\x8._\x8z_\x8i_\x8p |
| 102 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 102 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 103 | ©·2007·-·202 | 103 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 278 | <section·id="conclusion"> | 278 | <section·id="conclusion"> |
| 279 | <h2>Conclusion<a·class="headerlink"·href="#conclusion"·title="Link·to·this·heading">¶</a></h2> | 279 | <h2>Conclusion<a·class="headerlink"·href="#conclusion"·title="Link·to·this·heading">¶</a></h2> |
| 280 | <p>We·observe·that·the·parameter·<code·class="docutils·literal·notranslate"><span·class="pre">weights</span></code>·has·an·impact·on·the·decision·boundary.·When | 280 | <p>We·observe·that·the·parameter·<code·class="docutils·literal·notranslate"><span·class="pre">weights</span></code>·has·an·impact·on·the·decision·boundary.·When |
| 281 | <code·class="docutils·literal·notranslate"><span·class="pre">weights="unifom"</span></code>·all·nearest·neighbors·will·have·the·same·impact·on·the·decision. | 281 | <code·class="docutils·literal·notranslate"><span·class="pre">weights="unifom"</span></code>·all·nearest·neighbors·will·have·the·same·impact·on·the·decision. |
| 282 | Whereas·when·<code·class="docutils·literal·notranslate"><span·class="pre">weights="distance"</span></code>·the·weight·given·to·each·neighbor·is·proportional | 282 | Whereas·when·<code·class="docutils·literal·notranslate"><span·class="pre">weights="distance"</span></code>·the·weight·given·to·each·neighbor·is·proportional |
| 283 | to·the·inverse·of·the·distance·from·that·neighbor·to·the·query·point.</p> | 283 | to·the·inverse·of·the·distance·from·that·neighbor·to·the·query·point.</p> |
| 284 | <p>In·some·cases,·taking·the·distance·into·account·might·improve·the·model.</p> | 284 | <p>In·some·cases,·taking·the·distance·into·account·might·improve·the·model.</p> |
| 285 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0. | 285 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.764·seconds)</p> |
| 286 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-neighbors-plot-classification-py"> | 286 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-neighbors-plot-classification-py"> |
| 287 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 287 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 288 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/47f024d726d245e034c7690b4664721f/plot_classification.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_classification.ipynb</span></code></a></p> | 288 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/47f024d726d245e034c7690b4664721f/plot_classification.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_classification.ipynb</span></code></a></p> |
| 289 | </div> | 289 | </div> |
| 290 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 290 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 291 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/8d0cc737ca20800f70d8aa80d8b8fb7d/plot_classification.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_classification.py</span></code></a></p> | 291 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/8d0cc737ca20800f70d8aa80d8b8fb7d/plot_classification.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_classification.py</span></code></a></p> |
| 292 | </div> | 292 | </div> |
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| 298 | </section> | 298 | </section> |
| 299 | </section> | 299 | </section> |
| 300 | ······</div> | 300 | ······</div> |
| 301 | ····<div·class="container"> | 301 | ····<div·class="container"> |
| 302 | ······<footer·class="sk-content-footer"> | 302 | ······<footer·class="sk-content-footer"> |
| 303 | ············©·2007·-·202 | 303 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 304 | ··········<a·href="../../_sources/auto_examples/neighbors/plot_classification.rst.txt"·rel="nofollow">Show·this·page·source</a> | 304 | ··········<a·href="../../_sources/auto_examples/neighbors/plot_classification.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 305 | ······</footer> | 305 | ······</footer> |
| 306 | ····</div> | 306 | ····</div> |
| 307 | ··</div> | 307 | ··</div> |
| 308 | </div> | 308 | </div> |
| 309 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 309 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 105 | *\x8**\x8**\x8**\x8**\x8*·C\x8Co\x8on\x8nc\x8cl\x8lu\x8us\x8si\x8io\x8on\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 105 | *\x8**\x8**\x8**\x8**\x8*·C\x8Co\x8on\x8nc\x8cl\x8lu\x8us\x8si\x8io\x8on\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 106 | We·observe·that·the·parameter·weights·has·an·impact·on·the·decision·boundary. | 106 | We·observe·that·the·parameter·weights·has·an·impact·on·the·decision·boundary. |
| 107 | When·weights="unifom"·all·nearest·neighbors·will·have·the·same·impact·on·the | 107 | When·weights="unifom"·all·nearest·neighbors·will·have·the·same·impact·on·the |
| 108 | decision.·Whereas·when·weights="distance"·the·weight·given·to·each·neighbor·is | 108 | decision.·Whereas·when·weights="distance"·the·weight·given·to·each·neighbor·is |
| 109 | proportional·to·the·inverse·of·the·distance·from·that·neighbor·to·the·query | 109 | proportional·to·the·inverse·of·the·distance·from·that·neighbor·to·the·query |
| 110 | point. | 110 | point. |
| 111 | In·some·cases,·taking·the·distance·into·account·might·improve·the·model. | 111 | In·some·cases,·taking·the·distance·into·account·might·improve·the·model. |
| 112 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0. | 112 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.764·seconds) |
| 113 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 113 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 114 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y | 114 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y |
| 115 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p | 115 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p |
| 116 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 116 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 117 | ©·2007·-·202 | 117 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 253 | <span·class="n">ax</span><span·class="p">[</span><span·class="mi">0</span><span·class="p">,</span>·<span·class="mi">5</span><span·class="p">]</span><span·class="o">.</span><span·class="n">set_title</span><span·class="p">(</span><span·class="s2">"Selection·from·the·input·data"</span><span·class="p">)</span> | 253 | <span·class="n">ax</span><span·class="p">[</span><span·class="mi">0</span><span·class="p">,</span>·<span·class="mi">5</span><span·class="p">]</span><span·class="o">.</span><span·class="n">set_title</span><span·class="p">(</span><span·class="s2">"Selection·from·the·input·data"</span><span·class="p">)</span> |
| 254 | <span·class="n">ax</span><span·class="p">[</span><span·class="mi">5</span><span·class="p">,</span>·<span·class="mi">5</span><span·class="p">]</span><span·class="o">.</span><span·class="n">set_title</span><span·class="p">(</span><span·class="s1">'"New"·digits·drawn·from·the·kernel·density·model'</span><span·class="p">)</span> | 254 | <span·class="n">ax</span><span·class="p">[</span><span·class="mi">5</span><span·class="p">,</span>·<span·class="mi">5</span><span·class="p">]</span><span·class="o">.</span><span·class="n">set_title</span><span·class="p">(</span><span·class="s1">'"New"·digits·drawn·from·the·kernel·density·model'</span><span·class="p">)</span> |
| 255 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 255 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 256 | </pre></div> | 256 | </pre></div> |
| 257 | </div> | 257 | </div> |
| 258 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·4.31 | 258 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·4.313·seconds)</p> |
| 259 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-neighbors-plot-digits-kde-sampling-py"> | 259 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-neighbors-plot-digits-kde-sampling-py"> |
| 260 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 260 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 261 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/c82bd3e95b1fad595c0ed8d47e58d845/plot_digits_kde_sampling.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_digits_kde_sampling.ipynb</span></code></a></p> | 261 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/c82bd3e95b1fad595c0ed8d47e58d845/plot_digits_kde_sampling.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_digits_kde_sampling.ipynb</span></code></a></p> |
| 262 | </div> | 262 | </div> |
| 263 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 263 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 264 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/02a7bbce3c39c70d62d80e875968e5c6/plot_digits_kde_sampling.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_digits_kde_sampling.py</span></code></a></p> | 264 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/02a7bbce3c39c70d62d80e875968e5c6/plot_digits_kde_sampling.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_digits_kde_sampling.py</span></code></a></p> |
| 265 | </div> | 265 | </div> |
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| 272 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 272 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 273 | </section> | 273 | </section> |
| 274 | ······</div> | 274 | ······</div> |
| 275 | ····<div·class="container"> | 275 | ····<div·class="container"> |
| 276 | ······<footer·class="sk-content-footer"> | 276 | ······<footer·class="sk-content-footer"> |
| 277 | ············©·2007·-·202 | 277 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 278 | ··········<a·href="../../_sources/auto_examples/neighbors/plot_digits_kde_sampling.rst.txt"·rel="nofollow">Show·this·page·source</a> | 278 | ··········<a·href="../../_sources/auto_examples/neighbors/plot_digits_kde_sampling.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 279 | ······</footer> | 279 | ······</footer> |
| 280 | ····</div> | 280 | ····</div> |
| 281 | ··</div> | 281 | ··</div> |
| 282 | </div> | 282 | </div> |
| 283 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 283 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 87 | ········) | 87 | ········) |
| 88 | ········im.set_clim(0,·16) | 88 | ········im.set_clim(0,·16) |
| 89 | ax[0,·5].set_title("Selection·from·the·input·data") | 89 | ax[0,·5].set_title("Selection·from·the·input·data") |
| 90 | ax[5,·5].set_title('"New"·digits·drawn·from·the·kernel·density·model') | 90 | ax[5,·5].set_title('"New"·digits·drawn·from·the·kernel·density·model') |
| 91 | plt.show() | 91 | plt.show() |
| 92 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·4.31 | 92 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·4.313·seconds) |
| 93 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8__\x8k_\x8d_\x8e_\x8__\x8s_\x8a_\x8m_\x8p_\x8l_\x8i_\x8n_\x8g_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 93 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8__\x8k_\x8d_\x8e_\x8__\x8s_\x8a_\x8m_\x8p_\x8l_\x8i_\x8n_\x8g_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 94 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8__\x8k_\x8d_\x8e_\x8__\x8s_\x8a_\x8m_\x8p_\x8l_\x8i_\x8n_\x8g_\x8._\x8p_\x8y | 94 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8__\x8k_\x8d_\x8e_\x8__\x8s_\x8a_\x8m_\x8p_\x8l_\x8i_\x8n_\x8g_\x8._\x8p_\x8y |
| 95 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8__\x8k_\x8d_\x8e_\x8__\x8s_\x8a_\x8m_\x8p_\x8l_\x8i_\x8n_\x8g_\x8._\x8z_\x8i_\x8p | 95 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8__\x8k_\x8d_\x8e_\x8__\x8s_\x8a_\x8m_\x8p_\x8l_\x8i_\x8n_\x8g_\x8._\x8z_\x8i_\x8p |
| 96 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 96 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 97 | ©·2007·-·202 | 97 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 343 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">X</span><span·class="p">[:,</span>·<span·class="mi">0</span><span·class="p">],</span>·<span·class="o">-</span><span·class="mf">0.005</span>·<span·class="o">-</span>·<span·class="mf">0.01</span>·<span·class="o">*</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">random</span><span·class="o">.</span><span·class="n">random</span><span·class="p">(</span><span·class="n">X</span><span·class="o">.</span><span·class="n">shape</span><span·class="p">[</span><span·class="mi">0</span><span·class="p">]),</span>·<span·class="s2">"+k"</span><span·class="p">)</span> | 343 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">X</span><span·class="p">[:,</span>·<span·class="mi">0</span><span·class="p">],</span>·<span·class="o">-</span><span·class="mf">0.005</span>·<span·class="o">-</span>·<span·class="mf">0.01</span>·<span·class="o">*</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">random</span><span·class="o">.</span><span·class="n">random</span><span·class="p">(</span><span·class="n">X</span><span·class="o">.</span><span·class="n">shape</span><span·class="p">[</span><span·class="mi">0</span><span·class="p">]),</span>·<span·class="s2">"+k"</span><span·class="p">)</span> |
| 344 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">set_xlim</span><span·class="p">(</span><span·class="o">-</span><span·class="mi">4</span><span·class="p">,</span>·<span·class="mi">9</span><span·class="p">)</span> | 344 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">set_xlim</span><span·class="p">(</span><span·class="o">-</span><span·class="mi">4</span><span·class="p">,</span>·<span·class="mi">9</span><span·class="p">)</span> |
| 345 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">set_ylim</span><span·class="p">(</span><span·class="o">-</span><span·class="mf">0.02</span><span·class="p">,</span>·<span·class="mf">0.4</span><span·class="p">)</span> | 345 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">set_ylim</span><span·class="p">(</span><span·class="o">-</span><span·class="mf">0.02</span><span·class="p">,</span>·<span·class="mf">0.4</span><span·class="p">)</span> |
| 346 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 346 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 347 | </pre></div> | 347 | </pre></div> |
| 348 | </div> | 348 | </div> |
| 349 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0. | 349 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.709·seconds)</p> |
| 350 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-neighbors-plot-kde-1d-py"> | 350 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-neighbors-plot-kde-1d-py"> |
| 351 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 351 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 352 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/7c2f454ae53819802ecec0f2cacd6d51/plot_kde_1d.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_kde_1d.ipynb</span></code></a></p> | 352 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/7c2f454ae53819802ecec0f2cacd6d51/plot_kde_1d.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_kde_1d.ipynb</span></code></a></p> |
| 353 | </div> | 353 | </div> |
| 354 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 354 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 355 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/8c65925beb12265775bcceee8e0aa90b/plot_kde_1d.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_kde_1d.py</span></code></a></p> | 355 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/8c65925beb12265775bcceee8e0aa90b/plot_kde_1d.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_kde_1d.py</span></code></a></p> |
| 356 | </div> | 356 | </div> |
| Offset 362, 15 lines modified | Offset 362, 15 lines modified | ||
| 362 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 362 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 363 | </section> | 363 | </section> |
| 364 | ······</div> | 364 | ······</div> |
| 365 | ····<div·class="container"> | 365 | ····<div·class="container"> |
| 366 | ······<footer·class="sk-content-footer"> | 366 | ······<footer·class="sk-content-footer"> |
| 367 | ············©·2007·-·202 | 367 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 368 | ··········<a·href="../../_sources/auto_examples/neighbors/plot_kde_1d.rst.txt"·rel="nofollow">Show·this·page·source</a> | 368 | ··········<a·href="../../_sources/auto_examples/neighbors/plot_kde_1d.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 369 | ······</footer> | 369 | ······</footer> |
| 370 | ····</div> | 370 | ····</div> |
| 371 | ··</div> | 371 | ··</div> |
| 372 | </div> | 372 | </div> |
| 373 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 373 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 180 | ax.legend(loc="upper·left") | 180 | ax.legend(loc="upper·left") |
| 181 | ax.plot(X[:,·0],·-0.005·-·0.01·*·np.random.random(X.shape[0]),·"+k") | 181 | ax.plot(X[:,·0],·-0.005·-·0.01·*·np.random.random(X.shape[0]),·"+k") |
| 182 | ax.set_xlim(-4,·9) | 182 | ax.set_xlim(-4,·9) |
| 183 | ax.set_ylim(-0.02,·0.4) | 183 | ax.set_ylim(-0.02,·0.4) |
| 184 | plt.show() | 184 | plt.show() |
| 185 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0. | 185 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.709·seconds) |
| 186 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8k_\x8d_\x8e_\x8__\x81_\x8d_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 186 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8k_\x8d_\x8e_\x8__\x81_\x8d_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 187 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8k_\x8d_\x8e_\x8__\x81_\x8d_\x8._\x8p_\x8y | 187 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8k_\x8d_\x8e_\x8__\x81_\x8d_\x8._\x8p_\x8y |
| 188 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8k_\x8d_\x8e_\x8__\x81_\x8d_\x8._\x8z_\x8i_\x8p | 188 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8k_\x8d_\x8e_\x8__\x81_\x8d_\x8._\x8z_\x8i_\x8p |
| 189 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 189 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 190 | ©·2007·-·202 | 190 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 271 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xlabel</span><span·class="p">(</span> | 271 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xlabel</span><span·class="p">(</span> |
| 272 | ····<span·class="s2">"errors·novel·regular:·</span><span·class="si">%d</span><span·class="s2">/40·;·errors·novel·abnormal:·</span><span·class="si">%d</span><span·class="s2">/40"</span> | 272 | ····<span·class="s2">"errors·novel·regular:·</span><span·class="si">%d</span><span·class="s2">/40·;·errors·novel·abnormal:·</span><span·class="si">%d</span><span·class="s2">/40"</span> |
| 273 | ····<span·class="o">%</span>·<span·class="p">(</span><span·class="n">n_error_test</span><span·class="p">,</span>·<span·class="n">n_error_outliers</span><span·class="p">)</span> | 273 | ····<span·class="o">%</span>·<span·class="p">(</span><span·class="n">n_error_test</span><span·class="p">,</span>·<span·class="n">n_error_outliers</span><span·class="p">)</span> |
| 274 | <span·class="p">)</span> | 274 | <span·class="p">)</span> |
| 275 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 275 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 276 | </pre></div> | 276 | </pre></div> |
| 277 | </div> | 277 | </div> |
| 278 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.7 | 278 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.796·seconds)</p> |
| 279 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-neighbors-plot-lof-novelty-detection-py"> | 279 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-neighbors-plot-lof-novelty-detection-py"> |
| 280 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 280 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 281 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/1ecb1284f0b785cd0011e155bf44657c/plot_lof_novelty_detection.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_lof_novelty_detection.ipynb</span></code></a></p> | 281 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/1ecb1284f0b785cd0011e155bf44657c/plot_lof_novelty_detection.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_lof_novelty_detection.ipynb</span></code></a></p> |
| 282 | </div> | 282 | </div> |
| 283 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 283 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 284 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/42b321f3e1d8c7a657ebec98c5d6ea0d/plot_lof_novelty_detection.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_lof_novelty_detection.py</span></code></a></p> | 284 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/42b321f3e1d8c7a657ebec98c5d6ea0d/plot_lof_novelty_detection.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_lof_novelty_detection.py</span></code></a></p> |
| 285 | </div> | 285 | </div> |
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| 290 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 290 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 291 | </section> | 291 | </section> |
| 292 | ······</div> | 292 | ······</div> |
| 293 | ····<div·class="container"> | 293 | ····<div·class="container"> |
| 294 | ······<footer·class="sk-content-footer"> | 294 | ······<footer·class="sk-content-footer"> |
| 295 | ············©·2007·-·202 | 295 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 296 | ··········<a·href="../../_sources/auto_examples/neighbors/plot_lof_novelty_detection.rst.txt"·rel="nofollow">Show·this·page·source</a> | 296 | ··········<a·href="../../_sources/auto_examples/neighbors/plot_lof_novelty_detection.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 297 | ······</footer> | 297 | ······</footer> |
| 298 | ····</div> | 298 | ····</div> |
| 299 | ··</div> | 299 | ··</div> |
| 300 | </div> | 300 | </div> |
| 301 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 301 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 108 | ····prop=matplotlib.font_manager.FontProperties(size=11), | 108 | ····prop=matplotlib.font_manager.FontProperties(size=11), |
| 109 | ) | 109 | ) |
| 110 | plt.xlabel( | 110 | plt.xlabel( |
| 111 | ····"errors·novel·regular:·%d/40·;·errors·novel·abnormal:·%d/40" | 111 | ····"errors·novel·regular:·%d/40·;·errors·novel·abnormal:·%d/40" |
| 112 | ····%·(n_error_test,·n_error_outliers) | 112 | ····%·(n_error_test,·n_error_outliers) |
| 113 | ) | 113 | ) |
| 114 | plt.show() | 114 | plt.show() |
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| 117 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8o_\x8f_\x8__\x8n_\x8o_\x8v_\x8e_\x8l_\x8t_\x8y_\x8__\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y | 117 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8o_\x8f_\x8__\x8n_\x8o_\x8v_\x8e_\x8l_\x8t_\x8y_\x8__\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y |
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| 120 | ©·2007·-·202 | 120 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 274 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span> | 274 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span> |
| 275 | ····<span·class="n">handler_map</span><span·class="o">=</span><span·class="p">{</span><span·class="n">scatter</span><span·class="p">:</span>·<span·class="n">HandlerPathCollection</span><span·class="p">(</span><span·class="n">update_func</span><span·class="o">=</span><span·class="n">update_legend_marker_size</span><span·class="p">)}</span> | 275 | ····<span·class="n">handler_map</span><span·class="o">=</span><span·class="p">{</span><span·class="n">scatter</span><span·class="p">:</span>·<span·class="n">HandlerPathCollection</span><span·class="p">(</span><span·class="n">update_func</span><span·class="o">=</span><span·class="n">update_legend_marker_size</span><span·class="p">)}</span> |
| 276 | <span·class="p">)</span> | 276 | <span·class="p">)</span> |
| 277 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"Local·Outlier·Factor·(LOF)"</span><span·class="p">)</span> | 277 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"Local·Outlier·Factor·(LOF)"</span><span·class="p">)</span> |
| 278 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 278 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 279 | </pre></div> | 279 | </pre></div> |
| 280 | </div> | 280 | </div> |
| 281 | <img·src="../../_images/sphx_glr_plot_lof_outlier_detection_001.png"·srcset="../../_images/sphx_glr_plot_lof_outlier_detection_001.png"·alt="Local·Outlier·Factor·(LOF)"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.09 | 281 | <img·src="../../_images/sphx_glr_plot_lof_outlier_detection_001.png"·srcset="../../_images/sphx_glr_plot_lof_outlier_detection_001.png"·alt="Local·Outlier·Factor·(LOF)"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.095·seconds)</p> |
| 282 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-neighbors-plot-lof-outlier-detection-py"> | 282 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-neighbors-plot-lof-outlier-detection-py"> |
| 283 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 283 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 284 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/a91fcd567e6bc2540b34f44d599d3531/plot_lof_outlier_detection.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_lof_outlier_detection.ipynb</span></code></a></p> | 284 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/a91fcd567e6bc2540b34f44d599d3531/plot_lof_outlier_detection.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_lof_outlier_detection.ipynb</span></code></a></p> |
| 285 | </div> | 285 | </div> |
| 286 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 286 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 287 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/06d58c7fb0650278c0e3ea127bff7167/plot_lof_outlier_detection.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_lof_outlier_detection.py</span></code></a></p> | 287 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/06d58c7fb0650278c0e3ea127bff7167/plot_lof_outlier_detection.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_lof_outlier_detection.py</span></code></a></p> |
| 288 | </div> | 288 | </div> |
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| 294 | </section> | 294 | </section> |
| 295 | </section> | 295 | </section> |
| 296 | ······</div> | 296 | ······</div> |
| 297 | ····<div·class="container"> | 297 | ····<div·class="container"> |
| 298 | ······<footer·class="sk-content-footer"> | 298 | ······<footer·class="sk-content-footer"> |
| 299 | ············©·2007·-·202 | 299 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 300 | ··········<a·href="../../_sources/auto_examples/neighbors/plot_lof_outlier_detection.rst.txt"·rel="nofollow">Show·this·page·source</a> | 300 | ··········<a·href="../../_sources/auto_examples/neighbors/plot_lof_outlier_detection.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 301 | ······</footer> | 301 | ······</footer> |
| 302 | ····</div> | 302 | ····</div> |
| 303 | ··</div> | 303 | ··</div> |
| 304 | </div> | 304 | </div> |
| 305 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 305 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 101 | plt.legend( | 101 | plt.legend( |
| 102 | ····handler_map={scatter:·HandlerPathCollection | 102 | ····handler_map={scatter:·HandlerPathCollection |
| 103 | (update_func=update_legend_marker_size)} | 103 | (update_func=update_legend_marker_size)} |
| 104 | ) | 104 | ) |
| 105 | plt.title("Local·Outlier·Factor·(LOF)") | 105 | plt.title("Local·Outlier·Factor·(LOF)") |
| 106 | plt.show() | 106 | plt.show() |
| 107 | [Local·Outlier·Factor·(LOF)] | 107 | [Local·Outlier·Factor·(LOF)] |
| 108 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.09 | 108 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.095·seconds) |
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| 110 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8o_\x8f_\x8__\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8__\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y | 110 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8o_\x8f_\x8__\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8__\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y |
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| 112 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 112 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 113 | ©·2007·-·202 | 113 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 282 | ········<span·class="n">va</span><span·class="o">=</span><span·class="s2">"center"</span><span·class="p">,</span> | 282 | ········<span·class="n">va</span><span·class="o">=</span><span·class="s2">"center"</span><span·class="p">,</span> |
| 283 | ········<span·class="n">transform</span><span·class="o">=</span><span·class="n">plt</span><span·class="o">.</span><span·class="n">gca</span><span·class="p">()</span><span·class="o">.</span><span·class="n">transAxes</span><span·class="p">,</span> | 283 | ········<span·class="n">transform</span><span·class="o">=</span><span·class="n">plt</span><span·class="o">.</span><span·class="n">gca</span><span·class="p">()</span><span·class="o">.</span><span·class="n">transAxes</span><span·class="p">,</span> |
| 284 | ····<span·class="p">)</span> | 284 | ····<span·class="p">)</span> |
| 285 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 285 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 286 | </pre></div> | 286 | </pre></div> |
| 287 | </div> | 287 | </div> |
| 288 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1. | 288 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1.159·seconds)</p> |
| 289 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-neighbors-plot-nca-classification-py"> | 289 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-neighbors-plot-nca-classification-py"> |
| 290 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 290 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 291 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/54c7ea3b3671861fbfb2161a6f0ab6d0/plot_nca_classification.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_nca_classification.ipynb</span></code></a></p> | 291 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/54c7ea3b3671861fbfb2161a6f0ab6d0/plot_nca_classification.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_nca_classification.ipynb</span></code></a></p> |
| 292 | </div> | 292 | </div> |
| 293 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 293 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 294 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/b7792f6c26a74369f67bbe6f9ac41edf/plot_nca_classification.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_nca_classification.py</span></code></a></p> | 294 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/b7792f6c26a74369f67bbe6f9ac41edf/plot_nca_classification.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_nca_classification.py</span></code></a></p> |
| 295 | </div> | 295 | </div> |
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| 301 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 301 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 302 | </section> | 302 | </section> |
| 303 | ······</div> | 303 | ······</div> |
| 304 | ····<div·class="container"> | 304 | ····<div·class="container"> |
| 305 | ······<footer·class="sk-content-footer"> | 305 | ······<footer·class="sk-content-footer"> |
| 306 | ············©·2007·-·202 | 306 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
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| 308 | ······</footer> | 308 | ······</footer> |
| 309 | ····</div> | 309 | ····</div> |
| 310 | ··</div> | 310 | ··</div> |
| 311 | </div> | 311 | </div> |
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| 119 | ········size=15, | 119 | ········size=15, |
| 120 | ········ha="center", | 120 | ········ha="center", |
| 121 | ········va="center", | 121 | ········va="center", |
| 122 | ········transform=plt.gca().transAxes, | 122 | ········transform=plt.gca().transAxes, |
| 123 | ····) | 123 | ····) |
| 124 | plt.show() | 124 | plt.show() |
| 125 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1. | 125 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1.159·seconds) |
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| 129 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 129 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 130 | ©·2007·-·202 | 130 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 281 | ····<span·class="n">plt</span><span·class="o">.</span><span·class="n">scatter</span><span·class="p">(</span><span·class="n">X_embedded</span><span·class="p">[:,</span>·<span·class="mi">0</span><span·class="p">],</span>·<span·class="n">X_embedded</span><span·class="p">[:,</span>·<span·class="mi">1</span><span·class="p">],</span>·<span·class="n">c</span><span·class="o">=</span><span·class="n">y</span><span·class="p">,</span>·<span·class="n">s</span><span·class="o">=</span><span·class="mi">30</span><span·class="p">,</span>·<span·class="n">cmap</span><span·class="o">=</span><span·class="s2">"Set1"</span><span·class="p">)</span> | 281 | ····<span·class="n">plt</span><span·class="o">.</span><span·class="n">scatter</span><span·class="p">(</span><span·class="n">X_embedded</span><span·class="p">[:,</span>·<span·class="mi">0</span><span·class="p">],</span>·<span·class="n">X_embedded</span><span·class="p">[:,</span>·<span·class="mi">1</span><span·class="p">],</span>·<span·class="n">c</span><span·class="o">=</span><span·class="n">y</span><span·class="p">,</span>·<span·class="n">s</span><span·class="o">=</span><span·class="mi">30</span><span·class="p">,</span>·<span·class="n">cmap</span><span·class="o">=</span><span·class="s2">"Set1"</span><span·class="p">)</span> |
| 282 | ····<span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span> | 282 | ····<span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span> |
| 283 | ········<span·class="s2">"</span><span·class="si">{}</span><span·class="s2">,·KNN·(k=</span><span·class="si">{}</span><span·class="s2">)</span><span·class="se">\n</span><span·class="s2">Test·accuracy·=·</span><span·class="si">{:.2f}</span><span·class="s2">"</span><span·class="o">.</span><span·class="n">format</span><span·class="p">(</span><span·class="n">name</span><span·class="p">,</span>·<span·class="n">n_neighbors</span><span·class="p">,</span>·<span·class="n">acc_knn</span><span·class="p">)</span> | 283 | ········<span·class="s2">"</span><span·class="si">{}</span><span·class="s2">,·KNN·(k=</span><span·class="si">{}</span><span·class="s2">)</span><span·class="se">\n</span><span·class="s2">Test·accuracy·=·</span><span·class="si">{:.2f}</span><span·class="s2">"</span><span·class="o">.</span><span·class="n">format</span><span·class="p">(</span><span·class="n">name</span><span·class="p">,</span>·<span·class="n">n_neighbors</span><span·class="p">,</span>·<span·class="n">acc_knn</span><span·class="p">)</span> |
| 284 | ····<span·class="p">)</span> | 284 | ····<span·class="p">)</span> |
| 285 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 285 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 286 | </pre></div> | 286 | </pre></div> |
| 287 | </div> | 287 | </div> |
| 288 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·2. | 288 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·2.120·seconds)</p> |
| 289 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-neighbors-plot-nca-dim-reduction-py"> | 289 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-neighbors-plot-nca-dim-reduction-py"> |
| 290 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 290 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 291 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/e44c57031af568237dc334b0d317a929/plot_nca_dim_reduction.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_nca_dim_reduction.ipynb</span></code></a></p> | 291 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/e44c57031af568237dc334b0d317a929/plot_nca_dim_reduction.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_nca_dim_reduction.ipynb</span></code></a></p> |
| 292 | </div> | 292 | </div> |
| 293 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 293 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 294 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/4964d8bc6f2b7f1d6bceb91753b362f0/plot_nca_dim_reduction.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_nca_dim_reduction.py</span></code></a></p> | 294 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/4964d8bc6f2b7f1d6bceb91753b362f0/plot_nca_dim_reduction.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_nca_dim_reduction.py</span></code></a></p> |
| 295 | </div> | 295 | </div> |
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| 300 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 300 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 301 | </section> | 301 | </section> |
| 302 | ······</div> | 302 | ······</div> |
| 303 | ····<div·class="container"> | 303 | ····<div·class="container"> |
| 304 | ······<footer·class="sk-content-footer"> | 304 | ······<footer·class="sk-content-footer"> |
| 305 | ············©·2007·-·202 | 305 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 306 | ··········<a·href="../../_sources/auto_examples/neighbors/plot_nca_dim_reduction.rst.txt"·rel="nofollow">Show·this·page·source</a> | 306 | ··········<a·href="../../_sources/auto_examples/neighbors/plot_nca_dim_reduction.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 307 | ······</footer> | 307 | ······</footer> |
| 308 | ····</div> | 308 | ····</div> |
| 309 | ··</div> | 309 | ··</div> |
| 310 | </div> | 310 | </div> |
| 311 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 311 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 119 | ····#·Plot·the·projected·points·and·show·the·evaluation·score | 119 | ····#·Plot·the·projected·points·and·show·the·evaluation·score |
| 120 | ····plt.scatter(X_embedded[:,·0],·X_embedded[:,·1],·c=y,·s=30,·cmap="Set1") | 120 | ····plt.scatter(X_embedded[:,·0],·X_embedded[:,·1],·c=y,·s=30,·cmap="Set1") |
| 121 | ····plt.title( | 121 | ····plt.title( |
| 122 | ········"{},·KNN·(k={})\nTest·accuracy·=·{:.2f}".format(name,·n_neighbors, | 122 | ········"{},·KNN·(k={})\nTest·accuracy·=·{:.2f}".format(name,·n_neighbors, |
| 123 | acc_knn) | 123 | acc_knn) |
| 124 | ····) | 124 | ····) |
| 125 | plt.show() | 125 | plt.show() |
| 126 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·2. | 126 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·2.120·seconds) |
| 127 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8n_\x8c_\x8a_\x8__\x8d_\x8i_\x8m_\x8__\x8r_\x8e_\x8d_\x8u_\x8c_\x8t_\x8i_\x8o_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 127 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8n_\x8c_\x8a_\x8__\x8d_\x8i_\x8m_\x8__\x8r_\x8e_\x8d_\x8u_\x8c_\x8t_\x8i_\x8o_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 128 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8n_\x8c_\x8a_\x8__\x8d_\x8i_\x8m_\x8__\x8r_\x8e_\x8d_\x8u_\x8c_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y | 128 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8n_\x8c_\x8a_\x8__\x8d_\x8i_\x8m_\x8__\x8r_\x8e_\x8d_\x8u_\x8c_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y |
| 129 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8n_\x8c_\x8a_\x8__\x8d_\x8i_\x8m_\x8__\x8r_\x8e_\x8d_\x8u_\x8c_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p | 129 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8n_\x8c_\x8a_\x8__\x8d_\x8i_\x8m_\x8__\x8r_\x8e_\x8d_\x8u_\x8c_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p |
| 130 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 130 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 131 | ©·2007·-·202 | 131 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 287 | <span·class="n">ax2</span><span·class="o">.</span><span·class="n">set_title</span><span·class="p">(</span><span·class="s2">"NCA·embedding"</span><span·class="p">)</span> | 287 | <span·class="n">ax2</span><span·class="o">.</span><span·class="n">set_title</span><span·class="p">(</span><span·class="s2">"NCA·embedding"</span><span·class="p">)</span> |
| 288 | <span·class="n">ax2</span><span·class="o">.</span><span·class="n">axes</span><span·class="o">.</span><span·class="n">get_xaxis</span><span·class="p">()</span><span·class="o">.</span><span·class="n">set_visible</span><span·class="p">(</span><span·class="kc">False</span><span·class="p">)</span> | 288 | <span·class="n">ax2</span><span·class="o">.</span><span·class="n">axes</span><span·class="o">.</span><span·class="n">get_xaxis</span><span·class="p">()</span><span·class="o">.</span><span·class="n">set_visible</span><span·class="p">(</span><span·class="kc">False</span><span·class="p">)</span> |
| 289 | <span·class="n">ax2</span><span·class="o">.</span><span·class="n">axes</span><span·class="o">.</span><span·class="n">get_yaxis</span><span·class="p">()</span><span·class="o">.</span><span·class="n">set_visible</span><span·class="p">(</span><span·class="kc">False</span><span·class="p">)</span> | 289 | <span·class="n">ax2</span><span·class="o">.</span><span·class="n">axes</span><span·class="o">.</span><span·class="n">get_yaxis</span><span·class="p">()</span><span·class="o">.</span><span·class="n">set_visible</span><span·class="p">(</span><span·class="kc">False</span><span·class="p">)</span> |
| 290 | <span·class="n">ax2</span><span·class="o">.</span><span·class="n">axis</span><span·class="p">(</span><span·class="s2">"equal"</span><span·class="p">)</span> | 290 | <span·class="n">ax2</span><span·class="o">.</span><span·class="n">axis</span><span·class="p">(</span><span·class="s2">"equal"</span><span·class="p">)</span> |
| 291 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 291 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 292 | </pre></div> | 292 | </pre></div> |
| 293 | </div> | 293 | </div> |
| 294 | <img·src="../../_images/sphx_glr_plot_nca_illustration_002.png"·srcset="../../_images/sphx_glr_plot_nca_illustration_002.png"·alt="NCA·embedding"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.18 | 294 | <img·src="../../_images/sphx_glr_plot_nca_illustration_002.png"·srcset="../../_images/sphx_glr_plot_nca_illustration_002.png"·alt="NCA·embedding"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.185·seconds)</p> |
| 295 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-neighbors-plot-nca-illustration-py"> | 295 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-neighbors-plot-nca-illustration-py"> |
| 296 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 296 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 297 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/19e9c0cb24a132133cef3b311caaf199/plot_nca_illustration.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_nca_illustration.ipynb</span></code></a></p> | 297 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/19e9c0cb24a132133cef3b311caaf199/plot_nca_illustration.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_nca_illustration.ipynb</span></code></a></p> |
| 298 | </div> | 298 | </div> |
| 299 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 299 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 300 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/3c0067f1f85f236ccc8a25c1245347e8/plot_nca_illustration.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_nca_illustration.py</span></code></a></p> | 300 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/3c0067f1f85f236ccc8a25c1245347e8/plot_nca_illustration.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_nca_illustration.py</span></code></a></p> |
| 301 | </div> | 301 | </div> |
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| 307 | </section> | 307 | </section> |
| 308 | </section> | 308 | </section> |
| 309 | ······</div> | 309 | ······</div> |
| 310 | ····<div·class="container"> | 310 | ····<div·class="container"> |
| 311 | ······<footer·class="sk-content-footer"> | 311 | ······<footer·class="sk-content-footer"> |
| 312 | ············©·2007·-·202 | 312 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 313 | ··········<a·href="../../_sources/auto_examples/neighbors/plot_nca_illustration.rst.txt"·rel="nofollow">Show·this·page·source</a> | 313 | ··········<a·href="../../_sources/auto_examples/neighbors/plot_nca_illustration.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 314 | ······</footer> | 314 | ······</footer> |
| 315 | ····</div> | 315 | ····</div> |
| 316 | ··</div> | 316 | ··</div> |
| 317 | </div> | 317 | </div> |
| 318 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 318 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 118 | ax2.set_title("NCA·embedding") | 118 | ax2.set_title("NCA·embedding") |
| 119 | ax2.axes.get_xaxis().set_visible(False) | 119 | ax2.axes.get_xaxis().set_visible(False) |
| 120 | ax2.axes.get_yaxis().set_visible(False) | 120 | ax2.axes.get_yaxis().set_visible(False) |
| 121 | ax2.axis("equal") | 121 | ax2.axis("equal") |
| 122 | plt.show() | 122 | plt.show() |
| 123 | [NCA·embedding] | 123 | [NCA·embedding] |
| 124 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.18 | 124 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.185·seconds) |
| 125 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8n_\x8c_\x8a_\x8__\x8i_\x8l_\x8l_\x8u_\x8s_\x8t_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 125 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8n_\x8c_\x8a_\x8__\x8i_\x8l_\x8l_\x8u_\x8s_\x8t_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 126 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8n_\x8c_\x8a_\x8__\x8i_\x8l_\x8l_\x8u_\x8s_\x8t_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y | 126 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8n_\x8c_\x8a_\x8__\x8i_\x8l_\x8l_\x8u_\x8s_\x8t_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y |
| 127 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8n_\x8c_\x8a_\x8__\x8i_\x8l_\x8l_\x8u_\x8s_\x8t_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p | 127 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8n_\x8c_\x8a_\x8__\x8i_\x8l_\x8l_\x8u_\x8s_\x8t_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p |
| 128 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 128 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 129 | ©·2007·-·202 | 129 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 7 | <head> | 7 | <head> |
| 8 | ··<meta·charset="utf-8"> | 8 | ··<meta·charset="utf-8"> |
| 9 | ··<meta·name="viewport"·content="width=device-width,·initial-scale=1"·/> | 9 | ··<meta·name="viewport"·content="width=device-width,·initial-scale=1"·/> |
| 10 | <meta·property="og:title"·content="Nearest·Centroid·Classification"·/> | 10 | <meta·property="og:title"·content="Nearest·Centroid·Classification"·/> |
| 11 | <meta·property="og:type"·content="website"·/> | 11 | <meta·property="og:type"·content="website"·/> |
| 12 | <meta·property="og:url"·content="https://scikit-learn/stable/auto_examples/neighbors/plot_nearest_centroid.html"·/> | 12 | <meta·property="og:url"·content="https://scikit-learn/stable/auto_examples/neighbors/plot_nearest_centroid.html"·/> |
| 13 | <meta·property="og:site_name"·content="scikit-learn"·/> | 13 | <meta·property="og:site_name"·content="scikit-learn"·/> |
| 14 | <meta·property="og:description"·content="Sample·usage·of·Nearest·Centroid·classification.·It·will·plot·the·decision·boundaries·for·each·class.,.,·Total·running·time·of·the·script:(0·minutes·0.18 | 14 | <meta·property="og:description"·content="Sample·usage·of·Nearest·Centroid·classification.·It·will·plot·the·decision·boundaries·for·each·class.,.,·Total·running·time·of·the·script:(0·minutes·0.181·seconds)·Download·Jupyter·notebook:·plot_n..."·/> |
| 15 | <meta·property="og:image"·content="https://scikit-learn.org/stable/_static/scikit-learn-logo-small.png"·/> | 15 | <meta·property="og:image"·content="https://scikit-learn.org/stable/_static/scikit-learn-logo-small.png"·/> |
| 16 | <meta·property="og:image:alt"·content="scikit-learn"·/> | 16 | <meta·property="og:image:alt"·content="scikit-learn"·/> |
| 17 | <meta·name="description"·content="Sample·usage·of·Nearest·Centroid·classification.·It·will·plot·the·decision·boundaries·for·each·class.,.,·Total·running·time·of·the·script:(0·minutes·0.18 | 17 | <meta·name="description"·content="Sample·usage·of·Nearest·Centroid·classification.·It·will·plot·the·decision·boundaries·for·each·class.,.,·Total·running·time·of·the·script:(0·minutes·0.181·seconds)·Download·Jupyter·notebook:·plot_n..."·/> |
| 18 | ··<meta·name="viewport"·content="width=device-width,·initial-scale=1.0"> | 18 | ··<meta·name="viewport"·content="width=device-width,·initial-scale=1.0"> |
| 19 | ·· | 19 | ·· |
| 20 | ··<title>Nearest·Centroid·Classification·—·scikit-learn·1.4.2·documentation</title> | 20 | ··<title>Nearest·Centroid·Classification·—·scikit-learn·1.4.2·documentation</title> |
| 21 | ·· | 21 | ·· |
| 22 | ··<link·rel="canonical"·href="https://scikit-learn.org/stable/auto_examples/neighbors/plot_nearest_centroid.html"·/> | 22 | ··<link·rel="canonical"·href="https://scikit-learn.org/stable/auto_examples/neighbors/plot_nearest_centroid.html"·/> |
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| 241 | ····<span·class="n">plt</span><span·class="o">.</span><span·class="n">scatter</span><span·class="p">(</span><span·class="n">X</span><span·class="p">[:,</span>·<span·class="mi">0</span><span·class="p">],</span>·<span·class="n">X</span><span·class="p">[:,</span>·<span·class="mi">1</span><span·class="p">],</span>·<span·class="n">c</span><span·class="o">=</span><span·class="n">y</span><span·class="p">,</span>·<span·class="n">cmap</span><span·class="o">=</span><span·class="n">cmap_bold</span><span·class="p">,</span>·<span·class="n">edgecolor</span><span·class="o">=</span><span·class="s2">"k"</span><span·class="p">,</span>·<span·class="n">s</span><span·class="o">=</span><span·class="mi">20</span><span·class="p">)</span> | 241 | ····<span·class="n">plt</span><span·class="o">.</span><span·class="n">scatter</span><span·class="p">(</span><span·class="n">X</span><span·class="p">[:,</span>·<span·class="mi">0</span><span·class="p">],</span>·<span·class="n">X</span><span·class="p">[:,</span>·<span·class="mi">1</span><span·class="p">],</span>·<span·class="n">c</span><span·class="o">=</span><span·class="n">y</span><span·class="p">,</span>·<span·class="n">cmap</span><span·class="o">=</span><span·class="n">cmap_bold</span><span·class="p">,</span>·<span·class="n">edgecolor</span><span·class="o">=</span><span·class="s2">"k"</span><span·class="p">,</span>·<span·class="n">s</span><span·class="o">=</span><span·class="mi">20</span><span·class="p">)</span> |
| 242 | ····<span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"3-Class·classification·(shrink_threshold=</span><span·class="si">%r</span><span·class="s2">)"</span>·<span·class="o">%</span>·<span·class="n">shrinkage</span><span·class="p">)</span> | 242 | ····<span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"3-Class·classification·(shrink_threshold=</span><span·class="si">%r</span><span·class="s2">)"</span>·<span·class="o">%</span>·<span·class="n">shrinkage</span><span·class="p">)</span> |
| 243 | ····<span·class="n">plt</span><span·class="o">.</span><span·class="n">axis</span><span·class="p">(</span><span·class="s2">"tight"</span><span·class="p">)</span> | 243 | ····<span·class="n">plt</span><span·class="o">.</span><span·class="n">axis</span><span·class="p">(</span><span·class="s2">"tight"</span><span·class="p">)</span> |
| 244 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 244 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 245 | </pre></div> | 245 | </pre></div> |
| 246 | </div> | 246 | </div> |
| 247 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.18 | 247 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.181·seconds)</p> |
| 248 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-neighbors-plot-nearest-centroid-py"> | 248 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-neighbors-plot-nearest-centroid-py"> |
| 249 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 249 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 250 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/06ffeb4f0ded6447302acd5a712f8490/plot_nearest_centroid.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_nearest_centroid.ipynb</span></code></a></p> | 250 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/06ffeb4f0ded6447302acd5a712f8490/plot_nearest_centroid.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_nearest_centroid.ipynb</span></code></a></p> |
| 251 | </div> | 251 | </div> |
| 252 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 252 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 253 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/1ee82dc6471486cb5b088fc473cd945b/plot_nearest_centroid.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_nearest_centroid.py</span></code></a></p> | 253 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/1ee82dc6471486cb5b088fc473cd945b/plot_nearest_centroid.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_nearest_centroid.py</span></code></a></p> |
| 254 | </div> | 254 | </div> |
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| 260 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 260 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 261 | </section> | 261 | </section> |
| 262 | ······</div> | 262 | ······</div> |
| 263 | ····<div·class="container"> | 263 | ····<div·class="container"> |
| 264 | ······<footer·class="sk-content-footer"> | 264 | ······<footer·class="sk-content-footer"> |
| 265 | ············©·2007·-·202 | 265 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 266 | ··········<a·href="../../_sources/auto_examples/neighbors/plot_nearest_centroid.rst.txt"·rel="nofollow">Show·this·page·source</a> | 266 | ··········<a·href="../../_sources/auto_examples/neighbors/plot_nearest_centroid.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 267 | ······</footer> | 267 | ······</footer> |
| 268 | ····</div> | 268 | ····</div> |
| 269 | ··</div> | 269 | ··</div> |
| 270 | </div> | 270 | </div> |
| 271 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 271 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 71 | ····#·Plot·also·the·training·points | 71 | ····#·Plot·also·the·training·points |
| 72 | ····plt.scatter(X[:,·0],·X[:,·1],·c=y,·cmap=cmap_bold,·edgecolor="k",·s=20) | 72 | ····plt.scatter(X[:,·0],·X[:,·1],·c=y,·cmap=cmap_bold,·edgecolor="k",·s=20) |
| 73 | ····plt.title("3-Class·classification·(shrink_threshold=%r)"·%·shrinkage) | 73 | ····plt.title("3-Class·classification·(shrink_threshold=%r)"·%·shrinkage) |
| 74 | ····plt.axis("tight") | 74 | ····plt.axis("tight") |
| 75 | plt.show() | 75 | plt.show() |
| 76 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.18 | 76 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.181·seconds) |
| 77 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8n_\x8e_\x8a_\x8r_\x8e_\x8s_\x8t_\x8__\x8c_\x8e_\x8n_\x8t_\x8r_\x8o_\x8i_\x8d_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 77 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8n_\x8e_\x8a_\x8r_\x8e_\x8s_\x8t_\x8__\x8c_\x8e_\x8n_\x8t_\x8r_\x8o_\x8i_\x8d_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 78 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8n_\x8e_\x8a_\x8r_\x8e_\x8s_\x8t_\x8__\x8c_\x8e_\x8n_\x8t_\x8r_\x8o_\x8i_\x8d_\x8._\x8p_\x8y | 78 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8n_\x8e_\x8a_\x8r_\x8e_\x8s_\x8t_\x8__\x8c_\x8e_\x8n_\x8t_\x8r_\x8o_\x8i_\x8d_\x8._\x8p_\x8y |
| 79 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8n_\x8e_\x8a_\x8r_\x8e_\x8s_\x8t_\x8__\x8c_\x8e_\x8n_\x8t_\x8r_\x8o_\x8i_\x8d_\x8._\x8z_\x8i_\x8p | 79 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8n_\x8e_\x8a_\x8r_\x8e_\x8s_\x8t_\x8__\x8c_\x8e_\x8n_\x8t_\x8r_\x8o_\x8i_\x8d_\x8._\x8z_\x8i_\x8p |
| 80 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 80 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 81 | ©·2007·-·202 | 81 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 238 | ····<span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span> | 238 | ····<span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span> |
| 239 | ····<span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"KNeighborsRegressor·(k·=·</span><span·class="si">%i</span><span·class="s2">,·weights·=·'</span><span·class="si">%s</span><span·class="s2">')"</span>·<span·class="o">%</span>·<span·class="p">(</span><span·class="n">n_neighbors</span><span·class="p">,</span>·<span·class="n">weights</span><span·class="p">))</span> | 239 | ····<span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"KNeighborsRegressor·(k·=·</span><span·class="si">%i</span><span·class="s2">,·weights·=·'</span><span·class="si">%s</span><span·class="s2">')"</span>·<span·class="o">%</span>·<span·class="p">(</span><span·class="n">n_neighbors</span><span·class="p">,</span>·<span·class="n">weights</span><span·class="p">))</span> |
| 240 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span> | 240 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span> |
| 241 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 241 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 242 | </pre></div> | 242 | </pre></div> |
| 243 | </div> | 243 | </div> |
| 244 | <img·src="../../_images/sphx_glr_plot_regression_001.png"·srcset="../../_images/sphx_glr_plot_regression_001.png"·alt="KNeighborsRegressor·(k·=·5,·weights·=·'uniform'),·KNeighborsRegressor·(k·=·5,·weights·=·'distance')"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.26 | 244 | <img·src="../../_images/sphx_glr_plot_regression_001.png"·srcset="../../_images/sphx_glr_plot_regression_001.png"·alt="KNeighborsRegressor·(k·=·5,·weights·=·'uniform'),·KNeighborsRegressor·(k·=·5,·weights·=·'distance')"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.266·seconds)</p> |
| 245 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-neighbors-plot-regression-py"> | 245 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-neighbors-plot-regression-py"> |
| 246 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 246 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 247 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/8daa075623a97eefa5be2c4a6eb55992/plot_regression.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_regression.ipynb</span></code></a></p> | 247 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/8daa075623a97eefa5be2c4a6eb55992/plot_regression.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_regression.ipynb</span></code></a></p> |
| 248 | </div> | 248 | </div> |
| 249 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 249 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 250 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/437df39fcde24ead7b91917f2133a53c/plot_regression.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_regression.py</span></code></a></p> | 250 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/437df39fcde24ead7b91917f2133a53c/plot_regression.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_regression.py</span></code></a></p> |
| 251 | </div> | 251 | </div> |
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| 258 | </section> | 258 | </section> |
| 259 | </section> | 259 | </section> |
| 260 | ······</div> | 260 | ······</div> |
| 261 | ····<div·class="container"> | 261 | ····<div·class="container"> |
| 262 | ······<footer·class="sk-content-footer"> | 262 | ······<footer·class="sk-content-footer"> |
| 263 | ············©·2007·-·202 | 263 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 264 | ··········<a·href="../../_sources/auto_examples/neighbors/plot_regression.rst.txt"·rel="nofollow">Show·this·page·source</a> | 264 | ··········<a·href="../../_sources/auto_examples/neighbors/plot_regression.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 265 | ······</footer> | 265 | ······</footer> |
| 266 | ····</div> | 266 | ····</div> |
| 267 | ··</div> | 267 | ··</div> |
| 268 | </div> | 268 | </div> |
| 269 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 269 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 67 | ····plt.title("KNeighborsRegressor·(k·=·%i,·weights·=·'%s')"·%·(n_neighbors, | 67 | ····plt.title("KNeighborsRegressor·(k·=·%i,·weights·=·'%s')"·%·(n_neighbors, |
| 68 | weights)) | 68 | weights)) |
| 69 | plt.tight_layout() | 69 | plt.tight_layout() |
| 70 | plt.show() | 70 | plt.show() |
| 71 | [KNeighborsRegressor·(k·=·5,·weights·=·'uniform'),·KNeighborsRegressor·(k·=·5, | 71 | [KNeighborsRegressor·(k·=·5,·weights·=·'uniform'),·KNeighborsRegressor·(k·=·5, |
| 72 | weights·=·'distance')] | 72 | weights·=·'distance')] |
| 73 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.26 | 73 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.266·seconds) |
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| 75 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8._\x8p_\x8y | 75 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8._\x8p_\x8y |
| 76 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p | 76 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p |
| 77 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 77 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 78 | ©·2007·-·202 | 78 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 374 | </section> | 374 | </section> |
| 375 | </section> | 375 | </section> |
| 376 | ······</div> | 376 | ······</div> |
| 377 | ····<div·class="container"> | 377 | ····<div·class="container"> |
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| 379 | ············©·2007·-·202 | 379 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 380 | ··········<a·href="../../_sources/auto_examples/neighbors/plot_species_kde.rst.txt"·rel="nofollow">Show·this·page·source</a> | 380 | ··········<a·href="../../_sources/auto_examples/neighbors/plot_species_kde.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 381 | ······</footer> | 381 | ······</footer> |
| 382 | ····</div> | 382 | ····</div> |
| 383 | ··</div> | 383 | ··</div> |
| 384 | </div> | 384 | </div> |
| 385 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 385 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 188 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8p_\x8e_\x8c_\x8i_\x8e_\x8s_\x8__\x8k_\x8d_\x8e_\x8._\x8z_\x8i_\x8p | 188 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8p_\x8e_\x8c_\x8i_\x8e_\x8s_\x8__\x8k_\x8d_\x8e_\x8._\x8z_\x8i_\x8p |
| 189 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 189 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 190 | ©·2007·-·202 | 190 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 205 | </div> | 205 | </div> |
| 206 | </section> | 206 | </section> |
| 207 | ······</div> | 207 | ······</div> |
| 208 | ····<div·class="container"> | 208 | ····<div·class="container"> |
| 209 | ······<footer·class="sk-content-footer"> | 209 | ······<footer·class="sk-content-footer"> |
| 210 | ············©·2007·-·202 | 210 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 211 | ··········<a·href="../../_sources/auto_examples/neural_networks/index.rst.txt"·rel="nofollow">Show·this·page·source</a> | 211 | ··········<a·href="../../_sources/auto_examples/neural_networks/index.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 212 | ······</footer> | 212 | ······</footer> |
| 213 | ····</div> | 213 | ····</div> |
| 214 | ··</div> | 214 | ··</div> |
| 215 | </div> | 215 | </div> |
| 216 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 216 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 34 | Compare·Stochastic·learning·strategies·for·MLPClassifier | 34 | Compare·Stochastic·learning·strategies·for·MLPClassifier |
| 35 | _\x8R_\x8e_\x8s_\x8t_\x8r_\x8i_\x8c_\x8t_\x8e_\x8d_\x8·_\x8B_\x8o_\x8l_\x8t_\x8z_\x8m_\x8a_\x8n_\x8n_\x8·_\x8M_\x8a_\x8c_\x8h_\x8i_\x8n_\x8e_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8d_\x8i_\x8g_\x8i_\x8t_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n | 35 | _\x8R_\x8e_\x8s_\x8t_\x8r_\x8i_\x8c_\x8t_\x8e_\x8d_\x8·_\x8B_\x8o_\x8l_\x8t_\x8z_\x8m_\x8a_\x8n_\x8n_\x8·_\x8M_\x8a_\x8c_\x8h_\x8i_\x8n_\x8e_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8d_\x8i_\x8g_\x8i_\x8t_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n |
| 36 | Restricted·Boltzmann·Machine·features·for·digit·classification | 36 | Restricted·Boltzmann·Machine·features·for·digit·classification |
| 37 | _\x8V_\x8a_\x8r_\x8y_\x8i_\x8n_\x8g_\x8·_\x8r_\x8e_\x8g_\x8u_\x8l_\x8a_\x8r_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8i_\x8n_\x8·_\x8M_\x8u_\x8l_\x8t_\x8i_\x8-_\x8l_\x8a_\x8y_\x8e_\x8r_\x8·_\x8P_\x8e_\x8r_\x8c_\x8e_\x8p_\x8t_\x8r_\x8o_\x8n | 37 | _\x8V_\x8a_\x8r_\x8y_\x8i_\x8n_\x8g_\x8·_\x8r_\x8e_\x8g_\x8u_\x8l_\x8a_\x8r_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8i_\x8n_\x8·_\x8M_\x8u_\x8l_\x8t_\x8i_\x8-_\x8l_\x8a_\x8y_\x8e_\x8r_\x8·_\x8P_\x8e_\x8r_\x8c_\x8e_\x8p_\x8t_\x8r_\x8o_\x8n |
| 38 | Varying·regularization·in·Multi-layer·Perceptron | 38 | Varying·regularization·in·Multi-layer·Perceptron |
| 39 | _\x8V_\x8i_\x8s_\x8u_\x8a_\x8l_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8M_\x8L_\x8P_\x8·_\x8w_\x8e_\x8i_\x8g_\x8h_\x8t_\x8s_\x8·_\x8o_\x8n_\x8·_\x8M_\x8N_\x8I_\x8S_\x8T | 39 | _\x8V_\x8i_\x8s_\x8u_\x8a_\x8l_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8M_\x8L_\x8P_\x8·_\x8w_\x8e_\x8i_\x8g_\x8h_\x8t_\x8s_\x8·_\x8o_\x8n_\x8·_\x8M_\x8N_\x8I_\x8S_\x8T |
| 40 | Visualization·of·MLP·weights·on·MNIST | 40 | Visualization·of·MLP·weights·on·MNIST |
| 41 | ©·2007·-·202 | 41 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 329 | ········<span·class="p">)</span> | 329 | ········<span·class="p">)</span> |
| 330 | ········<span·class="n">i</span>·<span·class="o">+=</span>·<span·class="mi">1</span> | 330 | ········<span·class="n">i</span>·<span·class="o">+=</span>·<span·class="mi">1</span> |
| 331 | <span·class="n">figure</span><span·class="o">.</span><span·class="n">subplots_adjust</span><span·class="p">(</span><span·class="n">left</span><span·class="o">=</span><span·class="mf">0.02</span><span·class="p">,</span>·<span·class="n">right</span><span·class="o">=</span><span·class="mf">0.98</span><span·class="p">)</span> | 331 | <span·class="n">figure</span><span·class="o">.</span><span·class="n">subplots_adjust</span><span·class="p">(</span><span·class="n">left</span><span·class="o">=</span><span·class="mf">0.02</span><span·class="p">,</span>·<span·class="n">right</span><span·class="o">=</span><span·class="mf">0.98</span><span·class="p">)</span> |
| 332 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 332 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 333 | </pre></div> | 333 | </pre></div> |
| 334 | </div> | 334 | </div> |
| 335 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·2. | 335 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·2.465·seconds)</p> |
| 336 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-neural-networks-plot-mlp-alpha-py"> | 336 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-neural-networks-plot-mlp-alpha-py"> |
| 337 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 337 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 338 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/7ce809adad0d67b96c1df3b7fcd74567/plot_mlp_alpha.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_mlp_alpha.ipynb</span></code></a></p> | 338 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/7ce809adad0d67b96c1df3b7fcd74567/plot_mlp_alpha.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_mlp_alpha.ipynb</span></code></a></p> |
| 339 | </div> | 339 | </div> |
| 340 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 340 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 341 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/8af613cc7180fed274715982abcd696d/plot_mlp_alpha.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_mlp_alpha.py</span></code></a></p> | 341 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/8af613cc7180fed274715982abcd696d/plot_mlp_alpha.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_mlp_alpha.py</span></code></a></p> |
| 342 | </div> | 342 | </div> |
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| 348 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 348 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 349 | </section> | 349 | </section> |
| 350 | ······</div> | 350 | ······</div> |
| 351 | ····<div·class="container"> | 351 | ····<div·class="container"> |
| 352 | ······<footer·class="sk-content-footer"> | 352 | ······<footer·class="sk-content-footer"> |
| 353 | ············©·2007·-·202 | 353 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 354 | ··········<a·href="../../_sources/auto_examples/neural_networks/plot_mlp_alpha.rst.txt"·rel="nofollow">Show·this·page·source</a> | 354 | ··········<a·href="../../_sources/auto_examples/neural_networks/plot_mlp_alpha.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 355 | ······</footer> | 355 | ······</footer> |
| 356 | ····</div> | 356 | ····</div> |
| 357 | ··</div> | 357 | ··</div> |
| 358 | </div> | 358 | </div> |
| 359 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 359 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 172 | ············horizontalalignment="right", | 172 | ············horizontalalignment="right", |
| 173 | ········) | 173 | ········) |
| 174 | ········i·+=·1 | 174 | ········i·+=·1 |
| 175 | figure.subplots_adjust(left=0.02,·right=0.98) | 175 | figure.subplots_adjust(left=0.02,·right=0.98) |
| 176 | plt.show() | 176 | plt.show() |
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| 181 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 181 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 182 | ©·2007·-·202 | 182 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 419 | <span·class="p">):</span> | 419 | <span·class="p">):</span> |
| 420 | ····<span·class="n">plot_on_dataset</span><span·class="p">(</span><span·class="o">*</span><span·class="n">data</span><span·class="p">,</span>·<span·class="n">ax</span><span·class="o">=</span><span·class="n">ax</span><span·class="p">,</span>·<span·class="n">name</span><span·class="o">=</span><span·class="n">name</span><span·class="p">)</span> | 420 | ····<span·class="n">plot_on_dataset</span><span·class="p">(</span><span·class="o">*</span><span·class="n">data</span><span·class="p">,</span>·<span·class="n">ax</span><span·class="o">=</span><span·class="n">ax</span><span·class="p">,</span>·<span·class="n">name</span><span·class="o">=</span><span·class="n">name</span><span·class="p">)</span> |
| 421 | <span·class="n">fig</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span><span·class="n">ax</span><span·class="o">.</span><span·class="n">get_lines</span><span·class="p">(),</span>·<span·class="n">labels</span><span·class="p">,</span>·<span·class="n">ncol</span><span·class="o">=</span><span·class="mi">3</span><span·class="p">,</span>·<span·class="n">loc</span><span·class="o">=</span><span·class="s2">"upper·center"</span><span·class="p">)</span> | 421 | <span·class="n">fig</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span><span·class="n">ax</span><span·class="o">.</span><span·class="n">get_lines</span><span·class="p">(),</span>·<span·class="n">labels</span><span·class="p">,</span>·<span·class="n">ncol</span><span·class="o">=</span><span·class="mi">3</span><span·class="p">,</span>·<span·class="n">loc</span><span·class="o">=</span><span·class="s2">"upper·center"</span><span·class="p">)</span> |
| 422 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 422 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 423 | </pre></div> | 423 | </pre></div> |
| 424 | </div> | 424 | </div> |
| 425 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·6. | 425 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·6.186·seconds)</p> |
| 426 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-neural-networks-plot-mlp-training-curves-py"> | 426 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-neural-networks-plot-mlp-training-curves-py"> |
| 427 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 427 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 428 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/646b2c083be2d0f557b369a51cec966d/plot_mlp_training_curves.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_mlp_training_curves.ipynb</span></code></a></p> | 428 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/646b2c083be2d0f557b369a51cec966d/plot_mlp_training_curves.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_mlp_training_curves.ipynb</span></code></a></p> |
| 429 | </div> | 429 | </div> |
| 430 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 430 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 431 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/1a0eed524b181183d59e57a5a9df565b/plot_mlp_training_curves.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_mlp_training_curves.py</span></code></a></p> | 431 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/1a0eed524b181183d59e57a5a9df565b/plot_mlp_training_curves.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_mlp_training_curves.py</span></code></a></p> |
| 432 | </div> | 432 | </div> |
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| 438 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 438 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 439 | </section> | 439 | </section> |
| 440 | ······</div> | 440 | ······</div> |
| 441 | ····<div·class="container"> | 441 | ····<div·class="container"> |
| 442 | ······<footer·class="sk-content-footer"> | 442 | ······<footer·class="sk-content-footer"> |
| 443 | ············©·2007·-·202 | 443 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 444 | ··········<a·href="../../_sources/auto_examples/neural_networks/plot_mlp_training_curves.rst.txt"·rel="nofollow">Show·this·page·source</a> | 444 | ··········<a·href="../../_sources/auto_examples/neural_networks/plot_mlp_training_curves.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 445 | ······</footer> | 445 | ······</footer> |
| 446 | ····</div> | 446 | ····</div> |
| 447 | ··</div> | 447 | ··</div> |
| 448 | </div> | 448 | </div> |
| 449 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 449 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 252 | for·ax,·data,·name·in·zip( | 252 | for·ax,·data,·name·in·zip( |
| 253 | ····axes.ravel(),·data_sets,·["iris",·"digits",·"circles",·"moons"] | 253 | ····axes.ravel(),·data_sets,·["iris",·"digits",·"circles",·"moons"] |
| 254 | ): | 254 | ): |
| 255 | ····plot_on_dataset(*data,·ax=ax,·name=name) | 255 | ····plot_on_dataset(*data,·ax=ax,·name=name) |
| 256 | fig.legend(ax.get_lines(),·labels,·ncol=3,·loc="upper·center") | 256 | fig.legend(ax.get_lines(),·labels,·ncol=3,·loc="upper·center") |
| 257 | plt.show() | 257 | plt.show() |
| 258 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·6. | 258 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·6.186·seconds) |
| 259 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8l_\x8p_\x8__\x8t_\x8r_\x8a_\x8i_\x8n_\x8i_\x8n_\x8g_\x8__\x8c_\x8u_\x8r_\x8v_\x8e_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 259 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8l_\x8p_\x8__\x8t_\x8r_\x8a_\x8i_\x8n_\x8i_\x8n_\x8g_\x8__\x8c_\x8u_\x8r_\x8v_\x8e_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 260 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8l_\x8p_\x8__\x8t_\x8r_\x8a_\x8i_\x8n_\x8i_\x8n_\x8g_\x8__\x8c_\x8u_\x8r_\x8v_\x8e_\x8s_\x8._\x8p_\x8y | 260 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8l_\x8p_\x8__\x8t_\x8r_\x8a_\x8i_\x8n_\x8i_\x8n_\x8g_\x8__\x8c_\x8u_\x8r_\x8v_\x8e_\x8s_\x8._\x8p_\x8y |
| 261 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8l_\x8p_\x8__\x8t_\x8r_\x8a_\x8i_\x8n_\x8i_\x8n_\x8g_\x8__\x8c_\x8u_\x8r_\x8v_\x8e_\x8s_\x8._\x8z_\x8i_\x8p | 261 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8l_\x8p_\x8__\x8t_\x8r_\x8a_\x8i_\x8n_\x8i_\x8n_\x8g_\x8__\x8c_\x8u_\x8r_\x8v_\x8e_\x8s_\x8._\x8z_\x8i_\x8p |
| 262 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 262 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 263 | ©·2007·-·202 | 263 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 266 | ····<span·class="n">ax</span><span·class="o">.</span><span·class="n">matshow</span><span·class="p">(</span><span·class="n">coef</span><span·class="o">.</span><span·class="n">reshape</span><span·class="p">(</span><span·class="mi">28</span><span·class="p">,</span>·<span·class="mi">28</span><span·class="p">),</span>·<span·class="n">cmap</span><span·class="o">=</span><span·class="n">plt</span><span·class="o">.</span><span·class="n">cm</span><span·class="o">.</span><span·class="n">gray</span><span·class="p">,</span>·<span·class="n">vmin</span><span·class="o">=</span><span·class="mf">0.5</span>·<span·class="o">*</span>·<span·class="n">vmin</span><span·class="p">,</span>·<span·class="n">vmax</span><span·class="o">=</span><span·class="mf">0.5</span>·<span·class="o">*</span>·<span·class="n">vmax</span><span·class="p">)</span> | 266 | ····<span·class="n">ax</span><span·class="o">.</span><span·class="n">matshow</span><span·class="p">(</span><span·class="n">coef</span><span·class="o">.</span><span·class="n">reshape</span><span·class="p">(</span><span·class="mi">28</span><span·class="p">,</span>·<span·class="mi">28</span><span·class="p">),</span>·<span·class="n">cmap</span><span·class="o">=</span><span·class="n">plt</span><span·class="o">.</span><span·class="n">cm</span><span·class="o">.</span><span·class="n">gray</span><span·class="p">,</span>·<span·class="n">vmin</span><span·class="o">=</span><span·class="mf">0.5</span>·<span·class="o">*</span>·<span·class="n">vmin</span><span·class="p">,</span>·<span·class="n">vmax</span><span·class="o">=</span><span·class="mf">0.5</span>·<span·class="o">*</span>·<span·class="n">vmax</span><span·class="p">)</span> |
| 267 | ····<span·class="n">ax</span><span·class="o">.</span><span·class="n">set_xticks</span><span·class="p">(())</span> | 267 | ····<span·class="n">ax</span><span·class="o">.</span><span·class="n">set_xticks</span><span·class="p">(())</span> |
| 268 | ····<span·class="n">ax</span><span·class="o">.</span><span·class="n">set_yticks</span><span·class="p">(())</span> | 268 | ····<span·class="n">ax</span><span·class="o">.</span><span·class="n">set_yticks</span><span·class="p">(())</span> |
| 269 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 269 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 270 | </pre></div> | 270 | </pre></div> |
| 271 | </div> | 271 | </div> |
| 272 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.00 | 272 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.005·seconds)</p> |
| 273 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-neural-networks-plot-mnist-filters-py"> | 273 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-neural-networks-plot-mnist-filters-py"> |
| 274 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 274 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 275 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/6522aa1dd16bb328d88cb09cbc08eded/plot_mnist_filters.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_mnist_filters.ipynb</span></code></a></p> | 275 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/6522aa1dd16bb328d88cb09cbc08eded/plot_mnist_filters.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_mnist_filters.ipynb</span></code></a></p> |
| 276 | </div> | 276 | </div> |
| 277 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 277 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 278 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/7534058b2748ca58f7594203b7723a0e/plot_mnist_filters.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_mnist_filters.py</span></code></a></p> | 278 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/7534058b2748ca58f7594203b7723a0e/plot_mnist_filters.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_mnist_filters.py</span></code></a></p> |
| 279 | </div> | 279 | </div> |
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| 285 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 285 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 286 | </section> | 286 | </section> |
| 287 | ······</div> | 287 | ······</div> |
| 288 | ····<div·class="container"> | 288 | ····<div·class="container"> |
| 289 | ······<footer·class="sk-content-footer"> | 289 | ······<footer·class="sk-content-footer"> |
| 290 | ············©·2007·-·202 | 290 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 291 | ··········<a·href="../../_sources/auto_examples/neural_networks/plot_mnist_filters.rst.txt"·rel="nofollow">Show·this·page·source</a> | 291 | ··········<a·href="../../_sources/auto_examples/neural_networks/plot_mnist_filters.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 292 | ······</footer> | 292 | ······</footer> |
| 293 | ····</div> | 293 | ····</div> |
| 294 | ··</div> | 294 | ··</div> |
| 295 | </div> | 295 | </div> |
| 296 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 296 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 107 | for·coef,·ax·in·zip(mlp.coefs_[0].T,·axes.ravel()): | 107 | for·coef,·ax·in·zip(mlp.coefs_[0].T,·axes.ravel()): |
| 108 | ····ax.matshow(coef.reshape(28,·28),·cmap=plt.cm.gray,·vmin=0.5·*·vmin, | 108 | ····ax.matshow(coef.reshape(28,·28),·cmap=plt.cm.gray,·vmin=0.5·*·vmin, |
| 109 | vmax=0.5·*·vmax) | 109 | vmax=0.5·*·vmax) |
| 110 | ····ax.set_xticks(()) | 110 | ····ax.set_xticks(()) |
| 111 | ····ax.set_yticks(()) | 111 | ····ax.set_yticks(()) |
| 112 | plt.show() | 112 | plt.show() |
| 113 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.00 | 113 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.005·seconds) |
| 114 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8n_\x8i_\x8s_\x8t_\x8__\x8f_\x8i_\x8l_\x8t_\x8e_\x8r_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 114 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8n_\x8i_\x8s_\x8t_\x8__\x8f_\x8i_\x8l_\x8t_\x8e_\x8r_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 115 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8n_\x8i_\x8s_\x8t_\x8__\x8f_\x8i_\x8l_\x8t_\x8e_\x8r_\x8s_\x8._\x8p_\x8y | 115 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8n_\x8i_\x8s_\x8t_\x8__\x8f_\x8i_\x8l_\x8t_\x8e_\x8r_\x8s_\x8._\x8p_\x8y |
| 116 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8n_\x8i_\x8s_\x8t_\x8__\x8f_\x8i_\x8l_\x8t_\x8e_\x8r_\x8s_\x8._\x8z_\x8i_\x8p | 116 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8n_\x8i_\x8s_\x8t_\x8__\x8f_\x8i_\x8l_\x8t_\x8e_\x8r_\x8s_\x8._\x8z_\x8i_\x8p |
| 117 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 117 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 118 | ©·2007·-·202 | 118 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 291 | <span·class="c1">#·Training·the·Logistic·regression·classifier·directly·on·the·pixel</span> | 291 | <span·class="c1">#·Training·the·Logistic·regression·classifier·directly·on·the·pixel</span> |
| 292 | <span·class="n">raw_pixel_classifier</span>·<span·class="o">=</span>·<span·class="n">clone</span><span·class="p">(</span><span·class="n">logistic</span><span·class="p">)</span> | 292 | <span·class="n">raw_pixel_classifier</span>·<span·class="o">=</span>·<span·class="n">clone</span><span·class="p">(</span><span·class="n">logistic</span><span·class="p">)</span> |
| 293 | <span·class="n">raw_pixel_classifier</span><span·class="o">.</span><span·class="n">C</span>·<span·class="o">=</span>·<span·class="mf">100.0</span> | 293 | <span·class="n">raw_pixel_classifier</span><span·class="o">.</span><span·class="n">C</span>·<span·class="o">=</span>·<span·class="mf">100.0</span> |
| 294 | <span·class="n">raw_pixel_classifier</span><span·class="o">.</span><span·class="n">fit</span><span·class="p">(</span><span·class="n">X_train</span><span·class="p">,</span>·<span·class="n">Y_train</span><span·class="p">)</span> | 294 | <span·class="n">raw_pixel_classifier</span><span·class="o">.</span><span·class="n">fit</span><span·class="p">(</span><span·class="n">X_train</span><span·class="p">,</span>·<span·class="n">Y_train</span><span·class="p">)</span> |
| 295 | </pre></div> | 295 | </pre></div> |
| 296 | </div> | 296 | </div> |
| 297 | <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[BernoulliRBM]·Iteration·1,·pseudo-likelihood·=·-25.57,·time·=·0.3 | 297 | <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[BernoulliRBM]·Iteration·1,·pseudo-likelihood·=·-25.57,·time·=·0.31s |
| 298 | [BernoulliRBM]·Iteration·2,·pseudo-likelihood·=·-23.68,·time·=·0.4 | 298 | [BernoulliRBM]·Iteration·2,·pseudo-likelihood·=·-23.68,·time·=·0.41s |
| 299 | [BernoulliRBM]·Iteration·3,·pseudo-likelihood·=·-22.74,·time·=·0.4 | 299 | [BernoulliRBM]·Iteration·3,·pseudo-likelihood·=·-22.74,·time·=·0.41s |
| 300 | [BernoulliRBM]·Iteration·4,·pseudo-likelihood·=·-21.92,·time·=·0.4 | 300 | [BernoulliRBM]·Iteration·4,·pseudo-likelihood·=·-21.92,·time·=·0.41s |
| 301 | [BernoulliRBM]·Iteration·5,·pseudo-likelihood·=·-21.70,·time·=·0.4 | 301 | [BernoulliRBM]·Iteration·5,·pseudo-likelihood·=·-21.70,·time·=·0.41s |
| 302 | [BernoulliRBM]·Iteration·6,·pseudo-likelihood·=·-21.03,·time·=·0.4 | 302 | [BernoulliRBM]·Iteration·6,·pseudo-likelihood·=·-21.03,·time·=·0.41s |
| 303 | [BernoulliRBM]·Iteration·7,·pseudo-likelihood·=·-20.90,·time·=·0.4 | 303 | [BernoulliRBM]·Iteration·7,·pseudo-likelihood·=·-20.90,·time·=·0.41s |
| 304 | [BernoulliRBM]·Iteration·8,·pseudo-likelihood·=·-20.47,·time·=·0.4 | 304 | [BernoulliRBM]·Iteration·8,·pseudo-likelihood·=·-20.47,·time·=·0.41s |
| 305 | [BernoulliRBM]·Iteration·9,·pseudo-likelihood·=·-20.56,·time·=·0.4 | 305 | [BernoulliRBM]·Iteration·9,·pseudo-likelihood·=·-20.56,·time·=·0.41s |
| 306 | [BernoulliRBM]·Iteration·10,·pseudo-likelihood·=·-20.18,·time·=·0.4 | 306 | [BernoulliRBM]·Iteration·10,·pseudo-likelihood·=·-20.18,·time·=·0.41s |
| 307 | </pre></div> | 307 | </pre></div> |
| 308 | </div> | 308 | </div> |
| 309 | <div·class="output_subarea·output_html·rendered_html·output_result"> | 309 | <div·class="output_subarea·output_html·rendered_html·output_result"> |
| 310 | <style>#sk-container-id-36·{ | 310 | <style>#sk-container-id-36·{ |
| 311 | ··/*·Definition·of·color·scheme·common·for·light·and·dark·mode·*/ | 311 | ··/*·Definition·of·color·scheme·common·for·light·and·dark·mode·*/ |
| 312 | ··--sklearn-color-text:·black; | 312 | ··--sklearn-color-text:·black; |
| 313 | ··--sklearn-color-line:·gray; | 313 | ··--sklearn-color-line:·gray; |
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| 799 | ····<span·class="n">plt</span><span·class="o">.</span><span·class="n">yticks</span><span·class="p">(())</span> | 799 | ····<span·class="n">plt</span><span·class="o">.</span><span·class="n">yticks</span><span·class="p">(())</span> |
| 800 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">suptitle</span><span·class="p">(</span><span·class="s2">"100·components·extracted·by·RBM"</span><span·class="p">,</span>·<span·class="n">fontsize</span><span·class="o">=</span><span·class="mi">16</span><span·class="p">)</span> | 800 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">suptitle</span><span·class="p">(</span><span·class="s2">"100·components·extracted·by·RBM"</span><span·class="p">,</span>·<span·class="n">fontsize</span><span·class="o">=</span><span·class="mi">16</span><span·class="p">)</span> |
| 801 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">subplots_adjust</span><span·class="p">(</span><span·class="mf">0.08</span><span·class="p">,</span>·<span·class="mf">0.02</span><span·class="p">,</span>·<span·class="mf">0.92</span><span·class="p">,</span>·<span·class="mf">0.85</span><span·class="p">,</span>·<span·class="mf">0.08</span><span·class="p">,</span>·<span·class="mf">0.23</span><span·class="p">)</span> | 801 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">subplots_adjust</span><span·class="p">(</span><span·class="mf">0.08</span><span·class="p">,</span>·<span·class="mf">0.02</span><span·class="p">,</span>·<span·class="mf">0.92</span><span·class="p">,</span>·<span·class="mf">0.85</span><span·class="p">,</span>·<span·class="mf">0.08</span><span·class="p">,</span>·<span·class="mf">0.23</span><span·class="p">)</span> |
| 802 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 802 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 803 | </pre></div> | 803 | </pre></div> |
| 804 | </div> | 804 | </div> |
| 805 | <img·src="../../_images/sphx_glr_plot_rbm_logistic_classification_001.png"·srcset="../../_images/sphx_glr_plot_rbm_logistic_classification_001.png"·alt="100·components·extracted·by·RBM"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes· | 805 | <img·src="../../_images/sphx_glr_plot_rbm_logistic_classification_001.png"·srcset="../../_images/sphx_glr_plot_rbm_logistic_classification_001.png"·alt="100·components·extracted·by·RBM"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·6.721·seconds)</p> |
| 806 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-neural-networks-plot-rbm-logistic-classification-py"> | 806 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-neural-networks-plot-rbm-logistic-classification-py"> |
| 807 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 807 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 808 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/64788a28f138e0d4ba98dbbbb9116be5/plot_rbm_logistic_classification.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_rbm_logistic_classification.ipynb</span></code></a></p> | 808 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/64788a28f138e0d4ba98dbbbb9116be5/plot_rbm_logistic_classification.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_rbm_logistic_classification.ipynb</span></code></a></p> |
| 809 | </div> | 809 | </div> |
| 810 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 810 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 811 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/74cf42fe2afd38be640572601152dbe6/plot_rbm_logistic_classification.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_rbm_logistic_classification.py</span></code></a></p> | 811 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/74cf42fe2afd38be640572601152dbe6/plot_rbm_logistic_classification.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_rbm_logistic_classification.py</span></code></a></p> |
| 812 | </div> | 812 | </div> |
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| 819 | </section> | 819 | </section> |
| 820 | </section> | 820 | </section> |
| 821 | ······</div> | 821 | ······</div> |
| 822 | ····<div·class="container"> | 822 | ····<div·class="container"> |
| 823 | ······<footer·class="sk-content-footer"> | 823 | ······<footer·class="sk-content-footer"> |
| 824 | ············©·2007·-·202 | 824 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 825 | ··········<a·href="../../_sources/auto_examples/neural_networks/plot_rbm_logistic_classification.rst.txt"·rel="nofollow">Show·this·page·source</a> | 825 | ··········<a·href="../../_sources/auto_examples/neural_networks/plot_rbm_logistic_classification.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 826 | ······</footer> | 826 | ······</footer> |
| 827 | ····</div> | 827 | ····</div> |
| 828 | ··</div> | 828 | ··</div> |
| 829 | </div> | 829 | </div> |
| 830 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 830 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 116 | #·Training·RBM-Logistic·Pipeline | 116 | #·Training·RBM-Logistic·Pipeline |
| 117 | rbm_features_classifier.fit(X_train,·Y_train) | 117 | rbm_features_classifier.fit(X_train,·Y_train) |
| 118 | #·Training·the·Logistic·regression·classifier·directly·on·the·pixel | 118 | #·Training·the·Logistic·regression·classifier·directly·on·the·pixel |
| 119 | raw_pixel_classifier·=·clone(logistic) | 119 | raw_pixel_classifier·=·clone(logistic) |
| 120 | raw_pixel_classifier.C·=·100.0 | 120 | raw_pixel_classifier.C·=·100.0 |
| 121 | raw_pixel_classifier.fit(X_train,·Y_train) | 121 | raw_pixel_classifier.fit(X_train,·Y_train) |
| 122 | [BernoulliRBM]·Iteration·1,·pseudo-likelihood·=·-25.57,·time·=·0.3 | 122 | [BernoulliRBM]·Iteration·1,·pseudo-likelihood·=·-25.57,·time·=·0.31s |
| 123 | [BernoulliRBM]·Iteration·2,·pseudo-likelihood·=·-23.68,·time·=·0.4 | 123 | [BernoulliRBM]·Iteration·2,·pseudo-likelihood·=·-23.68,·time·=·0.41s |
| 124 | [BernoulliRBM]·Iteration·3,·pseudo-likelihood·=·-22.74,·time·=·0.4 | 124 | [BernoulliRBM]·Iteration·3,·pseudo-likelihood·=·-22.74,·time·=·0.41s |
| 125 | [BernoulliRBM]·Iteration·4,·pseudo-likelihood·=·-21.92,·time·=·0.4 | 125 | [BernoulliRBM]·Iteration·4,·pseudo-likelihood·=·-21.92,·time·=·0.41s |
| 126 | [BernoulliRBM]·Iteration·5,·pseudo-likelihood·=·-21.70,·time·=·0.4 | 126 | [BernoulliRBM]·Iteration·5,·pseudo-likelihood·=·-21.70,·time·=·0.41s |
| 127 | [BernoulliRBM]·Iteration·6,·pseudo-likelihood·=·-21.03,·time·=·0.4 | 127 | [BernoulliRBM]·Iteration·6,·pseudo-likelihood·=·-21.03,·time·=·0.41s |
| 128 | [BernoulliRBM]·Iteration·7,·pseudo-likelihood·=·-20.90,·time·=·0.4 | 128 | [BernoulliRBM]·Iteration·7,·pseudo-likelihood·=·-20.90,·time·=·0.41s |
| 129 | [BernoulliRBM]·Iteration·8,·pseudo-likelihood·=·-20.47,·time·=·0.4 | 129 | [BernoulliRBM]·Iteration·8,·pseudo-likelihood·=·-20.47,·time·=·0.41s |
| 130 | [BernoulliRBM]·Iteration·9,·pseudo-likelihood·=·-20.56,·time·=·0.4 | 130 | [BernoulliRBM]·Iteration·9,·pseudo-likelihood·=·-20.56,·time·=·0.41s |
| 131 | [BernoulliRBM]·Iteration·10,·pseudo-likelihood·=·-20.18,·time·=·0.4 | 131 | [BernoulliRBM]·Iteration·10,·pseudo-likelihood·=·-20.18,·time·=·0.41s |
| 132 | LogisticRegression(C=100.0,·solver='newton-cg',·tol=1) | 132 | LogisticRegression(C=100.0,·solver='newton-cg',·tol=1) |
| 133 | I\x8In\x8n·a\x8a·J\x8Ju\x8up\x8py\x8yt\x8te\x8er\x8r·e\x8en\x8nv\x8vi\x8ir\x8ro\x8on\x8nm\x8me\x8en\x8nt\x8t,\x8,·p\x8pl\x8le\x8ea\x8as\x8se\x8e·r\x8re\x8er\x8ru\x8un\x8n·t\x8th\x8hi\x8is\x8s·c\x8ce\x8el\x8ll\x8l·t\x8to\x8o·s\x8sh\x8ho\x8ow\x8w·t\x8th\x8he\x8e·H\x8HT\x8TM\x8ML\x8L | 133 | I\x8In\x8n·a\x8a·J\x8Ju\x8up\x8py\x8yt\x8te\x8er\x8r·e\x8en\x8nv\x8vi\x8ir\x8ro\x8on\x8nm\x8me\x8en\x8nt\x8t,\x8,·p\x8pl\x8le\x8ea\x8as\x8se\x8e·r\x8re\x8er\x8ru\x8un\x8n·t\x8th\x8hi\x8is\x8s·c\x8ce\x8el\x8ll\x8l·t\x8to\x8o·s\x8sh\x8ho\x8ow\x8w·t\x8th\x8he\x8e·H\x8HT\x8TM\x8ML\x8L |
| 134 | r\x8re\x8ep\x8pr\x8re\x8es\x8se\x8en\x8nt\x8ta\x8at\x8ti\x8io\x8on\x8n·o\x8or\x8r·t\x8tr\x8ru\x8us\x8st\x8t·t\x8th\x8he\x8e·n\x8no\x8ot\x8te\x8eb\x8bo\x8oo\x8ok\x8k.\x8. | 134 | r\x8re\x8ep\x8pr\x8re\x8es\x8se\x8en\x8nt\x8ta\x8at\x8ti\x8io\x8on\x8n·o\x8or\x8r·t\x8tr\x8ru\x8us\x8st\x8t·t\x8th\x8he\x8e·n\x8no\x8ot\x8te\x8eb\x8bo\x8oo\x8ok\x8k.\x8. |
| 135 | O\x8On\x8n·G\x8Gi\x8it\x8tH\x8Hu\x8ub\x8b,\x8,·t\x8th\x8he\x8e·H\x8HT\x8TM\x8ML\x8L·r\x8re\x8ep\x8pr\x8re\x8es\x8se\x8en\x8nt\x8ta\x8at\x8ti\x8io\x8on\x8n·i\x8is\x8s·u\x8un\x8na\x8ab\x8bl\x8le\x8e·t\x8to\x8o·r\x8re\x8en\x8nd\x8de\x8er\x8r,\x8,·p\x8pl\x8le\x8ea\x8as\x8se\x8e·t\x8tr\x8ry\x8y·l\x8lo\x8oa\x8ad\x8di\x8in\x8ng\x8g·t\x8th\x8hi\x8is\x8s | 135 | O\x8On\x8n·G\x8Gi\x8it\x8tH\x8Hu\x8ub\x8b,\x8,·t\x8th\x8he\x8e·H\x8HT\x8TM\x8ML\x8L·r\x8re\x8ep\x8pr\x8re\x8es\x8se\x8en\x8nt\x8ta\x8at\x8ti\x8io\x8on\x8n·i\x8is\x8s·u\x8un\x8na\x8ab\x8bl\x8le\x8e·t\x8to\x8o·r\x8re\x8en\x8nd\x8de\x8er\x8r,\x8,·p\x8pl\x8le\x8ea\x8as\x8se\x8e·t\x8tr\x8ry\x8y·l\x8lo\x8oa\x8ad\x8di\x8in\x8ng\x8g·t\x8th\x8hi\x8is\x8s |
| 136 | p\x8pa\x8ag\x8ge\x8e·w\x8wi\x8it\x8th\x8h·n\x8nb\x8bv\x8vi\x8ie\x8ew\x8we\x8er\x8r.\x8.o\x8or\x8rg\x8g.\x8. | 136 | p\x8pa\x8ag\x8ge\x8e·w\x8wi\x8it\x8th\x8h·n\x8nb\x8bv\x8vi\x8ie\x8ew\x8we\x8er\x8r.\x8.o\x8or\x8rg\x8g.\x8. |
| 137 | [X] LogisticRegression_\x8?_\x8D_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8L_\x8o_\x8g_\x8i_\x8s_\x8t_\x8i_\x8c_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8niFitted | 137 | [X] LogisticRegression_\x8?_\x8D_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8L_\x8o_\x8g_\x8i_\x8s_\x8t_\x8i_\x8c_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8niFitted |
| 138 | LogisticRegression(C=100.0,·solver='newton-cg',·tol=1) | 138 | LogisticRegression(C=100.0,·solver='newton-cg',·tol=1) |
| Offset 229, 13 lines modified | Offset 229, 13 lines modified | ||
| 229 | ····plt.xticks(()) | 229 | ····plt.xticks(()) |
| 230 | ····plt.yticks(()) | 230 | ····plt.yticks(()) |
| 231 | plt.suptitle("100·components·extracted·by·RBM",·fontsize=16) | 231 | plt.suptitle("100·components·extracted·by·RBM",·fontsize=16) |
| 232 | plt.subplots_adjust(0.08,·0.02,·0.92,·0.85,·0.08,·0.23) | 232 | plt.subplots_adjust(0.08,·0.02,·0.92,·0.85,·0.08,·0.23) |
| 233 | plt.show() | 233 | plt.show() |
| 234 | [100·components·extracted·by·RBM] | 234 | [100·components·extracted·by·RBM] |
| 235 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes· | 235 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·6.721·seconds) |
| 236 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8b_\x8m_\x8__\x8l_\x8o_\x8g_\x8i_\x8s_\x8t_\x8i_\x8c_\x8__\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 236 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8b_\x8m_\x8__\x8l_\x8o_\x8g_\x8i_\x8s_\x8t_\x8i_\x8c_\x8__\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 237 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8b_\x8m_\x8__\x8l_\x8o_\x8g_\x8i_\x8s_\x8t_\x8i_\x8c_\x8__\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y | 237 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8b_\x8m_\x8__\x8l_\x8o_\x8g_\x8i_\x8s_\x8t_\x8i_\x8c_\x8__\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y |
| 238 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8b_\x8m_\x8__\x8l_\x8o_\x8g_\x8i_\x8s_\x8t_\x8i_\x8c_\x8__\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p | 238 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8b_\x8m_\x8__\x8l_\x8o_\x8g_\x8i_\x8s_\x8t_\x8i_\x8c_\x8__\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p |
| 239 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 239 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 240 | ©·2007·-·202 | 240 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
⊟
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| 217 | </div> | 217 | </div> |
| 218 | </section> | 218 | </section> |
| 219 | ······</div> | 219 | ······</div> |
| 220 | ····<div·class="container"> | 220 | ····<div·class="container"> |
| 221 | ······<footer·class="sk-content-footer"> | 221 | ······<footer·class="sk-content-footer"> |
| 222 | ············©·2007·-·202 | 222 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 223 | ··········<a·href="../../_sources/auto_examples/preprocessing/index.rst.txt"·rel="nofollow">Show·this·page·source</a> | 223 | ··········<a·href="../../_sources/auto_examples/preprocessing/index.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 224 | ······</footer> | 224 | ······</footer> |
| 225 | ····</div> | 225 | ····</div> |
| 226 | ··</div> | 226 | ··</div> |
| 227 | </div> | 227 | </div> |
| 228 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 228 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 42 | Importance·of·Feature·Scaling | 42 | Importance·of·Feature·Scaling |
| 43 | _\x8M_\x8a_\x8p_\x8·_\x8d_\x8a_\x8t_\x8a_\x8·_\x8t_\x8o_\x8·_\x8a_\x8·_\x8n_\x8o_\x8r_\x8m_\x8a_\x8l_\x8·_\x8d_\x8i_\x8s_\x8t_\x8r_\x8i_\x8b_\x8u_\x8t_\x8i_\x8o_\x8n | 43 | _\x8M_\x8a_\x8p_\x8·_\x8d_\x8a_\x8t_\x8a_\x8·_\x8t_\x8o_\x8·_\x8a_\x8·_\x8n_\x8o_\x8r_\x8m_\x8a_\x8l_\x8·_\x8d_\x8i_\x8s_\x8t_\x8r_\x8i_\x8b_\x8u_\x8t_\x8i_\x8o_\x8n |
| 44 | Map·data·to·a·normal·distribution | 44 | Map·data·to·a·normal·distribution |
| 45 | _\x8T_\x8a_\x8r_\x8g_\x8e_\x8t_\x8·_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8’_\x8s_\x8·_\x8I_\x8n_\x8t_\x8e_\x8r_\x8n_\x8a_\x8l_\x8·_\x8C_\x8r_\x8o_\x8s_\x8s_\x8·_\x8f_\x8i_\x8t_\x8t_\x8i_\x8n_\x8g | 45 | _\x8T_\x8a_\x8r_\x8g_\x8e_\x8t_\x8·_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8’_\x8s_\x8·_\x8I_\x8n_\x8t_\x8e_\x8r_\x8n_\x8a_\x8l_\x8·_\x8C_\x8r_\x8o_\x8s_\x8s_\x8·_\x8f_\x8i_\x8t_\x8t_\x8i_\x8n_\x8g |
| 46 | Target·Encoder's·Internal·Cross·fitting | 46 | Target·Encoder's·Internal·Cross·fitting |
| 47 | _\x8U_\x8s_\x8i_\x8n_\x8g_\x8·_\x8K_\x8B_\x8i_\x8n_\x8s_\x8D_\x8i_\x8s_\x8c_\x8r_\x8e_\x8t_\x8i_\x8z_\x8e_\x8r_\x8·_\x8t_\x8o_\x8·_\x8d_\x8i_\x8s_\x8c_\x8r_\x8e_\x8t_\x8i_\x8z_\x8e_\x8·_\x8c_\x8o_\x8n_\x8t_\x8i_\x8n_\x8u_\x8o_\x8u_\x8s_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s | 47 | _\x8U_\x8s_\x8i_\x8n_\x8g_\x8·_\x8K_\x8B_\x8i_\x8n_\x8s_\x8D_\x8i_\x8s_\x8c_\x8r_\x8e_\x8t_\x8i_\x8z_\x8e_\x8r_\x8·_\x8t_\x8o_\x8·_\x8d_\x8i_\x8s_\x8c_\x8r_\x8e_\x8t_\x8i_\x8z_\x8e_\x8·_\x8c_\x8o_\x8n_\x8t_\x8i_\x8n_\x8u_\x8o_\x8u_\x8s_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s |
| 48 | Using·KBinsDiscretizer·to·discretize·continuous·features | 48 | Using·KBinsDiscretizer·to·discretize·continuous·features |
| 49 | ©·2007·-·202 | 49 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 605 | </section> | 605 | </section> |
| 606 | </section> | 606 | </section> |
| 607 | ······</div> | 607 | ······</div> |
| 608 | ····<div·class="container"> | 608 | ····<div·class="container"> |
| 609 | ······<footer·class="sk-content-footer"> | 609 | ······<footer·class="sk-content-footer"> |
| 610 | ············©·2007·-·202 | 610 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 611 | ··········<a·href="../../_sources/auto_examples/preprocessing/plot_all_scaling.rst.txt"·rel="nofollow">Show·this·page·source</a> | 611 | ··········<a·href="../../_sources/auto_examples/preprocessing/plot_all_scaling.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 612 | ······</footer> | 612 | ······</footer> |
| 613 | ····</div> | 613 | ····</div> |
| 614 | ··</div> | 614 | ··</div> |
| 615 | </div> | 615 | </div> |
| 616 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 616 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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928 B
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| 378 | plt.show() | 378 | plt.show() |
| 379 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.004·seconds) | 379 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.004·seconds) |
| 380 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8a_\x8l_\x8l_\x8__\x8s_\x8c_\x8a_\x8l_\x8i_\x8n_\x8g_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 380 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8a_\x8l_\x8l_\x8__\x8s_\x8c_\x8a_\x8l_\x8i_\x8n_\x8g_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 381 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8a_\x8l_\x8l_\x8__\x8s_\x8c_\x8a_\x8l_\x8i_\x8n_\x8g_\x8._\x8p_\x8y | 381 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8a_\x8l_\x8l_\x8__\x8s_\x8c_\x8a_\x8l_\x8i_\x8n_\x8g_\x8._\x8p_\x8y |
| 382 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8a_\x8l_\x8l_\x8__\x8s_\x8c_\x8a_\x8l_\x8i_\x8n_\x8g_\x8._\x8z_\x8i_\x8p | 382 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8a_\x8l_\x8l_\x8__\x8s_\x8c_\x8a_\x8l_\x8i_\x8n_\x8g_\x8._\x8z_\x8i_\x8p |
| 383 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 383 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 384 | ©·2007·-·202 | 384 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 272 | <span·class="n">ax2</span><span·class="o">.</span><span·class="n">set_xlabel</span><span·class="p">(</span><span·class="s2">"Input·feature"</span><span·class="p">)</span> | 272 | <span·class="n">ax2</span><span·class="o">.</span><span·class="n">set_xlabel</span><span·class="p">(</span><span·class="s2">"Input·feature"</span><span·class="p">)</span> |
| 273 | <span·class="n">ax2</span><span·class="o">.</span><span·class="n">set_title</span><span·class="p">(</span><span·class="s2">"Result·after·discretization"</span><span·class="p">)</span> | 273 | <span·class="n">ax2</span><span·class="o">.</span><span·class="n">set_title</span><span·class="p">(</span><span·class="s2">"Result·after·discretization"</span><span·class="p">)</span> |
| 274 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span> | 274 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span> |
| 275 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 275 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 276 | </pre></div> | 276 | </pre></div> |
| 277 | </div> | 277 | </div> |
| 278 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.2 | 278 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.256·seconds)</p> |
| 279 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-preprocessing-plot-discretization-py"> | 279 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-preprocessing-plot-discretization-py"> |
| 280 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 280 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 281 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/c4b61c2bcffecd3661bffe3c79ef6e0b/plot_discretization.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_discretization.ipynb</span></code></a></p> | 281 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/c4b61c2bcffecd3661bffe3c79ef6e0b/plot_discretization.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_discretization.ipynb</span></code></a></p> |
| 282 | </div> | 282 | </div> |
| 283 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 283 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 284 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/7341736ba71d0e04b4b71061cfe9b78e/plot_discretization.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_discretization.py</span></code></a></p> | 284 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/7341736ba71d0e04b4b71061cfe9b78e/plot_discretization.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_discretization.py</span></code></a></p> |
| 285 | </div> | 285 | </div> |
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| 291 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 291 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 292 | </section> | 292 | </section> |
| 293 | ······</div> | 293 | ······</div> |
| 294 | ····<div·class="container"> | 294 | ····<div·class="container"> |
| 295 | ······<footer·class="sk-content-footer"> | 295 | ······<footer·class="sk-content-footer"> |
| 296 | ············©·2007·-·202 | 296 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 297 | ··········<a·href="../../_sources/auto_examples/preprocessing/plot_discretization.rst.txt"·rel="nofollow">Show·this·page·source</a> | 297 | ··········<a·href="../../_sources/auto_examples/preprocessing/plot_discretization.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 298 | ······</footer> | 298 | ······</footer> |
| 299 | ····</div> | 299 | ····</div> |
| 300 | ··</div> | 300 | ··</div> |
| 301 | </div> | 301 | </div> |
| 302 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 302 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 112 | ax2.vlines(enc.bin_edges_[0],·*plt.gca().get_ylim(),·linewidth=1,·alpha=0.2) | 112 | ax2.vlines(enc.bin_edges_[0],·*plt.gca().get_ylim(),·linewidth=1,·alpha=0.2) |
| 113 | ax2.legend(loc="best") | 113 | ax2.legend(loc="best") |
| 114 | ax2.set_xlabel("Input·feature") | 114 | ax2.set_xlabel("Input·feature") |
| 115 | ax2.set_title("Result·after·discretization") | 115 | ax2.set_title("Result·after·discretization") |
| 116 | plt.tight_layout() | 116 | plt.tight_layout() |
| 117 | plt.show() | 117 | plt.show() |
| 118 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.2 | 118 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.256·seconds) |
| 119 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8i_\x8s_\x8c_\x8r_\x8e_\x8t_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 119 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8i_\x8s_\x8c_\x8r_\x8e_\x8t_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 120 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8i_\x8s_\x8c_\x8r_\x8e_\x8t_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y | 120 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8i_\x8s_\x8c_\x8r_\x8e_\x8t_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y |
| 121 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8i_\x8s_\x8c_\x8r_\x8e_\x8t_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p | 121 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8i_\x8s_\x8c_\x8r_\x8e_\x8t_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p |
| 122 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 122 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 123 | ©·2007·-·202 | 123 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 442 | ········<span·class="n">transform</span><span·class="o">=</span><span·class="n">ax</span><span·class="o">.</span><span·class="n">transAxes</span><span·class="p">,</span> | 442 | ········<span·class="n">transform</span><span·class="o">=</span><span·class="n">ax</span><span·class="o">.</span><span·class="n">transAxes</span><span·class="p">,</span> |
| 443 | ········<span·class="n">horizontalalignment</span><span·class="o">=</span><span·class="s2">"center"</span><span·class="p">,</span> | 443 | ········<span·class="n">horizontalalignment</span><span·class="o">=</span><span·class="s2">"center"</span><span·class="p">,</span> |
| 444 | ········<span·class="n">size</span><span·class="o">=</span><span·class="s2">"x-large"</span><span·class="p">,</span> | 444 | ········<span·class="n">size</span><span·class="o">=</span><span·class="s2">"x-large"</span><span·class="p">,</span> |
| 445 | ····<span·class="p">)</span> | 445 | ····<span·class="p">)</span> |
| 446 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 446 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 447 | </pre></div> | 447 | </pre></div> |
| 448 | </div> | 448 | </div> |
| 449 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes· | 449 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·4.571·seconds)</p> |
| 450 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-preprocessing-plot-discretization-classification-py"> | 450 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-preprocessing-plot-discretization-classification-py"> |
| 451 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 451 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 452 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/aa8e07ce1b796a15ada1d9f0edce48b5/plot_discretization_classification.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_discretization_classification.ipynb</span></code></a></p> | 452 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/aa8e07ce1b796a15ada1d9f0edce48b5/plot_discretization_classification.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_discretization_classification.ipynb</span></code></a></p> |
| 453 | </div> | 453 | </div> |
| 454 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 454 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 455 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/74caedf3eb449b80f3f00e66c1c576bd/plot_discretization_classification.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_discretization_classification.py</span></code></a></p> | 455 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/74caedf3eb449b80f3f00e66c1c576bd/plot_discretization_classification.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_discretization_classification.py</span></code></a></p> |
| 456 | </div> | 456 | </div> |
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| 461 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 461 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 462 | </section> | 462 | </section> |
| 463 | ······</div> | 463 | ······</div> |
| 464 | ····<div·class="container"> | 464 | ····<div·class="container"> |
| 465 | ······<footer·class="sk-content-footer"> | 465 | ······<footer·class="sk-content-footer"> |
| 466 | ············©·2007·-·202 | 466 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 467 | ··········<a·href="../../_sources/auto_examples/preprocessing/plot_discretization_classification.rst.txt"·rel="nofollow">Show·this·page·source</a> | 467 | ··········<a·href="../../_sources/auto_examples/preprocessing/plot_discretization_classification.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 468 | ······</footer> | 468 | ······</footer> |
| 469 | ····</div> | 469 | ····</div> |
| 470 | ··</div> | 470 | ··</div> |
| 471 | </div> | 471 | </div> |
| 472 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 472 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 285 | ········1.25, | 285 | ········1.25, |
| 286 | ········suptitle, | 286 | ········suptitle, |
| 287 | ········transform=ax.transAxes, | 287 | ········transform=ax.transAxes, |
| 288 | ········horizontalalignment="center", | 288 | ········horizontalalignment="center", |
| 289 | ········size="x-large", | 289 | ········size="x-large", |
| 290 | ····) | 290 | ····) |
| 291 | plt.show() | 291 | plt.show() |
| 292 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes· | 292 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·4.571·seconds) |
| 293 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8i_\x8s_\x8c_\x8r_\x8e_\x8t_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 293 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8i_\x8s_\x8c_\x8r_\x8e_\x8t_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 294 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8i_\x8s_\x8c_\x8r_\x8e_\x8t_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y | 294 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8i_\x8s_\x8c_\x8r_\x8e_\x8t_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y |
| 295 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8i_\x8s_\x8c_\x8r_\x8e_\x8t_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p | 295 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8i_\x8s_\x8c_\x8r_\x8e_\x8t_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p |
| 296 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 296 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 297 | ©·2007·-·202 | 297 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 288 | ········<span·class="n">i</span>·<span·class="o">+=</span>·<span·class="mi">1</span> | 288 | ········<span·class="n">i</span>·<span·class="o">+=</span>·<span·class="mi">1</span> |
| 289 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span> | 289 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span> |
| 290 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 290 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 291 | </pre></div> | 291 | </pre></div> |
| 292 | </div> | 292 | </div> |
| 293 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.7 | 293 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.701·seconds)</p> |
| 294 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-preprocessing-plot-discretization-strategies-py"> | 294 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-preprocessing-plot-discretization-strategies-py"> |
| 295 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 295 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 296 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/adc9be3b7acc279025dad9ee4ce92038/plot_discretization_strategies.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_discretization_strategies.ipynb</span></code></a></p> | 296 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/adc9be3b7acc279025dad9ee4ce92038/plot_discretization_strategies.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_discretization_strategies.ipynb</span></code></a></p> |
| 297 | </div> | 297 | </div> |
| 298 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 298 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 299 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/43e84df0b93ff974da370e8da900f2ee/plot_discretization_strategies.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_discretization_strategies.py</span></code></a></p> | 299 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/43e84df0b93ff974da370e8da900f2ee/plot_discretization_strategies.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_discretization_strategies.py</span></code></a></p> |
| 300 | </div> | 300 | </div> |
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| 307 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 307 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 308 | </section> | 308 | </section> |
| 309 | ······</div> | 309 | ······</div> |
| 310 | ····<div·class="container"> | 310 | ····<div·class="container"> |
| 311 | ······<footer·class="sk-content-footer"> | 311 | ······<footer·class="sk-content-footer"> |
| 312 | ············©·2007·-·202 | 312 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 313 | ··········<a·href="../../_sources/auto_examples/preprocessing/plot_discretization_strategies.rst.txt"·rel="nofollow">Show·this·page·source</a> | 313 | ··········<a·href="../../_sources/auto_examples/preprocessing/plot_discretization_strategies.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 314 | ······</footer> | 314 | ······</footer> |
| 315 | ····</div> | 315 | ····</div> |
| 316 | ··</div> | 316 | ··</div> |
| 317 | </div> | 317 | </div> |
| 318 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 318 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 123 | ········if·ds_cnt·==·0: | 123 | ········if·ds_cnt·==·0: |
| 124 | ············ax.set_title("strategy='%s'"·%·(strategy,),·size=14) | 124 | ············ax.set_title("strategy='%s'"·%·(strategy,),·size=14) |
| 125 | ········i·+=·1 | 125 | ········i·+=·1 |
| 126 | plt.tight_layout() | 126 | plt.tight_layout() |
| 127 | plt.show() | 127 | plt.show() |
| 128 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.7 | 128 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.701·seconds) |
| 129 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8i_\x8s_\x8c_\x8r_\x8e_\x8t_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8s_\x8t_\x8r_\x8a_\x8t_\x8e_\x8g_\x8i_\x8e_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 129 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8i_\x8s_\x8c_\x8r_\x8e_\x8t_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8s_\x8t_\x8r_\x8a_\x8t_\x8e_\x8g_\x8i_\x8e_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 130 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8i_\x8s_\x8c_\x8r_\x8e_\x8t_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8s_\x8t_\x8r_\x8a_\x8t_\x8e_\x8g_\x8i_\x8e_\x8s_\x8._\x8p_\x8y | 130 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8i_\x8s_\x8c_\x8r_\x8e_\x8t_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8s_\x8t_\x8r_\x8a_\x8t_\x8e_\x8g_\x8i_\x8e_\x8s_\x8._\x8p_\x8y |
| 131 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8i_\x8s_\x8c_\x8r_\x8e_\x8t_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8s_\x8t_\x8r_\x8a_\x8t_\x8e_\x8g_\x8i_\x8e_\x8s_\x8._\x8z_\x8i_\x8p | 131 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8i_\x8s_\x8c_\x8r_\x8e_\x8t_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8s_\x8t_\x8r_\x8a_\x8t_\x8e_\x8g_\x8i_\x8e_\x8s_\x8._\x8z_\x8i_\x8p |
| 132 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 132 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 133 | ©·2007·-·202 | 133 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 321 | ········<span·class="n">ax</span><span·class="o">.</span><span·class="n">set_xlim</span><span·class="p">([</span><span·class="o">-</span><span·class="mf">3.5</span><span·class="p">,</span>·<span·class="mf">3.5</span><span·class="p">])</span> | 321 | ········<span·class="n">ax</span><span·class="o">.</span><span·class="n">set_xlim</span><span·class="p">([</span><span·class="o">-</span><span·class="mf">3.5</span><span·class="p">,</span>·<span·class="mf">3.5</span><span·class="p">])</span> |
| 322 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span> | 322 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span> |
| 323 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 323 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 324 | </pre></div> | 324 | </pre></div> |
| 325 | </div> | 325 | </div> |
| 326 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·2. | 326 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·2.615·seconds)</p> |
| 327 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-preprocessing-plot-map-data-to-normal-py"> | 327 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-preprocessing-plot-map-data-to-normal-py"> |
| 328 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 328 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 329 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/fc26dc0b9d906466315a49a860435409/plot_map_data_to_normal.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_map_data_to_normal.ipynb</span></code></a></p> | 329 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/fc26dc0b9d906466315a49a860435409/plot_map_data_to_normal.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_map_data_to_normal.ipynb</span></code></a></p> |
| 330 | </div> | 330 | </div> |
| 331 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 331 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 332 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/4a586e9878904f51e624d94c03b3beff/plot_map_data_to_normal.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_map_data_to_normal.py</span></code></a></p> | 332 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/4a586e9878904f51e624d94c03b3beff/plot_map_data_to_normal.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_map_data_to_normal.py</span></code></a></p> |
| 333 | </div> | 333 | </div> |
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| 340 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 340 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 341 | </section> | 341 | </section> |
| 342 | ······</div> | 342 | ······</div> |
| 343 | ····<div·class="container"> | 343 | ····<div·class="container"> |
| 344 | ······<footer·class="sk-content-footer"> | 344 | ······<footer·class="sk-content-footer"> |
| 345 | ············©·2007·-·202 | 345 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 346 | ··········<a·href="../../_sources/auto_examples/preprocessing/plot_map_data_to_normal.rst.txt"·rel="nofollow">Show·this·page·source</a> | 346 | ··········<a·href="../../_sources/auto_examples/preprocessing/plot_map_data_to_normal.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 347 | ······</footer> | 347 | ······</footer> |
| 348 | ····</div> | 348 | ····</div> |
| 349 | ··</div> | 349 | ··</div> |
| 350 | </div> | 350 | </div> |
| 351 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 351 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 166 | ········ax.set_title(title,·fontsize=FONT_SIZE) | 166 | ········ax.set_title(title,·fontsize=FONT_SIZE) |
| 167 | ········ax.tick_params(axis="both",·which="major",·labelsize=FONT_SIZE) | 167 | ········ax.tick_params(axis="both",·which="major",·labelsize=FONT_SIZE) |
| 168 | ········ax.set_xlim([-3.5,·3.5]) | 168 | ········ax.set_xlim([-3.5,·3.5]) |
| 169 | plt.tight_layout() | 169 | plt.tight_layout() |
| 170 | plt.show() | 170 | plt.show() |
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| 173 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8a_\x8p_\x8__\x8d_\x8a_\x8t_\x8a_\x8__\x8t_\x8o_\x8__\x8n_\x8o_\x8r_\x8m_\x8a_\x8l_\x8._\x8p_\x8y | 173 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8m_\x8a_\x8p_\x8__\x8d_\x8a_\x8t_\x8a_\x8__\x8t_\x8o_\x8__\x8n_\x8o_\x8r_\x8m_\x8a_\x8l_\x8._\x8p_\x8y |
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| 175 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 175 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 176 | ©·2007·-·202 | 176 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 443 | be·predictive·and·we·rather·avoid·some·of·them·being·comparatively·ignored.</p> | 443 | be·predictive·and·we·rather·avoid·some·of·them·being·comparatively·ignored.</p> |
| 444 | <p>If·the·variables·in·lower·scales·were·not·predictive,·one·may·experience·a | 444 | <p>If·the·variables·in·lower·scales·were·not·predictive,·one·may·experience·a |
| 445 | decrease·of·the·performance·after·scaling·the·features:·noisy·features·would | 445 | decrease·of·the·performance·after·scaling·the·features:·noisy·features·would |
| 446 | contribute·more·to·the·prediction·after·scaling·and·therefore·scaling·would | 446 | contribute·more·to·the·prediction·after·scaling·and·therefore·scaling·would |
| 447 | increase·overfitting.</p> | 447 | increase·overfitting.</p> |
| 448 | <p>Last·but·not·least,·we·observe·that·one·achieves·a·lower·log-loss·by·means·of | 448 | <p>Last·but·not·least,·we·observe·that·one·achieves·a·lower·log-loss·by·means·of |
| 449 | the·scaling·step.</p> | 449 | the·scaling·step.</p> |
| 450 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·2. | 450 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·2.108·seconds)</p> |
| 451 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-preprocessing-plot-scaling-importance-py"> | 451 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-preprocessing-plot-scaling-importance-py"> |
| 452 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 452 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 453 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/c9688d36cfbf43a68f3613b58110ceaa/plot_scaling_importance.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_scaling_importance.ipynb</span></code></a></p> | 453 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/c9688d36cfbf43a68f3613b58110ceaa/plot_scaling_importance.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_scaling_importance.ipynb</span></code></a></p> |
| 454 | </div> | 454 | </div> |
| 455 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 455 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 456 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/4ef6a0e5e8f2fe6463d63928373e5f91/plot_scaling_importance.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_scaling_importance.py</span></code></a></p> | 456 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/4ef6a0e5e8f2fe6463d63928373e5f91/plot_scaling_importance.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_scaling_importance.py</span></code></a></p> |
| 457 | </div> | 457 | </div> |
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| 463 | </section> | 463 | </section> |
| 464 | </section> | 464 | </section> |
| 465 | ······</div> | 465 | ······</div> |
| 466 | ····<div·class="container"> | 466 | ····<div·class="container"> |
| 467 | ······<footer·class="sk-content-footer"> | 467 | ······<footer·class="sk-content-footer"> |
| 468 | ············©·2007·-·202 | 468 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 469 | ··········<a·href="../../_sources/auto_examples/preprocessing/plot_scaling_importance.rst.txt"·rel="nofollow">Show·this·page·source</a> | 469 | ··········<a·href="../../_sources/auto_examples/preprocessing/plot_scaling_importance.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 470 | ······</footer> | 470 | ······</footer> |
| 471 | ····</div> | 471 | ····</div> |
| 472 | ··</div> | 472 | ··</div> |
| 473 | </div> | 473 | </div> |
| 474 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 474 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 255 | be·predictive·and·we·rather·avoid·some·of·them·being·comparatively·ignored. | 255 | be·predictive·and·we·rather·avoid·some·of·them·being·comparatively·ignored. |
| 256 | If·the·variables·in·lower·scales·were·not·predictive,·one·may·experience·a | 256 | If·the·variables·in·lower·scales·were·not·predictive,·one·may·experience·a |
| 257 | decrease·of·the·performance·after·scaling·the·features:·noisy·features·would | 257 | decrease·of·the·performance·after·scaling·the·features:·noisy·features·would |
| 258 | contribute·more·to·the·prediction·after·scaling·and·therefore·scaling·would | 258 | contribute·more·to·the·prediction·after·scaling·and·therefore·scaling·would |
| 259 | increase·overfitting. | 259 | increase·overfitting. |
| 260 | Last·but·not·least,·we·observe·that·one·achieves·a·lower·log-loss·by·means·of | 260 | Last·but·not·least,·we·observe·that·one·achieves·a·lower·log-loss·by·means·of |
| 261 | the·scaling·step. | 261 | the·scaling·step. |
| 262 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·2. | 262 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·2.108·seconds) |
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| 264 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8c_\x8a_\x8l_\x8i_\x8n_\x8g_\x8__\x8i_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8._\x8p_\x8y | 264 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8c_\x8a_\x8l_\x8i_\x8n_\x8g_\x8__\x8i_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8._\x8p_\x8y |
| 265 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8c_\x8a_\x8l_\x8i_\x8n_\x8g_\x8__\x8i_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8._\x8z_\x8i_\x8p | 265 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8c_\x8a_\x8l_\x8i_\x8n_\x8g_\x8__\x8i_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8._\x8z_\x8i_\x8p |
| 266 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 266 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 267 | ©·2007·-·202 | 267 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 444 | </section> | 444 | </section> |
| 445 | </section> | 445 | </section> |
| 446 | ······</div> | 446 | ······</div> |
| 447 | ····<div·class="container"> | 447 | ····<div·class="container"> |
| 448 | ······<footer·class="sk-content-footer"> | 448 | ······<footer·class="sk-content-footer"> |
| 449 | ············©·2007·-·202 | 449 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 450 | ··········<a·href="../../_sources/auto_examples/preprocessing/plot_target_encoder.rst.txt"·rel="nofollow">Show·this·page·source</a> | 450 | ··········<a·href="../../_sources/auto_examples/preprocessing/plot_target_encoder.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 451 | ······</footer> | 451 | ······</footer> |
| 452 | ····</div> | 452 | ····</div> |
| 453 | ··</div> | 453 | ··</div> |
| 454 | </div> | 454 | </div> |
| 455 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 455 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 250 | ······overfitting·while·not·limiting·the·expressiveness·of·the·pipeline·too | 250 | ······overfitting·while·not·limiting·the·expressiveness·of·the·pipeline·too |
| 251 | ······much. | 251 | ······much. |
| 252 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.002·seconds) | 252 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.002·seconds) |
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| 254 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8a_\x8r_\x8g_\x8e_\x8t_\x8__\x8e_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8._\x8p_\x8y | 254 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8a_\x8r_\x8g_\x8e_\x8t_\x8__\x8e_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8._\x8p_\x8y |
| 255 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8a_\x8r_\x8g_\x8e_\x8t_\x8__\x8e_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8._\x8z_\x8i_\x8p | 255 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8a_\x8r_\x8g_\x8e_\x8t_\x8__\x8e_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8._\x8z_\x8i_\x8p |
| 256 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 256 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 257 | ©·2007·-·202 | 257 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 389 | <p>This·example·demonstrates·the·importance·of·<a·class="reference·internal"·href="../../modules/generated/sklearn.preprocessing.TargetEncoder.html#sklearn.preprocessing.TargetEncoder"·title="sklearn.preprocessing.TargetEncoder"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">TargetEncoder</span></code></a>’s·internal | 389 | <p>This·example·demonstrates·the·importance·of·<a·class="reference·internal"·href="../../modules/generated/sklearn.preprocessing.TargetEncoder.html#sklearn.preprocessing.TargetEncoder"·title="sklearn.preprocessing.TargetEncoder"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">TargetEncoder</span></code></a>’s·internal |
| 390 | <a·class="reference·internal"·href="../../glossary.html#term-0"><span·class="xref·std·std-term">cross·fitting</span></a>.·It·is·important·to·use | 390 | <a·class="reference·internal"·href="../../glossary.html#term-0"><span·class="xref·std·std-term">cross·fitting</span></a>.·It·is·important·to·use |
| 391 | <a·class="reference·internal"·href="../../modules/generated/sklearn.preprocessing.TargetEncoder.html#sklearn.preprocessing.TargetEncoder.fit_transform"·title="sklearn.preprocessing.TargetEncoder.fit_transform"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">TargetEncoder.fit_transform</span></code></a>·to·encode·training·data·before·passing·it | 391 | <a·class="reference·internal"·href="../../modules/generated/sklearn.preprocessing.TargetEncoder.html#sklearn.preprocessing.TargetEncoder.fit_transform"·title="sklearn.preprocessing.TargetEncoder.fit_transform"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">TargetEncoder.fit_transform</span></code></a>·to·encode·training·data·before·passing·it |
| 392 | to·a·machine·learning·model.·When·a·<a·class="reference·internal"·href="../../modules/generated/sklearn.preprocessing.TargetEncoder.html#sklearn.preprocessing.TargetEncoder"·title="sklearn.preprocessing.TargetEncoder"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">TargetEncoder</span></code></a>·is·a·part·of·a | 392 | to·a·machine·learning·model.·When·a·<a·class="reference·internal"·href="../../modules/generated/sklearn.preprocessing.TargetEncoder.html#sklearn.preprocessing.TargetEncoder"·title="sklearn.preprocessing.TargetEncoder"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">TargetEncoder</span></code></a>·is·a·part·of·a |
| 393 | <a·class="reference·internal"·href="../../modules/generated/sklearn.pipeline.Pipeline.html#sklearn.pipeline.Pipeline"·title="sklearn.pipeline.Pipeline"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">Pipeline</span></code></a>·and·the·pipeline·is·fitted,·the·pipeline | 393 | <a·class="reference·internal"·href="../../modules/generated/sklearn.pipeline.Pipeline.html#sklearn.pipeline.Pipeline"·title="sklearn.pipeline.Pipeline"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">Pipeline</span></code></a>·and·the·pipeline·is·fitted,·the·pipeline |
| 394 | will·correctly·call·<a·class="reference·internal"·href="../../modules/generated/sklearn.preprocessing.TargetEncoder.html#sklearn.preprocessing.TargetEncoder.fit_transform"·title="sklearn.preprocessing.TargetEncoder.fit_transform"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">TargetEncoder.fit_transform</span></code></a>·and·use | 394 | will·correctly·call·<a·class="reference·internal"·href="../../modules/generated/sklearn.preprocessing.TargetEncoder.html#sklearn.preprocessing.TargetEncoder.fit_transform"·title="sklearn.preprocessing.TargetEncoder.fit_transform"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">TargetEncoder.fit_transform</span></code></a>·and·use |
| 395 | <a·class="reference·internal"·href="../../glossary.html#term-0"><span·class="xref·std·std-term">cross·fitting</span></a>·when·encoding·the·training·data.</p> | 395 | <a·class="reference·internal"·href="../../glossary.html#term-0"><span·class="xref·std·std-term">cross·fitting</span></a>·when·encoding·the·training·data.</p> |
| 396 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.3 | 396 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.330·seconds)</p> |
| 397 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-preprocessing-plot-target-encoder-cross-val-py"> | 397 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-preprocessing-plot-target-encoder-cross-val-py"> |
| 398 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 398 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 399 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/c3f95dc25241c64632f9c3378fd4e89b/plot_target_encoder_cross_val.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_target_encoder_cross_val.ipynb</span></code></a></p> | 399 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/c3f95dc25241c64632f9c3378fd4e89b/plot_target_encoder_cross_val.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_target_encoder_cross_val.ipynb</span></code></a></p> |
| 400 | </div> | 400 | </div> |
| 401 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 401 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 402 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/4f6558a73e0c79834afc005bac34dc13/plot_target_encoder_cross_val.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_target_encoder_cross_val.py</span></code></a></p> | 402 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/4f6558a73e0c79834afc005bac34dc13/plot_target_encoder_cross_val.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_target_encoder_cross_val.py</span></code></a></p> |
| 403 | </div> | 403 | </div> |
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| 409 | </section> | 409 | </section> |
| 410 | </section> | 410 | </section> |
| 411 | ······</div> | 411 | ······</div> |
| 412 | ····<div·class="container"> | 412 | ····<div·class="container"> |
| 413 | ······<footer·class="sk-content-footer"> | 413 | ······<footer·class="sk-content-footer"> |
| 414 | ············©·2007·-·202 | 414 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 415 | ··········<a·href="../../_sources/auto_examples/preprocessing/plot_target_encoder_cross_val.rst.txt"·rel="nofollow">Show·this·page·source</a> | 415 | ··········<a·href="../../_sources/auto_examples/preprocessing/plot_target_encoder_cross_val.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 416 | ······</footer> | 416 | ······</footer> |
| 417 | ····</div> | 417 | ····</div> |
| 418 | ··</div> | 418 | ··</div> |
| 419 | </div> | 419 | </div> |
| 420 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 420 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 191 | *\x8**\x8**\x8**\x8**\x8*·C\x8Co\x8on\x8nc\x8cl\x8lu\x8us\x8si\x8io\x8on\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 191 | *\x8**\x8**\x8**\x8**\x8*·C\x8Co\x8on\x8nc\x8cl\x8lu\x8us\x8si\x8io\x8on\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 192 | This·example·demonstrates·the·importance·of·_\x8T_\x8a_\x8r_\x8g_\x8e_\x8t_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r’s·internal·_\x8c_\x8r_\x8o_\x8s_\x8s | 192 | This·example·demonstrates·the·importance·of·_\x8T_\x8a_\x8r_\x8g_\x8e_\x8t_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r’s·internal·_\x8c_\x8r_\x8o_\x8s_\x8s |
| 193 | _\x8f_\x8i_\x8t_\x8t_\x8i_\x8n_\x8g.·It·is·important·to·use·_\x8T_\x8a_\x8r_\x8g_\x8e_\x8t_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8._\x8f_\x8i_\x8t_\x8__\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m·to·encode·training | 193 | _\x8f_\x8i_\x8t_\x8t_\x8i_\x8n_\x8g.·It·is·important·to·use·_\x8T_\x8a_\x8r_\x8g_\x8e_\x8t_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8._\x8f_\x8i_\x8t_\x8__\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m·to·encode·training |
| 194 | data·before·passing·it·to·a·machine·learning·model.·When·a·_\x8T_\x8a_\x8r_\x8g_\x8e_\x8t_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r·is·a | 194 | data·before·passing·it·to·a·machine·learning·model.·When·a·_\x8T_\x8a_\x8r_\x8g_\x8e_\x8t_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r·is·a |
| 195 | part·of·a·_\x8P_\x8i_\x8p_\x8e_\x8l_\x8i_\x8n_\x8e·and·the·pipeline·is·fitted,·the·pipeline·will·correctly·call | 195 | part·of·a·_\x8P_\x8i_\x8p_\x8e_\x8l_\x8i_\x8n_\x8e·and·the·pipeline·is·fitted,·the·pipeline·will·correctly·call |
| 196 | _\x8T_\x8a_\x8r_\x8g_\x8e_\x8t_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8._\x8f_\x8i_\x8t_\x8__\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m·and·use·_\x8c_\x8r_\x8o_\x8s_\x8s_\x8·_\x8f_\x8i_\x8t_\x8t_\x8i_\x8n_\x8g·when·encoding·the·training | 196 | _\x8T_\x8a_\x8r_\x8g_\x8e_\x8t_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8._\x8f_\x8i_\x8t_\x8__\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m·and·use·_\x8c_\x8r_\x8o_\x8s_\x8s_\x8·_\x8f_\x8i_\x8t_\x8t_\x8i_\x8n_\x8g·when·encoding·the·training |
| 197 | data. | 197 | data. |
| 198 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.3 | 198 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.330·seconds) |
| 199 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8a_\x8r_\x8g_\x8e_\x8t_\x8__\x8e_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8__\x8c_\x8r_\x8o_\x8s_\x8s_\x8__\x8v_\x8a_\x8l_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 199 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8a_\x8r_\x8g_\x8e_\x8t_\x8__\x8e_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8__\x8c_\x8r_\x8o_\x8s_\x8s_\x8__\x8v_\x8a_\x8l_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 200 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8a_\x8r_\x8g_\x8e_\x8t_\x8__\x8e_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8__\x8c_\x8r_\x8o_\x8s_\x8s_\x8__\x8v_\x8a_\x8l_\x8._\x8p_\x8y | 200 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8a_\x8r_\x8g_\x8e_\x8t_\x8__\x8e_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8__\x8c_\x8r_\x8o_\x8s_\x8s_\x8__\x8v_\x8a_\x8l_\x8._\x8p_\x8y |
| 201 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8a_\x8r_\x8g_\x8e_\x8t_\x8__\x8e_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8__\x8c_\x8r_\x8o_\x8s_\x8s_\x8__\x8v_\x8a_\x8l_\x8._\x8z_\x8i_\x8p | 201 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8a_\x8r_\x8g_\x8e_\x8t_\x8__\x8e_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8__\x8c_\x8r_\x8o_\x8s_\x8s_\x8__\x8v_\x8a_\x8l_\x8._\x8z_\x8i_\x8p |
| 202 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 202 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 203 | ©·2007·-·202 | 203 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 217 | </div> | 217 | </div> |
| 218 | </section> | 218 | </section> |
| 219 | ······</div> | 219 | ······</div> |
| 220 | ····<div·class="container"> | 220 | ····<div·class="container"> |
| 221 | ······<footer·class="sk-content-footer"> | 221 | ······<footer·class="sk-content-footer"> |
| 222 | ············©·2007·-·202 | 222 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 223 | ··········<a·href="../../_sources/auto_examples/release_highlights/index.rst.txt"·rel="nofollow">Show·this·page·source</a> | 223 | ··········<a·href="../../_sources/auto_examples/release_highlights/index.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 224 | ······</footer> | 224 | ······</footer> |
| 225 | ····</div> | 225 | ····</div> |
| 226 | ··</div> | 226 | ··</div> |
| 227 | </div> | 227 | </div> |
| 228 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 228 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 42 | Release·Highlights·for·scikit-learn·1.0 | 42 | Release·Highlights·for·scikit-learn·1.0 |
| 43 | _\x8R_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8·_\x8H_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n_\x8·_\x80_\x8._\x82_\x84 | 43 | _\x8R_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8·_\x8H_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n_\x8·_\x80_\x8._\x82_\x84 |
| 44 | Release·Highlights·for·scikit-learn·0.24 | 44 | Release·Highlights·for·scikit-learn·0.24 |
| 45 | _\x8R_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8·_\x8H_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n_\x8·_\x80_\x8._\x82_\x83 | 45 | _\x8R_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8·_\x8H_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n_\x8·_\x80_\x8._\x82_\x83 |
| 46 | Release·Highlights·for·scikit-learn·0.23 | 46 | Release·Highlights·for·scikit-learn·0.23 |
| 47 | _\x8R_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8·_\x8H_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n_\x8·_\x80_\x8._\x82_\x82 | 47 | _\x8R_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8·_\x8H_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n_\x8·_\x80_\x8._\x82_\x82 |
| 48 | Release·Highlights·for·scikit-learn·0.22 | 48 | Release·Highlights·for·scikit-learn·0.22 |
| 49 | ©·2007·-·202 | 49 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 493 | <span·class="kn">from</span>·<span·class="nn">sklearn.svm</span>·<span·class="kn">import</span>·<span·class="n">SVC</span> | 493 | <span·class="kn">from</span>·<span·class="nn">sklearn.svm</span>·<span·class="kn">import</span>·<span·class="n">SVC</span> |
| 494 | <span·class="n">X</span><span·class="p">,</span>·<span·class="n">y</span>·<span·class="o">=</span>·<span·class="n">make_classification</span><span·class="p">(</span><span·class="n">n_classes</span><span·class="o">=</span><span·class="mi">4</span><span·class="p">,</span>·<span·class="n">n_informative</span><span·class="o">=</span><span·class="mi">16</span><span·class="p">)</span> | 494 | <span·class="n">X</span><span·class="p">,</span>·<span·class="n">y</span>·<span·class="o">=</span>·<span·class="n">make_classification</span><span·class="p">(</span><span·class="n">n_classes</span><span·class="o">=</span><span·class="mi">4</span><span·class="p">,</span>·<span·class="n">n_informative</span><span·class="o">=</span><span·class="mi">16</span><span·class="p">)</span> |
| 495 | <span·class="n">clf</span>·<span·class="o">=</span>·<span·class="n">SVC</span><span·class="p">(</span><span·class="n">decision_function_shape</span><span·class="o">=</span><span·class="s2">"ovo"</span><span·class="p">,</span>·<span·class="n">probability</span><span·class="o">=</span><span·class="kc">True</span><span·class="p">)</span><span·class="o">.</span><span·class="n">fit</span><span·class="p">(</span><span·class="n">X</span><span·class="p">,</span>·<span·class="n">y</span><span·class="p">)</span> | 495 | <span·class="n">clf</span>·<span·class="o">=</span>·<span·class="n">SVC</span><span·class="p">(</span><span·class="n">decision_function_shape</span><span·class="o">=</span><span·class="s2">"ovo"</span><span·class="p">,</span>·<span·class="n">probability</span><span·class="o">=</span><span·class="kc">True</span><span·class="p">)</span><span·class="o">.</span><span·class="n">fit</span><span·class="p">(</span><span·class="n">X</span><span·class="p">,</span>·<span·class="n">y</span><span·class="p">)</span> |
| 496 | <span·class="nb">print</span><span·class="p">(</span><span·class="n">roc_auc_score</span><span·class="p">(</span><span·class="n">y</span><span·class="p">,</span>·<span·class="n">clf</span><span·class="o">.</span><span·class="n">predict_proba</span><span·class="p">(</span><span·class="n">X</span><span·class="p">),</span>·<span·class="n">multi_class</span><span·class="o">=</span><span·class="s2">"ovo"</span><span·class="p">))</span> | 496 | <span·class="nb">print</span><span·class="p">(</span><span·class="n">roc_auc_score</span><span·class="p">(</span><span·class="n">y</span><span·class="p">,</span>·<span·class="n">clf</span><span·class="o">.</span><span·class="n">predict_proba</span><span·class="p">(</span><span·class="n">X</span><span·class="p">),</span>·<span·class="n">multi_class</span><span·class="o">=</span><span·class="s2">"ovo"</span><span·class="p">))</span> |
| 497 | </pre></div> | 497 | </pre></div> |
| 498 | </div> | 498 | </div> |
| 499 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1.1 | 499 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1.165·seconds)</p> |
| 500 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-release-highlights-plot-release-highlights-0-22-0-py"> | 500 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-release-highlights-plot-release-highlights-0-22-0-py"> |
| 501 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 501 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 502 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/df790541d4c6bdebcc75018a2459467a/plot_release_highlights_0_22_0.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_release_highlights_0_22_0.ipynb</span></code></a></p> | 502 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/df790541d4c6bdebcc75018a2459467a/plot_release_highlights_0_22_0.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_release_highlights_0_22_0.ipynb</span></code></a></p> |
| 503 | </div> | 503 | </div> |
| 504 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 504 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 505 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/50040ae12dd16e7d2e79135d7793c17e/plot_release_highlights_0_22_0.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_release_highlights_0_22_0.py</span></code></a></p> | 505 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/50040ae12dd16e7d2e79135d7793c17e/plot_release_highlights_0_22_0.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_release_highlights_0_22_0.py</span></code></a></p> |
| 506 | </div> | 506 | </div> |
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| 513 | </section> | 513 | </section> |
| 514 | </section> | 514 | </section> |
| 515 | ······</div> | 515 | ······</div> |
| 516 | ····<div·class="container"> | 516 | ····<div·class="container"> |
| 517 | ······<footer·class="sk-content-footer"> | 517 | ······<footer·class="sk-content-footer"> |
| 518 | ············©·2007·-·202 | 518 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 519 | ··········<a·href="../../_sources/auto_examples/release_highlights/plot_release_highlights_0_22_0.rst.txt"·rel="nofollow">Show·this·page·source</a> | 519 | ··········<a·href="../../_sources/auto_examples/release_highlights/plot_release_highlights_0_22_0.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 520 | ······</footer> | 520 | ······</footer> |
| 521 | ····</div> | 521 | ····</div> |
| 522 | ··</div> | 522 | ··</div> |
| 523 | </div> | 523 | </div> |
| 524 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 524 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 276 | from·sklearn.datasets·import·make_classification | 276 | from·sklearn.datasets·import·make_classification |
| 277 | from·sklearn.metrics·import·roc_auc_score | 277 | from·sklearn.metrics·import·roc_auc_score |
| 278 | from·sklearn.svm·import·SVC | 278 | from·sklearn.svm·import·SVC |
| 279 | X,·y·=·make_classification(n_classes=4,·n_informative=16) | 279 | X,·y·=·make_classification(n_classes=4,·n_informative=16) |
| 280 | clf·=·SVC(decision_function_shape="ovo",·probability=True).fit(X,·y) | 280 | clf·=·SVC(decision_function_shape="ovo",·probability=True).fit(X,·y) |
| 281 | print(roc_auc_score(y,·clf.predict_proba(X),·multi_class="ovo")) | 281 | print(roc_auc_score(y,·clf.predict_proba(X),·multi_class="ovo")) |
| 282 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1.1 | 282 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1.165·seconds) |
| 283 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8__\x8h_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8__\x80_\x8__\x82_\x82_\x8__\x80_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 283 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8__\x8h_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8__\x80_\x8__\x82_\x82_\x8__\x80_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 284 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8__\x8h_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8__\x80_\x8__\x82_\x82_\x8__\x80_\x8._\x8p_\x8y | 284 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8__\x8h_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8__\x80_\x8__\x82_\x82_\x8__\x80_\x8._\x8p_\x8y |
| 285 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8__\x8h_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8__\x80_\x8__\x82_\x82_\x8__\x80_\x8._\x8z_\x8i_\x8p | 285 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8__\x8h_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8__\x80_\x8__\x82_\x82_\x8__\x80_\x8._\x8z_\x8i_\x8p |
| 286 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 286 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 287 | ©·2007·-·202 | 287 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 747 | <span·class="n">X</span><span·class="p">,</span>·<span·class="n">y</span>·<span·class="o">=</span>·<span·class="n">make_blobs</span><span·class="p">(</span><span·class="n">random_state</span><span·class="o">=</span><span·class="n">rng</span><span·class="p">)</span> | 747 | <span·class="n">X</span><span·class="p">,</span>·<span·class="n">y</span>·<span·class="o">=</span>·<span·class="n">make_blobs</span><span·class="p">(</span><span·class="n">random_state</span><span·class="o">=</span><span·class="n">rng</span><span·class="p">)</span> |
| 748 | <span·class="n">X</span>·<span·class="o">=</span>·<span·class="n">scipy</span><span·class="o">.</span><span·class="n">sparse</span><span·class="o">.</span><span·class="n">csr_matrix</span><span·class="p">(</span><span·class="n">X</span><span·class="p">)</span> | 748 | <span·class="n">X</span>·<span·class="o">=</span>·<span·class="n">scipy</span><span·class="o">.</span><span·class="n">sparse</span><span·class="o">.</span><span·class="n">csr_matrix</span><span·class="p">(</span><span·class="n">X</span><span·class="p">)</span> |
| 749 | <span·class="n">X_train</span><span·class="p">,</span>·<span·class="n">X_test</span><span·class="p">,</span>·<span·class="n">_</span><span·class="p">,</span>·<span·class="n">y_test</span>·<span·class="o">=</span>·<span·class="n">train_test_split</span><span·class="p">(</span><span·class="n">X</span><span·class="p">,</span>·<span·class="n">y</span><span·class="p">,</span>·<span·class="n">random_state</span><span·class="o">=</span><span·class="n">rng</span><span·class="p">)</span> | 749 | <span·class="n">X_train</span><span·class="p">,</span>·<span·class="n">X_test</span><span·class="p">,</span>·<span·class="n">_</span><span·class="p">,</span>·<span·class="n">y_test</span>·<span·class="o">=</span>·<span·class="n">train_test_split</span><span·class="p">(</span><span·class="n">X</span><span·class="p">,</span>·<span·class="n">y</span><span·class="p">,</span>·<span·class="n">random_state</span><span·class="o">=</span><span·class="n">rng</span><span·class="p">)</span> |
| 750 | <span·class="n">kmeans</span>·<span·class="o">=</span>·<span·class="n">KMeans</span><span·class="p">(</span><span·class="n">n_init</span><span·class="o">=</span><span·class="s2">"auto"</span><span·class="p">)</span><span·class="o">.</span><span·class="n">fit</span><span·class="p">(</span><span·class="n">X_train</span><span·class="p">)</span> | 750 | <span·class="n">kmeans</span>·<span·class="o">=</span>·<span·class="n">KMeans</span><span·class="p">(</span><span·class="n">n_init</span><span·class="o">=</span><span·class="s2">"auto"</span><span·class="p">)</span><span·class="o">.</span><span·class="n">fit</span><span·class="p">(</span><span·class="n">X_train</span><span·class="p">)</span> |
| 751 | <span·class="nb">print</span><span·class="p">(</span><span·class="n">completeness_score</span><span·class="p">(</span><span·class="n">kmeans</span><span·class="o">.</span><span·class="n">predict</span><span·class="p">(</span><span·class="n">X_test</span><span·class="p">),</span>·<span·class="n">y_test</span><span·class="p">))</span> | 751 | <span·class="nb">print</span><span·class="p">(</span><span·class="n">completeness_score</span><span·class="p">(</span><span·class="n">kmeans</span><span·class="o">.</span><span·class="n">predict</span><span·class="p">(</span><span·class="n">X_test</span><span·class="p">),</span>·<span·class="n">y_test</span><span·class="p">))</span> |
| 752 | </pre></div> | 752 | </pre></div> |
| 753 | </div> | 753 | </div> |
| 754 | <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>0.6 | 754 | <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>0.694193618729172 |
| 755 | </pre></div> | 755 | </pre></div> |
| 756 | </div> | 756 | </div> |
| 757 | </section> | 757 | </section> |
| 758 | <section·id="improvements-to-the-histogram-based-gradient-boosting-estimators"> | 758 | <section·id="improvements-to-the-histogram-based-gradient-boosting-estimators"> |
| 759 | <h2>Improvements·to·the·histogram-based·Gradient·Boosting·estimators<a·class="headerlink"·href="#improvements-to-the-histogram-based-gradient-boosting-estimators"·title="Link·to·this·heading">¶</a></h2> | 759 | <h2>Improvements·to·the·histogram-based·Gradient·Boosting·estimators<a·class="headerlink"·href="#improvements-to-the-histogram-based-gradient-boosting-estimators"·title="Link·to·this·heading">¶</a></h2> |
| 760 | <p>Various·improvements·were·made·to | 760 | <p>Various·improvements·were·made·to |
| 761 | <a·class="reference·internal"·href="../../modules/generated/sklearn.ensemble.HistGradientBoostingClassifier.html#sklearn.ensemble.HistGradientBoostingClassifier"·title="sklearn.ensemble.HistGradientBoostingClassifier"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">HistGradientBoostingClassifier</span></code></a>·and | 761 | <a·class="reference·internal"·href="../../modules/generated/sklearn.ensemble.HistGradientBoostingClassifier.html#sklearn.ensemble.HistGradientBoostingClassifier"·title="sklearn.ensemble.HistGradientBoostingClassifier"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">HistGradientBoostingClassifier</span></code></a>·and |
| Offset 833, 15 lines modified | Offset 833, 15 lines modified | ||
| 833 | <span·class="n">reg</span><span·class="o">.</span><span·class="n">fit</span><span·class="p">(</span><span·class="n">X_train</span><span·class="p">,</span>·<span·class="n">y_train</span><span·class="p">,</span>·<span·class="n">sample_weight</span><span·class="o">=</span><span·class="n">sw_train</span><span·class="p">)</span> | 833 | <span·class="n">reg</span><span·class="o">.</span><span·class="n">fit</span><span·class="p">(</span><span·class="n">X_train</span><span·class="p">,</span>·<span·class="n">y_train</span><span·class="p">,</span>·<span·class="n">sample_weight</span><span·class="o">=</span><span·class="n">sw_train</span><span·class="p">)</span> |
| 834 | <span·class="nb">print</span><span·class="p">(</span><span·class="n">reg</span><span·class="o">.</span><span·class="n">score</span><span·class="p">(</span><span·class="n">X_test</span><span·class="p">,</span>·<span·class="n">y_test</span><span·class="p">,</span>·<span·class="n">sw_test</span><span·class="p">))</span> | 834 | <span·class="nb">print</span><span·class="p">(</span><span·class="n">reg</span><span·class="o">.</span><span·class="n">score</span><span·class="p">(</span><span·class="n">X_test</span><span·class="p">,</span>·<span·class="n">y_test</span><span·class="p">,</span>·<span·class="n">sw_test</span><span·class="p">))</span> |
| 835 | </pre></div> | 835 | </pre></div> |
| 836 | </div> | 836 | </div> |
| 837 | <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>0.999791942438998 | 837 | <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>0.999791942438998 |
| 838 | </pre></div> | 838 | </pre></div> |
| 839 | </div> | 839 | </div> |
| 840 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.7 | 840 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.726·seconds)</p> |
| 841 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-release-highlights-plot-release-highlights-0-23-0-py"> | 841 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-release-highlights-plot-release-highlights-0-23-0-py"> |
| 842 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 842 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 843 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/923fcad5e07de1ce7dc8dcbd7327c178/plot_release_highlights_0_23_0.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_release_highlights_0_23_0.ipynb</span></code></a></p> | 843 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/923fcad5e07de1ce7dc8dcbd7327c178/plot_release_highlights_0_23_0.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_release_highlights_0_23_0.ipynb</span></code></a></p> |
| 844 | </div> | 844 | </div> |
| 845 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 845 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 846 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/4f07b03421908788913e044918d8ed1e/plot_release_highlights_0_23_0.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_release_highlights_0_23_0.py</span></code></a></p> | 846 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/4f07b03421908788913e044918d8ed1e/plot_release_highlights_0_23_0.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_release_highlights_0_23_0.py</span></code></a></p> |
| 847 | </div> | 847 | </div> |
| Offset 853, 15 lines modified | Offset 853, 15 lines modified | ||
| 853 | </section> | 853 | </section> |
| 854 | </section> | 854 | </section> |
| 855 | ······</div> | 855 | ······</div> |
| 856 | ····<div·class="container"> | 856 | ····<div·class="container"> |
| 857 | ······<footer·class="sk-content-footer"> | 857 | ······<footer·class="sk-content-footer"> |
| 858 | ············©·2007·-·202 | 858 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 859 | ··········<a·href="../../_sources/auto_examples/release_highlights/plot_release_highlights_0_23_0.rst.txt"·rel="nofollow">Show·this·page·source</a> | 859 | ··········<a·href="../../_sources/auto_examples/release_highlights/plot_release_highlights_0_23_0.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 860 | ······</footer> | 860 | ······</footer> |
| 861 | ····</div> | 861 | ····</div> |
| 862 | ··</div> | 862 | ··</div> |
| 863 | </div> | 863 | </div> |
| 864 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 864 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
⊟
2.55 KB
| Offset 201, 15 lines modified | Offset 201, 15 lines modified | ||
| 201 | rng·=·np.random.RandomState(0) | 201 | rng·=·np.random.RandomState(0) |
| 202 | X,·y·=·make_blobs(random_state=rng) | 202 | X,·y·=·make_blobs(random_state=rng) |
| 203 | X·=·scipy.sparse.csr_matrix(X) | 203 | X·=·scipy.sparse.csr_matrix(X) |
| 204 | X_train,·X_test,·_,·y_test·=·train_test_split(X,·y,·random_state=rng) | 204 | X_train,·X_test,·_,·y_test·=·train_test_split(X,·y,·random_state=rng) |
| 205 | kmeans·=·KMeans(n_init="auto").fit(X_train) | 205 | kmeans·=·KMeans(n_init="auto").fit(X_train) |
| 206 | print(completeness_score(kmeans.predict(X_test),·y_test)) | 206 | print(completeness_score(kmeans.predict(X_test),·y_test)) |
| 207 | 0.6 | 207 | 0.694193618729172 |
| 208 | *\x8**\x8**\x8**\x8**\x8*·I\x8Im\x8mp\x8pr\x8ro\x8ov\x8ve\x8em\x8me\x8en\x8nt\x8ts\x8s·t\x8to\x8o·t\x8th\x8he\x8e·h\x8hi\x8is\x8st\x8to\x8og\x8gr\x8ra\x8am\x8m-\x8-b\x8ba\x8as\x8se\x8ed\x8d·G\x8Gr\x8ra\x8ad\x8di\x8ie\x8en\x8nt\x8t·B\x8Bo\x8oo\x8os\x8st\x8ti\x8in\x8ng\x8g·e\x8es\x8st\x8ti\x8im\x8ma\x8at\x8to\x8or\x8rs\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 208 | *\x8**\x8**\x8**\x8**\x8*·I\x8Im\x8mp\x8pr\x8ro\x8ov\x8ve\x8em\x8me\x8en\x8nt\x8ts\x8s·t\x8to\x8o·t\x8th\x8he\x8e·h\x8hi\x8is\x8st\x8to\x8og\x8gr\x8ra\x8am\x8m-\x8-b\x8ba\x8as\x8se\x8ed\x8d·G\x8Gr\x8ra\x8ad\x8di\x8ie\x8en\x8nt\x8t·B\x8Bo\x8oo\x8os\x8st\x8ti\x8in\x8ng\x8g·e\x8es\x8st\x8ti\x8im\x8ma\x8at\x8to\x8or\x8rs\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 209 | Various·improvements·were·made·to·_\x8H_\x8i_\x8s_\x8t_\x8G_\x8r_\x8a_\x8d_\x8i_\x8e_\x8n_\x8t_\x8B_\x8o_\x8o_\x8s_\x8t_\x8i_\x8n_\x8g_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r·and | 209 | Various·improvements·were·made·to·_\x8H_\x8i_\x8s_\x8t_\x8G_\x8r_\x8a_\x8d_\x8i_\x8e_\x8n_\x8t_\x8B_\x8o_\x8o_\x8s_\x8t_\x8i_\x8n_\x8g_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r·and |
| 210 | _\x8H_\x8i_\x8s_\x8t_\x8G_\x8r_\x8a_\x8d_\x8i_\x8e_\x8n_\x8t_\x8B_\x8o_\x8o_\x8s_\x8t_\x8i_\x8n_\x8g_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8o_\x8r.·On·top·of·the·Poisson·loss·mentioned·above, | 210 | _\x8H_\x8i_\x8s_\x8t_\x8G_\x8r_\x8a_\x8d_\x8i_\x8e_\x8n_\x8t_\x8B_\x8o_\x8o_\x8s_\x8t_\x8i_\x8n_\x8g_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8o_\x8r.·On·top·of·the·Poisson·loss·mentioned·above, |
| 211 | these·estimators·now·support·_\x8s_\x8a_\x8m_\x8p_\x8l_\x8e_\x8·_\x8w_\x8e_\x8i_\x8g_\x8h_\x8t_\x8s.·Also,·an·automatic·early-stopping | 211 | these·estimators·now·support·_\x8s_\x8a_\x8m_\x8p_\x8l_\x8e_\x8·_\x8w_\x8e_\x8i_\x8g_\x8h_\x8t_\x8s.·Also,·an·automatic·early-stopping |
| 212 | criterion·was·added:·early-stopping·is·enabled·by·default·when·the·number·of | 212 | criterion·was·added:·early-stopping·is·enabled·by·default·when·the·number·of |
| 213 | samples·exceeds·10k.·Finally,·users·can·now·define·_\x8m_\x8o_\x8n_\x8o_\x8t_\x8o_\x8n_\x8i_\x8c_\x8·_\x8c_\x8o_\x8n_\x8s_\x8t_\x8r_\x8a_\x8i_\x8n_\x8t_\x8s·to | 213 | samples·exceeds·10k.·Finally,·users·can·now·define·_\x8m_\x8o_\x8n_\x8o_\x8t_\x8o_\x8n_\x8i_\x8c_\x8·_\x8c_\x8o_\x8n_\x8s_\x8t_\x8r_\x8a_\x8i_\x8n_\x8t_\x8s·to |
| 214 | constrain·the·predictions·based·on·the·variations·of·specific·features.·In·the | 214 | constrain·the·predictions·based·on·the·variations·of·specific·features.·In·the |
| Offset 274, 13 lines modified | Offset 274, 13 lines modified | ||
| 274 | X_train,·X_test,·y_train,·y_test,·sw_train,·sw_test·=·train_test_split( | 274 | X_train,·X_test,·y_train,·y_test,·sw_train,·sw_test·=·train_test_split( |
| 275 | ····X,·y,·sample_weight,·random_state=rng | 275 | ····X,·y,·sample_weight,·random_state=rng |
| 276 | ) | 276 | ) |
| 277 | reg·=·Lasso() | 277 | reg·=·Lasso() |
| 278 | reg.fit(X_train,·y_train,·sample_weight=sw_train) | 278 | reg.fit(X_train,·y_train,·sample_weight=sw_train) |
| 279 | print(reg.score(X_test,·y_test,·sw_test)) | 279 | print(reg.score(X_test,·y_test,·sw_test)) |
| 280 | 0.999791942438998 | 280 | 0.999791942438998 |
| 281 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.7 | 281 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.726·seconds) |
| 282 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8__\x8h_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8__\x80_\x8__\x82_\x83_\x8__\x80_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 282 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8__\x8h_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8__\x80_\x8__\x82_\x83_\x8__\x80_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 283 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8__\x8h_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8__\x80_\x8__\x82_\x83_\x8__\x80_\x8._\x8p_\x8y | 283 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8__\x8h_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8__\x80_\x8__\x82_\x83_\x8__\x80_\x8._\x8p_\x8y |
| 284 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8__\x8h_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8__\x80_\x8__\x82_\x83_\x8__\x80_\x8._\x8z_\x8i_\x8p | 284 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8__\x8h_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8__\x80_\x8__\x82_\x83_\x8__\x80_\x8._\x8z_\x8i_\x8p |
| 285 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 285 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 286 | ©·2007·-·202 | 286 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 867 | <li><p>an·example·illustrating·how·to·<a·class="reference·internal"·href="../model_selection/plot_grid_search_stats.html#sphx-glr-auto-examples-model-selection-plot-grid-search-stats-py"><span·class="std·std-ref">statistically·compare·the·performance·of | 867 | <li><p>an·example·illustrating·how·to·<a·class="reference·internal"·href="../model_selection/plot_grid_search_stats.html#sphx-glr-auto-examples-model-selection-plot-grid-search-stats-py"><span·class="std·std-ref">statistically·compare·the·performance·of |
| 868 | models</span></a> | 868 | models</span></a> |
| 869 | evaluated·using·<a·class="reference·internal"·href="../../modules/generated/sklearn.model_selection.GridSearchCV.html#sklearn.model_selection.GridSearchCV"·title="sklearn.model_selection.GridSearchCV"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">GridSearchCV</span></code></a>,</p></li> | 869 | evaluated·using·<a·class="reference·internal"·href="../../modules/generated/sklearn.model_selection.GridSearchCV.html#sklearn.model_selection.GridSearchCV"·title="sklearn.model_selection.GridSearchCV"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">GridSearchCV</span></code></a>,</p></li> |
| 870 | <li><p>an·example·on·how·to·<a·class="reference·internal"·href="../inspection/plot_linear_model_coefficient_interpretation.html#sphx-glr-auto-examples-inspection-plot-linear-model-coefficient-interpretation-py"><span·class="std·std-ref">interpret·coefficients·of·linear·models</span></a>,</p></li> | 870 | <li><p>an·example·on·how·to·<a·class="reference·internal"·href="../inspection/plot_linear_model_coefficient_interpretation.html#sphx-glr-auto-examples-inspection-plot-linear-model-coefficient-interpretation-py"><span·class="std·std-ref">interpret·coefficients·of·linear·models</span></a>,</p></li> |
| 871 | <li><p>an·<a·class="reference·internal"·href="../cross_decomposition/plot_pcr_vs_pls.html#sphx-glr-auto-examples-cross-decomposition-plot-pcr-vs-pls-py"><span·class="std·std-ref">example</span></a> | 871 | <li><p>an·<a·class="reference·internal"·href="../cross_decomposition/plot_pcr_vs_pls.html#sphx-glr-auto-examples-cross-decomposition-plot-pcr-vs-pls-py"><span·class="std·std-ref">example</span></a> |
| 872 | comparing·Principal·Component·Regression·and·Partial·Least·Squares.</p></li> | 872 | comparing·Principal·Component·Regression·and·Partial·Least·Squares.</p></li> |
| 873 | </ul> | 873 | </ul> |
| 874 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·6. | 874 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·6.055·seconds)</p> |
| 875 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-release-highlights-plot-release-highlights-0-24-0-py"> | 875 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-release-highlights-plot-release-highlights-0-24-0-py"> |
| 876 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 876 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 877 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/2e6d841155147c9fbce4ea3837b924b9/plot_release_highlights_0_24_0.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_release_highlights_0_24_0.ipynb</span></code></a></p> | 877 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/2e6d841155147c9fbce4ea3837b924b9/plot_release_highlights_0_24_0.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_release_highlights_0_24_0.ipynb</span></code></a></p> |
| 878 | </div> | 878 | </div> |
| 879 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 879 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 880 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/d20432c5cccdd8b208184031b83a8cf9/plot_release_highlights_0_24_0.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_release_highlights_0_24_0.py</span></code></a></p> | 880 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/d20432c5cccdd8b208184031b83a8cf9/plot_release_highlights_0_24_0.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_release_highlights_0_24_0.py</span></code></a></p> |
| 881 | </div> | 881 | </div> |
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| 887 | </section> | 887 | </section> |
| 888 | </section> | 888 | </section> |
| 889 | ······</div> | 889 | ······</div> |
| 890 | ····<div·class="container"> | 890 | ····<div·class="container"> |
| 891 | ······<footer·class="sk-content-footer"> | 891 | ······<footer·class="sk-content-footer"> |
| 892 | ············©·2007·-·202 | 892 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 893 | ··········<a·href="../../_sources/auto_examples/release_highlights/plot_release_highlights_0_24_0.rst.txt"·rel="nofollow">Show·this·page·source</a> | 893 | ··········<a·href="../../_sources/auto_examples/release_highlights/plot_release_highlights_0_24_0.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 894 | ······</footer> | 894 | ······</footer> |
| 895 | ····</div> | 895 | ····</div> |
| 896 | ··</div> | 896 | ··</div> |
| 897 | </div> | 897 | </div> |
| 898 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 898 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 259 | improve·the·understanding·of·machine·learning·practices: | 259 | improve·the·understanding·of·machine·learning·practices: |
| 260 | ····*·a·new·section·about·_\x8c_\x8o_\x8m_\x8m_\x8o_\x8n_\x8·_\x8p_\x8i_\x8t_\x8f_\x8a_\x8l_\x8l_\x8s_\x8·_\x8a_\x8n_\x8d_\x8·_\x8r_\x8e_\x8c_\x8o_\x8m_\x8m_\x8e_\x8n_\x8d_\x8e_\x8d_\x8·_\x8p_\x8r_\x8a_\x8c_\x8t_\x8i_\x8c_\x8e_\x8s, | 260 | ····*·a·new·section·about·_\x8c_\x8o_\x8m_\x8m_\x8o_\x8n_\x8·_\x8p_\x8i_\x8t_\x8f_\x8a_\x8l_\x8l_\x8s_\x8·_\x8a_\x8n_\x8d_\x8·_\x8r_\x8e_\x8c_\x8o_\x8m_\x8m_\x8e_\x8n_\x8d_\x8e_\x8d_\x8·_\x8p_\x8r_\x8a_\x8c_\x8t_\x8i_\x8c_\x8e_\x8s, |
| 261 | ····*·an·example·illustrating·how·to·_\x8s_\x8t_\x8a_\x8t_\x8i_\x8s_\x8t_\x8i_\x8c_\x8a_\x8l_\x8l_\x8y_\x8·_\x8c_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8·_\x8t_\x8h_\x8e_\x8·_\x8p_\x8e_\x8r_\x8f_\x8o_\x8r_\x8m_\x8a_\x8n_\x8c_\x8e_\x8·_\x8o_\x8f | 261 | ····*·an·example·illustrating·how·to·_\x8s_\x8t_\x8a_\x8t_\x8i_\x8s_\x8t_\x8i_\x8c_\x8a_\x8l_\x8l_\x8y_\x8·_\x8c_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8·_\x8t_\x8h_\x8e_\x8·_\x8p_\x8e_\x8r_\x8f_\x8o_\x8r_\x8m_\x8a_\x8n_\x8c_\x8e_\x8·_\x8o_\x8f |
| 262 | ······_\x8m_\x8o_\x8d_\x8e_\x8l_\x8s·evaluated·using·_\x8G_\x8r_\x8i_\x8d_\x8S_\x8e_\x8a_\x8r_\x8c_\x8h_\x8C_\x8V, | 262 | ······_\x8m_\x8o_\x8d_\x8e_\x8l_\x8s·evaluated·using·_\x8G_\x8r_\x8i_\x8d_\x8S_\x8e_\x8a_\x8r_\x8c_\x8h_\x8C_\x8V, |
| 263 | ····*·an·example·on·how·to·_\x8i_\x8n_\x8t_\x8e_\x8r_\x8p_\x8r_\x8e_\x8t_\x8·_\x8c_\x8o_\x8e_\x8f_\x8f_\x8i_\x8c_\x8i_\x8e_\x8n_\x8t_\x8s_\x8·_\x8o_\x8f_\x8·_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l_\x8s, | 263 | ····*·an·example·on·how·to·_\x8i_\x8n_\x8t_\x8e_\x8r_\x8p_\x8r_\x8e_\x8t_\x8·_\x8c_\x8o_\x8e_\x8f_\x8f_\x8i_\x8c_\x8i_\x8e_\x8n_\x8t_\x8s_\x8·_\x8o_\x8f_\x8·_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l_\x8s, |
| 264 | ····*·an·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e·comparing·Principal·Component·Regression·and·Partial·Least | 264 | ····*·an·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e·comparing·Principal·Component·Regression·and·Partial·Least |
| 265 | ······Squares. | 265 | ······Squares. |
| 266 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·6. | 266 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·6.055·seconds) |
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| 268 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8__\x8h_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8__\x80_\x8__\x82_\x84_\x8__\x80_\x8._\x8p_\x8y | 268 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8__\x8h_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8__\x80_\x8__\x82_\x84_\x8__\x80_\x8._\x8p_\x8y |
| 269 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8__\x8h_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8__\x80_\x8__\x82_\x84_\x8__\x80_\x8._\x8z_\x8i_\x8p | 269 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8__\x8h_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8__\x80_\x8__\x82_\x84_\x8__\x80_\x8._\x8z_\x8i_\x8p |
| 270 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 270 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 271 | ©·2007·-·202 | 271 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 446 | </section> | 446 | </section> |
| 447 | </section> | 447 | </section> |
| 448 | ······</div> | 448 | ······</div> |
| 449 | ····<div·class="container"> | 449 | ····<div·class="container"> |
| 450 | ······<footer·class="sk-content-footer"> | 450 | ······<footer·class="sk-content-footer"> |
| 451 | ············©·2007·-·202 | 451 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 452 | ··········<a·href="../../_sources/auto_examples/release_highlights/plot_release_highlights_1_0_0.rst.txt"·rel="nofollow">Show·this·page·source</a> | 452 | ··········<a·href="../../_sources/auto_examples/release_highlights/plot_release_highlights_1_0_0.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 453 | ······</footer> | 453 | ······</footer> |
| 454 | ····</div> | 454 | ····</div> |
| 455 | ··</div> | 455 | ··</div> |
| 456 | </div> | 456 | </div> |
| 457 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 457 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 197 | This·release·includes·many·documentation·improvements.·Out·of·over·2100·merged | 197 | This·release·includes·many·documentation·improvements.·Out·of·over·2100·merged |
| 198 | pull·requests,·about·800·of·them·are·improvements·to·our·documentation. | 198 | pull·requests,·about·800·of·them·are·improvements·to·our·documentation. |
| 199 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.017·seconds) | 199 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.017·seconds) |
| 200 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8__\x8h_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8__\x81_\x8__\x80_\x8__\x80_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 200 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8__\x8h_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8__\x81_\x8__\x80_\x8__\x80_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 201 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8__\x8h_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8__\x81_\x8__\x80_\x8__\x80_\x8._\x8p_\x8y | 201 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8__\x8h_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8__\x81_\x8__\x80_\x8__\x80_\x8._\x8p_\x8y |
| 202 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8__\x8h_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8__\x81_\x8__\x80_\x8__\x80_\x8._\x8z_\x8i_\x8p | 202 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8__\x8h_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8__\x81_\x8__\x80_\x8__\x80_\x8._\x8z_\x8i_\x8p |
| 203 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 203 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 204 | ©·2007·-·202 | 204 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 431 | <span·class="n">ax</span><span·class="p">[</span><span·class="mi">1</span><span·class="p">]</span><span·class="o">.</span><span·class="n">scatter</span><span·class="p">(</span><span·class="n">X</span><span·class="p">[:,</span>·<span·class="mi">0</span><span·class="p">],</span>·<span·class="n">X</span><span·class="p">[:,</span>·<span·class="mi">1</span><span·class="p">],</span>·<span·class="n">s</span><span·class="o">=</span><span·class="mi">10</span><span·class="p">,</span>·<span·class="n">c</span><span·class="o">=</span><span·class="n">bisect_km</span><span·class="o">.</span><span·class="n">labels_</span><span·class="p">)</span> | 431 | <span·class="n">ax</span><span·class="p">[</span><span·class="mi">1</span><span·class="p">]</span><span·class="o">.</span><span·class="n">scatter</span><span·class="p">(</span><span·class="n">X</span><span·class="p">[:,</span>·<span·class="mi">0</span><span·class="p">],</span>·<span·class="n">X</span><span·class="p">[:,</span>·<span·class="mi">1</span><span·class="p">],</span>·<span·class="n">s</span><span·class="o">=</span><span·class="mi">10</span><span·class="p">,</span>·<span·class="n">c</span><span·class="o">=</span><span·class="n">bisect_km</span><span·class="o">.</span><span·class="n">labels_</span><span·class="p">)</span> |
| 432 | <span·class="n">ax</span><span·class="p">[</span><span·class="mi">1</span><span·class="p">]</span><span·class="o">.</span><span·class="n">scatter</span><span·class="p">(</span> | 432 | <span·class="n">ax</span><span·class="p">[</span><span·class="mi">1</span><span·class="p">]</span><span·class="o">.</span><span·class="n">scatter</span><span·class="p">(</span> |
| 433 | ····<span·class="n">bisect_km</span><span·class="o">.</span><span·class="n">cluster_centers_</span><span·class="p">[:,</span>·<span·class="mi">0</span><span·class="p">],</span>·<span·class="n">bisect_km</span><span·class="o">.</span><span·class="n">cluster_centers_</span><span·class="p">[:,</span>·<span·class="mi">1</span><span·class="p">],</span>·<span·class="n">s</span><span·class="o">=</span><span·class="mi">20</span><span·class="p">,</span>·<span·class="n">c</span><span·class="o">=</span><span·class="s2">"r"</span> | 433 | ····<span·class="n">bisect_km</span><span·class="o">.</span><span·class="n">cluster_centers_</span><span·class="p">[:,</span>·<span·class="mi">0</span><span·class="p">],</span>·<span·class="n">bisect_km</span><span·class="o">.</span><span·class="n">cluster_centers_</span><span·class="p">[:,</span>·<span·class="mi">1</span><span·class="p">],</span>·<span·class="n">s</span><span·class="o">=</span><span·class="mi">20</span><span·class="p">,</span>·<span·class="n">c</span><span·class="o">=</span><span·class="s2">"r"</span> |
| 434 | <span·class="p">)</span> | 434 | <span·class="p">)</span> |
| 435 | <span·class="n">_</span>·<span·class="o">=</span>·<span·class="n">ax</span><span·class="p">[</span><span·class="mi">1</span><span·class="p">]</span><span·class="o">.</span><span·class="n">set_title</span><span·class="p">(</span><span·class="s2">"BisectingKMeans"</span><span·class="p">)</span> | 435 | <span·class="n">_</span>·<span·class="o">=</span>·<span·class="n">ax</span><span·class="p">[</span><span·class="mi">1</span><span·class="p">]</span><span·class="o">.</span><span·class="n">set_title</span><span·class="p">(</span><span·class="s2">"BisectingKMeans"</span><span·class="p">)</span> |
| 436 | </pre></div> | 436 | </pre></div> |
| 437 | </div> | 437 | </div> |
| 438 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.79 | 438 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.797·seconds)</p> |
| 439 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-release-highlights-plot-release-highlights-1-1-0-py"> | 439 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-release-highlights-plot-release-highlights-1-1-0-py"> |
| 440 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 440 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 441 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/68fdea23e50d165632d4bd4e36453cd5/plot_release_highlights_1_1_0.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_release_highlights_1_1_0.ipynb</span></code></a></p> | 441 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/68fdea23e50d165632d4bd4e36453cd5/plot_release_highlights_1_1_0.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_release_highlights_1_1_0.ipynb</span></code></a></p> |
| 442 | </div> | 442 | </div> |
| 443 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 443 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 444 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/4cf0456267ced0f869a458ef4776d4c5/plot_release_highlights_1_1_0.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_release_highlights_1_1_0.py</span></code></a></p> | 444 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/4cf0456267ced0f869a458ef4776d4c5/plot_release_highlights_1_1_0.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_release_highlights_1_1_0.py</span></code></a></p> |
| 445 | </div> | 445 | </div> |
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| 451 | </section> | 451 | </section> |
| 452 | </section> | 452 | </section> |
| 453 | ······</div> | 453 | ······</div> |
| 454 | ····<div·class="container"> | 454 | ····<div·class="container"> |
| 455 | ······<footer·class="sk-content-footer"> | 455 | ······<footer·class="sk-content-footer"> |
| 456 | ············©·2007·-·202 | 456 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 457 | ··········<a·href="../../_sources/auto_examples/release_highlights/plot_release_highlights_1_1_0.rst.txt"·rel="nofollow">Show·this·page·source</a> | 457 | ··········<a·href="../../_sources/auto_examples/release_highlights/plot_release_highlights_1_1_0.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 458 | ······</footer> | 458 | ······</footer> |
| 459 | ····</div> | 459 | ····</div> |
| 460 | ··</div> | 460 | ··</div> |
| 461 | </div> | 461 | </div> |
| 462 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 462 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 237 | ax[1].scatter(X[:,·0],·X[:,·1],·s=10,·c=bisect_km.labels_) | 237 | ax[1].scatter(X[:,·0],·X[:,·1],·s=10,·c=bisect_km.labels_) |
| 238 | ax[1].scatter( | 238 | ax[1].scatter( |
| 239 | ····bisect_km.cluster_centers_[:,·0],·bisect_km.cluster_centers_[:,·1],·s=20, | 239 | ····bisect_km.cluster_centers_[:,·0],·bisect_km.cluster_centers_[:,·1],·s=20, |
| 240 | c="r" | 240 | c="r" |
| 241 | ) | 241 | ) |
| 242 | _·=·ax[1].set_title("BisectingKMeans") | 242 | _·=·ax[1].set_title("BisectingKMeans") |
| 243 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.79 | 243 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.797·seconds) |
| 244 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8__\x8h_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8__\x81_\x8__\x81_\x8__\x80_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 244 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8__\x8h_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8__\x81_\x8__\x81_\x8__\x80_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 245 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8__\x8h_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8__\x81_\x8__\x81_\x8__\x80_\x8._\x8p_\x8y | 245 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8__\x8h_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8__\x81_\x8__\x81_\x8__\x80_\x8._\x8p_\x8y |
| 246 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8__\x8h_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8__\x81_\x8__\x81_\x8__\x80_\x8._\x8z_\x8i_\x8p | 246 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8__\x8h_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8__\x81_\x8__\x81_\x8__\x80_\x8._\x8z_\x8i_\x8p |
| 247 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 247 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 248 | ©·2007·-·202 | 248 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 846 | and·a·much·better·scalability·on·multi-core·machines. | 846 | and·a·much·better·scalability·on·multi-core·machines. |
| 847 | In·version·1.2,·the·efficiency·of·these·estimators·was·further·improved·for·all | 847 | In·version·1.2,·the·efficiency·of·these·estimators·was·further·improved·for·all |
| 848 | combinations·of·dense·and·sparse·inputs·on·float32·and·float64·datasets,·except | 848 | combinations·of·dense·and·sparse·inputs·on·float32·and·float64·datasets,·except |
| 849 | the·sparse-dense·and·dense-sparse·combinations·for·the·Euclidean·and·Squared | 849 | the·sparse-dense·and·dense-sparse·combinations·for·the·Euclidean·and·Squared |
| 850 | Euclidean·Distance·metrics. | 850 | Euclidean·Distance·metrics. |
| 851 | A·detailed·list·of·the·impacted·estimators·can·be·found·in·the | 851 | A·detailed·list·of·the·impacted·estimators·can·be·found·in·the |
| 852 | <a·class="reference·internal"·href="../../whats_new/v1.2.html#release-notes-1-2"><span·class="std·std-ref">changelog</span></a>.</p> | 852 | <a·class="reference·internal"·href="../../whats_new/v1.2.html#release-notes-1-2"><span·class="std·std-ref">changelog</span></a>.</p> |
| 853 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes· | 853 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·4.824·seconds)</p> |
| 854 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-release-highlights-plot-release-highlights-1-2-0-py"> | 854 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-release-highlights-plot-release-highlights-1-2-0-py"> |
| 855 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 855 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 856 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/df1b185d030fd32d53b4b2303d64816c/plot_release_highlights_1_2_0.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_release_highlights_1_2_0.ipynb</span></code></a></p> | 856 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/df1b185d030fd32d53b4b2303d64816c/plot_release_highlights_1_2_0.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_release_highlights_1_2_0.ipynb</span></code></a></p> |
| 857 | </div> | 857 | </div> |
| 858 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 858 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 859 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/138e7c706c17949c3098ff8074b03ce7/plot_release_highlights_1_2_0.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_release_highlights_1_2_0.py</span></code></a></p> | 859 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/138e7c706c17949c3098ff8074b03ce7/plot_release_highlights_1_2_0.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_release_highlights_1_2_0.py</span></code></a></p> |
| 860 | </div> | 860 | </div> |
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| 866 | </section> | 866 | </section> |
| 867 | </section> | 867 | </section> |
| 868 | ······</div> | 868 | ······</div> |
| 869 | ····<div·class="container"> | 869 | ····<div·class="container"> |
| 870 | ······<footer·class="sk-content-footer"> | 870 | ······<footer·class="sk-content-footer"> |
| 871 | ············©·2007·-·202 | 871 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 872 | ··········<a·href="../../_sources/auto_examples/release_highlights/plot_release_highlights_1_2_0.rst.txt"·rel="nofollow">Show·this·page·source</a> | 872 | ··········<a·href="../../_sources/auto_examples/release_highlights/plot_release_highlights_1_2_0.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 873 | ······</footer> | 873 | ······</footer> |
| 874 | ····</div> | 874 | ····</div> |
| 875 | ··</div> | 875 | ··</div> |
| 876 | </div> | 876 | </div> |
| 877 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 877 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 194 | dense·input.·Efficiency·improvement·especially·were·a·reduced·memory·footprint | 194 | dense·input.·Efficiency·improvement·especially·were·a·reduced·memory·footprint |
| 195 | and·a·much·better·scalability·on·multi-core·machines.·In·version·1.2,·the | 195 | and·a·much·better·scalability·on·multi-core·machines.·In·version·1.2,·the |
| 196 | efficiency·of·these·estimators·was·further·improved·for·all·combinations·of | 196 | efficiency·of·these·estimators·was·further·improved·for·all·combinations·of |
| 197 | dense·and·sparse·inputs·on·float32·and·float64·datasets,·except·the·sparse- | 197 | dense·and·sparse·inputs·on·float32·and·float64·datasets,·except·the·sparse- |
| 198 | dense·and·dense-sparse·combinations·for·the·Euclidean·and·Squared·Euclidean | 198 | dense·and·dense-sparse·combinations·for·the·Euclidean·and·Squared·Euclidean |
| 199 | Distance·metrics.·A·detailed·list·of·the·impacted·estimators·can·be·found·in | 199 | Distance·metrics.·A·detailed·list·of·the·impacted·estimators·can·be·found·in |
| 200 | the·_\x8c_\x8h_\x8a_\x8n_\x8g_\x8e_\x8l_\x8o_\x8g. | 200 | the·_\x8c_\x8h_\x8a_\x8n_\x8g_\x8e_\x8l_\x8o_\x8g. |
| 201 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes· | 201 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·4.824·seconds) |
| 202 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8__\x8h_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8__\x81_\x8__\x82_\x8__\x80_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 202 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8__\x8h_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8__\x81_\x8__\x82_\x8__\x80_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 203 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8__\x8h_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8__\x81_\x8__\x82_\x8__\x80_\x8._\x8p_\x8y | 203 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8__\x8h_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8__\x81_\x8__\x82_\x8__\x80_\x8._\x8p_\x8y |
| 204 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8__\x8h_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8__\x81_\x8__\x82_\x8__\x80_\x8._\x8z_\x8i_\x8p | 204 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8__\x8h_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8__\x81_\x8__\x82_\x8__\x80_\x8._\x8z_\x8i_\x8p |
| 205 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 205 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 206 | ©·2007·-·202 | 206 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 362 | <span·class="n">enc</span>·<span·class="o">=</span>·<span·class="n">OrdinalEncoder</span><span·class="p">(</span><span·class="n">min_frequency</span><span·class="o">=</span><span·class="mi">6</span><span·class="p">)</span><span·class="o">.</span><span·class="n">fit</span><span·class="p">(</span><span·class="n">X</span><span·class="p">)</span> | 362 | <span·class="n">enc</span>·<span·class="o">=</span>·<span·class="n">OrdinalEncoder</span><span·class="p">(</span><span·class="n">min_frequency</span><span·class="o">=</span><span·class="mi">6</span><span·class="p">)</span><span·class="o">.</span><span·class="n">fit</span><span·class="p">(</span><span·class="n">X</span><span·class="p">)</span> |
| 363 | <span·class="n">enc</span><span·class="o">.</span><span·class="n">infrequent_categories_</span> | 363 | <span·class="n">enc</span><span·class="o">.</span><span·class="n">infrequent_categories_</span> |
| 364 | </pre></div> | 364 | </pre></div> |
| 365 | </div> | 365 | </div> |
| 366 | <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[array(['dog',·'snake'],·dtype=object)] | 366 | <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[array(['dog',·'snake'],·dtype=object)] |
| 367 | </pre></div> | 367 | </pre></div> |
| 368 | </div> | 368 | </div> |
| 369 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1. | 369 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1.892·seconds)</p> |
| 370 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-release-highlights-plot-release-highlights-1-3-0-py"> | 370 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-release-highlights-plot-release-highlights-1-3-0-py"> |
| 371 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 371 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 372 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/0785ea6d45bde062e5beedda88131215/plot_release_highlights_1_3_0.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_release_highlights_1_3_0.ipynb</span></code></a></p> | 372 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/0785ea6d45bde062e5beedda88131215/plot_release_highlights_1_3_0.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_release_highlights_1_3_0.ipynb</span></code></a></p> |
| 373 | </div> | 373 | </div> |
| 374 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 374 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 375 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/3316f301d7c7651c033565a5ae51c295/plot_release_highlights_1_3_0.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_release_highlights_1_3_0.py</span></code></a></p> | 375 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/3316f301d7c7651c033565a5ae51c295/plot_release_highlights_1_3_0.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_release_highlights_1_3_0.py</span></code></a></p> |
| 376 | </div> | 376 | </div> |
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| 382 | </section> | 382 | </section> |
| 383 | </section> | 383 | </section> |
| 384 | ······</div> | 384 | ······</div> |
| 385 | ····<div·class="container"> | 385 | ····<div·class="container"> |
| 386 | ······<footer·class="sk-content-footer"> | 386 | ······<footer·class="sk-content-footer"> |
| 387 | ············©·2007·-·202 | 387 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 388 | ··········<a·href="../../_sources/auto_examples/release_highlights/plot_release_highlights_1_3_0.rst.txt"·rel="nofollow">Show·this·page·source</a> | 388 | ··········<a·href="../../_sources/auto_examples/release_highlights/plot_release_highlights_1_3_0.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 389 | ······</footer> | 389 | ······</footer> |
| 390 | ····</div> | 390 | ····</div> |
| 391 | ··</div> | 391 | ··</div> |
| 392 | </div> | 392 | </div> |
| 393 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 393 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 158 | X·=·np.array( | 158 | X·=·np.array( |
| 159 | ····[["dog"]·*·5·+·["cat"]·*·20·+·["rabbit"]·*·10·+·["snake"]·*·3], | 159 | ····[["dog"]·*·5·+·["cat"]·*·20·+·["rabbit"]·*·10·+·["snake"]·*·3], |
| 160 | dtype=object | 160 | dtype=object |
| 161 | ).T | 161 | ).T |
| 162 | enc·=·OrdinalEncoder(min_frequency=6).fit(X) | 162 | enc·=·OrdinalEncoder(min_frequency=6).fit(X) |
| 163 | enc.infrequent_categories_ | 163 | enc.infrequent_categories_ |
| 164 | [array(['dog',·'snake'],·dtype=object)] | 164 | [array(['dog',·'snake'],·dtype=object)] |
| 165 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1. | 165 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1.892·seconds) |
| 166 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8__\x8h_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8__\x81_\x8__\x83_\x8__\x80_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 166 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8__\x8h_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8__\x81_\x8__\x83_\x8__\x80_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 167 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8__\x8h_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8__\x81_\x8__\x83_\x8__\x80_\x8._\x8p_\x8y | 167 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8__\x8h_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8__\x81_\x8__\x83_\x8__\x80_\x8._\x8p_\x8y |
| 168 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8__\x8h_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8__\x81_\x8__\x83_\x8__\x80_\x8._\x8z_\x8i_\x8p | 168 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8__\x8h_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8__\x81_\x8__\x83_\x8__\x80_\x8._\x8z_\x8i_\x8p |
| 169 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 169 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 170 | ©·2007·-·202 | 170 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| Offset 436, 15 lines modified | Offset 436, 15 lines modified | ||
| 436 | <span·class="n">t0</span>·<span·class="o">=</span>·<span·class="n">time</span><span·class="p">()</span> | 436 | <span·class="n">t0</span>·<span·class="o">=</span>·<span·class="n">time</span><span·class="p">()</span> |
| 437 | <span·class="n">PCA</span><span·class="p">(</span><span·class="n">n_components</span><span·class="o">=</span><span·class="mi">10</span><span·class="p">,</span>·<span·class="n">svd_solver</span><span·class="o">=</span><span·class="s2">"arpack"</span><span·class="p">)</span><span·class="o">.</span><span·class="n">fit</span><span·class="p">(</span><span·class="n">X_dense</span><span·class="p">)</span> | 437 | <span·class="n">PCA</span><span·class="p">(</span><span·class="n">n_components</span><span·class="o">=</span><span·class="mi">10</span><span·class="p">,</span>·<span·class="n">svd_solver</span><span·class="o">=</span><span·class="s2">"arpack"</span><span·class="p">)</span><span·class="o">.</span><span·class="n">fit</span><span·class="p">(</span><span·class="n">X_dense</span><span·class="p">)</span> |
| 438 | <span·class="n">time_dense</span>·<span·class="o">=</span>·<span·class="n">time</span><span·class="p">()</span>·<span·class="o">-</span>·<span·class="n">t0</span> | 438 | <span·class="n">time_dense</span>·<span·class="o">=</span>·<span·class="n">time</span><span·class="p">()</span>·<span·class="o">-</span>·<span·class="n">t0</span> |
| 439 | <span·class="nb">print</span><span·class="p">(</span><span·class="sa">f</span><span·class="s2">"Speedup:·</span><span·class="si">{</span><span·class="n">time_dense</span><span·class="w">·</span><span·class="o">/</span><span·class="w">·</span><span·class="n">time_sparse</span><span·class="si">:</span><span·class="s2">.1f</span><span·class="si">}</span><span·class="s2">x"</span><span·class="p">)</span> | 439 | <span·class="nb">print</span><span·class="p">(</span><span·class="sa">f</span><span·class="s2">"Speedup:·</span><span·class="si">{</span><span·class="n">time_dense</span><span·class="w">·</span><span·class="o">/</span><span·class="w">·</span><span·class="n">time_sparse</span><span·class="si">:</span><span·class="s2">.1f</span><span·class="si">}</span><span·class="s2">x"</span><span·class="p">)</span> |
| 440 | </pre></div> | 440 | </pre></div> |
| 441 | </div> | 441 | </div> |
| 442 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.0 | 442 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.027·seconds)</p> |
| 443 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-release-highlights-plot-release-highlights-1-4-0-py"> | 443 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-release-highlights-plot-release-highlights-1-4-0-py"> |
| 444 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 444 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 445 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/53490cdb42c3c07ba8cccd1c4ed4dca4/plot_release_highlights_1_4_0.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_release_highlights_1_4_0.ipynb</span></code></a></p> | 445 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/53490cdb42c3c07ba8cccd1c4ed4dca4/plot_release_highlights_1_4_0.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_release_highlights_1_4_0.ipynb</span></code></a></p> |
| 446 | </div> | 446 | </div> |
| 447 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 447 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 448 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/c15cce0dbcd8722cb5638987eff985c0/plot_release_highlights_1_4_0.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_release_highlights_1_4_0.py</span></code></a></p> | 448 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/c15cce0dbcd8722cb5638987eff985c0/plot_release_highlights_1_4_0.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_release_highlights_1_4_0.py</span></code></a></p> |
| 449 | </div> | 449 | </div> |
| Offset 456, 15 lines modified | Offset 456, 15 lines modified | ||
| 456 | </section> | 456 | </section> |
| 457 | </section> | 457 | </section> |
| 458 | ······</div> | 458 | ······</div> |
| 459 | ····<div·class="container"> | 459 | ····<div·class="container"> |
| 460 | ······<footer·class="sk-content-footer"> | 460 | ······<footer·class="sk-content-footer"> |
| 461 | ············©·2007·-·202 | 461 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 462 | ··········<a·href="../../_sources/auto_examples/release_highlights/plot_release_highlights_1_4_0.rst.txt"·rel="nofollow">Show·this·page·source</a> | 462 | ··········<a·href="../../_sources/auto_examples/release_highlights/plot_release_highlights_1_4_0.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 463 | ······</footer> | 463 | ······</footer> |
| 464 | ····</div> | 464 | ····</div> |
| 465 | ··</div> | 465 | ··</div> |
| 466 | </div> | 466 | </div> |
| 467 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 467 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 241 | time_sparse·=·time()·-·t0 | 241 | time_sparse·=·time()·-·t0 |
| 242 | t0·=·time() | 242 | t0·=·time() |
| 243 | PCA(n_components=10,·svd_solver="arpack").fit(X_dense) | 243 | PCA(n_components=10,·svd_solver="arpack").fit(X_dense) |
| 244 | time_dense·=·time()·-·t0 | 244 | time_dense·=·time()·-·t0 |
| 245 | print(f"Speedup:·{time_dense·/·time_sparse:.1f}x") | 245 | print(f"Speedup:·{time_dense·/·time_sparse:.1f}x") |
| 246 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.0 | 246 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.027·seconds) |
| 247 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8__\x8h_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8__\x81_\x8__\x84_\x8__\x80_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 247 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8__\x8h_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8__\x81_\x8__\x84_\x8__\x80_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 248 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8__\x8h_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8__\x81_\x8__\x84_\x8__\x80_\x8._\x8p_\x8y | 248 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8__\x8h_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8__\x81_\x8__\x84_\x8__\x80_\x8._\x8p_\x8y |
| 249 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8__\x8h_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8__\x81_\x8__\x84_\x8__\x80_\x8._\x8z_\x8i_\x8p | 249 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8__\x8h_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8__\x81_\x8__\x84_\x8__\x80_\x8._\x8z_\x8i_\x8p |
| 250 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 250 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 251 | ©·2007·-·202 | 251 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 211 | </div> | 211 | </div> |
| 212 | </section> | 212 | </section> |
| 213 | ······</div> | 213 | ······</div> |
| 214 | ····<div·class="container"> | 214 | ····<div·class="container"> |
| 215 | ······<footer·class="sk-content-footer"> | 215 | ······<footer·class="sk-content-footer"> |
| 216 | ············©·2007·-·202 | 216 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 217 | ··········<a·href="../../_sources/auto_examples/semi_supervised/index.rst.txt"·rel="nofollow">Show·this·page·source</a> | 217 | ··········<a·href="../../_sources/auto_examples/semi_supervised/index.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 218 | ······</footer> | 218 | ······</footer> |
| 219 | ····</div> | 219 | ····</div> |
| 220 | ··</div> | 220 | ··</div> |
| 221 | </div> | 221 | </div> |
| 222 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 222 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 38 | Label·Propagation·digits·active·learning | 38 | Label·Propagation·digits·active·learning |
| 39 | _\x8L_\x8a_\x8b_\x8e_\x8l_\x8·_\x8P_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8:_\x8·_\x8D_\x8e_\x8m_\x8o_\x8n_\x8s_\x8t_\x8r_\x8a_\x8t_\x8i_\x8n_\x8g_\x8·_\x8p_\x8e_\x8r_\x8f_\x8o_\x8r_\x8m_\x8a_\x8n_\x8c_\x8e | 39 | _\x8L_\x8a_\x8b_\x8e_\x8l_\x8·_\x8P_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8:_\x8·_\x8D_\x8e_\x8m_\x8o_\x8n_\x8s_\x8t_\x8r_\x8a_\x8t_\x8i_\x8n_\x8g_\x8·_\x8p_\x8e_\x8r_\x8f_\x8o_\x8r_\x8m_\x8a_\x8n_\x8c_\x8e |
| 40 | Label·Propagation·digits:·Demonstrating·performance | 40 | Label·Propagation·digits:·Demonstrating·performance |
| 41 | _\x8L_\x8a_\x8b_\x8e_\x8l_\x8·_\x8P_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8a_\x8·_\x8c_\x8o_\x8m_\x8p_\x8l_\x8e_\x8x_\x8·_\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8u_\x8r_\x8e | 41 | _\x8L_\x8a_\x8b_\x8e_\x8l_\x8·_\x8P_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8a_\x8·_\x8c_\x8o_\x8m_\x8p_\x8l_\x8e_\x8x_\x8·_\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8u_\x8r_\x8e |
| 42 | Label·Propagation·learning·a·complex·structure | 42 | Label·Propagation·learning·a·complex·structure |
| 43 | _\x8S_\x8e_\x8m_\x8i_\x8-_\x8s_\x8u_\x8p_\x8e_\x8r_\x8v_\x8i_\x8s_\x8e_\x8d_\x8·_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8a_\x8·_\x8T_\x8e_\x8x_\x8t_\x8·_\x8D_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t | 43 | _\x8S_\x8e_\x8m_\x8i_\x8-_\x8s_\x8u_\x8p_\x8e_\x8r_\x8v_\x8i_\x8s_\x8e_\x8d_\x8·_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8a_\x8·_\x8T_\x8e_\x8x_\x8t_\x8·_\x8D_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t |
| 44 | Semi-supervised·Classification·on·a·Text·Dataset | 44 | Semi-supervised·Classification·on·a·Text·Dataset |
| 45 | ©·2007·-·202 | 45 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 291 | <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="kn">from</span>·<span·class="nn">sklearn.metrics</span>·<span·class="kn">import</span>·<span·class="n">ConfusionMatrixDisplay</span> | 291 | <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="kn">from</span>·<span·class="nn">sklearn.metrics</span>·<span·class="kn">import</span>·<span·class="n">ConfusionMatrixDisplay</span> |
| 292 | <span·class="n">ConfusionMatrixDisplay</span><span·class="o">.</span><span·class="n">from_predictions</span><span·class="p">(</span> | 292 | <span·class="n">ConfusionMatrixDisplay</span><span·class="o">.</span><span·class="n">from_predictions</span><span·class="p">(</span> |
| 293 | ····<span·class="n">true_labels</span><span·class="p">,</span>·<span·class="n">predicted_labels</span><span·class="p">,</span>·<span·class="n">labels</span><span·class="o">=</span><span·class="n">lp_model</span><span·class="o">.</span><span·class="n">classes_</span> | 293 | ····<span·class="n">true_labels</span><span·class="p">,</span>·<span·class="n">predicted_labels</span><span·class="p">,</span>·<span·class="n">labels</span><span·class="o">=</span><span·class="n">lp_model</span><span·class="o">.</span><span·class="n">classes_</span> |
| 294 | <span·class="p">)</span> | 294 | <span·class="p">)</span> |
| 295 | </pre></div> | 295 | </pre></div> |
| 296 | </div> | 296 | </div> |
| 297 | <img·src="../../_images/sphx_glr_plot_label_propagation_digits_001.png"·srcset="../../_images/sphx_glr_plot_label_propagation_digits_001.png"·alt="plot·label·propagation·digits"·class·=·"sphx-glr-single-img"/><div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span><sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay·object·at·0x7f | 297 | <img·src="../../_images/sphx_glr_plot_label_propagation_digits_001.png"·srcset="../../_images/sphx_glr_plot_label_propagation_digits_001.png"·alt="plot·label·propagation·digits"·class·=·"sphx-glr-single-img"/><div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span><sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay·object·at·0x7f74ec883360> |
| 298 | </pre></div> | 298 | </pre></div> |
| 299 | </div> | 299 | </div> |
| 300 | </section> | 300 | </section> |
| 301 | <section·id="plot-the-most-uncertain-predictions"> | 301 | <section·id="plot-the-most-uncertain-predictions"> |
| 302 | <h2>Plot·the·most·uncertain·predictions<a·class="headerlink"·href="#plot-the-most-uncertain-predictions"·title="Link·to·this·heading">¶</a></h2> | 302 | <h2>Plot·the·most·uncertain·predictions<a·class="headerlink"·href="#plot-the-most-uncertain-predictions"·title="Link·to·this·heading">¶</a></h2> |
| 303 | <p>Here,·we·will·pick·and·show·the·10·most·uncertain·predictions.</p> | 303 | <p>Here,·we·will·pick·and·show·the·10·most·uncertain·predictions.</p> |
| 304 | <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="kn">from</span>·<span·class="nn">scipy</span>·<span·class="kn">import</span>·<span·class="n">stats</span> | 304 | <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="kn">from</span>·<span·class="nn">scipy</span>·<span·class="kn">import</span>·<span·class="n">stats</span> |
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| 326 | ········<span·class="s2">"predict:·</span><span·class="si">%i</span><span·class="se">\n</span><span·class="s2">true:·</span><span·class="si">%i</span><span·class="s2">"</span>·<span·class="o">%</span>·<span·class="p">(</span><span·class="n">lp_model</span><span·class="o">.</span><span·class="n">transduction_</span><span·class="p">[</span><span·class="n">image_index</span><span·class="p">],</span>·<span·class="n">y</span><span·class="p">[</span><span·class="n">image_index</span><span·class="p">])</span> | 326 | ········<span·class="s2">"predict:·</span><span·class="si">%i</span><span·class="se">\n</span><span·class="s2">true:·</span><span·class="si">%i</span><span·class="s2">"</span>·<span·class="o">%</span>·<span·class="p">(</span><span·class="n">lp_model</span><span·class="o">.</span><span·class="n">transduction_</span><span·class="p">[</span><span·class="n">image_index</span><span·class="p">],</span>·<span·class="n">y</span><span·class="p">[</span><span·class="n">image_index</span><span·class="p">])</span> |
| 327 | ····<span·class="p">)</span> | 327 | ····<span·class="p">)</span> |
| 328 | <span·class="n">f</span><span·class="o">.</span><span·class="n">suptitle</span><span·class="p">(</span><span·class="s2">"Learning·with·small·amount·of·labeled·data"</span><span·class="p">)</span> | 328 | <span·class="n">f</span><span·class="o">.</span><span·class="n">suptitle</span><span·class="p">(</span><span·class="s2">"Learning·with·small·amount·of·labeled·data"</span><span·class="p">)</span> |
| 329 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 329 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 330 | </pre></div> | 330 | </pre></div> |
| 331 | </div> | 331 | </div> |
| 332 | <img·src="../../_images/sphx_glr_plot_label_propagation_digits_002.png"·srcset="../../_images/sphx_glr_plot_label_propagation_digits_002.png"·alt="Learning·with·small·amount·of·labeled·data,·predict:·1·true:·2,·predict:·2·true:·2,·predict:·8·true:·8,·predict:·1·true:·8,·predict:·1·true:·8,·predict:·1·true:·8,·predict:·3·true:·3,·predict:·8·true:·8,·predict:·2·true:·2,·predict:·7·true:·2"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.3 | 332 | <img·src="../../_images/sphx_glr_plot_label_propagation_digits_002.png"·srcset="../../_images/sphx_glr_plot_label_propagation_digits_002.png"·alt="Learning·with·small·amount·of·labeled·data,·predict:·1·true:·2,·predict:·2·true:·2,·predict:·8·true:·8,·predict:·1·true:·8,·predict:·1·true:·8,·predict:·1·true:·8,·predict:·3·true:·3,·predict:·8·true:·8,·predict:·2·true:·2,·predict:·7·true:·2"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.375·seconds)</p> |
| 333 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-semi-supervised-plot-label-propagation-digits-py"> | 333 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-semi-supervised-plot-label-propagation-digits-py"> |
| 334 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 334 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 335 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/22bab9f5303a6f1be42d14efb0f90b40/plot_label_propagation_digits.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_label_propagation_digits.ipynb</span></code></a></p> | 335 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/22bab9f5303a6f1be42d14efb0f90b40/plot_label_propagation_digits.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_label_propagation_digits.ipynb</span></code></a></p> |
| 336 | </div> | 336 | </div> |
| 337 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 337 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 338 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/fb13b4879e1cc9657e76544444ca7197/plot_label_propagation_digits.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_label_propagation_digits.py</span></code></a></p> | 338 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/fb13b4879e1cc9657e76544444ca7197/plot_label_propagation_digits.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_label_propagation_digits.py</span></code></a></p> |
| 339 | </div> | 339 | </div> |
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| 346 | </section> | 346 | </section> |
| 347 | </section> | 347 | </section> |
| 348 | ······</div> | 348 | ······</div> |
| 349 | ····<div·class="container"> | 349 | ····<div·class="container"> |
| 350 | ······<footer·class="sk-content-footer"> | 350 | ······<footer·class="sk-content-footer"> |
| 351 | ············©·2007·-·202 | 351 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 352 | ··········<a·href="../../_sources/auto_examples/semi_supervised/plot_label_propagation_digits.rst.txt"·rel="nofollow">Show·this·page·source</a> | 352 | ··········<a·href="../../_sources/auto_examples/semi_supervised/plot_label_propagation_digits.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 353 | ······</footer> | 353 | ······</footer> |
| 354 | ····</div> | 354 | ····</div> |
| 355 | ··</div> | 355 | ··</div> |
| 356 | </div> | 356 | </div> |
| 357 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 357 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 106 | from·sklearn.metrics·import·ConfusionMatrixDisplay | 106 | from·sklearn.metrics·import·ConfusionMatrixDisplay |
| 107 | ConfusionMatrixDisplay.from_predictions( | 107 | ConfusionMatrixDisplay.from_predictions( |
| 108 | ····true_labels,·predicted_labels,·labels=lp_model.classes_ | 108 | ····true_labels,·predicted_labels,·labels=lp_model.classes_ |
| 109 | ) | 109 | ) |
| 110 | [plot·label·propagation·digits] | 110 | [plot·label·propagation·digits] |
| 111 | <sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay·object·at | 111 | <sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay·object·at |
| 112 | 0x7f | 112 | 0x7f74ec883360> |
| 113 | *\x8**\x8**\x8**\x8**\x8*·P\x8Pl\x8lo\x8ot\x8t·t\x8th\x8he\x8e·m\x8mo\x8os\x8st\x8t·u\x8un\x8nc\x8ce\x8er\x8rt\x8ta\x8ai\x8in\x8n·p\x8pr\x8re\x8ed\x8di\x8ic\x8ct\x8ti\x8io\x8on\x8ns\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 113 | *\x8**\x8**\x8**\x8**\x8*·P\x8Pl\x8lo\x8ot\x8t·t\x8th\x8he\x8e·m\x8mo\x8os\x8st\x8t·u\x8un\x8nc\x8ce\x8er\x8rt\x8ta\x8ai\x8in\x8n·p\x8pr\x8re\x8ed\x8di\x8ic\x8ct\x8ti\x8io\x8on\x8ns\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 114 | Here,·we·will·pick·and·show·the·10·most·uncertain·predictions. | 114 | Here,·we·will·pick·and·show·the·10·most·uncertain·predictions. |
| 115 | from·scipy·import·stats | 115 | from·scipy·import·stats |
| 116 | pred_entropies·=·stats.distributions.entropy(lp_model.label_distributions_.T) | 116 | pred_entropies·=·stats.distributions.entropy(lp_model.label_distributions_.T) |
| 117 | Pick·the·top·10·most·uncertain·labels | 117 | Pick·the·top·10·most·uncertain·labels |
| 118 | uncertainty_index·=·np.argsort(pred_entropies)[-10:] | 118 | uncertainty_index·=·np.argsort(pred_entropies)[-10:] |
| Offset 136, 13 lines modified | Offset 136, 13 lines modified | ||
| 136 | f.suptitle("Learning·with·small·amount·of·labeled·data") | 136 | f.suptitle("Learning·with·small·amount·of·labeled·data") |
| 137 | plt.show() | 137 | plt.show() |
| 138 | [Learning·with·small·amount·of·labeled·data,·predict:·1·true:·2,·predict:·2 | 138 | [Learning·with·small·amount·of·labeled·data,·predict:·1·true:·2,·predict:·2 |
| 139 | true:·2,·predict:·8·true:·8,·predict:·1·true:·8,·predict:·1·true:·8,·predict:·1 | 139 | true:·2,·predict:·8·true:·8,·predict:·1·true:·8,·predict:·1·true:·8,·predict:·1 |
| 140 | true:·8,·predict:·3·true:·3,·predict:·8·true:·8,·predict:·2·true:·2,·predict:·7 | 140 | true:·8,·predict:·3·true:·3,·predict:·8·true:·8,·predict:·2·true:·2,·predict:·7 |
| 141 | true:·2] | 141 | true:·2] |
| 142 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.3 | 142 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.375·seconds) |
| 143 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8a_\x8b_\x8e_\x8l_\x8__\x8p_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 143 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8a_\x8b_\x8e_\x8l_\x8__\x8p_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 144 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8a_\x8b_\x8e_\x8l_\x8__\x8p_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8._\x8p_\x8y | 144 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8a_\x8b_\x8e_\x8l_\x8__\x8p_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8._\x8p_\x8y |
| 145 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8a_\x8b_\x8e_\x8l_\x8__\x8p_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8._\x8z_\x8i_\x8p | 145 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8a_\x8b_\x8e_\x8l_\x8__\x8p_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8._\x8z_\x8i_\x8p |
| 146 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 146 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 147 | ©·2007·-·202 | 147 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 461 | ····<span·class="p">),</span> | 461 | ····<span·class="p">),</span> |
| 462 | ····<span·class="n">y</span><span·class="o">=</span><span·class="mf">1.15</span><span·class="p">,</span> | 462 | ····<span·class="n">y</span><span·class="o">=</span><span·class="mf">1.15</span><span·class="p">,</span> |
| 463 | <span·class="p">)</span> | 463 | <span·class="p">)</span> |
| 464 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">subplots_adjust</span><span·class="p">(</span><span·class="n">left</span><span·class="o">=</span><span·class="mf">0.2</span><span·class="p">,</span>·<span·class="n">bottom</span><span·class="o">=</span><span·class="mf">0.03</span><span·class="p">,</span>·<span·class="n">right</span><span·class="o">=</span><span·class="mf">0.9</span><span·class="p">,</span>·<span·class="n">top</span><span·class="o">=</span><span·class="mf">0.9</span><span·class="p">,</span>·<span·class="n">wspace</span><span·class="o">=</span><span·class="mf">0.2</span><span·class="p">,</span>·<span·class="n">hspace</span><span·class="o">=</span><span·class="mf">0.85</span><span·class="p">)</span> | 464 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">subplots_adjust</span><span·class="p">(</span><span·class="n">left</span><span·class="o">=</span><span·class="mf">0.2</span><span·class="p">,</span>·<span·class="n">bottom</span><span·class="o">=</span><span·class="mf">0.03</span><span·class="p">,</span>·<span·class="n">right</span><span·class="o">=</span><span·class="mf">0.9</span><span·class="p">,</span>·<span·class="n">top</span><span·class="o">=</span><span·class="mf">0.9</span><span·class="p">,</span>·<span·class="n">wspace</span><span·class="o">=</span><span·class="mf">0.2</span><span·class="p">,</span>·<span·class="n">hspace</span><span·class="o">=</span><span·class="mf">0.85</span><span·class="p">)</span> |
| 465 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 465 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 466 | </pre></div> | 466 | </pre></div> |
| 467 | </div> | 467 | </div> |
| 468 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0. | 468 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.675·seconds)</p> |
| 469 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-semi-supervised-plot-label-propagation-digits-active-learning-py"> | 469 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-semi-supervised-plot-label-propagation-digits-active-learning-py"> |
| 470 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 470 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 471 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/a72c1f35af8f7695645ce87422b177bf/plot_label_propagation_digits_active_learning.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_label_propagation_digits_active_learning.ipynb</span></code></a></p> | 471 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/a72c1f35af8f7695645ce87422b177bf/plot_label_propagation_digits_active_learning.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_label_propagation_digits_active_learning.ipynb</span></code></a></p> |
| 472 | </div> | 472 | </div> |
| 473 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 473 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 474 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/0dd5e0a7942f1446accf7dffd47aed28/plot_label_propagation_digits_active_learning.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_label_propagation_digits_active_learning.py</span></code></a></p> | 474 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/0dd5e0a7942f1446accf7dffd47aed28/plot_label_propagation_digits_active_learning.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_label_propagation_digits_active_learning.py</span></code></a></p> |
| 475 | </div> | 475 | </div> |
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| 480 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 480 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 481 | </section> | 481 | </section> |
| 482 | ······</div> | 482 | ······</div> |
| 483 | ····<div·class="container"> | 483 | ····<div·class="container"> |
| 484 | ······<footer·class="sk-content-footer"> | 484 | ······<footer·class="sk-content-footer"> |
| 485 | ············©·2007·-·202 | 485 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 486 | ··········<a·href="../../_sources/auto_examples/semi_supervised/plot_label_propagation_digits_active_learning.rst.txt"·rel="nofollow">Show·this·page·source</a> | 486 | ··········<a·href="../../_sources/auto_examples/semi_supervised/plot_label_propagation_digits_active_learning.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 487 | ······</footer> | 487 | ······</footer> |
| 488 | ····</div> | 488 | ····</div> |
| 489 | ··</div> | 489 | ··</div> |
| 490 | </div> | 490 | </div> |
| 491 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 491 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 310 | ········"uncertain·labels·to·learn·with·the·next·model." | 310 | ········"uncertain·labels·to·learn·with·the·next·model." |
| 311 | ····), | 311 | ····), |
| 312 | ····y=1.15, | 312 | ····y=1.15, |
| 313 | ) | 313 | ) |
| 314 | plt.subplots_adjust(left=0.2,·bottom=0.03,·right=0.9,·top=0.9,·wspace=0.2, | 314 | plt.subplots_adjust(left=0.2,·bottom=0.03,·right=0.9,·top=0.9,·wspace=0.2, |
| 315 | hspace=0.85) | 315 | hspace=0.85) |
| 316 | plt.show() | 316 | plt.show() |
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| 318 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8a_\x8b_\x8e_\x8l_\x8__\x8p_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8__\x8a_\x8c_\x8t_\x8i_\x8v_\x8e_\x8__\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 318 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8a_\x8b_\x8e_\x8l_\x8__\x8p_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8__\x8a_\x8c_\x8t_\x8i_\x8v_\x8e_\x8__\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 319 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8a_\x8b_\x8e_\x8l_\x8__\x8p_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8__\x8a_\x8c_\x8t_\x8i_\x8v_\x8e_\x8__\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8._\x8p_\x8y | 319 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8a_\x8b_\x8e_\x8l_\x8__\x8p_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8__\x8a_\x8c_\x8t_\x8i_\x8v_\x8e_\x8__\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8._\x8p_\x8y |
| 320 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8a_\x8b_\x8e_\x8l_\x8__\x8p_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8__\x8a_\x8c_\x8t_\x8i_\x8v_\x8e_\x8__\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8._\x8z_\x8i_\x8p | 320 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8a_\x8b_\x8e_\x8l_\x8__\x8p_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8__\x8a_\x8c_\x8t_\x8i_\x8v_\x8e_\x8__\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8._\x8z_\x8i_\x8p |
| 321 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 321 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 322 | ©·2007·-·202 | 322 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 695 | ····<span·class="n">label</span><span·class="o">=</span><span·class="s2">"inner·learned"</span><span·class="p">,</span> | 695 | ····<span·class="n">label</span><span·class="o">=</span><span·class="s2">"inner·learned"</span><span·class="p">,</span> |
| 696 | <span·class="p">)</span> | 696 | <span·class="p">)</span> |
| 697 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span><span·class="n">scatterpoints</span><span·class="o">=</span><span·class="mi">1</span><span·class="p">,</span>·<span·class="n">shadow</span><span·class="o">=</span><span·class="kc">False</span><span·class="p">,</span>·<span·class="n">loc</span><span·class="o">=</span><span·class="s2">"center"</span><span·class="p">)</span> | 697 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span><span·class="n">scatterpoints</span><span·class="o">=</span><span·class="mi">1</span><span·class="p">,</span>·<span·class="n">shadow</span><span·class="o">=</span><span·class="kc">False</span><span·class="p">,</span>·<span·class="n">loc</span><span·class="o">=</span><span·class="s2">"center"</span><span·class="p">)</span> |
| 698 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"Labels·learned·with·Label·Spreading·(KNN)"</span><span·class="p">)</span> | 698 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"Labels·learned·with·Label·Spreading·(KNN)"</span><span·class="p">)</span> |
| 699 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 699 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 700 | </pre></div> | 700 | </pre></div> |
| 701 | </div> | 701 | </div> |
| 702 | <img·src="../../_images/sphx_glr_plot_label_propagation_structure_002.png"·srcset="../../_images/sphx_glr_plot_label_propagation_structure_002.png"·alt="Labels·learned·with·Label·Spreading·(KNN)"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.1 | 702 | <img·src="../../_images/sphx_glr_plot_label_propagation_structure_002.png"·srcset="../../_images/sphx_glr_plot_label_propagation_structure_002.png"·alt="Labels·learned·with·Label·Spreading·(KNN)"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.171·seconds)</p> |
| 703 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-semi-supervised-plot-label-propagation-structure-py"> | 703 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-semi-supervised-plot-label-propagation-structure-py"> |
| 704 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 704 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 705 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/9c824e9beef1b72c9f1ad3f39de0bf57/plot_label_propagation_structure.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_label_propagation_structure.ipynb</span></code></a></p> | 705 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/9c824e9beef1b72c9f1ad3f39de0bf57/plot_label_propagation_structure.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_label_propagation_structure.ipynb</span></code></a></p> |
| 706 | </div> | 706 | </div> |
| 707 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 707 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 708 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/c6e2877780eeb2421a441896c8ec77b7/plot_label_propagation_structure.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_label_propagation_structure.py</span></code></a></p> | 708 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/c6e2877780eeb2421a441896c8ec77b7/plot_label_propagation_structure.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_label_propagation_structure.py</span></code></a></p> |
| 709 | </div> | 709 | </div> |
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| 714 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 714 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 715 | </section> | 715 | </section> |
| 716 | ······</div> | 716 | ······</div> |
| 717 | ····<div·class="container"> | 717 | ····<div·class="container"> |
| 718 | ······<footer·class="sk-content-footer"> | 718 | ······<footer·class="sk-content-footer"> |
| 719 | ············©·2007·-·202 | 719 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 720 | ··········<a·href="../../_sources/auto_examples/semi_supervised/plot_label_propagation_structure.rst.txt"·rel="nofollow">Show·this·page·source</a> | 720 | ··········<a·href="../../_sources/auto_examples/semi_supervised/plot_label_propagation_structure.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 721 | ······</footer> | 721 | ······</footer> |
| 722 | ····</div> | 722 | ····</div> |
| 723 | ··</div> | 723 | ··</div> |
| 724 | </div> | 724 | </div> |
| 725 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 725 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 126 | ····s=10, | 126 | ····s=10, |
| 127 | ····label="inner·learned", | 127 | ····label="inner·learned", |
| 128 | ) | 128 | ) |
| 129 | plt.legend(scatterpoints=1,·shadow=False,·loc="center") | 129 | plt.legend(scatterpoints=1,·shadow=False,·loc="center") |
| 130 | plt.title("Labels·learned·with·Label·Spreading·(KNN)") | 130 | plt.title("Labels·learned·with·Label·Spreading·(KNN)") |
| 131 | plt.show() | 131 | plt.show() |
| 132 | [Labels·learned·with·Label·Spreading·(KNN)] | 132 | [Labels·learned·with·Label·Spreading·(KNN)] |
| 133 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.1 | 133 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.171·seconds) |
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| 135 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8a_\x8b_\x8e_\x8l_\x8__\x8p_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8u_\x8r_\x8e_\x8._\x8p_\x8y | 135 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8a_\x8b_\x8e_\x8l_\x8__\x8p_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8u_\x8r_\x8e_\x8._\x8p_\x8y |
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| 138 | ©·2007·-·202 | 138 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 298 | <span·class="n">ax3</span><span·class="o">.</span><span·class="n">set_ylim</span><span·class="p">(</span><span·class="n">bottom</span><span·class="o">=</span><span·class="mi">0</span><span·class="p">)</span> | 298 | <span·class="n">ax3</span><span·class="o">.</span><span·class="n">set_ylim</span><span·class="p">(</span><span·class="n">bottom</span><span·class="o">=</span><span·class="mi">0</span><span·class="p">)</span> |
| 299 | <span·class="n">ax3</span><span·class="o">.</span><span·class="n">set_ylabel</span><span·class="p">(</span><span·class="s2">"Amount·of·iterations"</span><span·class="p">)</span> | 299 | <span·class="n">ax3</span><span·class="o">.</span><span·class="n">set_ylabel</span><span·class="p">(</span><span·class="s2">"Amount·of·iterations"</span><span·class="p">)</span> |
| 300 | <span·class="n">ax3</span><span·class="o">.</span><span·class="n">set_xlabel</span><span·class="p">(</span><span·class="s2">"Threshold"</span><span·class="p">)</span> | 300 | <span·class="n">ax3</span><span·class="o">.</span><span·class="n">set_xlabel</span><span·class="p">(</span><span·class="s2">"Threshold"</span><span·class="p">)</span> |
| 301 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 301 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 302 | </pre></div> | 302 | </pre></div> |
| 303 | </div> | 303 | </div> |
| 304 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·5. | 304 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·5.761·seconds)</p> |
| 305 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-semi-supervised-plot-self-training-varying-threshold-py"> | 305 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-semi-supervised-plot-self-training-varying-threshold-py"> |
| 306 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 306 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 307 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/7394345a6f70a1637fe759e076256013/plot_self_training_varying_threshold.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_self_training_varying_threshold.ipynb</span></code></a></p> | 307 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/7394345a6f70a1637fe759e076256013/plot_self_training_varying_threshold.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_self_training_varying_threshold.ipynb</span></code></a></p> |
| 308 | </div> | 308 | </div> |
| 309 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 309 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 310 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/966c9902a309bfbf613d6ab3cde2a9b8/plot_self_training_varying_threshold.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_self_training_varying_threshold.py</span></code></a></p> | 310 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/966c9902a309bfbf613d6ab3cde2a9b8/plot_self_training_varying_threshold.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_self_training_varying_threshold.py</span></code></a></p> |
| 311 | </div> | 311 | </div> |
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| 317 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 317 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 318 | </section> | 318 | </section> |
| 319 | ······</div> | 319 | ······</div> |
| 320 | ····<div·class="container"> | 320 | ····<div·class="container"> |
| 321 | ······<footer·class="sk-content-footer"> | 321 | ······<footer·class="sk-content-footer"> |
| 322 | ············©·2007·-·202 | 322 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 323 | ··········<a·href="../../_sources/auto_examples/semi_supervised/plot_self_training_varying_threshold.rst.txt"·rel="nofollow">Show·this·page·source</a> | 323 | ··········<a·href="../../_sources/auto_examples/semi_supervised/plot_self_training_varying_threshold.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 324 | ······</footer> | 324 | ······</footer> |
| 325 | ····</div> | 325 | ····</div> |
| 326 | ··</div> | 326 | ··</div> |
| 327 | </div> | 327 | </div> |
| 328 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 328 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 138 | ····color="b", | 138 | ····color="b", |
| 139 | ) | 139 | ) |
| 140 | ax3.set_ylim(bottom=0) | 140 | ax3.set_ylim(bottom=0) |
| 141 | ax3.set_ylabel("Amount·of·iterations") | 141 | ax3.set_ylabel("Amount·of·iterations") |
| 142 | ax3.set_xlabel("Threshold") | 142 | ax3.set_xlabel("Threshold") |
| 143 | plt.show() | 143 | plt.show() |
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| 146 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8e_\x8l_\x8f_\x8__\x8t_\x8r_\x8a_\x8i_\x8n_\x8i_\x8n_\x8g_\x8__\x8v_\x8a_\x8r_\x8y_\x8i_\x8n_\x8g_\x8__\x8t_\x8h_\x8r_\x8e_\x8s_\x8h_\x8o_\x8l_\x8d_\x8._\x8p_\x8y | 146 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8e_\x8l_\x8f_\x8__\x8t_\x8r_\x8a_\x8i_\x8n_\x8i_\x8n_\x8g_\x8__\x8v_\x8a_\x8r_\x8y_\x8i_\x8n_\x8g_\x8__\x8t_\x8h_\x8r_\x8e_\x8s_\x8h_\x8o_\x8l_\x8d_\x8._\x8p_\x8y |
| 147 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8e_\x8l_\x8f_\x8__\x8t_\x8r_\x8a_\x8i_\x8n_\x8i_\x8n_\x8g_\x8__\x8v_\x8a_\x8r_\x8y_\x8i_\x8n_\x8g_\x8__\x8t_\x8h_\x8r_\x8e_\x8s_\x8h_\x8o_\x8l_\x8d_\x8._\x8z_\x8i_\x8p | 147 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8e_\x8l_\x8f_\x8__\x8t_\x8r_\x8a_\x8i_\x8n_\x8i_\x8n_\x8g_\x8__\x8v_\x8a_\x8r_\x8y_\x8i_\x8n_\x8g_\x8__\x8t_\x8h_\x8r_\x8e_\x8s_\x8h_\x8o_\x8l_\x8d_\x8._\x8z_\x8i_\x8p |
| 148 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 148 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 149 | ©·2007·-·202 | 149 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 332 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 332 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 333 | </section> | 333 | </section> |
| 334 | ······</div> | 334 | ······</div> |
| 335 | ····<div·class="container"> | 335 | ····<div·class="container"> |
| 336 | ······<footer·class="sk-content-footer"> | 336 | ······<footer·class="sk-content-footer"> |
| 337 | ············©·2007·-·202 | 337 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 338 | ··········<a·href="../../_sources/auto_examples/semi_supervised/plot_semi_supervised_newsgroups.rst.txt"·rel="nofollow">Show·this·page·source</a> | 338 | ··········<a·href="../../_sources/auto_examples/semi_supervised/plot_semi_supervised_newsgroups.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 339 | ······</footer> | 339 | ······</footer> |
| 340 | ····</div> | 340 | ····</div> |
| 341 | ··</div> | 341 | ··</div> |
| 342 | </div> | 342 | </div> |
| 343 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 343 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 161 | ····print("LabelSpreading·on·20%·of·the·data·(rest·is·unlabeled):") | 161 | ····print("LabelSpreading·on·20%·of·the·data·(rest·is·unlabeled):") |
| 162 | ····eval_and_print_metrics(ls_pipeline,·X_train,·y_train,·X_test,·y_test) | 162 | ····eval_and_print_metrics(ls_pipeline,·X_train,·y_train,·X_test,·y_test) |
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| 164 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8e_\x8m_\x8i_\x8__\x8s_\x8u_\x8p_\x8e_\x8r_\x8v_\x8i_\x8s_\x8e_\x8d_\x8__\x8n_\x8e_\x8w_\x8s_\x8g_\x8r_\x8o_\x8u_\x8p_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 164 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8e_\x8m_\x8i_\x8__\x8s_\x8u_\x8p_\x8e_\x8r_\x8v_\x8i_\x8s_\x8e_\x8d_\x8__\x8n_\x8e_\x8w_\x8s_\x8g_\x8r_\x8o_\x8u_\x8p_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 165 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8e_\x8m_\x8i_\x8__\x8s_\x8u_\x8p_\x8e_\x8r_\x8v_\x8i_\x8s_\x8e_\x8d_\x8__\x8n_\x8e_\x8w_\x8s_\x8g_\x8r_\x8o_\x8u_\x8p_\x8s_\x8._\x8p_\x8y | 165 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8e_\x8m_\x8i_\x8__\x8s_\x8u_\x8p_\x8e_\x8r_\x8v_\x8i_\x8s_\x8e_\x8d_\x8__\x8n_\x8e_\x8w_\x8s_\x8g_\x8r_\x8o_\x8u_\x8p_\x8s_\x8._\x8p_\x8y |
| 166 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8e_\x8m_\x8i_\x8__\x8s_\x8u_\x8p_\x8e_\x8r_\x8v_\x8i_\x8s_\x8e_\x8d_\x8__\x8n_\x8e_\x8w_\x8s_\x8g_\x8r_\x8o_\x8u_\x8p_\x8s_\x8._\x8z_\x8i_\x8p | 166 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8e_\x8m_\x8i_\x8__\x8s_\x8u_\x8p_\x8e_\x8r_\x8v_\x8i_\x8s_\x8e_\x8d_\x8__\x8n_\x8e_\x8w_\x8s_\x8g_\x8r_\x8o_\x8u_\x8p_\x8s_\x8._\x8z_\x8i_\x8p |
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| 168 | ©·2007·-·202 | 168 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 270 | ····<span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="n">title</span><span·class="p">)</span> | 270 | ····<span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="n">title</span><span·class="p">)</span> |
| 271 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">suptitle</span><span·class="p">(</span><span·class="s2">"Unlabeled·points·are·colored·white"</span><span·class="p">,</span>·<span·class="n">y</span><span·class="o">=</span><span·class="mf">0.1</span><span·class="p">)</span> | 271 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">suptitle</span><span·class="p">(</span><span·class="s2">"Unlabeled·points·are·colored·white"</span><span·class="p">,</span>·<span·class="n">y</span><span·class="o">=</span><span·class="mf">0.1</span><span·class="p">)</span> |
| 272 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 272 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 273 | </pre></div> | 273 | </pre></div> |
| 274 | </div> | 274 | </div> |
| 275 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1. | 275 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1.292·seconds)</p> |
| 276 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-semi-supervised-plot-semi-supervised-versus-svm-iris-py"> | 276 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-semi-supervised-plot-semi-supervised-versus-svm-iris-py"> |
| 277 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 277 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 278 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/28056df7ed8b04d495f832aaab1b8c3e/plot_semi_supervised_versus_svm_iris.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_semi_supervised_versus_svm_iris.ipynb</span></code></a></p> | 278 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/28056df7ed8b04d495f832aaab1b8c3e/plot_semi_supervised_versus_svm_iris.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_semi_supervised_versus_svm_iris.ipynb</span></code></a></p> |
| 279 | </div> | 279 | </div> |
| 280 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 280 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 281 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/8219ffabb9724762c36d14d22f80a0d5/plot_semi_supervised_versus_svm_iris.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_semi_supervised_versus_svm_iris.py</span></code></a></p> | 281 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/8219ffabb9724762c36d14d22f80a0d5/plot_semi_supervised_versus_svm_iris.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_semi_supervised_versus_svm_iris.py</span></code></a></p> |
| 282 | </div> | 282 | </div> |
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| 289 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 289 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 290 | </section> | 290 | </section> |
| 291 | ······</div> | 291 | ······</div> |
| 292 | ····<div·class="container"> | 292 | ····<div·class="container"> |
| 293 | ······<footer·class="sk-content-footer"> | 293 | ······<footer·class="sk-content-footer"> |
| 294 | ············©·2007·-·202 | 294 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 295 | ··········<a·href="../../_sources/auto_examples/semi_supervised/plot_semi_supervised_versus_svm_iris.rst.txt"·rel="nofollow">Show·this·page·source</a> | 295 | ··········<a·href="../../_sources/auto_examples/semi_supervised/plot_semi_supervised_versus_svm_iris.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 296 | ······</footer> | 296 | ······</footer> |
| 297 | ····</div> | 297 | ····</div> |
| 298 | ··</div> | 298 | ··</div> |
| 299 | </div> | 299 | </div> |
| 300 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 300 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 111 | ····colors·=·[color_map[y]·for·y·in·y_train] | 111 | ····colors·=·[color_map[y]·for·y·in·y_train] |
| 112 | ····plt.scatter(X[:,·0],·X[:,·1],·c=colors,·edgecolors="black") | 112 | ····plt.scatter(X[:,·0],·X[:,·1],·c=colors,·edgecolors="black") |
| 113 | ····plt.title(title) | 113 | ····plt.title(title) |
| 114 | plt.suptitle("Unlabeled·points·are·colored·white",·y=0.1) | 114 | plt.suptitle("Unlabeled·points·are·colored·white",·y=0.1) |
| 115 | plt.show() | 115 | plt.show() |
| 116 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1. | 116 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1.292·seconds) |
| 117 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8e_\x8m_\x8i_\x8__\x8s_\x8u_\x8p_\x8e_\x8r_\x8v_\x8i_\x8s_\x8e_\x8d_\x8__\x8v_\x8e_\x8r_\x8s_\x8u_\x8s_\x8__\x8s_\x8v_\x8m_\x8__\x8i_\x8r_\x8i_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 117 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8e_\x8m_\x8i_\x8__\x8s_\x8u_\x8p_\x8e_\x8r_\x8v_\x8i_\x8s_\x8e_\x8d_\x8__\x8v_\x8e_\x8r_\x8s_\x8u_\x8s_\x8__\x8s_\x8v_\x8m_\x8__\x8i_\x8r_\x8i_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 118 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8e_\x8m_\x8i_\x8__\x8s_\x8u_\x8p_\x8e_\x8r_\x8v_\x8i_\x8s_\x8e_\x8d_\x8__\x8v_\x8e_\x8r_\x8s_\x8u_\x8s_\x8__\x8s_\x8v_\x8m_\x8__\x8i_\x8r_\x8i_\x8s_\x8._\x8p_\x8y | 118 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8e_\x8m_\x8i_\x8__\x8s_\x8u_\x8p_\x8e_\x8r_\x8v_\x8i_\x8s_\x8e_\x8d_\x8__\x8v_\x8e_\x8r_\x8s_\x8u_\x8s_\x8__\x8s_\x8v_\x8m_\x8__\x8i_\x8r_\x8i_\x8s_\x8._\x8p_\x8y |
| 119 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8e_\x8m_\x8i_\x8__\x8s_\x8u_\x8p_\x8e_\x8r_\x8v_\x8i_\x8s_\x8e_\x8d_\x8__\x8v_\x8e_\x8r_\x8s_\x8u_\x8s_\x8__\x8s_\x8v_\x8m_\x8__\x8i_\x8r_\x8i_\x8s_\x8._\x8z_\x8i_\x8p | 119 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8e_\x8m_\x8i_\x8__\x8s_\x8u_\x8p_\x8e_\x8r_\x8v_\x8i_\x8s_\x8e_\x8d_\x8__\x8v_\x8e_\x8r_\x8s_\x8u_\x8s_\x8__\x8s_\x8v_\x8m_\x8__\x8i_\x8r_\x8i_\x8s_\x8._\x8z_\x8i_\x8p |
| 120 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 120 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 121 | ©·2007·-·202 | 121 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 238 | </div> | 238 | </div> |
| 239 | </section> | 239 | </section> |
| 240 | ······</div> | 240 | ······</div> |
| 241 | ····<div·class="container"> | 241 | ····<div·class="container"> |
| 242 | ······<footer·class="sk-content-footer"> | 242 | ······<footer·class="sk-content-footer"> |
| 243 | ············©·2007·-·202 | 243 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 244 | ··········<a·href="../../_sources/auto_examples/svm/index.rst.txt"·rel="nofollow">Show·this·page·source</a> | 244 | ··········<a·href="../../_sources/auto_examples/svm/index.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 245 | ······</footer> | 245 | ······</footer> |
| 246 | ····</div> | 246 | ····</div> |
| 247 | ··</div> | 247 | ··</div> |
| 248 | </div> | 248 | </div> |
| 249 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 249 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 56 | SVM:·Separating·hyperplane·for·unbalanced·classes | 56 | SVM:·Separating·hyperplane·for·unbalanced·classes |
| 57 | _\x8S_\x8V_\x8M_\x8:_\x8·_\x8W_\x8e_\x8i_\x8g_\x8h_\x8t_\x8e_\x8d_\x8·_\x8s_\x8a_\x8m_\x8p_\x8l_\x8e_\x8s | 57 | _\x8S_\x8V_\x8M_\x8:_\x8·_\x8W_\x8e_\x8i_\x8g_\x8h_\x8t_\x8e_\x8d_\x8·_\x8s_\x8a_\x8m_\x8p_\x8l_\x8e_\x8s |
| 58 | SVM:·Weighted·samples | 58 | SVM:·Weighted·samples |
| 59 | _\x8S_\x8c_\x8a_\x8l_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8r_\x8e_\x8g_\x8u_\x8l_\x8a_\x8r_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8p_\x8a_\x8r_\x8a_\x8m_\x8e_\x8t_\x8e_\x8r_\x8·_\x8f_\x8o_\x8r_\x8·_\x8S_\x8V_\x8C_\x8s | 59 | _\x8S_\x8c_\x8a_\x8l_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8r_\x8e_\x8g_\x8u_\x8l_\x8a_\x8r_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8p_\x8a_\x8r_\x8a_\x8m_\x8e_\x8t_\x8e_\x8r_\x8·_\x8f_\x8o_\x8r_\x8·_\x8S_\x8V_\x8C_\x8s |
| 60 | Scaling·the·regularization·parameter·for·SVCs | 60 | Scaling·the·regularization·parameter·for·SVCs |
| 61 | _\x8S_\x8u_\x8p_\x8p_\x8o_\x8r_\x8t_\x8·_\x8V_\x8e_\x8c_\x8t_\x8o_\x8r_\x8·_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8(_\x8S_\x8V_\x8R_\x8)_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8a_\x8n_\x8d_\x8·_\x8n_\x8o_\x8n_\x8-_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8s | 61 | _\x8S_\x8u_\x8p_\x8p_\x8o_\x8r_\x8t_\x8·_\x8V_\x8e_\x8c_\x8t_\x8o_\x8r_\x8·_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8(_\x8S_\x8V_\x8R_\x8)_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8a_\x8n_\x8d_\x8·_\x8n_\x8o_\x8n_\x8-_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8s |
| 62 | Support·Vector·Regression·(SVR)·using·linear·and·non-linear·kernels | 62 | Support·Vector·Regression·(SVR)·using·linear·and·non-linear·kernels |
| 63 | ©·2007·-·202 | 63 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 7 | <head> | 7 | <head> |
| 8 | ··<meta·charset="utf-8"> | 8 | ··<meta·charset="utf-8"> |
| 9 | ··<meta·name="viewport"·content="width=device-width,·initial-scale=1"·/> | 9 | ··<meta·name="viewport"·content="width=device-width,·initial-scale=1"·/> |
| 10 | <meta·property="og:title"·content="SVM·with·custom·kernel"·/> | 10 | <meta·property="og:title"·content="SVM·with·custom·kernel"·/> |
| 11 | <meta·property="og:type"·content="website"·/> | 11 | <meta·property="og:type"·content="website"·/> |
| 12 | <meta·property="og:url"·content="https://scikit-learn/stable/auto_examples/svm/plot_custom_kernel.html"·/> | 12 | <meta·property="og:url"·content="https://scikit-learn/stable/auto_examples/svm/plot_custom_kernel.html"·/> |
| 13 | <meta·property="og:site_name"·content="scikit-learn"·/> | 13 | <meta·property="og:site_name"·content="scikit-learn"·/> |
| 14 | <meta·property="og:description"·content="Simple·usage·of·Support·Vector·Machines·to·classify·a·sample.·It·will·plot·the·decision·surface·and·the·support·vectors.·Total·running·time·of·the·script:(0·minutes·0.1 | 14 | <meta·property="og:description"·content="Simple·usage·of·Support·Vector·Machines·to·classify·a·sample.·It·will·plot·the·decision·surface·and·the·support·vectors.·Total·running·time·of·the·script:(0·minutes·0.103·seconds)·Download·Jupyter·..."·/> |
| 15 | <meta·property="og:image"·content="https://scikit-learn.org/stable/_static/scikit-learn-logo-small.png"·/> | 15 | <meta·property="og:image"·content="https://scikit-learn.org/stable/_static/scikit-learn-logo-small.png"·/> |
| 16 | <meta·property="og:image:alt"·content="scikit-learn"·/> | 16 | <meta·property="og:image:alt"·content="scikit-learn"·/> |
| 17 | <meta·name="description"·content="Simple·usage·of·Support·Vector·Machines·to·classify·a·sample.·It·will·plot·the·decision·surface·and·the·support·vectors.·Total·running·time·of·the·script:(0·minutes·0.1 | 17 | <meta·name="description"·content="Simple·usage·of·Support·Vector·Machines·to·classify·a·sample.·It·will·plot·the·decision·surface·and·the·support·vectors.·Total·running·time·of·the·script:(0·minutes·0.103·seconds)·Download·Jupyter·..."·/> |
| 18 | ··<meta·name="viewport"·content="width=device-width,·initial-scale=1.0"> | 18 | ··<meta·name="viewport"·content="width=device-width,·initial-scale=1.0"> |
| 19 | ·· | 19 | ·· |
| 20 | ··<title>SVM·with·custom·kernel·—·scikit-learn·1.4.2·documentation</title> | 20 | ··<title>SVM·with·custom·kernel·—·scikit-learn·1.4.2·documentation</title> |
| 21 | ·· | 21 | ·· |
| 22 | ··<link·rel="canonical"·href="https://scikit-learn.org/stable/auto_examples/svm/plot_custom_kernel.html"·/> | 22 | ··<link·rel="canonical"·href="https://scikit-learn.org/stable/auto_examples/svm/plot_custom_kernel.html"·/> |
| Offset 240, 15 lines modified | Offset 240, 15 lines modified | ||
| 240 | <span·class="c1">#·Plot·also·the·training·points</span> | 240 | <span·class="c1">#·Plot·also·the·training·points</span> |
| 241 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">scatter</span><span·class="p">(</span><span·class="n">X</span><span·class="p">[:,</span>·<span·class="mi">0</span><span·class="p">],</span>·<span·class="n">X</span><span·class="p">[:,</span>·<span·class="mi">1</span><span·class="p">],</span>·<span·class="n">c</span><span·class="o">=</span><span·class="n">Y</span><span·class="p">,</span>·<span·class="n">cmap</span><span·class="o">=</span><span·class="n">plt</span><span·class="o">.</span><span·class="n">cm</span><span·class="o">.</span><span·class="n">Paired</span><span·class="p">,</span>·<span·class="n">edgecolors</span><span·class="o">=</span><span·class="s2">"k"</span><span·class="p">)</span> | 241 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">scatter</span><span·class="p">(</span><span·class="n">X</span><span·class="p">[:,</span>·<span·class="mi">0</span><span·class="p">],</span>·<span·class="n">X</span><span·class="p">[:,</span>·<span·class="mi">1</span><span·class="p">],</span>·<span·class="n">c</span><span·class="o">=</span><span·class="n">Y</span><span·class="p">,</span>·<span·class="n">cmap</span><span·class="o">=</span><span·class="n">plt</span><span·class="o">.</span><span·class="n">cm</span><span·class="o">.</span><span·class="n">Paired</span><span·class="p">,</span>·<span·class="n">edgecolors</span><span·class="o">=</span><span·class="s2">"k"</span><span·class="p">)</span> |
| 242 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"3-Class·classification·using·Support·Vector·Machine·with·custom·kernel"</span><span·class="p">)</span> | 242 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"3-Class·classification·using·Support·Vector·Machine·with·custom·kernel"</span><span·class="p">)</span> |
| 243 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">axis</span><span·class="p">(</span><span·class="s2">"tight"</span><span·class="p">)</span> | 243 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">axis</span><span·class="p">(</span><span·class="s2">"tight"</span><span·class="p">)</span> |
| 244 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 244 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 245 | </pre></div> | 245 | </pre></div> |
| 246 | </div> | 246 | </div> |
| 247 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.1 | 247 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.103·seconds)</p> |
| 248 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-svm-plot-custom-kernel-py"> | 248 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-svm-plot-custom-kernel-py"> |
| 249 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 249 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 250 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/1160eee327e01cad702c4964e1c69f45/plot_custom_kernel.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_custom_kernel.ipynb</span></code></a></p> | 250 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/1160eee327e01cad702c4964e1c69f45/plot_custom_kernel.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_custom_kernel.ipynb</span></code></a></p> |
| 251 | </div> | 251 | </div> |
| 252 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 252 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 253 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/31b78d45b09682c72f57e77cf94a939e/plot_custom_kernel.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_custom_kernel.py</span></code></a></p> | 253 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/31b78d45b09682c72f57e77cf94a939e/plot_custom_kernel.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_custom_kernel.py</span></code></a></p> |
| 254 | </div> | 254 | </div> |
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| 259 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 259 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 260 | </section> | 260 | </section> |
| 261 | ······</div> | 261 | ······</div> |
| 262 | ····<div·class="container"> | 262 | ····<div·class="container"> |
| 263 | ······<footer·class="sk-content-footer"> | 263 | ······<footer·class="sk-content-footer"> |
| 264 | ············©·2007·-·202 | 264 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 265 | ··········<a·href="../../_sources/auto_examples/svm/plot_custom_kernel.rst.txt"·rel="nofollow">Show·this·page·source</a> | 265 | ··········<a·href="../../_sources/auto_examples/svm/plot_custom_kernel.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 266 | ······</footer> | 266 | ······</footer> |
| 267 | ····</div> | 267 | ····</div> |
| 268 | ··</div> | 268 | ··</div> |
| 269 | </div> | 269 | </div> |
| 270 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 270 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 78 | #·Plot·also·the·training·points | 78 | #·Plot·also·the·training·points |
| 79 | plt.scatter(X[:,·0],·X[:,·1],·c=Y,·cmap=plt.cm.Paired,·edgecolors="k") | 79 | plt.scatter(X[:,·0],·X[:,·1],·c=Y,·cmap=plt.cm.Paired,·edgecolors="k") |
| 80 | plt.title("3-Class·classification·using·Support·Vector·Machine·with·custom | 80 | plt.title("3-Class·classification·using·Support·Vector·Machine·with·custom |
| 81 | kernel") | 81 | kernel") |
| 82 | plt.axis("tight") | 82 | plt.axis("tight") |
| 83 | plt.show() | 83 | plt.show() |
| 84 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.1 | 84 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.103·seconds) |
| 85 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8u_\x8s_\x8t_\x8o_\x8m_\x8__\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 85 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8u_\x8s_\x8t_\x8o_\x8m_\x8__\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 86 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8u_\x8s_\x8t_\x8o_\x8m_\x8__\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8._\x8p_\x8y | 86 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8u_\x8s_\x8t_\x8o_\x8m_\x8__\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8._\x8p_\x8y |
| 87 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8u_\x8s_\x8t_\x8o_\x8m_\x8__\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8._\x8z_\x8i_\x8p | 87 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8u_\x8s_\x8t_\x8o_\x8m_\x8__\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8._\x8z_\x8i_\x8p |
| 88 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 88 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 89 | ©·2007·-·202 | 89 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 272 | ····<span·class="n">ax</span><span·class="o">.</span><span·class="n">set_xticks</span><span·class="p">(())</span> | 272 | ····<span·class="n">ax</span><span·class="o">.</span><span·class="n">set_xticks</span><span·class="p">(())</span> |
| 273 | ····<span·class="n">ax</span><span·class="o">.</span><span·class="n">set_yticks</span><span·class="p">(())</span> | 273 | ····<span·class="n">ax</span><span·class="o">.</span><span·class="n">set_yticks</span><span·class="p">(())</span> |
| 274 | ····<span·class="n">ax</span><span·class="o">.</span><span·class="n">set_title</span><span·class="p">(</span><span·class="n">title</span><span·class="p">)</span> | 274 | ····<span·class="n">ax</span><span·class="o">.</span><span·class="n">set_title</span><span·class="p">(</span><span·class="n">title</span><span·class="p">)</span> |
| 275 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 275 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 276 | </pre></div> | 276 | </pre></div> |
| 277 | </div> | 277 | </div> |
| 278 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0. | 278 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.194·seconds)</p> |
| 279 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-svm-plot-iris-svc-py"> | 279 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-svm-plot-iris-svc-py"> |
| 280 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 280 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 281 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/f84209ea397909becdc84b5de1a5b047/plot_iris_svc.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_iris_svc.ipynb</span></code></a></p> | 281 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/f84209ea397909becdc84b5de1a5b047/plot_iris_svc.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_iris_svc.ipynb</span></code></a></p> |
| 282 | </div> | 282 | </div> |
| 283 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 283 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 284 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/4186bc506946013950b224b06f827118/plot_iris_svc.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_iris_svc.py</span></code></a></p> | 284 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/4186bc506946013950b224b06f827118/plot_iris_svc.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_iris_svc.py</span></code></a></p> |
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| 291 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 291 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 292 | </section> | 292 | </section> |
| 293 | ······</div> | 293 | ······</div> |
| 294 | ····<div·class="container"> | 294 | ····<div·class="container"> |
| 295 | ······<footer·class="sk-content-footer"> | 295 | ······<footer·class="sk-content-footer"> |
| 296 | ············©·2007·-·202 | 296 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 297 | ··········<a·href="../../_sources/auto_examples/svm/plot_iris_svc.rst.txt"·rel="nofollow">Show·this·page·source</a> | 297 | ··········<a·href="../../_sources/auto_examples/svm/plot_iris_svc.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 298 | ······</footer> | 298 | ······</footer> |
| 299 | ····</div> | 299 | ····</div> |
| 300 | ··</div> | 300 | ··</div> |
| 301 | </div> | 301 | </div> |
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| 105 | ····ax.set_xticks(()) | 105 | ····ax.set_xticks(()) |
| 106 | ····ax.set_yticks(()) | 106 | ····ax.set_yticks(()) |
| 107 | ····ax.set_title(title) | 107 | ····ax.set_title(title) |
| 108 | plt.show() | 108 | plt.show() |
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| 114 | ©·2007·-·202 | 114 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 242 | ····<span·class="p">)</span> | 242 | ····<span·class="p">)</span> |
| 243 | ····<span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"C="</span>·<span·class="o">+</span>·<span·class="nb">str</span><span·class="p">(</span><span·class="n">C</span><span·class="p">))</span> | 243 | ····<span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"C="</span>·<span·class="o">+</span>·<span·class="nb">str</span><span·class="p">(</span><span·class="n">C</span><span·class="p">))</span> |
| 244 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span> | 244 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span> |
| 245 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 245 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 246 | </pre></div> | 246 | </pre></div> |
| 247 | </div> | 247 | </div> |
| 248 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.2 | 248 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.206·seconds)</p> |
| 249 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-svm-plot-linearsvc-support-vectors-py"> | 249 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-svm-plot-linearsvc-support-vectors-py"> |
| 250 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 250 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 251 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/12a392e818ac5fa47dd91461855f3f77/plot_linearsvc_support_vectors.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_linearsvc_support_vectors.ipynb</span></code></a></p> | 251 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/12a392e818ac5fa47dd91461855f3f77/plot_linearsvc_support_vectors.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_linearsvc_support_vectors.ipynb</span></code></a></p> |
| 252 | </div> | 252 | </div> |
| 253 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 253 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 254 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/036b9372e2e7802453cbb994da7a6786/plot_linearsvc_support_vectors.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_linearsvc_support_vectors.py</span></code></a></p> | 254 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/036b9372e2e7802453cbb994da7a6786/plot_linearsvc_support_vectors.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_linearsvc_support_vectors.py</span></code></a></p> |
| 255 | </div> | 255 | </div> |
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| 260 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 260 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 261 | </section> | 261 | </section> |
| 262 | ······</div> | 262 | ······</div> |
| 263 | ····<div·class="container"> | 263 | ····<div·class="container"> |
| 264 | ······<footer·class="sk-content-footer"> | 264 | ······<footer·class="sk-content-footer"> |
| 265 | ············©·2007·-·202 | 265 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 266 | ··········<a·href="../../_sources/auto_examples/svm/plot_linearsvc_support_vectors.rst.txt"·rel="nofollow">Show·this·page·source</a> | 266 | ··········<a·href="../../_sources/auto_examples/svm/plot_linearsvc_support_vectors.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 267 | ······</footer> | 267 | ······</footer> |
| 268 | ····</div> | 268 | ····</div> |
| 269 | ··</div> | 269 | ··</div> |
| 270 | </div> | 270 | </div> |
| 271 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 271 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 81 | ········edgecolors="k", | 81 | ········edgecolors="k", |
| 82 | ····) | 82 | ····) |
| 83 | ····plt.title("C="·+·str(C)) | 83 | ····plt.title("C="·+·str(C)) |
| 84 | plt.tight_layout() | 84 | plt.tight_layout() |
| 85 | plt.show() | 85 | plt.show() |
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| 88 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8s_\x8v_\x8c_\x8__\x8s_\x8u_\x8p_\x8p_\x8o_\x8r_\x8t_\x8__\x8v_\x8e_\x8c_\x8t_\x8o_\x8r_\x8s_\x8._\x8p_\x8y | 88 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8s_\x8v_\x8c_\x8__\x8s_\x8u_\x8p_\x8p_\x8o_\x8r_\x8t_\x8__\x8v_\x8e_\x8c_\x8t_\x8o_\x8r_\x8s_\x8._\x8p_\x8y |
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| 91 | ©·2007·-·202 | 91 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 283 | ····<span·class="n">title</span><span·class="o">=</span><span·class="s2">"Novelty·Detection"</span><span·class="p">,</span> | 283 | ····<span·class="n">title</span><span·class="o">=</span><span·class="s2">"Novelty·Detection"</span><span·class="p">,</span> |
| 284 | ····<span·class="n">xlim</span><span·class="o">=</span><span·class="p">(</span><span·class="o">-</span><span·class="mi">5</span><span·class="p">,</span>·<span·class="mi">5</span><span·class="p">),</span> | 284 | ····<span·class="n">xlim</span><span·class="o">=</span><span·class="p">(</span><span·class="o">-</span><span·class="mi">5</span><span·class="p">,</span>·<span·class="mi">5</span><span·class="p">),</span> |
| 285 | ····<span·class="n">ylim</span><span·class="o">=</span><span·class="p">(</span><span·class="o">-</span><span·class="mi">5</span><span·class="p">,</span>·<span·class="mi">5</span><span·class="p">),</span> | 285 | ····<span·class="n">ylim</span><span·class="o">=</span><span·class="p">(</span><span·class="o">-</span><span·class="mi">5</span><span·class="p">,</span>·<span·class="mi">5</span><span·class="p">),</span> |
| 286 | <span·class="p">)</span> | 286 | <span·class="p">)</span> |
| 287 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 287 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 288 | </pre></div> | 288 | </pre></div> |
| 289 | </div> | 289 | </div> |
| 290 | <img·src="../../_images/sphx_glr_plot_oneclass_001.png"·srcset="../../_images/sphx_glr_plot_oneclass_001.png"·alt="Novelty·Detection"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.15 | 290 | <img·src="../../_images/sphx_glr_plot_oneclass_001.png"·srcset="../../_images/sphx_glr_plot_oneclass_001.png"·alt="Novelty·Detection"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.153·seconds)</p> |
| 291 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-svm-plot-oneclass-py"> | 291 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-svm-plot-oneclass-py"> |
| 292 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 292 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 293 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/179a84f8da8ce09af733c9a82135ca4d/plot_oneclass.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_oneclass.ipynb</span></code></a></p> | 293 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/179a84f8da8ce09af733c9a82135ca4d/plot_oneclass.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_oneclass.ipynb</span></code></a></p> |
| 294 | </div> | 294 | </div> |
| 295 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 295 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 296 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/616e8a231ab03301473c9183f6cf03e8/plot_oneclass.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_oneclass.py</span></code></a></p> | 296 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/616e8a231ab03301473c9183f6cf03e8/plot_oneclass.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_oneclass.py</span></code></a></p> |
| 297 | </div> | 297 | </div> |
| Offset 302, 15 lines modified | Offset 302, 15 lines modified | ||
| 302 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 302 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 303 | </section> | 303 | </section> |
| 304 | ······</div> | 304 | ······</div> |
| 305 | ····<div·class="container"> | 305 | ····<div·class="container"> |
| 306 | ······<footer·class="sk-content-footer"> | 306 | ······<footer·class="sk-content-footer"> |
| 307 | ············©·2007·-·202 | 307 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 308 | ··········<a·href="../../_sources/auto_examples/svm/plot_oneclass.rst.txt"·rel="nofollow">Show·this·page·source</a> | 308 | ··········<a·href="../../_sources/auto_examples/svm/plot_oneclass.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 309 | ······</footer> | 309 | ······</footer> |
| 310 | ····</div> | 310 | ····</div> |
| 311 | ··</div> | 311 | ··</div> |
| 312 | </div> | 312 | </div> |
| 313 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 313 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 121 | ····), | 121 | ····), |
| 122 | ····title="Novelty·Detection", | 122 | ····title="Novelty·Detection", |
| 123 | ····xlim=(-5,·5), | 123 | ····xlim=(-5,·5), |
| 124 | ····ylim=(-5,·5), | 124 | ····ylim=(-5,·5), |
| 125 | ) | 125 | ) |
| 126 | plt.show() | 126 | plt.show() |
| 127 | [Novelty·Detection] | 127 | [Novelty·Detection] |
| 128 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.15 | 128 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.153·seconds) |
| 129 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8o_\x8n_\x8e_\x8c_\x8l_\x8a_\x8s_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 129 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8o_\x8n_\x8e_\x8c_\x8l_\x8a_\x8s_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 130 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8o_\x8n_\x8e_\x8c_\x8l_\x8a_\x8s_\x8s_\x8._\x8p_\x8y | 130 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8o_\x8n_\x8e_\x8c_\x8l_\x8a_\x8s_\x8s_\x8._\x8p_\x8y |
| 131 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8o_\x8n_\x8e_\x8c_\x8l_\x8a_\x8s_\x8s_\x8._\x8z_\x8i_\x8p | 131 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8o_\x8n_\x8e_\x8c_\x8l_\x8a_\x8s_\x8s_\x8._\x8z_\x8i_\x8p |
| 132 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 132 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 133 | ©·2007·-·202 | 133 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 386 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">colorbar</span><span·class="p">()</span> | 386 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">colorbar</span><span·class="p">()</span> |
| 387 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xticks</span><span·class="p">(</span><span·class="n">np</span><span·class="o">.</span><span·class="n">arange</span><span·class="p">(</span><span·class="nb">len</span><span·class="p">(</span><span·class="n">gamma_range</span><span·class="p">)),</span>·<span·class="n">gamma_range</span><span·class="p">,</span>·<span·class="n">rotation</span><span·class="o">=</span><span·class="mi">45</span><span·class="p">)</span> | 387 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xticks</span><span·class="p">(</span><span·class="n">np</span><span·class="o">.</span><span·class="n">arange</span><span·class="p">(</span><span·class="nb">len</span><span·class="p">(</span><span·class="n">gamma_range</span><span·class="p">)),</span>·<span·class="n">gamma_range</span><span·class="p">,</span>·<span·class="n">rotation</span><span·class="o">=</span><span·class="mi">45</span><span·class="p">)</span> |
| 388 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">yticks</span><span·class="p">(</span><span·class="n">np</span><span·class="o">.</span><span·class="n">arange</span><span·class="p">(</span><span·class="nb">len</span><span·class="p">(</span><span·class="n">C_range</span><span·class="p">)),</span>·<span·class="n">C_range</span><span·class="p">)</span> | 388 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">yticks</span><span·class="p">(</span><span·class="n">np</span><span·class="o">.</span><span·class="n">arange</span><span·class="p">(</span><span·class="nb">len</span><span·class="p">(</span><span·class="n">C_range</span><span·class="p">)),</span>·<span·class="n">C_range</span><span·class="p">)</span> |
| 389 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"Validation·accuracy"</span><span·class="p">)</span> | 389 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"Validation·accuracy"</span><span·class="p">)</span> |
| 390 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 390 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 391 | </pre></div> | 391 | </pre></div> |
| 392 | </div> | 392 | </div> |
| 393 | <img·src="../../_images/sphx_glr_plot_rbf_parameters_002.png"·srcset="../../_images/sphx_glr_plot_rbf_parameters_002.png"·alt="Validation·accuracy"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·5. | 393 | <img·src="../../_images/sphx_glr_plot_rbf_parameters_002.png"·srcset="../../_images/sphx_glr_plot_rbf_parameters_002.png"·alt="Validation·accuracy"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·5.452·seconds)</p> |
| 394 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-svm-plot-rbf-parameters-py"> | 394 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-svm-plot-rbf-parameters-py"> |
| 395 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 395 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 396 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/d55388904f5399e98ed36e971c4da3cf/plot_rbf_parameters.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_rbf_parameters.ipynb</span></code></a></p> | 396 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/d55388904f5399e98ed36e971c4da3cf/plot_rbf_parameters.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_rbf_parameters.ipynb</span></code></a></p> |
| 397 | </div> | 397 | </div> |
| 398 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 398 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 399 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/ea8b449d4699d078ef9cc5cded54cc67/plot_rbf_parameters.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_rbf_parameters.py</span></code></a></p> | 399 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/ea8b449d4699d078ef9cc5cded54cc67/plot_rbf_parameters.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_rbf_parameters.py</span></code></a></p> |
| 400 | </div> | 400 | </div> |
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| 406 | </section> | 406 | </section> |
| 407 | </section> | 407 | </section> |
| 408 | ······</div> | 408 | ······</div> |
| 409 | ····<div·class="container"> | 409 | ····<div·class="container"> |
| 410 | ······<footer·class="sk-content-footer"> | 410 | ······<footer·class="sk-content-footer"> |
| 411 | ············©·2007·-·202 | 411 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 412 | ··········<a·href="../../_sources/auto_examples/svm/plot_rbf_parameters.rst.txt"·rel="nofollow">Show·this·page·source</a> | 412 | ··········<a·href="../../_sources/auto_examples/svm/plot_rbf_parameters.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 413 | ······</footer> | 413 | ······</footer> |
| 414 | ····</div> | 414 | ····</div> |
| 415 | ··</div> | 415 | ··</div> |
| 416 | </div> | 416 | </div> |
| 417 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 417 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 201 | plt.ylabel("C") | 201 | plt.ylabel("C") |
| 202 | plt.colorbar() | 202 | plt.colorbar() |
| 203 | plt.xticks(np.arange(len(gamma_range)),·gamma_range,·rotation=45) | 203 | plt.xticks(np.arange(len(gamma_range)),·gamma_range,·rotation=45) |
| 204 | plt.yticks(np.arange(len(C_range)),·C_range) | 204 | plt.yticks(np.arange(len(C_range)),·C_range) |
| 205 | plt.title("Validation·accuracy") | 205 | plt.title("Validation·accuracy") |
| 206 | plt.show() | 206 | plt.show() |
| 207 | [Validation·accuracy] | 207 | [Validation·accuracy] |
| 208 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·5. | 208 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·5.452·seconds) |
| 209 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8b_\x8f_\x8__\x8p_\x8a_\x8r_\x8a_\x8m_\x8e_\x8t_\x8e_\x8r_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 209 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8b_\x8f_\x8__\x8p_\x8a_\x8r_\x8a_\x8m_\x8e_\x8t_\x8e_\x8r_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 210 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8b_\x8f_\x8__\x8p_\x8a_\x8r_\x8a_\x8m_\x8e_\x8t_\x8e_\x8r_\x8s_\x8._\x8p_\x8y | 210 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8b_\x8f_\x8__\x8p_\x8a_\x8r_\x8a_\x8m_\x8e_\x8t_\x8e_\x8r_\x8s_\x8._\x8p_\x8y |
| 211 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8b_\x8f_\x8__\x8p_\x8a_\x8r_\x8a_\x8m_\x8e_\x8t_\x8e_\x8r_\x8s_\x8._\x8z_\x8i_\x8p | 211 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8r_\x8b_\x8f_\x8__\x8p_\x8a_\x8r_\x8a_\x8m_\x8e_\x8t_\x8e_\x8r_\x8s_\x8._\x8z_\x8i_\x8p |
| 212 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 212 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 213 | ©·2007·-·202 | 213 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 231 | ····<span·class="n">linewidth</span><span·class="o">=</span><span·class="mi">1</span><span·class="p">,</span> | 231 | ····<span·class="n">linewidth</span><span·class="o">=</span><span·class="mi">1</span><span·class="p">,</span> |
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| 244 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/438bb54b7ea4cc4c565d0dbe5647119f/plot_separating_hyperplane.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_separating_hyperplane.py</span></code></a></p> | 244 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/438bb54b7ea4cc4c565d0dbe5647119f/plot_separating_hyperplane.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_separating_hyperplane.py</span></code></a></p> |
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| 250 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 250 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
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| 253 | ····<div·class="container"> | 253 | ····<div·class="container"> |
| 254 | ······<footer·class="sk-content-footer"> | 254 | ······<footer·class="sk-content-footer"> |
| 255 | ············©·2007·-·202 | 255 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 256 | ··········<a·href="../../_sources/auto_examples/svm/plot_separating_hyperplane.rst.txt"·rel="nofollow">Show·this·page·source</a> | 256 | ··········<a·href="../../_sources/auto_examples/svm/plot_separating_hyperplane.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 261 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 261 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 67 | ····clf.support_vectors_[:,·1], | 67 | ····clf.support_vectors_[:,·1], |
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| 74 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0. | 74 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.073·seconds) |
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| 76 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8e_\x8p_\x8a_\x8r_\x8a_\x8t_\x8i_\x8n_\x8g_\x8__\x8h_\x8y_\x8p_\x8e_\x8r_\x8p_\x8l_\x8a_\x8n_\x8e_\x8._\x8p_\x8y | 76 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8e_\x8p_\x8a_\x8r_\x8a_\x8t_\x8i_\x8n_\x8g_\x8__\x8h_\x8y_\x8p_\x8e_\x8r_\x8p_\x8l_\x8a_\x8n_\x8e_\x8._\x8p_\x8y |
| 77 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8e_\x8p_\x8a_\x8r_\x8a_\x8t_\x8i_\x8n_\x8g_\x8__\x8h_\x8y_\x8p_\x8e_\x8r_\x8p_\x8l_\x8a_\x8n_\x8e_\x8._\x8z_\x8i_\x8p | 77 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8e_\x8p_\x8a_\x8r_\x8a_\x8t_\x8i_\x8n_\x8g_\x8__\x8h_\x8y_\x8p_\x8e_\x8r_\x8p_\x8l_\x8a_\x8n_\x8e_\x8._\x8z_\x8i_\x8p |
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| 79 | ©·2007·-·202 | 79 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 274 | ····<span·class="n">loc</span><span·class="o">=</span><span·class="s2">"upper·right"</span><span·class="p">,</span> | 274 | ····<span·class="n">loc</span><span·class="o">=</span><span·class="s2">"upper·right"</span><span·class="p">,</span> |
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| 276 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 276 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 277 | </pre></div> | 277 | </pre></div> |
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| 281 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 281 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 282 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/d22cc4079af5678a112fa5aa77700680/plot_separating_hyperplane_unbalanced.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_separating_hyperplane_unbalanced.ipynb</span></code></a></p> | 282 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/d22cc4079af5678a112fa5aa77700680/plot_separating_hyperplane_unbalanced.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_separating_hyperplane_unbalanced.ipynb</span></code></a></p> |
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| 293 | ······</div> | 293 | ······</div> |
| 294 | ····<div·class="container"> | 294 | ····<div·class="container"> |
| 295 | ······<footer·class="sk-content-footer"> | 295 | ······<footer·class="sk-content-footer"> |
| 296 | ············©·2007·-·202 | 296 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 297 | ··········<a·href="../../_sources/auto_examples/svm/plot_separating_hyperplane_unbalanced.rst.txt"·rel="nofollow">Show·this·page·source</a> | 297 | ··········<a·href="../../_sources/auto_examples/svm/plot_separating_hyperplane_unbalanced.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 298 | ······</footer> | 298 | ······</footer> |
| 299 | ····</div> | 299 | ····</div> |
| 300 | ··</div> | 300 | ··</div> |
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| 103 | ········mlines.Line2D([],·[],·color="k",·label="non·weighted"), | 103 | ········mlines.Line2D([],·[],·color="k",·label="non·weighted"), |
| 104 | ········mlines.Line2D([],·[],·color="r",·label="weighted"), | 104 | ········mlines.Line2D([],·[],·color="r",·label="weighted"), |
| 105 | ····], | 105 | ····], |
| 106 | ····["non·weighted",·"weighted"], | 106 | ····["non·weighted",·"weighted"], |
| 107 | ····loc="upper·right", | 107 | ····loc="upper·right", |
| 108 | ) | 108 | ) |
| 109 | plt.show() | 109 | plt.show() |
| 110 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0. | 110 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.171·seconds) |
| 111 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8e_\x8p_\x8a_\x8r_\x8a_\x8t_\x8i_\x8n_\x8g_\x8__\x8h_\x8y_\x8p_\x8e_\x8r_\x8p_\x8l_\x8a_\x8n_\x8e_\x8__\x8u_\x8n_\x8b_\x8a_\x8l_\x8a_\x8n_\x8c_\x8e_\x8d_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 111 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8e_\x8p_\x8a_\x8r_\x8a_\x8t_\x8i_\x8n_\x8g_\x8__\x8h_\x8y_\x8p_\x8e_\x8r_\x8p_\x8l_\x8a_\x8n_\x8e_\x8__\x8u_\x8n_\x8b_\x8a_\x8l_\x8a_\x8n_\x8c_\x8e_\x8d_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 112 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8e_\x8p_\x8a_\x8r_\x8a_\x8t_\x8i_\x8n_\x8g_\x8__\x8h_\x8y_\x8p_\x8e_\x8r_\x8p_\x8l_\x8a_\x8n_\x8e_\x8__\x8u_\x8n_\x8b_\x8a_\x8l_\x8a_\x8n_\x8c_\x8e_\x8d_\x8._\x8p_\x8y | 112 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8e_\x8p_\x8a_\x8r_\x8a_\x8t_\x8i_\x8n_\x8g_\x8__\x8h_\x8y_\x8p_\x8e_\x8r_\x8p_\x8l_\x8a_\x8n_\x8e_\x8__\x8u_\x8n_\x8b_\x8a_\x8l_\x8a_\x8n_\x8c_\x8e_\x8d_\x8._\x8p_\x8y |
| 113 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8e_\x8p_\x8a_\x8r_\x8a_\x8t_\x8i_\x8n_\x8g_\x8__\x8h_\x8y_\x8p_\x8e_\x8r_\x8p_\x8l_\x8a_\x8n_\x8e_\x8__\x8u_\x8n_\x8b_\x8a_\x8l_\x8a_\x8n_\x8c_\x8e_\x8d_\x8._\x8z_\x8i_\x8p | 113 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8e_\x8p_\x8a_\x8r_\x8a_\x8t_\x8i_\x8n_\x8g_\x8__\x8h_\x8y_\x8p_\x8e_\x8r_\x8p_\x8l_\x8a_\x8n_\x8e_\x8__\x8u_\x8n_\x8b_\x8a_\x8l_\x8a_\x8n_\x8c_\x8e_\x8d_\x8._\x8z_\x8i_\x8p |
| 114 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 114 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 115 | ©·2007·-·202 | 115 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 257 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xticks</span><span·class="p">(</span><span·class="n">np</span><span·class="o">.</span><span·class="n">linspace</span><span·class="p">(</span><span·class="mi">0</span><span·class="p">,</span>·<span·class="mi">100</span><span·class="p">,</span>·<span·class="mi">11</span><span·class="p">,</span>·<span·class="n">endpoint</span><span·class="o">=</span><span·class="kc">True</span><span·class="p">))</span> | 257 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xticks</span><span·class="p">(</span><span·class="n">np</span><span·class="o">.</span><span·class="n">linspace</span><span·class="p">(</span><span·class="mi">0</span><span·class="p">,</span>·<span·class="mi">100</span><span·class="p">,</span>·<span·class="mi">11</span><span·class="p">,</span>·<span·class="n">endpoint</span><span·class="o">=</span><span·class="kc">True</span><span·class="p">))</span> |
| 258 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xlabel</span><span·class="p">(</span><span·class="s2">"Percentile"</span><span·class="p">)</span> | 258 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xlabel</span><span·class="p">(</span><span·class="s2">"Percentile"</span><span·class="p">)</span> |
| 259 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylabel</span><span·class="p">(</span><span·class="s2">"Accuracy·Score"</span><span·class="p">)</span> | 259 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylabel</span><span·class="p">(</span><span·class="s2">"Accuracy·Score"</span><span·class="p">)</span> |
| 260 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">axis</span><span·class="p">(</span><span·class="s2">"tight"</span><span·class="p">)</span> | 260 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">axis</span><span·class="p">(</span><span·class="s2">"tight"</span><span·class="p">)</span> |
| 261 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 261 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 262 | </pre></div> | 262 | </pre></div> |
| 263 | </div> | 263 | </div> |
| 264 | <img·src="../../_images/sphx_glr_plot_svm_anova_001.png"·srcset="../../_images/sphx_glr_plot_svm_anova_001.png"·alt="Performance·of·the·SVM-Anova·varying·the·percentile·of·features·selected"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.46 | 264 | <img·src="../../_images/sphx_glr_plot_svm_anova_001.png"·srcset="../../_images/sphx_glr_plot_svm_anova_001.png"·alt="Performance·of·the·SVM-Anova·varying·the·percentile·of·features·selected"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.346·seconds)</p> |
| 265 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-svm-plot-svm-anova-py"> | 265 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-svm-plot-svm-anova-py"> |
| 266 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 266 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 267 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/6f4a6a0d8063b616c4aa4db2865de57c/plot_svm_anova.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_svm_anova.ipynb</span></code></a></p> | 267 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/6f4a6a0d8063b616c4aa4db2865de57c/plot_svm_anova.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_svm_anova.ipynb</span></code></a></p> |
| 268 | </div> | 268 | </div> |
| 269 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 269 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 270 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/41973816d3932cd07b75d8825fd2c13d/plot_svm_anova.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_svm_anova.py</span></code></a></p> | 270 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/41973816d3932cd07b75d8825fd2c13d/plot_svm_anova.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_svm_anova.py</span></code></a></p> |
| 271 | </div> | 271 | </div> |
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| 277 | </section> | 277 | </section> |
| 278 | </section> | 278 | </section> |
| 279 | ······</div> | 279 | ······</div> |
| 280 | ····<div·class="container"> | 280 | ····<div·class="container"> |
| 281 | ······<footer·class="sk-content-footer"> | 281 | ······<footer·class="sk-content-footer"> |
| 282 | ············©·2007·-·202 | 282 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 283 | ··········<a·href="../../_sources/auto_examples/svm/plot_svm_anova.rst.txt"·rel="nofollow">Show·this·page·source</a> | 283 | ··········<a·href="../../_sources/auto_examples/svm/plot_svm_anova.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 284 | ······</footer> | 284 | ······</footer> |
| 285 | ····</div> | 285 | ····</div> |
| 286 | ··</div> | 286 | ··</div> |
| 287 | </div> | 287 | </div> |
| 288 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 288 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 86 | selected") | 86 | selected") |
| 87 | plt.xticks(np.linspace(0,·100,·11,·endpoint=True)) | 87 | plt.xticks(np.linspace(0,·100,·11,·endpoint=True)) |
| 88 | plt.xlabel("Percentile") | 88 | plt.xlabel("Percentile") |
| 89 | plt.ylabel("Accuracy·Score") | 89 | plt.ylabel("Accuracy·Score") |
| 90 | plt.axis("tight") | 90 | plt.axis("tight") |
| 91 | plt.show() | 91 | plt.show() |
| 92 | [Performance·of·the·SVM-Anova·varying·the·percentile·of·features·selected] | 92 | [Performance·of·the·SVM-Anova·varying·the·percentile·of·features·selected] |
| 93 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.46 | 93 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.346·seconds) |
| 94 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8v_\x8m_\x8__\x8a_\x8n_\x8o_\x8v_\x8a_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 94 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8v_\x8m_\x8__\x8a_\x8n_\x8o_\x8v_\x8a_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 95 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8v_\x8m_\x8__\x8a_\x8n_\x8o_\x8v_\x8a_\x8._\x8p_\x8y | 95 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8v_\x8m_\x8__\x8a_\x8n_\x8o_\x8v_\x8a_\x8._\x8p_\x8y |
| 96 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8v_\x8m_\x8__\x8a_\x8n_\x8o_\x8v_\x8a_\x8._\x8z_\x8i_\x8p | 96 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8v_\x8m_\x8__\x8a_\x8n_\x8o_\x8v_\x8a_\x8._\x8z_\x8i_\x8p |
| 97 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 97 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 98 | ©·2007·-·202 | 98 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 447 | <p>Please·note·that·the·plots·do·not·evaluate·the·individual·kernel’s·accuracy·or | 447 | <p>Please·note·that·the·plots·do·not·evaluate·the·individual·kernel’s·accuracy·or |
| 448 | quality.·They·are·intended·to·provide·a·visual·understanding·of·how·the | 448 | quality.·They·are·intended·to·provide·a·visual·understanding·of·how·the |
| 449 | different·kernels·use·the·training·data.</p> | 449 | different·kernels·use·the·training·data.</p> |
| 450 | <p>For·a·comprehensive·evaluation,·fine-tuning·of·<a·class="reference·internal"·href="../../modules/generated/sklearn.svm.SVC.html#sklearn.svm.SVC"·title="sklearn.svm.SVC"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">SVC</span></code></a> | 450 | <p>For·a·comprehensive·evaluation,·fine-tuning·of·<a·class="reference·internal"·href="../../modules/generated/sklearn.svm.SVC.html#sklearn.svm.SVC"·title="sklearn.svm.SVC"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">SVC</span></code></a> |
| 451 | parameters·using·techniques·such·as | 451 | parameters·using·techniques·such·as |
| 452 | <a·class="reference·internal"·href="../../modules/generated/sklearn.model_selection.GridSearchCV.html#sklearn.model_selection.GridSearchCV"·title="sklearn.model_selection.GridSearchCV"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">GridSearchCV</span></code></a>·is·recommended·to·capture·the | 452 | <a·class="reference·internal"·href="../../modules/generated/sklearn.model_selection.GridSearchCV.html#sklearn.model_selection.GridSearchCV"·title="sklearn.model_selection.GridSearchCV"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">GridSearchCV</span></code></a>·is·recommended·to·capture·the |
| 453 | underlying·structures·within·the·data.</p> | 453 | underlying·structures·within·the·data.</p> |
| 454 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0. | 454 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.457·seconds)</p> |
| 455 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-svm-plot-svm-kernels-py"> | 455 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-svm-plot-svm-kernels-py"> |
| 456 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 456 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 457 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/264f6891fa2130246a013d5f089e7b2e/plot_svm_kernels.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_svm_kernels.ipynb</span></code></a></p> | 457 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/264f6891fa2130246a013d5f089e7b2e/plot_svm_kernels.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_svm_kernels.ipynb</span></code></a></p> |
| 458 | </div> | 458 | </div> |
| 459 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 459 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 460 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/8975399471ae75debd0b26fbe3013719/plot_svm_kernels.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_svm_kernels.py</span></code></a></p> | 460 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/8975399471ae75debd0b26fbe3013719/plot_svm_kernels.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_svm_kernels.py</span></code></a></p> |
| 461 | </div> | 461 | </div> |
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| 467 | </section> | 467 | </section> |
| 468 | </section> | 468 | </section> |
| 469 | ······</div> | 469 | ······</div> |
| 470 | ····<div·class="container"> | 470 | ····<div·class="container"> |
| 471 | ······<footer·class="sk-content-footer"> | 471 | ······<footer·class="sk-content-footer"> |
| 472 | ············©·2007·-·202 | 472 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 473 | ··········<a·href="../../_sources/auto_examples/svm/plot_svm_kernels.rst.txt"·rel="nofollow">Show·this·page·source</a> | 473 | ··········<a·href="../../_sources/auto_examples/svm/plot_svm_kernels.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 474 | ······</footer> | 474 | ······</footer> |
| 475 | ····</div> | 475 | ····</div> |
| 476 | ··</div> | 476 | ··</div> |
| 477 | </div> | 477 | </div> |
| 478 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 478 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 247 | decision·boundaries·for·the·polynomial,·RBF,·and·sigmoid·kernels. | 247 | decision·boundaries·for·the·polynomial,·RBF,·and·sigmoid·kernels. |
| 248 | Please·note·that·the·plots·do·not·evaluate·the·individual·kernel’s·accuracy·or | 248 | Please·note·that·the·plots·do·not·evaluate·the·individual·kernel’s·accuracy·or |
| 249 | quality.·They·are·intended·to·provide·a·visual·understanding·of·how·the | 249 | quality.·They·are·intended·to·provide·a·visual·understanding·of·how·the |
| 250 | different·kernels·use·the·training·data. | 250 | different·kernels·use·the·training·data. |
| 251 | For·a·comprehensive·evaluation,·fine-tuning·of·_\x8S_\x8V_\x8C·parameters·using·techniques | 251 | For·a·comprehensive·evaluation,·fine-tuning·of·_\x8S_\x8V_\x8C·parameters·using·techniques |
| 252 | such·as·_\x8G_\x8r_\x8i_\x8d_\x8S_\x8e_\x8a_\x8r_\x8c_\x8h_\x8C_\x8V·is·recommended·to·capture·the·underlying·structures·within | 252 | such·as·_\x8G_\x8r_\x8i_\x8d_\x8S_\x8e_\x8a_\x8r_\x8c_\x8h_\x8C_\x8V·is·recommended·to·capture·the·underlying·structures·within |
| 253 | the·data. | 253 | the·data. |
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| 258 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 258 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 259 | ©·2007·-·202 | 259 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 288 | ····<span·class="n">plt</span><span·class="o">.</span><span·class="n">xticks</span><span·class="p">(())</span> | 288 | ····<span·class="n">plt</span><span·class="o">.</span><span·class="n">xticks</span><span·class="p">(())</span> |
| 289 | ····<span·class="n">plt</span><span·class="o">.</span><span·class="n">yticks</span><span·class="p">(())</span> | 289 | ····<span·class="n">plt</span><span·class="o">.</span><span·class="n">yticks</span><span·class="p">(())</span> |
| 290 | ····<span·class="n">fignum</span>·<span·class="o">=</span>·<span·class="n">fignum</span>·<span·class="o">+</span>·<span·class="mi">1</span> | 290 | ····<span·class="n">fignum</span>·<span·class="o">=</span>·<span·class="n">fignum</span>·<span·class="o">+</span>·<span·class="mi">1</span> |
| 291 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 291 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 292 | </pre></div> | 292 | </pre></div> |
| 293 | </div> | 293 | </div> |
| 294 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0. | 294 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.071·seconds)</p> |
| 295 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-svm-plot-svm-margin-py"> | 295 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-svm-plot-svm-margin-py"> |
| 296 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 296 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 297 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/e5984993ae4c01e36276dcfed2bf0838/plot_svm_margin.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_svm_margin.ipynb</span></code></a></p> | 297 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/e5984993ae4c01e36276dcfed2bf0838/plot_svm_margin.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_svm_margin.ipynb</span></code></a></p> |
| 298 | </div> | 298 | </div> |
| 299 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 299 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 300 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/a6621d4718b448229cd4e8e18fdbe4c6/plot_svm_margin.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_svm_margin.py</span></code></a></p> | 300 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/a6621d4718b448229cd4e8e18fdbe4c6/plot_svm_margin.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_svm_margin.py</span></code></a></p> |
| 301 | </div> | 301 | </div> |
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| 307 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 307 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 308 | </section> | 308 | </section> |
| 309 | ······</div> | 309 | ······</div> |
| 310 | ····<div·class="container"> | 310 | ····<div·class="container"> |
| 311 | ······<footer·class="sk-content-footer"> | 311 | ······<footer·class="sk-content-footer"> |
| 312 | ············©·2007·-·202 | 312 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 313 | ··········<a·href="../../_sources/auto_examples/svm/plot_svm_margin.rst.txt"·rel="nofollow">Show·this·page·source</a> | 313 | ··········<a·href="../../_sources/auto_examples/svm/plot_svm_margin.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 314 | ······</footer> | 314 | ······</footer> |
| 315 | ····</div> | 315 | ····</div> |
| 316 | ··</div> | 316 | ··</div> |
| 317 | </div> | 317 | </div> |
| 318 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 318 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 123 | ····plt.ylim(y_min,·y_max) | 123 | ····plt.ylim(y_min,·y_max) |
| 124 | ····plt.xticks(()) | 124 | ····plt.xticks(()) |
| 125 | ····plt.yticks(()) | 125 | ····plt.yticks(()) |
| 126 | ····fignum·=·fignum·+·1 | 126 | ····fignum·=·fignum·+·1 |
| 127 | plt.show() | 127 | plt.show() |
| 128 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0. | 128 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.071·seconds) |
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| 132 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 132 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 133 | ©·2007·-·202 | 133 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 227 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">scatter</span><span·class="p">(</span><span·class="n">X</span><span·class="p">[:,</span>·<span·class="mi">0</span><span·class="p">],</span>·<span·class="n">X</span><span·class="p">[:,</span>·<span·class="mi">1</span><span·class="p">],</span>·<span·class="n">s</span><span·class="o">=</span><span·class="mi">30</span><span·class="p">,</span>·<span·class="n">c</span><span·class="o">=</span><span·class="n">Y</span><span·class="p">,</span>·<span·class="n">cmap</span><span·class="o">=</span><span·class="n">plt</span><span·class="o">.</span><span·class="n">cm</span><span·class="o">.</span><span·class="n">Paired</span><span·class="p">,</span>·<span·class="n">edgecolors</span><span·class="o">=</span><span·class="s2">"k"</span><span·class="p">)</span> | 227 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">scatter</span><span·class="p">(</span><span·class="n">X</span><span·class="p">[:,</span>·<span·class="mi">0</span><span·class="p">],</span>·<span·class="n">X</span><span·class="p">[:,</span>·<span·class="mi">1</span><span·class="p">],</span>·<span·class="n">s</span><span·class="o">=</span><span·class="mi">30</span><span·class="p">,</span>·<span·class="n">c</span><span·class="o">=</span><span·class="n">Y</span><span·class="p">,</span>·<span·class="n">cmap</span><span·class="o">=</span><span·class="n">plt</span><span·class="o">.</span><span·class="n">cm</span><span·class="o">.</span><span·class="n">Paired</span><span·class="p">,</span>·<span·class="n">edgecolors</span><span·class="o">=</span><span·class="s2">"k"</span><span·class="p">)</span> |
| 228 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xticks</span><span·class="p">(())</span> | 228 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xticks</span><span·class="p">(())</span> |
| 229 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">yticks</span><span·class="p">(())</span> | 229 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">yticks</span><span·class="p">(())</span> |
| 230 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">axis</span><span·class="p">([</span><span·class="o">-</span><span·class="mi">3</span><span·class="p">,</span>·<span·class="mi">3</span><span·class="p">,</span>·<span·class="o">-</span><span·class="mi">3</span><span·class="p">,</span>·<span·class="mi">3</span><span·class="p">])</span> | 230 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">axis</span><span·class="p">([</span><span·class="o">-</span><span·class="mi">3</span><span·class="p">,</span>·<span·class="mi">3</span><span·class="p">,</span>·<span·class="o">-</span><span·class="mi">3</span><span·class="p">,</span>·<span·class="mi">3</span><span·class="p">])</span> |
| 231 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 231 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 232 | </pre></div> | 232 | </pre></div> |
| 233 | </div> | 233 | </div> |
| 234 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1.2 | 234 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1.273·seconds)</p> |
| 235 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-svm-plot-svm-nonlinear-py"> | 235 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-svm-plot-svm-nonlinear-py"> |
| 236 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 236 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 237 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/8aa42a9df15e5712b4b0d5161f6ea6e9/plot_svm_nonlinear.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_svm_nonlinear.ipynb</span></code></a></p> | 237 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/8aa42a9df15e5712b4b0d5161f6ea6e9/plot_svm_nonlinear.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_svm_nonlinear.ipynb</span></code></a></p> |
| 238 | </div> | 238 | </div> |
| 239 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 239 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 240 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/e8efe2a99bfe31c0f78509cb952cc8d5/plot_svm_nonlinear.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_svm_nonlinear.py</span></code></a></p> | 240 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/e8efe2a99bfe31c0f78509cb952cc8d5/plot_svm_nonlinear.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_svm_nonlinear.py</span></code></a></p> |
| 241 | </div> | 241 | </div> |
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| 246 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 246 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 247 | </section> | 247 | </section> |
| 248 | ······</div> | 248 | ······</div> |
| 249 | ····<div·class="container"> | 249 | ····<div·class="container"> |
| 250 | ······<footer·class="sk-content-footer"> | 250 | ······<footer·class="sk-content-footer"> |
| 251 | ············©·2007·-·202 | 251 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 252 | ··········<a·href="../../_sources/auto_examples/svm/plot_svm_nonlinear.rst.txt"·rel="nofollow">Show·this·page·source</a> | 252 | ··········<a·href="../../_sources/auto_examples/svm/plot_svm_nonlinear.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 253 | ······</footer> | 253 | ······</footer> |
| 254 | ····</div> | 254 | ····</div> |
| 255 | ··</div> | 255 | ··</div> |
| 256 | </div> | 256 | </div> |
| 257 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 257 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 64 | contours·=·plt.contour(xx,·yy,·Z,·levels=[0],·linewidths=2, | 64 | contours·=·plt.contour(xx,·yy,·Z,·levels=[0],·linewidths=2, |
| 65 | linestyles="dashed") | 65 | linestyles="dashed") |
| 66 | plt.scatter(X[:,·0],·X[:,·1],·s=30,·c=Y,·cmap=plt.cm.Paired,·edgecolors="k") | 66 | plt.scatter(X[:,·0],·X[:,·1],·s=30,·c=Y,·cmap=plt.cm.Paired,·edgecolors="k") |
| 67 | plt.xticks(()) | 67 | plt.xticks(()) |
| 68 | plt.yticks(()) | 68 | plt.yticks(()) |
| 69 | plt.axis([-3,·3,·-3,·3]) | 69 | plt.axis([-3,·3,·-3,·3]) |
| 70 | plt.show() | 70 | plt.show() |
| 71 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1.2 | 71 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1.273·seconds) |
| 72 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8v_\x8m_\x8__\x8n_\x8o_\x8n_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 72 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8v_\x8m_\x8__\x8n_\x8o_\x8n_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 73 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8v_\x8m_\x8__\x8n_\x8o_\x8n_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8._\x8p_\x8y | 73 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8v_\x8m_\x8__\x8n_\x8o_\x8n_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8._\x8p_\x8y |
| 74 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8v_\x8m_\x8__\x8n_\x8o_\x8n_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8._\x8z_\x8i_\x8p | 74 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8v_\x8m_\x8__\x8n_\x8o_\x8n_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8._\x8z_\x8i_\x8p |
| 75 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 75 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 76 | ©·2007·-·202 | 76 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 7 | <head> | 7 | <head> |
| 8 | ··<meta·charset="utf-8"> | 8 | ··<meta·charset="utf-8"> |
| 9 | ··<meta·name="viewport"·content="width=device-width,·initial-scale=1"·/> | 9 | ··<meta·name="viewport"·content="width=device-width,·initial-scale=1"·/> |
| 10 | <meta·property="og:title"·content="Support·Vector·Regression·(SVR)·using·linear·and·non-linear·kernels"·/> | 10 | <meta·property="og:title"·content="Support·Vector·Regression·(SVR)·using·linear·and·non-linear·kernels"·/> |
| 11 | <meta·property="og:type"·content="website"·/> | 11 | <meta·property="og:type"·content="website"·/> |
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| 13 | <meta·property="og:site_name"·content="scikit-learn"·/> | 13 | <meta·property="og:site_name"·content="scikit-learn"·/> |
| 14 | <meta·property="og:description"·content="Toy·example·of·1D·regression·using·linear,·polynomial·and·RBF·kernels.·Generate·sample·data:·Fit·regression·model:·Look·at·the·results:·Total·running·time·of·the·script:(0·minutes·1. | 14 | <meta·property="og:description"·content="Toy·example·of·1D·regression·using·linear,·polynomial·and·RBF·kernels.·Generate·sample·data:·Fit·regression·model:·Look·at·the·results:·Total·running·time·of·the·script:(0·minutes·1.800·seconds)·Do..."·/> |
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| 17 | <meta·name="description"·content="Toy·example·of·1D·regression·using·linear,·polynomial·and·RBF·kernels.·Generate·sample·data:·Fit·regression·model:·Look·at·the·results:·Total·running·time·of·the·script:(0·minutes·1. | 17 | <meta·name="description"·content="Toy·example·of·1D·regression·using·linear,·polynomial·and·RBF·kernels.·Generate·sample·data:·Fit·regression·model:·Look·at·the·results:·Total·running·time·of·the·script:(0·minutes·1.800·seconds)·Do..."·/> |
| 18 | ··<meta·name="viewport"·content="width=device-width,·initial-scale=1.0"> | 18 | ··<meta·name="viewport"·content="width=device-width,·initial-scale=1.0"> |
| 19 | ·· | 19 | ·· |
| 20 | ··<title>Support·Vector·Regression·(SVR)·using·linear·and·non-linear·kernels·—·scikit-learn·1.4.2·documentation</title> | 20 | ··<title>Support·Vector·Regression·(SVR)·using·linear·and·non-linear·kernels·—·scikit-learn·1.4.2·documentation</title> |
| 21 | ·· | 21 | ·· |
| 22 | ··<link·rel="canonical"·href="https://scikit-learn.org/stable/auto_examples/svm/plot_svm_regression.html"·/> | 22 | ··<link·rel="canonical"·href="https://scikit-learn.org/stable/auto_examples/svm/plot_svm_regression.html"·/> |
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| 266 | <span·class="n">fig</span><span·class="o">.</span><span·class="n">text</span><span·class="p">(</span><span·class="mf">0.5</span><span·class="p">,</span>·<span·class="mf">0.04</span><span·class="p">,</span>·<span·class="s2">"data"</span><span·class="p">,</span>·<span·class="n">ha</span><span·class="o">=</span><span·class="s2">"center"</span><span·class="p">,</span>·<span·class="n">va</span><span·class="o">=</span><span·class="s2">"center"</span><span·class="p">)</span> | 266 | <span·class="n">fig</span><span·class="o">.</span><span·class="n">text</span><span·class="p">(</span><span·class="mf">0.5</span><span·class="p">,</span>·<span·class="mf">0.04</span><span·class="p">,</span>·<span·class="s2">"data"</span><span·class="p">,</span>·<span·class="n">ha</span><span·class="o">=</span><span·class="s2">"center"</span><span·class="p">,</span>·<span·class="n">va</span><span·class="o">=</span><span·class="s2">"center"</span><span·class="p">)</span> |
| 267 | <span·class="n">fig</span><span·class="o">.</span><span·class="n">text</span><span·class="p">(</span><span·class="mf">0.06</span><span·class="p">,</span>·<span·class="mf">0.5</span><span·class="p">,</span>·<span·class="s2">"target"</span><span·class="p">,</span>·<span·class="n">ha</span><span·class="o">=</span><span·class="s2">"center"</span><span·class="p">,</span>·<span·class="n">va</span><span·class="o">=</span><span·class="s2">"center"</span><span·class="p">,</span>·<span·class="n">rotation</span><span·class="o">=</span><span·class="s2">"vertical"</span><span·class="p">)</span> | 267 | <span·class="n">fig</span><span·class="o">.</span><span·class="n">text</span><span·class="p">(</span><span·class="mf">0.06</span><span·class="p">,</span>·<span·class="mf">0.5</span><span·class="p">,</span>·<span·class="s2">"target"</span><span·class="p">,</span>·<span·class="n">ha</span><span·class="o">=</span><span·class="s2">"center"</span><span·class="p">,</span>·<span·class="n">va</span><span·class="o">=</span><span·class="s2">"center"</span><span·class="p">,</span>·<span·class="n">rotation</span><span·class="o">=</span><span·class="s2">"vertical"</span><span·class="p">)</span> |
| 268 | <span·class="n">fig</span><span·class="o">.</span><span·class="n">suptitle</span><span·class="p">(</span><span·class="s2">"Support·Vector·Regression"</span><span·class="p">,</span>·<span·class="n">fontsize</span><span·class="o">=</span><span·class="mi">14</span><span·class="p">)</span> | 268 | <span·class="n">fig</span><span·class="o">.</span><span·class="n">suptitle</span><span·class="p">(</span><span·class="s2">"Support·Vector·Regression"</span><span·class="p">,</span>·<span·class="n">fontsize</span><span·class="o">=</span><span·class="mi">14</span><span·class="p">)</span> |
| 269 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 269 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 270 | </pre></div> | 270 | </pre></div> |
| 271 | </div> | 271 | </div> |
| 272 | <img·src="../../_images/sphx_glr_plot_svm_regression_001.png"·srcset="../../_images/sphx_glr_plot_svm_regression_001.png"·alt="Support·Vector·Regression"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1. | 272 | <img·src="../../_images/sphx_glr_plot_svm_regression_001.png"·srcset="../../_images/sphx_glr_plot_svm_regression_001.png"·alt="Support·Vector·Regression"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1.800·seconds)</p> |
| 273 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-svm-plot-svm-regression-py"> | 273 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-svm-plot-svm-regression-py"> |
| 274 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 274 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 275 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/85b2b4f3ecdf3d37834c318b4889b4c0/plot_svm_regression.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_svm_regression.ipynb</span></code></a></p> | 275 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/85b2b4f3ecdf3d37834c318b4889b4c0/plot_svm_regression.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_svm_regression.ipynb</span></code></a></p> |
| 276 | </div> | 276 | </div> |
| 277 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 277 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 278 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/92eee1e3e3d824360fee295386f12216/plot_svm_regression.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_svm_regression.py</span></code></a></p> | 278 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/92eee1e3e3d824360fee295386f12216/plot_svm_regression.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_svm_regression.py</span></code></a></p> |
| 279 | </div> | 279 | </div> |
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| 286 | </section> | 286 | </section> |
| 287 | </section> | 287 | </section> |
| 288 | ······</div> | 288 | ······</div> |
| 289 | ····<div·class="container"> | 289 | ····<div·class="container"> |
| 290 | ······<footer·class="sk-content-footer"> | 290 | ······<footer·class="sk-content-footer"> |
| 291 | ············©·2007·-·202 | 291 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 292 | ··········<a·href="../../_sources/auto_examples/svm/plot_svm_regression.rst.txt"·rel="nofollow">Show·this·page·source</a> | 292 | ··········<a·href="../../_sources/auto_examples/svm/plot_svm_regression.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 293 | ······</footer> | 293 | ······</footer> |
| 294 | ····</div> | 294 | ····</div> |
| 295 | ··</div> | 295 | ··</div> |
| 296 | </div> | 296 | </div> |
| 297 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 297 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 92 | ····) | 92 | ····) |
| 93 | fig.text(0.5,·0.04,·"data",·ha="center",·va="center") | 93 | fig.text(0.5,·0.04,·"data",·ha="center",·va="center") |
| 94 | fig.text(0.06,·0.5,·"target",·ha="center",·va="center",·rotation="vertical") | 94 | fig.text(0.06,·0.5,·"target",·ha="center",·va="center",·rotation="vertical") |
| 95 | fig.suptitle("Support·Vector·Regression",·fontsize=14) | 95 | fig.suptitle("Support·Vector·Regression",·fontsize=14) |
| 96 | plt.show() | 96 | plt.show() |
| 97 | [Support·Vector·Regression] | 97 | [Support·Vector·Regression] |
| 98 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1. | 98 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1.800·seconds) |
| 99 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8v_\x8m_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 99 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8v_\x8m_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 100 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8v_\x8m_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8._\x8p_\x8y | 100 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8v_\x8m_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8._\x8p_\x8y |
| 101 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8v_\x8m_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p | 101 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8v_\x8m_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8._\x8z_\x8i_\x8p |
| 102 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 102 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 103 | ©·2007·-·202 | 103 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 383 | <img·src="../../_images/sphx_glr_plot_svm_scale_c_002.png"·srcset="../../_images/sphx_glr_plot_svm_scale_c_002.png"·alt="Effect·of·scaling·C·with·L2·penalty,·No·scaling,·Scaling·C·by·sqrt(1·/·n_samples)"·class·=·"sphx-glr-single-img"/><p>For·the·L2·penalty·case,·the·reparametrization·seems·to·have·a·smaller·impact | 383 | <img·src="../../_images/sphx_glr_plot_svm_scale_c_002.png"·srcset="../../_images/sphx_glr_plot_svm_scale_c_002.png"·alt="Effect·of·scaling·C·with·L2·penalty,·No·scaling,·Scaling·C·by·sqrt(1·/·n_samples)"·class·=·"sphx-glr-single-img"/><p>For·the·L2·penalty·case,·the·reparametrization·seems·to·have·a·smaller·impact |
| 384 | on·the·stability·of·the·optimal·value·for·the·regularization.·The·transition | 384 | on·the·stability·of·the·optimal·value·for·the·regularization.·The·transition |
| 385 | out·of·the·overfitting·region·occurs·in·a·more·spread·range·and·the·accuracy | 385 | out·of·the·overfitting·region·occurs·in·a·more·spread·range·and·the·accuracy |
| 386 | does·not·seem·to·be·degraded·up·to·chance·level.</p> | 386 | does·not·seem·to·be·degraded·up·to·chance·level.</p> |
| 387 | <p>Try·increasing·the·value·to·<code·class="docutils·literal·notranslate"><span·class="pre">n_splits=1_000</span></code>·for·better·results·in·the·L2 | 387 | <p>Try·increasing·the·value·to·<code·class="docutils·literal·notranslate"><span·class="pre">n_splits=1_000</span></code>·for·better·results·in·the·L2 |
| 388 | case,·which·is·not·shown·here·due·to·the·limitations·on·the·documentation | 388 | case,·which·is·not·shown·here·due·to·the·limitations·on·the·documentation |
| 389 | builder.</p> | 389 | builder.</p> |
| 390 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·2 | 390 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·25.231·seconds)</p> |
| 391 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-svm-plot-svm-scale-c-py"> | 391 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-svm-plot-svm-scale-c-py"> |
| 392 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 392 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 393 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/1ed4d16a866c9fe4d86a05477e6d0664/plot_svm_scale_c.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_svm_scale_c.ipynb</span></code></a></p> | 393 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/1ed4d16a866c9fe4d86a05477e6d0664/plot_svm_scale_c.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_svm_scale_c.ipynb</span></code></a></p> |
| 394 | </div> | 394 | </div> |
| 395 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 395 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 396 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/71939e5f0d3f41f3e224fafac2fea9f2/plot_svm_scale_c.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_svm_scale_c.py</span></code></a></p> | 396 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/71939e5f0d3f41f3e224fafac2fea9f2/plot_svm_scale_c.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_svm_scale_c.py</span></code></a></p> |
| 397 | </div> | 397 | </div> |
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| 403 | </section> | 403 | </section> |
| 404 | </section> | 404 | </section> |
| 405 | ······</div> | 405 | ······</div> |
| 406 | ····<div·class="container"> | 406 | ····<div·class="container"> |
| 407 | ······<footer·class="sk-content-footer"> | 407 | ······<footer·class="sk-content-footer"> |
| 408 | ············©·2007·-·202 | 408 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 409 | ··········<a·href="../../_sources/auto_examples/svm/plot_svm_scale_c.rst.txt"·rel="nofollow">Show·this·page·source</a> | 409 | ··········<a·href="../../_sources/auto_examples/svm/plot_svm_scale_c.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 410 | ······</footer> | 410 | ······</footer> |
| 411 | ····</div> | 411 | ····</div> |
| 412 | ··</div> | 412 | ··</div> |
| 413 | </div> | 413 | </div> |
| 414 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 414 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 196 | n_samples)] | 196 | n_samples)] |
| 197 | For·the·L2·penalty·case,·the·reparametrization·seems·to·have·a·smaller·impact | 197 | For·the·L2·penalty·case,·the·reparametrization·seems·to·have·a·smaller·impact |
| 198 | on·the·stability·of·the·optimal·value·for·the·regularization.·The·transition | 198 | on·the·stability·of·the·optimal·value·for·the·regularization.·The·transition |
| 199 | out·of·the·overfitting·region·occurs·in·a·more·spread·range·and·the·accuracy | 199 | out·of·the·overfitting·region·occurs·in·a·more·spread·range·and·the·accuracy |
| 200 | does·not·seem·to·be·degraded·up·to·chance·level. | 200 | does·not·seem·to·be·degraded·up·to·chance·level. |
| 201 | Try·increasing·the·value·to·n_splits=1_000·for·better·results·in·the·L2·case, | 201 | Try·increasing·the·value·to·n_splits=1_000·for·better·results·in·the·L2·case, |
| 202 | which·is·not·shown·here·due·to·the·limitations·on·the·documentation·builder. | 202 | which·is·not·shown·here·due·to·the·limitations·on·the·documentation·builder. |
| 203 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·2 | 203 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·25.231·seconds) |
| 204 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8v_\x8m_\x8__\x8s_\x8c_\x8a_\x8l_\x8e_\x8__\x8c_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 204 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8v_\x8m_\x8__\x8s_\x8c_\x8a_\x8l_\x8e_\x8__\x8c_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 205 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8v_\x8m_\x8__\x8s_\x8c_\x8a_\x8l_\x8e_\x8__\x8c_\x8._\x8p_\x8y | 205 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8v_\x8m_\x8__\x8s_\x8c_\x8a_\x8l_\x8e_\x8__\x8c_\x8._\x8p_\x8y |
| 206 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8v_\x8m_\x8__\x8s_\x8c_\x8a_\x8l_\x8e_\x8__\x8c_\x8._\x8z_\x8i_\x8p | 206 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8v_\x8m_\x8__\x8s_\x8c_\x8a_\x8l_\x8e_\x8__\x8c_\x8._\x8z_\x8i_\x8p |
| 207 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 207 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 208 | ©·2007·-·202 | 208 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 249 | ····<span·class="n">ax</span><span·class="o">.</span><span·class="n">set_ylim</span><span·class="p">(</span><span·class="n">ylim</span><span·class="p">)</span> | 249 | ····<span·class="n">ax</span><span·class="o">.</span><span·class="n">set_ylim</span><span·class="p">(</span><span·class="n">ylim</span><span·class="p">)</span> |
| 250 | ····<span·class="n">ax</span><span·class="o">.</span><span·class="n">set_title</span><span·class="p">(</span><span·class="n">title</span><span·class="p">)</span> | 250 | ····<span·class="n">ax</span><span·class="o">.</span><span·class="n">set_title</span><span·class="p">(</span><span·class="n">title</span><span·class="p">)</span> |
| 251 | ····<span·class="n">ax</span><span·class="o">.</span><span·class="n">set_aspect</span><span·class="p">(</span><span·class="s2">"equal"</span><span·class="p">)</span> | 251 | ····<span·class="n">ax</span><span·class="o">.</span><span·class="n">set_aspect</span><span·class="p">(</span><span·class="s2">"equal"</span><span·class="p">)</span> |
| 252 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 252 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 253 | </pre></div> | 253 | </pre></div> |
| 254 | </div> | 254 | </div> |
| 255 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1. | 255 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1.057·seconds)</p> |
| 256 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-svm-plot-svm-tie-breaking-py"> | 256 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-svm-plot-svm-tie-breaking-py"> |
| 257 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 257 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 258 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/358cfc6f7881b63fd4067f3b13ced9ab/plot_svm_tie_breaking.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_svm_tie_breaking.ipynb</span></code></a></p> | 258 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/358cfc6f7881b63fd4067f3b13ced9ab/plot_svm_tie_breaking.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_svm_tie_breaking.ipynb</span></code></a></p> |
| 259 | </div> | 259 | </div> |
| 260 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 260 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 261 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/87c535e0896b225a19d2142c6f7c6744/plot_svm_tie_breaking.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_svm_tie_breaking.py</span></code></a></p> | 261 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/87c535e0896b225a19d2142c6f7c6744/plot_svm_tie_breaking.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_svm_tie_breaking.py</span></code></a></p> |
| 262 | </div> | 262 | </div> |
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| 268 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 268 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 269 | </section> | 269 | </section> |
| 270 | ······</div> | 270 | ······</div> |
| 271 | ····<div·class="container"> | 271 | ····<div·class="container"> |
| 272 | ······<footer·class="sk-content-footer"> | 272 | ······<footer·class="sk-content-footer"> |
| 273 | ············©·2007·-·202 | 273 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 274 | ··········<a·href="../../_sources/auto_examples/svm/plot_svm_tie_breaking.rst.txt"·rel="nofollow">Show·this·page·source</a> | 274 | ··········<a·href="../../_sources/auto_examples/svm/plot_svm_tie_breaking.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 275 | ······</footer> | 275 | ······</footer> |
| 276 | ····</div> | 276 | ····</div> |
| 277 | ··</div> | 277 | ··</div> |
| 278 | </div> | 278 | </div> |
| 279 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 279 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 87 | ········ax.plot(line2,·line,·"--",·c=colors[col[1]]) | 87 | ········ax.plot(line2,·line,·"--",·c=colors[col[1]]) |
| 88 | ····ax.set_xlim(xlim) | 88 | ····ax.set_xlim(xlim) |
| 89 | ····ax.set_ylim(ylim) | 89 | ····ax.set_ylim(ylim) |
| 90 | ····ax.set_title(title) | 90 | ····ax.set_title(title) |
| 91 | ····ax.set_aspect("equal") | 91 | ····ax.set_aspect("equal") |
| 92 | plt.show() | 92 | plt.show() |
| 93 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1. | 93 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1.057·seconds) |
| 94 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8v_\x8m_\x8__\x8t_\x8i_\x8e_\x8__\x8b_\x8r_\x8e_\x8a_\x8k_\x8i_\x8n_\x8g_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 94 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8v_\x8m_\x8__\x8t_\x8i_\x8e_\x8__\x8b_\x8r_\x8e_\x8a_\x8k_\x8i_\x8n_\x8g_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 95 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8v_\x8m_\x8__\x8t_\x8i_\x8e_\x8__\x8b_\x8r_\x8e_\x8a_\x8k_\x8i_\x8n_\x8g_\x8._\x8p_\x8y | 95 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8v_\x8m_\x8__\x8t_\x8i_\x8e_\x8__\x8b_\x8r_\x8e_\x8a_\x8k_\x8i_\x8n_\x8g_\x8._\x8p_\x8y |
| 96 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8v_\x8m_\x8__\x8t_\x8i_\x8e_\x8__\x8b_\x8r_\x8e_\x8a_\x8k_\x8i_\x8n_\x8g_\x8._\x8z_\x8i_\x8p | 96 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8s_\x8v_\x8m_\x8__\x8t_\x8i_\x8e_\x8__\x8b_\x8r_\x8e_\x8a_\x8k_\x8i_\x8n_\x8g_\x8._\x8z_\x8i_\x8p |
| 97 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 97 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 98 | ©·2007·-·202 | 98 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 254 | ····<span·class="n">clf_no_weights</span><span·class="p">,</span>·<span·class="n">sample_weight_constant</span><span·class="p">,</span>·<span·class="n">axes</span><span·class="p">[</span><span·class="mi">0</span><span·class="p">],</span>·<span·class="s2">"Constant·weights"</span> | 254 | ····<span·class="n">clf_no_weights</span><span·class="p">,</span>·<span·class="n">sample_weight_constant</span><span·class="p">,</span>·<span·class="n">axes</span><span·class="p">[</span><span·class="mi">0</span><span·class="p">],</span>·<span·class="s2">"Constant·weights"</span> |
| 255 | <span·class="p">)</span> | 255 | <span·class="p">)</span> |
| 256 | <span·class="n">plot_decision_function</span><span·class="p">(</span><span·class="n">clf_weights</span><span·class="p">,</span>·<span·class="n">sample_weight_last_ten</span><span·class="p">,</span>·<span·class="n">axes</span><span·class="p">[</span><span·class="mi">1</span><span·class="p">],</span>·<span·class="s2">"Modified·weights"</span><span·class="p">)</span> | 256 | <span·class="n">plot_decision_function</span><span·class="p">(</span><span·class="n">clf_weights</span><span·class="p">,</span>·<span·class="n">sample_weight_last_ten</span><span·class="p">,</span>·<span·class="n">axes</span><span·class="p">[</span><span·class="mi">1</span><span·class="p">],</span>·<span·class="s2">"Modified·weights"</span><span·class="p">)</span> |
| 257 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 257 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 258 | </pre></div> | 258 | </pre></div> |
| 259 | </div> | 259 | </div> |
| 260 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0. | 260 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.457·seconds)</p> |
| 261 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-svm-plot-weighted-samples-py"> | 261 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-svm-plot-weighted-samples-py"> |
| 262 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 262 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 263 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/cea3fc06a4f342c635cadafa63b33319/plot_weighted_samples.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_weighted_samples.ipynb</span></code></a></p> | 263 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/cea3fc06a4f342c635cadafa63b33319/plot_weighted_samples.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_weighted_samples.ipynb</span></code></a></p> |
| 264 | </div> | 264 | </div> |
| 265 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 265 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 266 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/d03d4aeab237925427bfe3c81433b953/plot_weighted_samples.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_weighted_samples.py</span></code></a></p> | 266 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/d03d4aeab237925427bfe3c81433b953/plot_weighted_samples.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_weighted_samples.py</span></code></a></p> |
| 267 | </div> | 267 | </div> |
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| 273 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 273 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 274 | </section> | 274 | </section> |
| 275 | ······</div> | 275 | ······</div> |
| 276 | ····<div·class="container"> | 276 | ····<div·class="container"> |
| 277 | ······<footer·class="sk-content-footer"> | 277 | ······<footer·class="sk-content-footer"> |
| 278 | ············©·2007·-·202 | 278 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 279 | ··········<a·href="../../_sources/auto_examples/svm/plot_weighted_samples.rst.txt"·rel="nofollow">Show·this·page·source</a> | 279 | ··········<a·href="../../_sources/auto_examples/svm/plot_weighted_samples.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 280 | ······</footer> | 280 | ······</footer> |
| 281 | ····</div> | 281 | ····</div> |
| 282 | ··</div> | 282 | ··</div> |
| 283 | </div> | 283 | </div> |
| 284 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 284 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 91 | plot_decision_function( | 91 | plot_decision_function( |
| 92 | ····clf_no_weights,·sample_weight_constant,·axes[0],·"Constant·weights" | 92 | ····clf_no_weights,·sample_weight_constant,·axes[0],·"Constant·weights" |
| 93 | ) | 93 | ) |
| 94 | plot_decision_function(clf_weights,·sample_weight_last_ten,·axes[1],·"Modified | 94 | plot_decision_function(clf_weights,·sample_weight_last_ten,·axes[1],·"Modified |
| 95 | weights") | 95 | weights") |
| 96 | plt.show() | 96 | plt.show() |
| 97 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0. | 97 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.457·seconds) |
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| 99 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8w_\x8e_\x8i_\x8g_\x8h_\x8t_\x8e_\x8d_\x8__\x8s_\x8a_\x8m_\x8p_\x8l_\x8e_\x8s_\x8._\x8p_\x8y | 99 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8w_\x8e_\x8i_\x8g_\x8h_\x8t_\x8e_\x8d_\x8__\x8s_\x8a_\x8m_\x8p_\x8l_\x8e_\x8s_\x8._\x8p_\x8y |
| 100 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8w_\x8e_\x8i_\x8g_\x8h_\x8t_\x8e_\x8d_\x8__\x8s_\x8a_\x8m_\x8p_\x8l_\x8e_\x8s_\x8._\x8z_\x8i_\x8p | 100 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8w_\x8e_\x8i_\x8g_\x8h_\x8t_\x8e_\x8d_\x8__\x8s_\x8a_\x8m_\x8p_\x8l_\x8e_\x8s_\x8._\x8z_\x8i_\x8p |
| 101 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 101 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 102 | ©·2007·-·202 | 102 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 202 | </div> | 202 | </div> |
| 203 | </section> | 203 | </section> |
| 204 | ······</div> | 204 | ······</div> |
| 205 | ····<div·class="container"> | 205 | ····<div·class="container"> |
| 206 | ······<footer·class="sk-content-footer"> | 206 | ······<footer·class="sk-content-footer"> |
| 207 | ············©·2007·-·202 | 207 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 208 | ··········<a·href="../../_sources/auto_examples/text/index.rst.txt"·rel="nofollow">Show·this·page·source</a> | 208 | ··········<a·href="../../_sources/auto_examples/text/index.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 209 | ······</footer> | 209 | ······</footer> |
| 210 | ····</div> | 210 | ····</div> |
| 211 | ··</div> | 211 | ··</div> |
| 212 | </div> | 212 | </div> |
| 213 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 213 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 32 | Examples·concerning·the·_\x8s_\x8k_\x8l_\x8e_\x8a_\x8r_\x8n_\x8._\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8__\x8e_\x8x_\x8t_\x8r_\x8a_\x8c_\x8t_\x8i_\x8o_\x8n_\x8._\x8t_\x8e_\x8x_\x8t·module. | 32 | Examples·concerning·the·_\x8s_\x8k_\x8l_\x8e_\x8a_\x8r_\x8n_\x8._\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8__\x8e_\x8x_\x8t_\x8r_\x8a_\x8c_\x8t_\x8i_\x8o_\x8n_\x8._\x8t_\x8e_\x8x_\x8t·module. |
| 33 | _\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s | 33 | _\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s |
| 34 | Classification·of·text·documents·using·sparse·features | 34 | Classification·of·text·documents·using·sparse·features |
| 35 | _\x8C_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8k_\x8-_\x8m_\x8e_\x8a_\x8n_\x8s | 35 | _\x8C_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8k_\x8-_\x8m_\x8e_\x8a_\x8n_\x8s |
| 36 | Clustering·text·documents·using·k-means | 36 | Clustering·text·documents·using·k-means |
| 37 | _\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8H_\x8a_\x8s_\x8h_\x8e_\x8r_\x8·_\x8a_\x8n_\x8d_\x8·_\x8D_\x8i_\x8c_\x8t_\x8V_\x8e_\x8c_\x8t_\x8o_\x8r_\x8i_\x8z_\x8e_\x8r_\x8·_\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n | 37 | _\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8H_\x8a_\x8s_\x8h_\x8e_\x8r_\x8·_\x8a_\x8n_\x8d_\x8·_\x8D_\x8i_\x8c_\x8t_\x8V_\x8e_\x8c_\x8t_\x8o_\x8r_\x8i_\x8z_\x8e_\x8r_\x8·_\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n |
| 38 | FeatureHasher·and·DictVectorizer·Comparison | 38 | FeatureHasher·and·DictVectorizer·Comparison |
| 39 | ©·2007·-·202 | 39 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 666 | </section> | 666 | </section> |
| 667 | </section> | 667 | </section> |
| 668 | ······</div> | 668 | ······</div> |
| 669 | ····<div·class="container"> | 669 | ····<div·class="container"> |
| 670 | ······<footer·class="sk-content-footer"> | 670 | ······<footer·class="sk-content-footer"> |
| 671 | ············©·2007·-·202 | 671 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 672 | ··········<a·href="../../_sources/auto_examples/text/plot_document_classification_20newsgroups.rst.txt"·rel="nofollow">Show·this·page·source</a> | 672 | ··········<a·href="../../_sources/auto_examples/text/plot_document_classification_20newsgroups.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 673 | ······</footer> | 673 | ······</footer> |
| 674 | ····</div> | 674 | ····</div> |
| 675 | ··</div> | 675 | ··</div> |
| 676 | </div> | 676 | </div> |
| 677 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 677 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 458 | competitive·accuracy·in·the·high·dimensional·feature·space·of·text | 458 | competitive·accuracy·in·the·high·dimensional·feature·space·of·text |
| 459 | classification·problems. | 459 | classification·problems. |
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| 462 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8__\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x82_\x80_\x8n_\x8e_\x8w_\x8s_\x8g_\x8r_\x8o_\x8u_\x8p_\x8s_\x8._\x8p_\x8y | 462 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8__\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x82_\x80_\x8n_\x8e_\x8w_\x8s_\x8g_\x8r_\x8o_\x8u_\x8p_\x8s_\x8._\x8p_\x8y |
| 463 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8__\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x82_\x80_\x8n_\x8e_\x8w_\x8s_\x8g_\x8r_\x8o_\x8u_\x8p_\x8s_\x8._\x8z_\x8i_\x8p | 463 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8__\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x82_\x80_\x8n_\x8e_\x8w_\x8s_\x8g_\x8r_\x8o_\x8u_\x8p_\x8s_\x8._\x8z_\x8i_\x8p |
| 464 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 464 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 465 | ©·2007·-·202 | 465 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 647 | </section> | 647 | </section> |
| 648 | </section> | 648 | </section> |
| 649 | ······</div> | 649 | ······</div> |
| 650 | ····<div·class="container"> | 650 | ····<div·class="container"> |
| 651 | ······<footer·class="sk-content-footer"> | 651 | ······<footer·class="sk-content-footer"> |
| 652 | ············©·2007·-·202 | 652 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 653 | ··········<a·href="../../_sources/auto_examples/text/plot_document_clustering.rst.txt"·rel="nofollow">Show·this·page·source</a> | 653 | ··········<a·href="../../_sources/auto_examples/text/plot_document_clustering.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 654 | ······</footer> | 654 | ······</footer> |
| 655 | ····</div> | 655 | ····</div> |
| 656 | ··</div> | 656 | ··</div> |
| 657 | </div> | 657 | </div> |
| 658 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 658 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 413 | degradation·in·clustering·quality·compared·to·the·traditional·k-means | 413 | degradation·in·clustering·quality·compared·to·the·traditional·k-means |
| 414 | algorithm. | 414 | algorithm. |
| 415 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.003·seconds) | 415 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.003·seconds) |
| 416 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8__\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 416 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8__\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 417 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8__\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8._\x8p_\x8y | 417 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8__\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8._\x8p_\x8y |
| 418 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8__\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8._\x8z_\x8i_\x8p | 418 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8__\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8._\x8z_\x8i_\x8p |
| 419 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 419 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 420 | ©·2007·-·202 | 420 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 580 | </section> | 580 | </section> |
| 581 | </section> | 581 | </section> |
| 582 | ······</div> | 582 | ······</div> |
| 583 | ····<div·class="container"> | 583 | ····<div·class="container"> |
| 584 | ······<footer·class="sk-content-footer"> | 584 | ······<footer·class="sk-content-footer"> |
| 585 | ············©·2007·-·202 | 585 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 586 | ··········<a·href="../../_sources/auto_examples/text/plot_hashing_vs_dict_vectorizer.rst.txt"·rel="nofollow">Show·this·page·source</a> | 586 | ··········<a·href="../../_sources/auto_examples/text/plot_hashing_vs_dict_vectorizer.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 587 | ······</footer> | 587 | ······</footer> |
| 588 | ····</div> | 588 | ····</div> |
| 589 | ··</div> | 589 | ··</div> |
| 590 | </div> | 590 | </div> |
| 591 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 591 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 335 | documents·since·the·internal·tokenization·step·of·the·former·vectorizers | 335 | documents·since·the·internal·tokenization·step·of·the·former·vectorizers |
| 336 | compiles·a·regular·expression·once·and·then·reuses·it·for·all·the·documents. | 336 | compiles·a·regular·expression·once·and·then·reuses·it·for·all·the·documents. |
| 337 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.003·seconds) | 337 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.003·seconds) |
| 338 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8h_\x8a_\x8s_\x8h_\x8i_\x8n_\x8g_\x8__\x8v_\x8s_\x8__\x8d_\x8i_\x8c_\x8t_\x8__\x8v_\x8e_\x8c_\x8t_\x8o_\x8r_\x8i_\x8z_\x8e_\x8r_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 338 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8h_\x8a_\x8s_\x8h_\x8i_\x8n_\x8g_\x8__\x8v_\x8s_\x8__\x8d_\x8i_\x8c_\x8t_\x8__\x8v_\x8e_\x8c_\x8t_\x8o_\x8r_\x8i_\x8z_\x8e_\x8r_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 339 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8h_\x8a_\x8s_\x8h_\x8i_\x8n_\x8g_\x8__\x8v_\x8s_\x8__\x8d_\x8i_\x8c_\x8t_\x8__\x8v_\x8e_\x8c_\x8t_\x8o_\x8r_\x8i_\x8z_\x8e_\x8r_\x8._\x8p_\x8y | 339 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8h_\x8a_\x8s_\x8h_\x8i_\x8n_\x8g_\x8__\x8v_\x8s_\x8__\x8d_\x8i_\x8c_\x8t_\x8__\x8v_\x8e_\x8c_\x8t_\x8o_\x8r_\x8i_\x8z_\x8e_\x8r_\x8._\x8p_\x8y |
| 340 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8h_\x8a_\x8s_\x8h_\x8i_\x8n_\x8g_\x8__\x8v_\x8s_\x8__\x8d_\x8i_\x8c_\x8t_\x8__\x8v_\x8e_\x8c_\x8t_\x8o_\x8r_\x8i_\x8z_\x8e_\x8r_\x8._\x8z_\x8i_\x8p | 340 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8h_\x8a_\x8s_\x8h_\x8i_\x8n_\x8g_\x8__\x8v_\x8s_\x8__\x8d_\x8i_\x8c_\x8t_\x8__\x8v_\x8e_\x8c_\x8t_\x8o_\x8r_\x8i_\x8z_\x8e_\x8r_\x8._\x8z_\x8i_\x8p |
| 341 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 341 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 342 | ©·2007·-·202 | 342 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 208 | </div> | 208 | </div> |
| 209 | </section> | 209 | </section> |
| 210 | ······</div> | 210 | ······</div> |
| 211 | ····<div·class="container"> | 211 | ····<div·class="container"> |
| 212 | ······<footer·class="sk-content-footer"> | 212 | ······<footer·class="sk-content-footer"> |
| 213 | ············©·2007·-·202 | 213 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 214 | ··········<a·href="../../_sources/auto_examples/tree/index.rst.txt"·rel="nofollow">Show·this·page·source</a> | 214 | ··········<a·href="../../_sources/auto_examples/tree/index.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 215 | ······</footer> | 215 | ······</footer> |
| 216 | ····</div> | 216 | ····</div> |
| 217 | ··</div> | 217 | ··</div> |
| 218 | </div> | 218 | </div> |
| 219 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 219 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 36 | Multi-output·Decision·Tree·Regression | 36 | Multi-output·Decision·Tree·Regression |
| 37 | _\x8P_\x8l_\x8o_\x8t_\x8·_\x8t_\x8h_\x8e_\x8·_\x8d_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8·_\x8s_\x8u_\x8r_\x8f_\x8a_\x8c_\x8e_\x8·_\x8o_\x8f_\x8·_\x8d_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8·_\x8t_\x8r_\x8e_\x8e_\x8s_\x8·_\x8t_\x8r_\x8a_\x8i_\x8n_\x8e_\x8d_\x8·_\x8o_\x8n_\x8·_\x8t_\x8h_\x8e_\x8·_\x8i_\x8r_\x8i_\x8s_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t | 37 | _\x8P_\x8l_\x8o_\x8t_\x8·_\x8t_\x8h_\x8e_\x8·_\x8d_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8·_\x8s_\x8u_\x8r_\x8f_\x8a_\x8c_\x8e_\x8·_\x8o_\x8f_\x8·_\x8d_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8·_\x8t_\x8r_\x8e_\x8e_\x8s_\x8·_\x8t_\x8r_\x8a_\x8i_\x8n_\x8e_\x8d_\x8·_\x8o_\x8n_\x8·_\x8t_\x8h_\x8e_\x8·_\x8i_\x8r_\x8i_\x8s_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t |
| 38 | Plot·the·decision·surface·of·decision·trees·trained·on·the·iris·dataset | 38 | Plot·the·decision·surface·of·decision·trees·trained·on·the·iris·dataset |
| 39 | _\x8P_\x8o_\x8s_\x8t_\x8·_\x8p_\x8r_\x8u_\x8n_\x8i_\x8n_\x8g_\x8·_\x8d_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8·_\x8t_\x8r_\x8e_\x8e_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8c_\x8o_\x8s_\x8t_\x8·_\x8c_\x8o_\x8m_\x8p_\x8l_\x8e_\x8x_\x8i_\x8t_\x8y_\x8·_\x8p_\x8r_\x8u_\x8n_\x8i_\x8n_\x8g | 39 | _\x8P_\x8o_\x8s_\x8t_\x8·_\x8p_\x8r_\x8u_\x8n_\x8i_\x8n_\x8g_\x8·_\x8d_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8·_\x8t_\x8r_\x8e_\x8e_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8c_\x8o_\x8s_\x8t_\x8·_\x8c_\x8o_\x8m_\x8p_\x8l_\x8e_\x8x_\x8i_\x8t_\x8y_\x8·_\x8p_\x8r_\x8u_\x8n_\x8i_\x8n_\x8g |
| 40 | Post·pruning·decision·trees·with·cost·complexity·pruning | 40 | Post·pruning·decision·trees·with·cost·complexity·pruning |
| 41 | _\x8U_\x8n_\x8d_\x8e_\x8r_\x8s_\x8t_\x8a_\x8n_\x8d_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8d_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8·_\x8t_\x8r_\x8e_\x8e_\x8·_\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8u_\x8r_\x8e | 41 | _\x8U_\x8n_\x8d_\x8e_\x8r_\x8s_\x8t_\x8a_\x8n_\x8d_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8d_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8·_\x8t_\x8r_\x8e_\x8e_\x8·_\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8u_\x8r_\x8e |
| 42 | Understanding·the·decision·tree·structure | 42 | Understanding·the·decision·tree·structure |
| 43 | ©·2007·-·202 | 43 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 299 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">set_title</span><span·class="p">(</span><span·class="s2">"Accuracy·vs·alpha·for·training·and·testing·sets"</span><span·class="p">)</span> | 299 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">set_title</span><span·class="p">(</span><span·class="s2">"Accuracy·vs·alpha·for·training·and·testing·sets"</span><span·class="p">)</span> |
| 300 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">ccp_alphas</span><span·class="p">,</span>·<span·class="n">train_scores</span><span·class="p">,</span>·<span·class="n">marker</span><span·class="o">=</span><span·class="s2">"o"</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s2">"train"</span><span·class="p">,</span>·<span·class="n">drawstyle</span><span·class="o">=</span><span·class="s2">"steps-post"</span><span·class="p">)</span> | 300 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">ccp_alphas</span><span·class="p">,</span>·<span·class="n">train_scores</span><span·class="p">,</span>·<span·class="n">marker</span><span·class="o">=</span><span·class="s2">"o"</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s2">"train"</span><span·class="p">,</span>·<span·class="n">drawstyle</span><span·class="o">=</span><span·class="s2">"steps-post"</span><span·class="p">)</span> |
| 301 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">ccp_alphas</span><span·class="p">,</span>·<span·class="n">test_scores</span><span·class="p">,</span>·<span·class="n">marker</span><span·class="o">=</span><span·class="s2">"o"</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s2">"test"</span><span·class="p">,</span>·<span·class="n">drawstyle</span><span·class="o">=</span><span·class="s2">"steps-post"</span><span·class="p">)</span> | 301 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">ccp_alphas</span><span·class="p">,</span>·<span·class="n">test_scores</span><span·class="p">,</span>·<span·class="n">marker</span><span·class="o">=</span><span·class="s2">"o"</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s2">"test"</span><span·class="p">,</span>·<span·class="n">drawstyle</span><span·class="o">=</span><span·class="s2">"steps-post"</span><span·class="p">)</span> |
| 302 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span> | 302 | <span·class="n">ax</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span> |
| 303 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 303 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 304 | </pre></div> | 304 | </pre></div> |
| 305 | </div> | 305 | </div> |
| 306 | <img·src="../../_images/sphx_glr_plot_cost_complexity_pruning_003.png"·srcset="../../_images/sphx_glr_plot_cost_complexity_pruning_003.png"·alt="Accuracy·vs·alpha·for·training·and·testing·sets"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0. | 306 | <img·src="../../_images/sphx_glr_plot_cost_complexity_pruning_003.png"·srcset="../../_images/sphx_glr_plot_cost_complexity_pruning_003.png"·alt="Accuracy·vs·alpha·for·training·and·testing·sets"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.493·seconds)</p> |
| 307 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-tree-plot-cost-complexity-pruning-py"> | 307 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-tree-plot-cost-complexity-pruning-py"> |
| 308 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 308 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 309 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/29998264311e172e4afe243096ca2c93/plot_cost_complexity_pruning.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_cost_complexity_pruning.ipynb</span></code></a></p> | 309 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/29998264311e172e4afe243096ca2c93/plot_cost_complexity_pruning.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_cost_complexity_pruning.ipynb</span></code></a></p> |
| 310 | </div> | 310 | </div> |
| 311 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 311 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 312 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/93c278871f99c92a918dac30ee44a6a3/plot_cost_complexity_pruning.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_cost_complexity_pruning.py</span></code></a></p> | 312 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/93c278871f99c92a918dac30ee44a6a3/plot_cost_complexity_pruning.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_cost_complexity_pruning.py</span></code></a></p> |
| 313 | </div> | 313 | </div> |
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| 319 | </section> | 319 | </section> |
| 320 | </section> | 320 | </section> |
| 321 | ······</div> | 321 | ······</div> |
| 322 | ····<div·class="container"> | 322 | ····<div·class="container"> |
| 323 | ······<footer·class="sk-content-footer"> | 323 | ······<footer·class="sk-content-footer"> |
| 324 | ············©·2007·-·202 | 324 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 325 | ··········<a·href="../../_sources/auto_examples/tree/plot_cost_complexity_pruning.rst.txt"·rel="nofollow">Show·this·page·source</a> | 325 | ··········<a·href="../../_sources/auto_examples/tree/plot_cost_complexity_pruning.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 326 | ······</footer> | 326 | ······</footer> |
| 327 | ····</div> | 327 | ····</div> |
| 328 | ··</div> | 328 | ··</div> |
| 329 | </div> | 329 | </div> |
| 330 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 330 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 119 | ax.plot(ccp_alphas,·train_scores,·marker="o",·label="train",·drawstyle="steps- | 119 | ax.plot(ccp_alphas,·train_scores,·marker="o",·label="train",·drawstyle="steps- |
| 120 | post") | 120 | post") |
| 121 | ax.plot(ccp_alphas,·test_scores,·marker="o",·label="test",·drawstyle="steps- | 121 | ax.plot(ccp_alphas,·test_scores,·marker="o",·label="test",·drawstyle="steps- |
| 122 | post") | 122 | post") |
| 123 | ax.legend() | 123 | ax.legend() |
| 124 | plt.show() | 124 | plt.show() |
| 125 | [Accuracy·vs·alpha·for·training·and·testing·sets] | 125 | [Accuracy·vs·alpha·for·training·and·testing·sets] |
| 126 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0. | 126 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.493·seconds) |
| 127 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8s_\x8t_\x8__\x8c_\x8o_\x8m_\x8p_\x8l_\x8e_\x8x_\x8i_\x8t_\x8y_\x8__\x8p_\x8r_\x8u_\x8n_\x8i_\x8n_\x8g_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 127 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8s_\x8t_\x8__\x8c_\x8o_\x8m_\x8p_\x8l_\x8e_\x8x_\x8i_\x8t_\x8y_\x8__\x8p_\x8r_\x8u_\x8n_\x8i_\x8n_\x8g_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 128 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8s_\x8t_\x8__\x8c_\x8o_\x8m_\x8p_\x8l_\x8e_\x8x_\x8i_\x8t_\x8y_\x8__\x8p_\x8r_\x8u_\x8n_\x8i_\x8n_\x8g_\x8._\x8p_\x8y | 128 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8s_\x8t_\x8__\x8c_\x8o_\x8m_\x8p_\x8l_\x8e_\x8x_\x8i_\x8t_\x8y_\x8__\x8p_\x8r_\x8u_\x8n_\x8i_\x8n_\x8g_\x8._\x8p_\x8y |
| 129 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8s_\x8t_\x8__\x8c_\x8o_\x8m_\x8p_\x8l_\x8e_\x8x_\x8i_\x8t_\x8y_\x8__\x8p_\x8r_\x8u_\x8n_\x8i_\x8n_\x8g_\x8._\x8z_\x8i_\x8p | 129 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8c_\x8o_\x8s_\x8t_\x8__\x8c_\x8o_\x8m_\x8p_\x8l_\x8e_\x8x_\x8i_\x8t_\x8y_\x8__\x8p_\x8r_\x8u_\x8n_\x8i_\x8n_\x8g_\x8._\x8z_\x8i_\x8p |
| 130 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 130 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 131 | ©·2007·-·202 | 131 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 280 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">figure</span><span·class="p">()</span> | 280 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">figure</span><span·class="p">()</span> |
| 281 | <span·class="n">clf</span>·<span·class="o">=</span>·<span·class="n">DecisionTreeClassifier</span><span·class="p">()</span><span·class="o">.</span><span·class="n">fit</span><span·class="p">(</span><span·class="n">iris</span><span·class="o">.</span><span·class="n">data</span><span·class="p">,</span>·<span·class="n">iris</span><span·class="o">.</span><span·class="n">target</span><span·class="p">)</span> | 281 | <span·class="n">clf</span>·<span·class="o">=</span>·<span·class="n">DecisionTreeClassifier</span><span·class="p">()</span><span·class="o">.</span><span·class="n">fit</span><span·class="p">(</span><span·class="n">iris</span><span·class="o">.</span><span·class="n">data</span><span·class="p">,</span>·<span·class="n">iris</span><span·class="o">.</span><span·class="n">target</span><span·class="p">)</span> |
| 282 | <span·class="n">plot_tree</span><span·class="p">(</span><span·class="n">clf</span><span·class="p">,</span>·<span·class="n">filled</span><span·class="o">=</span><span·class="kc">True</span><span·class="p">)</span> | 282 | <span·class="n">plot_tree</span><span·class="p">(</span><span·class="n">clf</span><span·class="p">,</span>·<span·class="n">filled</span><span·class="o">=</span><span·class="kc">True</span><span·class="p">)</span> |
| 283 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"Decision·tree·trained·on·all·the·iris·features"</span><span·class="p">)</span> | 283 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"Decision·tree·trained·on·all·the·iris·features"</span><span·class="p">)</span> |
| 284 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 284 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 285 | </pre></div> | 285 | </pre></div> |
| 286 | </div> | 286 | </div> |
| 287 | <img·src="../../_images/sphx_glr_plot_iris_dtc_002.png"·srcset="../../_images/sphx_glr_plot_iris_dtc_002.png"·alt="Decision·tree·trained·on·all·the·iris·features"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1.02 | 287 | <img·src="../../_images/sphx_glr_plot_iris_dtc_002.png"·srcset="../../_images/sphx_glr_plot_iris_dtc_002.png"·alt="Decision·tree·trained·on·all·the·iris·features"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1.028·seconds)</p> |
| 288 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-tree-plot-iris-dtc-py"> | 288 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-tree-plot-iris-dtc-py"> |
| 289 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 289 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 290 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/bc4cacb86f284cd0b3913166a69c9fb2/plot_iris_dtc.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_iris_dtc.ipynb</span></code></a></p> | 290 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/bc4cacb86f284cd0b3913166a69c9fb2/plot_iris_dtc.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_iris_dtc.ipynb</span></code></a></p> |
| 291 | </div> | 291 | </div> |
| 292 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 292 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 293 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/00ae629d652473137a3905a5e08ea815/plot_iris_dtc.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_iris_dtc.py</span></code></a></p> | 293 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/00ae629d652473137a3905a5e08ea815/plot_iris_dtc.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_iris_dtc.py</span></code></a></p> |
| 294 | </div> | 294 | </div> |
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| 299 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 299 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 300 | </section> | 300 | </section> |
| 301 | ······</div> | 301 | ······</div> |
| 302 | ····<div·class="container"> | 302 | ····<div·class="container"> |
| 303 | ······<footer·class="sk-content-footer"> | 303 | ······<footer·class="sk-content-footer"> |
| 304 | ············©·2007·-·202 | 304 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 305 | ··········<a·href="../../_sources/auto_examples/tree/plot_iris_dtc.rst.txt"·rel="nofollow">Show·this·page·source</a> | 305 | ··········<a·href="../../_sources/auto_examples/tree/plot_iris_dtc.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 306 | ······</footer> | 306 | ······</footer> |
| 307 | ····</div> | 307 | ····</div> |
| 308 | ··</div> | 308 | ··</div> |
| 309 | </div> | 309 | </div> |
| 310 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 310 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 126 | plt.figure() | 126 | plt.figure() |
| 127 | clf·=·DecisionTreeClassifier().fit(iris.data,·iris.target) | 127 | clf·=·DecisionTreeClassifier().fit(iris.data,·iris.target) |
| 128 | plot_tree(clf,·filled=True) | 128 | plot_tree(clf,·filled=True) |
| 129 | plt.title("Decision·tree·trained·on·all·the·iris·features") | 129 | plt.title("Decision·tree·trained·on·all·the·iris·features") |
| 130 | plt.show() | 130 | plt.show() |
| 131 | [Decision·tree·trained·on·all·the·iris·features] | 131 | [Decision·tree·trained·on·all·the·iris·features] |
| 132 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1.02 | 132 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1.028·seconds) |
| 133 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8r_\x8i_\x8s_\x8__\x8d_\x8t_\x8c_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 133 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8r_\x8i_\x8s_\x8__\x8d_\x8t_\x8c_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
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| 135 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8r_\x8i_\x8s_\x8__\x8d_\x8t_\x8c_\x8._\x8z_\x8i_\x8p | 135 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8r_\x8i_\x8s_\x8__\x8d_\x8t_\x8c_\x8._\x8z_\x8i_\x8p |
| 136 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 136 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 137 | ©·2007·-·202 | 137 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 231 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xlabel</span><span·class="p">(</span><span·class="s2">"data"</span><span·class="p">)</span> | 231 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xlabel</span><span·class="p">(</span><span·class="s2">"data"</span><span·class="p">)</span> |
| 232 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylabel</span><span·class="p">(</span><span·class="s2">"target"</span><span·class="p">)</span> | 232 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylabel</span><span·class="p">(</span><span·class="s2">"target"</span><span·class="p">)</span> |
| 233 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"Decision·Tree·Regression"</span><span·class="p">)</span> | 233 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"Decision·Tree·Regression"</span><span·class="p">)</span> |
| 234 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span> | 234 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span> |
| 235 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 235 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 236 | </pre></div> | 236 | </pre></div> |
| 237 | </div> | 237 | </div> |
| 238 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0. | 238 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.099·seconds)</p> |
| 239 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-tree-plot-tree-regression-py"> | 239 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-tree-plot-tree-regression-py"> |
| 240 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 240 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 241 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/ad1c1da0830674700828e658b74f6cf6/plot_tree_regression.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_tree_regression.ipynb</span></code></a></p> | 241 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/ad1c1da0830674700828e658b74f6cf6/plot_tree_regression.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_tree_regression.ipynb</span></code></a></p> |
| 242 | </div> | 242 | </div> |
| 243 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 243 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 244 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/1fda803e152cdabd5ad21330d93e1258/plot_tree_regression.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_tree_regression.py</span></code></a></p> | 244 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/1fda803e152cdabd5ad21330d93e1258/plot_tree_regression.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_tree_regression.py</span></code></a></p> |
| 245 | </div> | 245 | </div> |
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| 250 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 250 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 251 | </section> | 251 | </section> |
| 252 | ······</div> | 252 | ······</div> |
| 253 | ····<div·class="container"> | 253 | ····<div·class="container"> |
| 254 | ······<footer·class="sk-content-footer"> | 254 | ······<footer·class="sk-content-footer"> |
| 255 | ············©·2007·-·202 | 255 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 256 | ··········<a·href="../../_sources/auto_examples/tree/plot_tree_regression.rst.txt"·rel="nofollow">Show·this·page·source</a> | 256 | ··········<a·href="../../_sources/auto_examples/tree/plot_tree_regression.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 257 | ······</footer> | 257 | ······</footer> |
| 258 | ····</div> | 258 | ····</div> |
| 259 | ··</div> | 259 | ··</div> |
| 260 | </div> | 260 | </div> |
| 261 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 261 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 67 | plt.plot(X_test,·y_1,·color="cornflowerblue",·label="max_depth=2",·linewidth=2) | 67 | plt.plot(X_test,·y_1,·color="cornflowerblue",·label="max_depth=2",·linewidth=2) |
| 68 | plt.plot(X_test,·y_2,·color="yellowgreen",·label="max_depth=5",·linewidth=2) | 68 | plt.plot(X_test,·y_2,·color="yellowgreen",·label="max_depth=5",·linewidth=2) |
| 69 | plt.xlabel("data") | 69 | plt.xlabel("data") |
| 70 | plt.ylabel("target") | 70 | plt.ylabel("target") |
| 71 | plt.title("Decision·Tree·Regression") | 71 | plt.title("Decision·Tree·Regression") |
| 72 | plt.legend() | 72 | plt.legend() |
| 73 | plt.show() | 73 | plt.show() |
| 74 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0. | 74 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.099·seconds) |
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| 76 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8r_\x8e_\x8e_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8._\x8p_\x8y | 76 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8r_\x8e_\x8e_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8._\x8p_\x8y |
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| 78 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 78 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 79 | ©·2007·-·202 | 79 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 247 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xlabel</span><span·class="p">(</span><span·class="s2">"target·1"</span><span·class="p">)</span> | 247 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xlabel</span><span·class="p">(</span><span·class="s2">"target·1"</span><span·class="p">)</span> |
| 248 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylabel</span><span·class="p">(</span><span·class="s2">"target·2"</span><span·class="p">)</span> | 248 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylabel</span><span·class="p">(</span><span·class="s2">"target·2"</span><span·class="p">)</span> |
| 249 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"Multi-output·Decision·Tree·Regression"</span><span·class="p">)</span> | 249 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">title</span><span·class="p">(</span><span·class="s2">"Multi-output·Decision·Tree·Regression"</span><span·class="p">)</span> |
| 250 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span><span·class="n">loc</span><span·class="o">=</span><span·class="s2">"best"</span><span·class="p">)</span> | 250 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">(</span><span·class="n">loc</span><span·class="o">=</span><span·class="s2">"best"</span><span·class="p">)</span> |
| 251 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 251 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
| 252 | </pre></div> | 252 | </pre></div> |
| 253 | </div> | 253 | </div> |
| 254 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.2 | 254 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.276·seconds)</p> |
| 255 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-tree-plot-tree-regression-multioutput-py"> | 255 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-tree-plot-tree-regression-multioutput-py"> |
| 256 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 256 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 257 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/aeb8d70a5cf3f742129926fb473c9bca/plot_tree_regression_multioutput.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_tree_regression_multioutput.ipynb</span></code></a></p> | 257 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/aeb8d70a5cf3f742129926fb473c9bca/plot_tree_regression_multioutput.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_tree_regression_multioutput.ipynb</span></code></a></p> |
| 258 | </div> | 258 | </div> |
| 259 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 259 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 260 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/8a87659782dab72f4bb6ef792517234c/plot_tree_regression_multioutput.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_tree_regression_multioutput.py</span></code></a></p> | 260 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/8a87659782dab72f4bb6ef792517234c/plot_tree_regression_multioutput.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_tree_regression_multioutput.py</span></code></a></p> |
| 261 | </div> | 261 | </div> |
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| 266 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> | 266 | <p·class="sphx-glr-signature"><a·class="reference·external"·href="https://sphinx-gallery.github.io">Gallery·generated·by·Sphinx-Gallery</a></p> |
| 267 | </section> | 267 | </section> |
| 268 | ······</div> | 268 | ······</div> |
| 269 | ····<div·class="container"> | 269 | ····<div·class="container"> |
| 270 | ······<footer·class="sk-content-footer"> | 270 | ······<footer·class="sk-content-footer"> |
| 271 | ············©·2007·-·202 | 271 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 272 | ··········<a·href="../../_sources/auto_examples/tree/plot_tree_regression_multioutput.rst.txt"·rel="nofollow">Show·this·page·source</a> | 272 | ··········<a·href="../../_sources/auto_examples/tree/plot_tree_regression_multioutput.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 273 | ······</footer> | 273 | ······</footer> |
| 274 | ····</div> | 274 | ····</div> |
| 275 | ··</div> | 275 | ··</div> |
| 276 | </div> | 276 | </div> |
| 277 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 277 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 85 | plt.xlim([-6,·6]) | 85 | plt.xlim([-6,·6]) |
| 86 | plt.ylim([-6,·6]) | 86 | plt.ylim([-6,·6]) |
| 87 | plt.xlabel("target·1") | 87 | plt.xlabel("target·1") |
| 88 | plt.ylabel("target·2") | 88 | plt.ylabel("target·2") |
| 89 | plt.title("Multi-output·Decision·Tree·Regression") | 89 | plt.title("Multi-output·Decision·Tree·Regression") |
| 90 | plt.legend(loc="best") | 90 | plt.legend(loc="best") |
| 91 | plt.show() | 91 | plt.show() |
| 92 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.2 | 92 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.276·seconds) |
| 93 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8r_\x8e_\x8e_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8__\x8m_\x8u_\x8l_\x8t_\x8i_\x8o_\x8u_\x8t_\x8p_\x8u_\x8t_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 93 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8r_\x8e_\x8e_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8__\x8m_\x8u_\x8l_\x8t_\x8i_\x8o_\x8u_\x8t_\x8p_\x8u_\x8t_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 94 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8r_\x8e_\x8e_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8__\x8m_\x8u_\x8l_\x8t_\x8i_\x8o_\x8u_\x8t_\x8p_\x8u_\x8t_\x8._\x8p_\x8y | 94 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8r_\x8e_\x8e_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8__\x8m_\x8u_\x8l_\x8t_\x8i_\x8o_\x8u_\x8t_\x8p_\x8u_\x8t_\x8._\x8p_\x8y |
| 95 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8r_\x8e_\x8e_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8__\x8m_\x8u_\x8l_\x8t_\x8i_\x8o_\x8u_\x8t_\x8p_\x8u_\x8t_\x8._\x8z_\x8i_\x8p | 95 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8t_\x8r_\x8e_\x8e_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8__\x8m_\x8u_\x8l_\x8t_\x8i_\x8o_\x8u_\x8t_\x8p_\x8u_\x8t_\x8._\x8z_\x8i_\x8p |
| 96 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 96 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 97 | ©·2007·-·202 | 97 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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4.09 KB
| Offset 831, 15 lines modified | Offset 831, 15 lines modified | ||
| 831 | <span·class="nb">print</span><span·class="p">(</span><span·class="s2">"This·is·</span><span·class="si">{prop}%·o</span><span·class="s2">f·all·nodes."</span><span·class="o">.</span><span·class="n">format</span><span·class="p">(</span><span·class="n">prop</span><span·class="o">=</span><span·class="mi">100</span>·<span·class="o">*</span>·<span·class="nb">len</span><span·class="p">(</span><span·class="n">common_node_id</span><span·class="p">)</span>·<span·class="o">/</span>·<span·class="n">n_nodes</span><span·class="p">))</span> | 831 | <span·class="nb">print</span><span·class="p">(</span><span·class="s2">"This·is·</span><span·class="si">{prop}%·o</span><span·class="s2">f·all·nodes."</span><span·class="o">.</span><span·class="n">format</span><span·class="p">(</span><span·class="n">prop</span><span·class="o">=</span><span·class="mi">100</span>·<span·class="o">*</span>·<span·class="nb">len</span><span·class="p">(</span><span·class="n">common_node_id</span><span·class="p">)</span>·<span·class="o">/</span>·<span·class="n">n_nodes</span><span·class="p">))</span> |
| 832 | </pre></div> | 832 | </pre></div> |
| 833 | </div> | 833 | </div> |
| 834 | <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>The·following·samples·[0,·1]·share·the·node(s)·[0·2]·in·the·tree. | 834 | <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>The·following·samples·[0,·1]·share·the·node(s)·[0·2]·in·the·tree. |
| 835 | This·is·40.0%·of·all·nodes. | 835 | This·is·40.0%·of·all·nodes. |
| 836 | </pre></div> | 836 | </pre></div> |
| 837 | </div> | 837 | </div> |
| 838 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.0 | 838 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.082·seconds)</p> |
| 839 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-tree-plot-unveil-tree-structure-py"> | 839 | <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-tree-plot-unveil-tree-structure-py"> |
| 840 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 840 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
| 841 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/f7a387851c5762610f4e8197e52bbbca/plot_unveil_tree_structure.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_unveil_tree_structure.ipynb</span></code></a></p> | 841 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/f7a387851c5762610f4e8197e52bbbca/plot_unveil_tree_structure.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">plot_unveil_tree_structure.ipynb</span></code></a></p> |
| 842 | </div> | 842 | </div> |
| 843 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> | 843 | <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container"> |
| 844 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/21a6ff17ef2837fe1cd49e63223a368d/plot_unveil_tree_structure.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_unveil_tree_structure.py</span></code></a></p> | 844 | <p><a·class="reference·download·internal"·download=""·href="../../_downloads/21a6ff17ef2837fe1cd49e63223a368d/plot_unveil_tree_structure.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">plot_unveil_tree_structure.py</span></code></a></p> |
| 845 | </div> | 845 | </div> |
| Offset 851, 15 lines modified | Offset 851, 15 lines modified | ||
| 851 | </section> | 851 | </section> |
| 852 | </section> | 852 | </section> |
| 853 | ······</div> | 853 | ······</div> |
| 854 | ····<div·class="container"> | 854 | ····<div·class="container"> |
| 855 | ······<footer·class="sk-content-footer"> | 855 | ······<footer·class="sk-content-footer"> |
| 856 | ············©·2007·-·202 | 856 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 857 | ··········<a·href="../../_sources/auto_examples/tree/plot_unveil_tree_structure.rst.txt"·rel="nofollow">Show·this·page·source</a> | 857 | ··········<a·href="../../_sources/auto_examples/tree/plot_unveil_tree_structure.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 858 | ······</footer> | 858 | ······</footer> |
| 859 | ····</div> | 859 | ····</div> |
| 860 | ··</div> | 860 | ··</div> |
| 861 | </div> | 861 | </div> |
| 862 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 862 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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1.34 KB
| Offset 241, 13 lines modified | Offset 241, 13 lines modified | ||
| 241 | ········samples=sample_ids,·nodes=common_node_id | 241 | ········samples=sample_ids,·nodes=common_node_id |
| 242 | ····) | 242 | ····) |
| 243 | ) | 243 | ) |
| 244 | print("This·is·{prop}%·of·all·nodes.".format(prop=100·*·len(common_node_id)·/ | 244 | print("This·is·{prop}%·of·all·nodes.".format(prop=100·*·len(common_node_id)·/ |
| 245 | n_nodes)) | 245 | n_nodes)) |
| 246 | The·following·samples·[0,·1]·share·the·node(s)·[0·2]·in·the·tree. | 246 | The·following·samples·[0,·1]·share·the·node(s)·[0·2]·in·the·tree. |
| 247 | This·is·40.0%·of·all·nodes. | 247 | This·is·40.0%·of·all·nodes. |
| 248 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.0 | 248 | T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.082·seconds) |
| 249 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8u_\x8n_\x8v_\x8e_\x8i_\x8l_\x8__\x8t_\x8r_\x8e_\x8e_\x8__\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8u_\x8r_\x8e_\x8._\x8i_\x8p_\x8y_\x8n_\x8b | 249 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8u_\x8n_\x8v_\x8e_\x8i_\x8l_\x8__\x8t_\x8r_\x8e_\x8e_\x8__\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8u_\x8r_\x8e_\x8._\x8i_\x8p_\x8y_\x8n_\x8b |
| 250 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8u_\x8n_\x8v_\x8e_\x8i_\x8l_\x8__\x8t_\x8r_\x8e_\x8e_\x8__\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8u_\x8r_\x8e_\x8._\x8p_\x8y | 250 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8u_\x8n_\x8v_\x8e_\x8i_\x8l_\x8__\x8t_\x8r_\x8e_\x8e_\x8__\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8u_\x8r_\x8e_\x8._\x8p_\x8y |
| 251 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8u_\x8n_\x8v_\x8e_\x8i_\x8l_\x8__\x8t_\x8r_\x8e_\x8e_\x8__\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8u_\x8r_\x8e_\x8._\x8z_\x8i_\x8p | 251 | _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8__\x8u_\x8n_\x8v_\x8e_\x8i_\x8l_\x8__\x8t_\x8r_\x8e_\x8e_\x8__\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8u_\x8r_\x8e_\x8._\x8z_\x8i_\x8p |
| 252 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y | 252 | _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y |
| 253 | ©·2007·-·202 | 253 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| Offset 841, 15 lines modified | Offset 841, 15 lines modified | ||
| 841 | </section> | 841 | </section> |
| 842 | </section> | 842 | </section> |
| 843 | ······</div> | 843 | ······</div> |
| 844 | ····<div·class="container"> | 844 | ····<div·class="container"> |
| 845 | ······<footer·class="sk-content-footer"> | 845 | ······<footer·class="sk-content-footer"> |
| 846 | ············©·2007·-·202 | 846 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 847 | ··········<a·href="_sources/common_pitfalls.rst.txt"·rel="nofollow">Show·this·page·source</a> | 847 | ··········<a·href="_sources/common_pitfalls.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 848 | ······</footer> | 848 | ······</footer> |
| 849 | ····</div> | 849 | ····</div> |
| 850 | ··</div> | 850 | ··</div> |
| 851 | </div> | 851 | </div> |
| 852 | <script·src="_static/js/vendor/bootstrap.min.js"></script> | 852 | <script·src="_static/js/vendor/bootstrap.min.js"></script> |
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796 B
| Offset 457, 8 lines modified | Offset 457, 8 lines modified | ||
| 457 | leads·to·more·robust·CV·results,·and·makes·the·comparison·between·various | 457 | leads·to·more·robust·CV·results,·and·makes·the·comparison·between·various |
| 458 | algorithms·fairer.·It·also·helps·limiting·the·temptation·to·treat·the | 458 | algorithms·fairer.·It·also·helps·limiting·the·temptation·to·treat·the |
| 459 | estimator’s·RNG·as·a·hyper-parameter·that·can·be·tuned. | 459 | estimator’s·RNG·as·a·hyper-parameter·that·can·be·tuned. |
| 460 | Whether·we·pass·RandomState·instances·or·integers·to·CV·splitters·has·no·impact | 460 | Whether·we·pass·RandomState·instances·or·integers·to·CV·splitters·has·no·impact |
| 461 | on·robustness,·as·long·as·split·is·only·called·once.·When·split·is·called | 461 | on·robustness,·as·long·as·split·is·only·called·once.·When·split·is·called |
| 462 | multiple·times,·fold-to-fold·comparison·isn’t·possible·anymore.·As·a·result, | 462 | multiple·times,·fold-to-fold·comparison·isn’t·possible·anymore.·As·a·result, |
| 463 | passing·integer·to·CV·splitters·is·usually·safer·and·covers·most·use-cases. | 463 | passing·integer·to·CV·splitters·is·usually·safer·and·covers·most·use-cases. |
| 464 | ©·2007·-·202 | 464 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| Offset 198, 15 lines modified | Offset 198, 15 lines modified | ||
| 198 | <p>francoisgoupil</p> | 198 | <p>francoisgoupil</p> |
| 199 | </div> | 199 | </div> |
| 200 | </div> | 200 | </div> |
| 201 | ······</div> | 201 | ······</div> |
| 202 | ····<div·class="container"> | 202 | ····<div·class="container"> |
| 203 | ······<footer·class="sk-content-footer"> | 203 | ······<footer·class="sk-content-footer"> |
| 204 | ············©·2007·-·202 | 204 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 205 | ··········<a·href="_sources/communication_team.rst.txt"·rel="nofollow">Show·this·page·source</a> | 205 | ··········<a·href="_sources/communication_team.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 206 | ······</footer> | 206 | ······</footer> |
| 207 | ····</div> | 207 | ····</div> |
| 208 | ··</div> | 208 | ··</div> |
| 209 | </div> | 209 | </div> |
| 210 | <script·src="_static/js/vendor/bootstrap.min.js"></script> | 210 | <script·src="_static/js/vendor/bootstrap.min.js"></script> |
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| 30 | _\x8O_\x8t_\x8h_\x8e_\x8r_\x8·_\x8v_\x8e_\x8r_\x8s_\x8i_\x8o_\x8n_\x8s | 30 | _\x8O_\x8t_\x8h_\x8e_\x8r_\x8·_\x8v_\x8e_\x8r_\x8s_\x8i_\x8o_\x8n_\x8s |
| 31 | Please·_\x8c_\x8i_\x8t_\x8e_\x8·_\x8u_\x8s·if·you·use·the·software. | 31 | Please·_\x8c_\x8i_\x8t_\x8e_\x8·_\x8u_\x8s·if·you·use·the·software. |
| 32 | _\x8[_\x8h_\x8t_\x8t_\x8p_\x8s_\x8:_\x8/_\x8/_\x8a_\x8v_\x8a_\x8t_\x8a_\x8r_\x8s_\x8._\x8g_\x8i_\x8t_\x8h_\x8u_\x8b_\x8u_\x8s_\x8e_\x8r_\x8c_\x8o_\x8n_\x8t_\x8e_\x8n_\x8t_\x8._\x8c_\x8o_\x8m_\x8/_\x8u_\x8/_\x83_\x85_\x89_\x87_\x83_\x85_\x82_\x88_\x8?_\x8v_\x8=_\x84_\x8] | 32 | _\x8[_\x8h_\x8t_\x8t_\x8p_\x8s_\x8:_\x8/_\x8/_\x8a_\x8v_\x8a_\x8t_\x8a_\x8r_\x8s_\x8._\x8g_\x8i_\x8t_\x8h_\x8u_\x8b_\x8u_\x8s_\x8e_\x8r_\x8c_\x8o_\x8n_\x8t_\x8e_\x8n_\x8t_\x8._\x8c_\x8o_\x8m_\x8/_\x8u_\x8/_\x83_\x85_\x89_\x87_\x83_\x85_\x82_\x88_\x8?_\x8v_\x8=_\x84_\x8] |
| 33 | Lauren·Burke | 33 | Lauren·Burke |
| 34 | _\x8[_\x8h_\x8t_\x8t_\x8p_\x8s_\x8:_\x8/_\x8/_\x8a_\x8v_\x8a_\x8t_\x8a_\x8r_\x8s_\x8._\x8g_\x8i_\x8t_\x8h_\x8u_\x8b_\x8u_\x8s_\x8e_\x8r_\x8c_\x8o_\x8n_\x8t_\x8e_\x8n_\x8t_\x8._\x8c_\x8o_\x8m_\x8/_\x8u_\x8/_\x89_\x88_\x81_\x80_\x85_\x86_\x82_\x86_\x8?_\x8v_\x8=_\x84_\x8] | 34 | _\x8[_\x8h_\x8t_\x8t_\x8p_\x8s_\x8:_\x8/_\x8/_\x8a_\x8v_\x8a_\x8t_\x8a_\x8r_\x8s_\x8._\x8g_\x8i_\x8t_\x8h_\x8u_\x8b_\x8u_\x8s_\x8e_\x8r_\x8c_\x8o_\x8n_\x8t_\x8e_\x8n_\x8t_\x8._\x8c_\x8o_\x8m_\x8/_\x8u_\x8/_\x89_\x88_\x81_\x80_\x85_\x86_\x82_\x86_\x8?_\x8v_\x8=_\x84_\x8] |
| 35 | francoisgoupil | 35 | francoisgoupil |
| 36 | ©·2007·-·202 | 36 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 190 | <li><p>Reshama·Shaikh</p></li> | 190 | <li><p>Reshama·Shaikh</p></li> |
| 191 | </ul> | 191 | </ul> |
| 192 | ······</div> | 192 | ······</div> |
| 193 | ····<div·class="container"> | 193 | ····<div·class="container"> |
| 194 | ······<footer·class="sk-content-footer"> | 194 | ······<footer·class="sk-content-footer"> |
| 195 | ············©·2007·-·202 | 195 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 196 | ··········<a·href="_sources/communication_team_emeritus.rst.txt"·rel="nofollow">Show·this·page·source</a> | 196 | ··········<a·href="_sources/communication_team_emeritus.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 197 | ······</footer> | 197 | ······</footer> |
| 198 | ····</div> | 198 | ····</div> |
| 199 | ··</div> | 199 | ··</div> |
| 200 | </div> | 200 | </div> |
| 201 | <script·src="_static/js/vendor/bootstrap.min.js"></script> | 201 | <script·src="_static/js/vendor/bootstrap.min.js"></script> |
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| 26 | >Prev | 26 | >Prev |
| 27 | ·_\x8U_\x8p | 27 | ·_\x8U_\x8p |
| 28 | >Next | 28 | >Next |
| 29 | s\x8sc\x8ci\x8ik\x8ki\x8it\x8t-\x8-l\x8le\x8ea\x8ar\x8rn\x8n·1\x81.\x8.4\x84.\x8.2\x82 | 29 | s\x8sc\x8ci\x8ik\x8ki\x8it\x8t-\x8-l\x8le\x8ea\x8ar\x8rn\x8n·1\x81.\x8.4\x84.\x8.2\x82 |
| 30 | _\x8O_\x8t_\x8h_\x8e_\x8r_\x8·_\x8v_\x8e_\x8r_\x8s_\x8i_\x8o_\x8n_\x8s | 30 | _\x8O_\x8t_\x8h_\x8e_\x8r_\x8·_\x8v_\x8e_\x8r_\x8s_\x8i_\x8o_\x8n_\x8s |
| 31 | Please·_\x8c_\x8i_\x8t_\x8e_\x8·_\x8u_\x8s·if·you·use·the·software. | 31 | Please·_\x8c_\x8i_\x8t_\x8e_\x8·_\x8u_\x8s·if·you·use·the·software. |
| 32 | ····*·Reshama·Shaikh | 32 | ····*·Reshama·Shaikh |
| 33 | ©·2007·-·202 | 33 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 593 | </section> | 593 | </section> |
| 594 | </section> | 594 | </section> |
| 595 | ······</div> | 595 | ······</div> |
| 596 | ····<div·class="container"> | 596 | ····<div·class="container"> |
| 597 | ······<footer·class="sk-content-footer"> | 597 | ······<footer·class="sk-content-footer"> |
| 598 | ············©·2007·-·202 | 598 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 599 | ··········<a·href="../_sources/computing/computational_performance.rst.txt"·rel="nofollow">Show·this·page·source</a> | 599 | ··········<a·href="../_sources/computing/computational_performance.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 600 | ······</footer> | 600 | ······</footer> |
| 601 | ····</div> | 601 | ····</div> |
| 602 | ··</div> | 602 | ··</div> |
| 603 | </div> | 603 | </div> |
| 604 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 604 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 286 | making·the·queries·return·lighter·records.·At·the·moment,·reshaping·needs·to·be | 286 | making·the·queries·return·lighter·records.·At·the·moment,·reshaping·needs·to·be |
| 287 | performed·manually·in·scikit-learn.·In·the·case·of·sparse·input·(particularly | 287 | performed·manually·in·scikit-learn.·In·the·case·of·sparse·input·(particularly |
| 288 | in·CSR·format),·it·is·generally·sufficient·to·not·generate·the·relevant | 288 | in·CSR·format),·it·is·generally·sufficient·to·not·generate·the·relevant |
| 289 | features,·leaving·their·columns·empty. | 289 | features,·leaving·their·columns·empty. |
| 290 | *\x8**\x8**\x8**\x8*·8\x88.\x8.2\x82.\x8.3\x83.\x8.5\x85.\x8.·L\x8Li\x8in\x8nk\x8ks\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8* | 290 | *\x8**\x8**\x8**\x8*·8\x88.\x8.2\x82.\x8.3\x83.\x8.5\x85.\x8.·L\x8Li\x8in\x8nk\x8ks\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8* |
| 291 | ····*·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n_\x8·_\x8d_\x8e_\x8v_\x8e_\x8l_\x8o_\x8p_\x8e_\x8r_\x8·_\x8p_\x8e_\x8r_\x8f_\x8o_\x8r_\x8m_\x8a_\x8n_\x8c_\x8e_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n | 291 | ····*·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n_\x8·_\x8d_\x8e_\x8v_\x8e_\x8l_\x8o_\x8p_\x8e_\x8r_\x8·_\x8p_\x8e_\x8r_\x8f_\x8o_\x8r_\x8m_\x8a_\x8n_\x8c_\x8e_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n |
| 292 | ····*·_\x8S_\x8c_\x8i_\x8p_\x8y_\x8·_\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8·_\x8m_\x8a_\x8t_\x8r_\x8i_\x8x_\x8·_\x8f_\x8o_\x8r_\x8m_\x8a_\x8t_\x8s_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n | 292 | ····*·_\x8S_\x8c_\x8i_\x8p_\x8y_\x8·_\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8·_\x8m_\x8a_\x8t_\x8r_\x8i_\x8x_\x8·_\x8f_\x8o_\x8r_\x8m_\x8a_\x8t_\x8s_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n |
| 293 | ©·2007·-·202 | 293 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 566 | </section> | 566 | </section> |
| 567 | </section> | 567 | </section> |
| 568 | ······</div> | 568 | ······</div> |
| 569 | ····<div·class="container"> | 569 | ····<div·class="container"> |
| 570 | ······<footer·class="sk-content-footer"> | 570 | ······<footer·class="sk-content-footer"> |
| 571 | ············©·2007·-·202 | 571 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 572 | ··········<a·href="../_sources/computing/parallelism.rst.txt"·rel="nofollow">Show·this·page·source</a> | 572 | ··········<a·href="../_sources/computing/parallelism.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 573 | ······</footer> | 573 | ······</footer> |
| 574 | ····</div> | 574 | ····</div> |
| 575 | ··</div> | 575 | ··</div> |
| 576 | </div> | 576 | </div> |
| 577 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 577 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 253 | since·sometimes·warnings·originate·from·third-party·libraries·and·there·is·not | 253 | since·sometimes·warnings·originate·from·third-party·libraries·and·there·is·not |
| 254 | much·we·can·do·about·it.·You·can·see·the·warning·filters·in·the | 254 | much·we·can·do·about·it.·You·can·see·the·warning·filters·in·the |
| 255 | _get_warnings_filters_info_list·function·in·sklearn/utils/_testing.py. | 255 | _get_warnings_filters_info_list·function·in·sklearn/utils/_testing.py. |
| 256 | Note·that·for·documentation·build,·SKLEARN_WARNING_AS_ERRORS=1·is·checking·that | 256 | Note·that·for·documentation·build,·SKLEARN_WARNING_AS_ERRORS=1·is·checking·that |
| 257 | the·documentation·build,·in·particular·running·examples,·does·not·produce·any | 257 | the·documentation·build,·in·particular·running·examples,·does·not·produce·any |
| 258 | warnings.·This·is·different·from·the·-W·sphinx-build·argument·that·catches | 258 | warnings.·This·is·different·from·the·-W·sphinx-build·argument·that·catches |
| 259 | syntax·warnings·in·the·rst·files. | 259 | syntax·warnings·in·the·rst·files. |
| 260 | ©·2007·-·202 | 260 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 436 | </section> | 436 | </section> |
| 437 | </section> | 437 | </section> |
| 438 | ······</div> | 438 | ······</div> |
| 439 | ····<div·class="container"> | 439 | ····<div·class="container"> |
| 440 | ······<footer·class="sk-content-footer"> | 440 | ······<footer·class="sk-content-footer"> |
| 441 | ············©·2007·-·202 | 441 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 442 | ··········<a·href="../_sources/computing/scaling_strategies.rst.txt"·rel="nofollow">Show·this·page·source</a> | 442 | ··········<a·href="../_sources/computing/scaling_strategies.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 443 | ······</footer> | 443 | ······</footer> |
| 444 | ····</div> | 444 | ····</div> |
| 445 | ··</div> | 445 | ··</div> |
| 446 | </div> | 446 | </div> |
| 447 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 447 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 145 | with·batch·size. | 145 | with·batch·size. |
| 146 | System·Message:·WARNING/2·(/build/reproducible-path/scikit-learn-1.4.2+dfsg/ | 146 | System·Message:·WARNING/2·(/build/reproducible-path/scikit-learn-1.4.2+dfsg/ |
| 147 | doc/computing/scaling_strategies.rst,·line·126) | 147 | doc/computing/scaling_strategies.rst,·line·126) |
| 148 | Cannot·scale·image!·Could·not·get·size·from·"auto_examples/applications/images/ | 148 | Cannot·scale·image!·Could·not·get·size·from·"auto_examples/applications/images/ |
| 149 | sphx_glr_plot_out_of_core_classification_003.png":·[Errno·2]·No·such·file·or | 149 | sphx_glr_plot_out_of_core_classification_003.png":·[Errno·2]·No·such·file·or |
| 150 | directory:·'auto_examples/applications/images/ | 150 | directory:·'auto_examples/applications/images/ |
| 151 | sphx_glr_plot_out_of_core_classification_003.png' | 151 | sphx_glr_plot_out_of_core_classification_003.png' |
| 152 | ©·2007·-·202 | 152 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 333 | </div> | 333 | </div> |
| 334 | </section> | 334 | </section> |
| 335 | ······</div> | 335 | ······</div> |
| 336 | ····<div·class="container"> | 336 | ····<div·class="container"> |
| 337 | ······<footer·class="sk-content-footer"> | 337 | ······<footer·class="sk-content-footer"> |
| 338 | ············©·2007·-·202 | 338 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 339 | ··········<a·href="_sources/computing.rst.txt"·rel="nofollow">Show·this·page·source</a> | 339 | ··········<a·href="_sources/computing.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 340 | ······</footer> | 340 | ······</footer> |
| 341 | ····</div> | 341 | ····</div> |
| 342 | ··</div> | 342 | ··</div> |
| 343 | </div> | 343 | </div> |
| 344 | <script·src="_static/js/vendor/bootstrap.min.js"></script> | 344 | <script·src="_static/js/vendor/bootstrap.min.js"></script> |
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| 48 | ····*·_\x88_\x8._\x82_\x8._\x8·_\x8C_\x8o_\x8m_\x8p_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8a_\x8l_\x8·_\x8P_\x8e_\x8r_\x8f_\x8o_\x8r_\x8m_\x8a_\x8n_\x8c_\x8e | 48 | ····*·_\x88_\x8._\x82_\x8._\x8·_\x8C_\x8o_\x8m_\x8p_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8a_\x8l_\x8·_\x8P_\x8e_\x8r_\x8f_\x8o_\x8r_\x8m_\x8a_\x8n_\x8c_\x8e |
| 49 | ··········o·_\x88_\x8._\x82_\x8._\x81_\x8._\x8·_\x8P_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8L_\x8a_\x8t_\x8e_\x8n_\x8c_\x8y | 49 | ··········o·_\x88_\x8._\x82_\x8._\x81_\x8._\x8·_\x8P_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8L_\x8a_\x8t_\x8e_\x8n_\x8c_\x8y |
| 50 | ··········o·_\x88_\x8._\x82_\x8._\x82_\x8._\x8·_\x8P_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8T_\x8h_\x8r_\x8o_\x8u_\x8g_\x8h_\x8p_\x8u_\x8t | 50 | ··········o·_\x88_\x8._\x82_\x8._\x82_\x8._\x8·_\x8P_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8T_\x8h_\x8r_\x8o_\x8u_\x8g_\x8h_\x8p_\x8u_\x8t |
| 51 | ··········o·_\x88_\x8._\x82_\x8._\x83_\x8._\x8·_\x8T_\x8i_\x8p_\x8s_\x8·_\x8a_\x8n_\x8d_\x8·_\x8T_\x8r_\x8i_\x8c_\x8k_\x8s | 51 | ··········o·_\x88_\x8._\x82_\x8._\x83_\x8._\x8·_\x8T_\x8i_\x8p_\x8s_\x8·_\x8a_\x8n_\x8d_\x8·_\x8T_\x8r_\x8i_\x8c_\x8k_\x8s |
| 52 | ····*·_\x88_\x8._\x83_\x8._\x8·_\x8P_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l_\x8i_\x8s_\x8m_\x8,_\x8·_\x8r_\x8e_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8m_\x8a_\x8n_\x8a_\x8g_\x8e_\x8m_\x8e_\x8n_\x8t_\x8,_\x8·_\x8a_\x8n_\x8d_\x8·_\x8c_\x8o_\x8n_\x8f_\x8i_\x8g_\x8u_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n | 52 | ····*·_\x88_\x8._\x83_\x8._\x8·_\x8P_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l_\x8i_\x8s_\x8m_\x8,_\x8·_\x8r_\x8e_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8m_\x8a_\x8n_\x8a_\x8g_\x8e_\x8m_\x8e_\x8n_\x8t_\x8,_\x8·_\x8a_\x8n_\x8d_\x8·_\x8c_\x8o_\x8n_\x8f_\x8i_\x8g_\x8u_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n |
| 53 | ··········o·_\x88_\x8._\x83_\x8._\x81_\x8._\x8·_\x8P_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l_\x8i_\x8s_\x8m | 53 | ··········o·_\x88_\x8._\x83_\x8._\x81_\x8._\x8·_\x8P_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l_\x8i_\x8s_\x8m |
| 54 | ··········o·_\x88_\x8._\x83_\x8._\x82_\x8._\x8·_\x8C_\x8o_\x8n_\x8f_\x8i_\x8g_\x8u_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8s_\x8w_\x8i_\x8t_\x8c_\x8h_\x8e_\x8s | 54 | ··········o·_\x88_\x8._\x83_\x8._\x82_\x8._\x8·_\x8C_\x8o_\x8n_\x8f_\x8i_\x8g_\x8u_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8s_\x8w_\x8i_\x8t_\x8c_\x8h_\x8e_\x8s |
| 55 | ©·2007·-·202 | 55 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 506 | </div> | 506 | </div> |
| 507 | </section> | 507 | </section> |
| 508 | ······</div> | 508 | ······</div> |
| 509 | ····<div·class="container"> | 509 | ····<div·class="container"> |
| 510 | ······<footer·class="sk-content-footer"> | 510 | ······<footer·class="sk-content-footer"> |
| 511 | ············©·2007·-·202 | 511 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 512 | ··········<a·href="_sources/contents.rst.txt"·rel="nofollow">Show·this·page·source</a> | 512 | ··········<a·href="_sources/contents.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 513 | ······</footer> | 513 | ······</footer> |
| 514 | ····</div> | 514 | ····</div> |
| 515 | ··</div> | 515 | ··</div> |
| 516 | </div> | 516 | </div> |
| 517 | <script·src="_static/js/vendor/bootstrap.min.js"></script> | 517 | <script·src="_static/js/vendor/bootstrap.min.js"></script> |
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| 165 | ··········o·_\x8U_\x8t_\x8i_\x8l_\x8i_\x8t_\x8i_\x8e_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8D_\x8e_\x8v_\x8e_\x8l_\x8o_\x8p_\x8e_\x8r_\x8s | 165 | ··········o·_\x8U_\x8t_\x8i_\x8l_\x8i_\x8t_\x8i_\x8e_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8D_\x8e_\x8v_\x8e_\x8l_\x8o_\x8p_\x8e_\x8r_\x8s |
| 166 | ··········o·_\x8H_\x8o_\x8w_\x8·_\x8t_\x8o_\x8·_\x8o_\x8p_\x8t_\x8i_\x8m_\x8i_\x8z_\x8e_\x8·_\x8f_\x8o_\x8r_\x8·_\x8s_\x8p_\x8e_\x8e_\x8d | 166 | ··········o·_\x8H_\x8o_\x8w_\x8·_\x8t_\x8o_\x8·_\x8o_\x8p_\x8t_\x8i_\x8m_\x8i_\x8z_\x8e_\x8·_\x8f_\x8o_\x8r_\x8·_\x8s_\x8p_\x8e_\x8e_\x8d |
| 167 | ··········o·_\x8C_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8B_\x8e_\x8s_\x8t_\x8·_\x8P_\x8r_\x8a_\x8c_\x8t_\x8i_\x8c_\x8e_\x8s_\x8,_\x8·_\x8C_\x8o_\x8n_\x8v_\x8e_\x8n_\x8t_\x8i_\x8o_\x8n_\x8s_\x8·_\x8a_\x8n_\x8d_\x8·_\x8K_\x8n_\x8o_\x8w_\x8l_\x8e_\x8d_\x8g_\x8e | 167 | ··········o·_\x8C_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8B_\x8e_\x8s_\x8t_\x8·_\x8P_\x8r_\x8a_\x8c_\x8t_\x8i_\x8c_\x8e_\x8s_\x8,_\x8·_\x8C_\x8o_\x8n_\x8v_\x8e_\x8n_\x8t_\x8i_\x8o_\x8n_\x8s_\x8·_\x8a_\x8n_\x8d_\x8·_\x8K_\x8n_\x8o_\x8w_\x8l_\x8e_\x8d_\x8g_\x8e |
| 168 | ··········o·_\x8I_\x8n_\x8s_\x8t_\x8a_\x8l_\x8l_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8d_\x8e_\x8v_\x8e_\x8l_\x8o_\x8p_\x8m_\x8e_\x8n_\x8t_\x8·_\x8v_\x8e_\x8r_\x8s_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n | 168 | ··········o·_\x8I_\x8n_\x8s_\x8t_\x8a_\x8l_\x8l_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8d_\x8e_\x8v_\x8e_\x8l_\x8o_\x8p_\x8m_\x8e_\x8n_\x8t_\x8·_\x8v_\x8e_\x8r_\x8s_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n |
| 169 | ··········o·_\x8B_\x8u_\x8g_\x8·_\x8t_\x8r_\x8i_\x8a_\x8g_\x8i_\x8n_\x8g_\x8·_\x8a_\x8n_\x8d_\x8·_\x8i_\x8s_\x8s_\x8u_\x8e_\x8·_\x8c_\x8u_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n | 169 | ··········o·_\x8B_\x8u_\x8g_\x8·_\x8t_\x8r_\x8i_\x8a_\x8g_\x8i_\x8n_\x8g_\x8·_\x8a_\x8n_\x8d_\x8·_\x8i_\x8s_\x8s_\x8u_\x8e_\x8·_\x8c_\x8u_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n |
| 170 | ··········o·_\x8M_\x8a_\x8i_\x8n_\x8t_\x8a_\x8i_\x8n_\x8e_\x8r_\x8·_\x8/_\x8·_\x8c_\x8o_\x8r_\x8e_\x8-_\x8d_\x8e_\x8v_\x8e_\x8l_\x8o_\x8p_\x8e_\x8r_\x8·_\x8i_\x8n_\x8f_\x8o_\x8r_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n | 170 | ··········o·_\x8M_\x8a_\x8i_\x8n_\x8t_\x8a_\x8i_\x8n_\x8e_\x8r_\x8·_\x8/_\x8·_\x8c_\x8o_\x8r_\x8e_\x8-_\x8d_\x8e_\x8v_\x8e_\x8l_\x8o_\x8p_\x8e_\x8r_\x8·_\x8i_\x8n_\x8f_\x8o_\x8r_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n |
| 171 | ··········o·_\x8D_\x8e_\x8v_\x8e_\x8l_\x8o_\x8p_\x8i_\x8n_\x8g_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8t_\x8h_\x8e_\x8·_\x8P_\x8l_\x8o_\x8t_\x8t_\x8i_\x8n_\x8g_\x8·_\x8A_\x8P_\x8I | 171 | ··········o·_\x8D_\x8e_\x8v_\x8e_\x8l_\x8o_\x8p_\x8i_\x8n_\x8g_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8t_\x8h_\x8e_\x8·_\x8P_\x8l_\x8o_\x8t_\x8t_\x8i_\x8n_\x8g_\x8·_\x8A_\x8P_\x8I |
| 172 | ©·2007·-·202 | 172 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| Offset 226, 15 lines modified | Offset 226, 15 lines modified | ||
| 226 | <p>Maren·Westermann</p> | 226 | <p>Maren·Westermann</p> |
| 227 | </div> | 227 | </div> |
| 228 | </div> | 228 | </div> |
| 229 | ······</div> | 229 | ······</div> |
| 230 | ····<div·class="container"> | 230 | ····<div·class="container"> |
| 231 | ······<footer·class="sk-content-footer"> | 231 | ······<footer·class="sk-content-footer"> |
| 232 | ············©·2007·-·202 | 232 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 233 | ··········<a·href="_sources/contributor_experience_team.rst.txt"·rel="nofollow">Show·this·page·source</a> | 233 | ··········<a·href="_sources/contributor_experience_team.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 234 | ······</footer> | 234 | ······</footer> |
| 235 | ····</div> | 235 | ····</div> |
| 236 | ··</div> | 236 | ··</div> |
| 237 | </div> | 237 | </div> |
| 238 | <script·src="_static/js/vendor/bootstrap.min.js"></script> | 238 | <script·src="_static/js/vendor/bootstrap.min.js"></script> |
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| 43 | Norbert·Preining | 43 | Norbert·Preining |
| 44 | _\x8[_\x8h_\x8t_\x8t_\x8p_\x8s_\x8:_\x8/_\x8/_\x8a_\x8v_\x8a_\x8t_\x8a_\x8r_\x8s_\x8._\x8g_\x8i_\x8t_\x8h_\x8u_\x8b_\x8u_\x8s_\x8e_\x8r_\x8c_\x8o_\x8n_\x8t_\x8e_\x8n_\x8t_\x8._\x8c_\x8o_\x8m_\x8/_\x8u_\x8/_\x82_\x85_\x80_\x87_\x82_\x83_\x82_\x8?_\x8v_\x8=_\x84_\x8] | 44 | _\x8[_\x8h_\x8t_\x8t_\x8p_\x8s_\x8:_\x8/_\x8/_\x8a_\x8v_\x8a_\x8t_\x8a_\x8r_\x8s_\x8._\x8g_\x8i_\x8t_\x8h_\x8u_\x8b_\x8u_\x8s_\x8e_\x8r_\x8c_\x8o_\x8n_\x8t_\x8e_\x8n_\x8t_\x8._\x8c_\x8o_\x8m_\x8/_\x8u_\x8/_\x82_\x85_\x80_\x87_\x82_\x83_\x82_\x8?_\x8v_\x8=_\x84_\x8] |
| 45 | Reshama·Shaikh | 45 | Reshama·Shaikh |
| 46 | _\x8[_\x8h_\x8t_\x8t_\x8p_\x8s_\x8:_\x8/_\x8/_\x8a_\x8v_\x8a_\x8t_\x8a_\x8r_\x8s_\x8._\x8g_\x8i_\x8t_\x8h_\x8u_\x8b_\x8u_\x8s_\x8e_\x8r_\x8c_\x8o_\x8n_\x8t_\x8e_\x8n_\x8t_\x8._\x8c_\x8o_\x8m_\x8/_\x8u_\x8/_\x81_\x85_\x89_\x86_\x86_\x86_\x83_\x88_\x8?_\x8v_\x8=_\x84_\x8] | 46 | _\x8[_\x8h_\x8t_\x8t_\x8p_\x8s_\x8:_\x8/_\x8/_\x8a_\x8v_\x8a_\x8t_\x8a_\x8r_\x8s_\x8._\x8g_\x8i_\x8t_\x8h_\x8u_\x8b_\x8u_\x8s_\x8e_\x8r_\x8c_\x8o_\x8n_\x8t_\x8e_\x8n_\x8t_\x8._\x8c_\x8o_\x8m_\x8/_\x8u_\x8/_\x81_\x85_\x89_\x86_\x86_\x86_\x83_\x88_\x8?_\x8v_\x8=_\x84_\x8] |
| 47 | Albert·Thomas | 47 | Albert·Thomas |
| 48 | _\x8[_\x8h_\x8t_\x8t_\x8p_\x8s_\x8:_\x8/_\x8/_\x8a_\x8v_\x8a_\x8t_\x8a_\x8r_\x8s_\x8._\x8g_\x8i_\x8t_\x8h_\x8u_\x8b_\x8u_\x8s_\x8e_\x8r_\x8c_\x8o_\x8n_\x8t_\x8e_\x8n_\x8t_\x8._\x8c_\x8o_\x8m_\x8/_\x8u_\x8/_\x81_\x87_\x80_\x81_\x89_\x80_\x84_\x82_\x8?_\x8v_\x8=_\x84_\x8] | 48 | _\x8[_\x8h_\x8t_\x8t_\x8p_\x8s_\x8:_\x8/_\x8/_\x8a_\x8v_\x8a_\x8t_\x8a_\x8r_\x8s_\x8._\x8g_\x8i_\x8t_\x8h_\x8u_\x8b_\x8u_\x8s_\x8e_\x8r_\x8c_\x8o_\x8n_\x8t_\x8e_\x8n_\x8t_\x8._\x8c_\x8o_\x8m_\x8/_\x8u_\x8/_\x81_\x87_\x80_\x81_\x89_\x80_\x84_\x82_\x8?_\x8v_\x8=_\x84_\x8] |
| 49 | Maren·Westermann | 49 | Maren·Westermann |
| 50 | ©·2007·-·202 | 50 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 190 | <li><p>Chiara·Marmo</p></li> | 190 | <li><p>Chiara·Marmo</p></li> |
| 191 | </ul> | 191 | </ul> |
| 192 | ······</div> | 192 | ······</div> |
| 193 | ····<div·class="container"> | 193 | ····<div·class="container"> |
| 194 | ······<footer·class="sk-content-footer"> | 194 | ······<footer·class="sk-content-footer"> |
| 195 | ············©·2007·-·202 | 195 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 196 | ··········<a·href="_sources/contributor_experience_team_emeritus.rst.txt"·rel="nofollow">Show·this·page·source</a> | 196 | ··········<a·href="_sources/contributor_experience_team_emeritus.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 197 | ······</footer> | 197 | ······</footer> |
| 198 | ····</div> | 198 | ····</div> |
| 199 | ··</div> | 199 | ··</div> |
| 200 | </div> | 200 | </div> |
| 201 | <script·src="_static/js/vendor/bootstrap.min.js"></script> | 201 | <script·src="_static/js/vendor/bootstrap.min.js"></script> |
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| 26 | >Prev | 26 | >Prev |
| 27 | ·_\x8U_\x8p | 27 | ·_\x8U_\x8p |
| 28 | >Next | 28 | >Next |
| 29 | s\x8sc\x8ci\x8ik\x8ki\x8it\x8t-\x8-l\x8le\x8ea\x8ar\x8rn\x8n·1\x81.\x8.4\x84.\x8.2\x82 | 29 | s\x8sc\x8ci\x8ik\x8ki\x8it\x8t-\x8-l\x8le\x8ea\x8ar\x8rn\x8n·1\x81.\x8.4\x84.\x8.2\x82 |
| 30 | _\x8O_\x8t_\x8h_\x8e_\x8r_\x8·_\x8v_\x8e_\x8r_\x8s_\x8i_\x8o_\x8n_\x8s | 30 | _\x8O_\x8t_\x8h_\x8e_\x8r_\x8·_\x8v_\x8e_\x8r_\x8s_\x8i_\x8o_\x8n_\x8s |
| 31 | Please·_\x8c_\x8i_\x8t_\x8e_\x8·_\x8u_\x8s·if·you·use·the·software. | 31 | Please·_\x8c_\x8i_\x8t_\x8e_\x8·_\x8u_\x8s·if·you·use·the·software. |
| 32 | ····*·Chiara·Marmo | 32 | ····*·Chiara·Marmo |
| 33 | ©·2007·-·202 | 33 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 430 | </div> | 430 | </div> |
| 431 | </section> | 431 | </section> |
| 432 | ······</div> | 432 | ······</div> |
| 433 | ····<div·class="container"> | 433 | ····<div·class="container"> |
| 434 | ······<footer·class="sk-content-footer"> | 434 | ······<footer·class="sk-content-footer"> |
| 435 | ············©·2007·-·202 | 435 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 436 | ··········<a·href="_sources/data_transforms.rst.txt"·rel="nofollow">Show·this·page·source</a> | 436 | ··········<a·href="_sources/data_transforms.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 437 | ······</footer> | 437 | ······</footer> |
| 438 | ····</div> | 438 | ····</div> |
| 439 | ··</div> | 439 | ··</div> |
| 440 | </div> | 440 | </div> |
| 441 | <script·src="_static/js/vendor/bootstrap.min.js"></script> | 441 | <script·src="_static/js/vendor/bootstrap.min.js"></script> |
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| 114 | ··········o·_\x86_\x8._\x88_\x8._\x84_\x8._\x8·_\x8S_\x8i_\x8g_\x8m_\x8o_\x8i_\x8d_\x8·_\x8k_\x8e_\x8r_\x8n_\x8e_\x8l | 114 | ··········o·_\x86_\x8._\x88_\x8._\x84_\x8._\x8·_\x8S_\x8i_\x8g_\x8m_\x8o_\x8i_\x8d_\x8·_\x8k_\x8e_\x8r_\x8n_\x8e_\x8l |
| 115 | ··········o·_\x86_\x8._\x88_\x8._\x85_\x8._\x8·_\x8R_\x8B_\x8F_\x8·_\x8k_\x8e_\x8r_\x8n_\x8e_\x8l | 115 | ··········o·_\x86_\x8._\x88_\x8._\x85_\x8._\x8·_\x8R_\x8B_\x8F_\x8·_\x8k_\x8e_\x8r_\x8n_\x8e_\x8l |
| 116 | ··········o·_\x86_\x8._\x88_\x8._\x86_\x8._\x8·_\x8L_\x8a_\x8p_\x8l_\x8a_\x8c_\x8i_\x8a_\x8n_\x8·_\x8k_\x8e_\x8r_\x8n_\x8e_\x8l | 116 | ··········o·_\x86_\x8._\x88_\x8._\x86_\x8._\x8·_\x8L_\x8a_\x8p_\x8l_\x8a_\x8c_\x8i_\x8a_\x8n_\x8·_\x8k_\x8e_\x8r_\x8n_\x8e_\x8l |
| 117 | ··········o·_\x86_\x8._\x88_\x8._\x87_\x8._\x8·_\x8C_\x8h_\x8i_\x8-_\x8s_\x8q_\x8u_\x8a_\x8r_\x8e_\x8d_\x8·_\x8k_\x8e_\x8r_\x8n_\x8e_\x8l | 117 | ··········o·_\x86_\x8._\x88_\x8._\x87_\x8._\x8·_\x8C_\x8h_\x8i_\x8-_\x8s_\x8q_\x8u_\x8a_\x8r_\x8e_\x8d_\x8·_\x8k_\x8e_\x8r_\x8n_\x8e_\x8l |
| 118 | ····*·_\x86_\x8._\x89_\x8._\x8·_\x8T_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8p_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8t_\x8a_\x8r_\x8g_\x8e_\x8t_\x8·_\x8(_\x8y_\x8) | 118 | ····*·_\x86_\x8._\x89_\x8._\x8·_\x8T_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8p_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8t_\x8a_\x8r_\x8g_\x8e_\x8t_\x8·_\x8(_\x8y_\x8) |
| 119 | ··········o·_\x86_\x8._\x89_\x8._\x81_\x8._\x8·_\x8L_\x8a_\x8b_\x8e_\x8l_\x8·_\x8b_\x8i_\x8n_\x8a_\x8r_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n | 119 | ··········o·_\x86_\x8._\x89_\x8._\x81_\x8._\x8·_\x8L_\x8a_\x8b_\x8e_\x8l_\x8·_\x8b_\x8i_\x8n_\x8a_\x8r_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n |
| 120 | ··········o·_\x86_\x8._\x89_\x8._\x82_\x8._\x8·_\x8L_\x8a_\x8b_\x8e_\x8l_\x8·_\x8e_\x8n_\x8c_\x8o_\x8d_\x8i_\x8n_\x8g | 120 | ··········o·_\x86_\x8._\x89_\x8._\x82_\x8._\x8·_\x8L_\x8a_\x8b_\x8e_\x8l_\x8·_\x8e_\x8n_\x8c_\x8o_\x8d_\x8i_\x8n_\x8g |
| 121 | ©·2007·-·202 | 121 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 567 | </section> | 567 | </section> |
| 568 | </section> | 568 | </section> |
| 569 | ······</div> | 569 | ······</div> |
| 570 | ····<div·class="container"> | 570 | ····<div·class="container"> |
| 571 | ······<footer·class="sk-content-footer"> | 571 | ······<footer·class="sk-content-footer"> |
| 572 | ············©·2007·-·202 | 572 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 573 | ··········<a·href="../_sources/datasets/loading_other_datasets.rst.txt"·rel="nofollow">Show·this·page·source</a> | 573 | ··········<a·href="../_sources/datasets/loading_other_datasets.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 574 | ······</footer> | 574 | ······</footer> |
| 575 | ····</div> | 575 | ····</div> |
| 576 | ··</div> | 576 | ··</div> |
| 577 | </div> | 577 | </div> |
| 578 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 578 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 249 | Categorical·(or·nominal)·features·stored·as·strings·(common·in·pandas | 249 | Categorical·(or·nominal)·features·stored·as·strings·(common·in·pandas |
| 250 | DataFrames)·will·need·converting·to·numerical·features·using·_\x8O_\x8n_\x8e_\x8H_\x8o_\x8t_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r·or | 250 | DataFrames)·will·need·converting·to·numerical·features·using·_\x8O_\x8n_\x8e_\x8H_\x8o_\x8t_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r·or |
| 251 | _\x8O_\x8r_\x8d_\x8i_\x8n_\x8a_\x8l_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r·or·similar.·See·_\x8P_\x8r_\x8e_\x8p_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s_\x8i_\x8n_\x8g_\x8·_\x8d_\x8a_\x8t_\x8a. | 251 | _\x8O_\x8r_\x8d_\x8i_\x8n_\x8a_\x8l_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r·or·similar.·See·_\x8P_\x8r_\x8e_\x8p_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s_\x8i_\x8n_\x8g_\x8·_\x8d_\x8a_\x8t_\x8a. |
| 252 | Note:·if·you·manage·your·own·numerical·data·it·is·recommended·to·use·an | 252 | Note:·if·you·manage·your·own·numerical·data·it·is·recommended·to·use·an |
| 253 | optimized·file·format·such·as·HDF5·to·reduce·data·load·times.·Various·libraries | 253 | optimized·file·format·such·as·HDF5·to·reduce·data·load·times.·Various·libraries |
| 254 | such·as·H5Py,·PyTables·and·pandas·provides·a·Python·interface·for·reading·and | 254 | such·as·H5Py,·PyTables·and·pandas·provides·a·Python·interface·for·reading·and |
| 255 | writing·data·in·that·format. | 255 | writing·data·in·that·format. |
| 256 | ©·2007·-·202 | 256 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 1105 | </section> | 1105 | </section> |
| 1106 | </section> | 1106 | </section> |
| 1107 | ······</div> | 1107 | ······</div> |
| 1108 | ····<div·class="container"> | 1108 | ····<div·class="container"> |
| 1109 | ······<footer·class="sk-content-footer"> | 1109 | ······<footer·class="sk-content-footer"> |
| 1110 | ············©·2007·-·202 | 1110 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 1111 | ··········<a·href="../_sources/datasets/real_world.rst.txt"·rel="nofollow">Show·this·page·source</a> | 1111 | ··········<a·href="../_sources/datasets/real_world.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 1112 | ······</footer> | 1112 | ······</footer> |
| 1113 | ····</div> | 1113 | ····</div> |
| 1114 | ··</div> | 1114 | ··</div> |
| 1115 | </div> | 1115 | </div> |
| 1116 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 1116 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 556 | Finally,·the·train·and·test·attributes·contain·information·regarding·the | 556 | Finally,·the·train·and·test·attributes·contain·information·regarding·the |
| 557 | location·of·a·species·at·a·specific·location. | 557 | location·of·a·species·at·a·specific·location. |
| 558 | The·dataset·is·provided·by·Phillips·et.·al.·(2006). | 558 | The·dataset·is·provided·by·Phillips·et.·al.·(2006). |
| 559 | References | 559 | References |
| 560 | ····*·_\x8“_\x8M_\x8a_\x8x_\x8i_\x8m_\x8u_\x8m_\x8·_\x8e_\x8n_\x8t_\x8r_\x8o_\x8p_\x8y_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l_\x8i_\x8n_\x8g_\x8·_\x8o_\x8f_\x8·_\x8s_\x8p_\x8e_\x8c_\x8i_\x8e_\x8s_\x8·_\x8g_\x8e_\x8o_\x8g_\x8r_\x8a_\x8p_\x8h_\x8i_\x8c_\x8·_\x8d_\x8i_\x8s_\x8t_\x8r_\x8i_\x8b_\x8u_\x8t_\x8i_\x8o_\x8n_\x8s_\x8”·S.·J. | 560 | ····*·_\x8“_\x8M_\x8a_\x8x_\x8i_\x8m_\x8u_\x8m_\x8·_\x8e_\x8n_\x8t_\x8r_\x8o_\x8p_\x8y_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l_\x8i_\x8n_\x8g_\x8·_\x8o_\x8f_\x8·_\x8s_\x8p_\x8e_\x8c_\x8i_\x8e_\x8s_\x8·_\x8g_\x8e_\x8o_\x8g_\x8r_\x8a_\x8p_\x8h_\x8i_\x8c_\x8·_\x8d_\x8i_\x8s_\x8t_\x8r_\x8i_\x8b_\x8u_\x8t_\x8i_\x8o_\x8n_\x8s_\x8”·S.·J. |
| 561 | ······Phillips,·R.·P.·Anderson,·R.·E.·Schapire·-·Ecological·Modelling,·190:231- | 561 | ······Phillips,·R.·P.·Anderson,·R.·E.·Schapire·-·Ecological·Modelling,·190:231- |
| 562 | ······259,·2006. | 562 | ······259,·2006. |
| 563 | ©·2007·-·202 | 563 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 395 | </section> | 395 | </section> |
| 396 | </section> | 396 | </section> |
| 397 | ······</div> | 397 | ······</div> |
| 398 | ····<div·class="container"> | 398 | ····<div·class="container"> |
| 399 | ······<footer·class="sk-content-footer"> | 399 | ······<footer·class="sk-content-footer"> |
| 400 | ············©·2007·-·202 | 400 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 401 | ··········<a·href="../_sources/datasets/sample_generators.rst.txt"·rel="nofollow">Show·this·page·source</a> | 401 | ··········<a·href="../_sources/datasets/sample_generators.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 402 | ······</footer> | 402 | ······</footer> |
| 403 | ····</div> | 403 | ····</div> |
| 404 | ··</div> | 404 | ··</div> |
| 405 | </div> | 405 | </div> |
| 406 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 406 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 106 | ·······································bell-shaped·singular·values. | 106 | ·······································bell-shaped·singular·values. |
| 107 | _\x8m_\x8a_\x8k_\x8e_\x8__\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8__\x8c_\x8o_\x8d_\x8e_\x8d_\x8__\x8s_\x8i_\x8g_\x8n_\x8a_\x8l···············Generate·a·signal·as·a·sparse | 107 | _\x8m_\x8a_\x8k_\x8e_\x8__\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8__\x8c_\x8o_\x8d_\x8e_\x8d_\x8__\x8s_\x8i_\x8g_\x8n_\x8a_\x8l···············Generate·a·signal·as·a·sparse |
| 108 | (n_samples, *, ...)····················combination·of·dictionary·elements. | 108 | (n_samples, *, ...)····················combination·of·dictionary·elements. |
| 109 | _\x8m_\x8a_\x8k_\x8e_\x8__\x8s_\x8p_\x8d_\x8__\x8m_\x8a_\x8t_\x8r_\x8i_\x8x(n_dim, *···············Generate·a·random·symmetric,·positive- | 109 | _\x8m_\x8a_\x8k_\x8e_\x8__\x8s_\x8p_\x8d_\x8__\x8m_\x8a_\x8t_\x8r_\x8i_\x8x(n_dim, *···············Generate·a·random·symmetric,·positive- |
| 110 | [, random_state])······················definite·matrix. | 110 | [, random_state])······················definite·matrix. |
| 111 | _\x8m_\x8a_\x8k_\x8e_\x8__\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8__\x8s_\x8p_\x8d_\x8__\x8m_\x8a_\x8t_\x8r_\x8i_\x8x(················Generate·a·sparse·symmetric·definite | 111 | _\x8m_\x8a_\x8k_\x8e_\x8__\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8__\x8s_\x8p_\x8d_\x8__\x8m_\x8a_\x8t_\x8r_\x8i_\x8x(················Generate·a·sparse·symmetric·definite |
| 112 | [n_dim, alpha, ...])···················positive·matrix. | 112 | [n_dim, alpha, ...])···················positive·matrix. |
| 113 | ©·2007·-·202 | 113 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 1004 | </section> | 1004 | </section> |
| 1005 | </section> | 1005 | </section> |
| 1006 | ······</div> | 1006 | ······</div> |
| 1007 | ····<div·class="container"> | 1007 | ····<div·class="container"> |
| 1008 | ······<footer·class="sk-content-footer"> | 1008 | ······<footer·class="sk-content-footer"> |
| 1009 | ············©·2007·-·202 | 1009 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 1010 | ··········<a·href="../_sources/datasets/toy_dataset.rst.txt"·rel="nofollow">Show·this·page·source</a> | 1010 | ··········<a·href="../_sources/datasets/toy_dataset.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 1011 | ······</footer> | 1011 | ······</footer> |
| 1012 | ····</div> | 1012 | ····</div> |
| 1013 | ··</div> | 1013 | ··</div> |
| 1014 | </div> | 1014 | </div> |
| 1015 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 1015 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 370 | ······pages·861-870,·San·Jose,·CA,·1993. | 370 | ······pages·861-870,·San·Jose,·CA,·1993. |
| 371 | ····*·O.L.·Mangasarian,·W.N.·Street·and·W.H.·Wolberg.·Breast·cancer·diagnosis | 371 | ····*·O.L.·Mangasarian,·W.N.·Street·and·W.H.·Wolberg.·Breast·cancer·diagnosis |
| 372 | ······and·prognosis·via·linear·programming.·Operations·Research,·43(4),·pages | 372 | ······and·prognosis·via·linear·programming.·Operations·Research,·43(4),·pages |
| 373 | ······570-577,·July-August·1995. | 373 | ······570-577,·July-August·1995. |
| 374 | ····*·W.H.·Wolberg,·W.N.·Street,·and·O.L.·Mangasarian.·Machine·learning | 374 | ····*·W.H.·Wolberg,·W.N.·Street,·and·O.L.·Mangasarian.·Machine·learning |
| 375 | ······techniques·to·diagnose·breast·cancer·from·fine-needle·aspirates.·Cancer | 375 | ······techniques·to·diagnose·breast·cancer·from·fine-needle·aspirates.·Cancer |
| 376 | ······Letters·77·(1994)·163-171. | 376 | ······Letters·77·(1994)·163-171. |
| 377 | ©·2007·-·202 | 377 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 392 | </div> | 392 | </div> |
| 393 | </section> | 393 | </section> |
| 394 | ······</div> | 394 | ······</div> |
| 395 | ····<div·class="container"> | 395 | ····<div·class="container"> |
| 396 | ······<footer·class="sk-content-footer"> | 396 | ······<footer·class="sk-content-footer"> |
| 397 | ············©·2007·-·202 | 397 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 398 | ··········<a·href="_sources/datasets.rst.txt"·rel="nofollow">Show·this·page·source</a> | 398 | ··········<a·href="_sources/datasets.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 399 | ······</footer> | 399 | ······</footer> |
| 400 | ····</div> | 400 | ····</div> |
| 401 | ··</div> | 401 | ··</div> |
| 402 | </div> | 402 | </div> |
| 403 | <script·src="_static/js/vendor/bootstrap.min.js"></script> | 403 | <script·src="_static/js/vendor/bootstrap.min.js"></script> |
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| 100 | ··········o·_\x87_\x8._\x83_\x8._\x83_\x8._\x8·_\x8G_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8o_\x8r_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8m_\x8a_\x8n_\x8i_\x8f_\x8o_\x8l_\x8d_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g | 100 | ··········o·_\x87_\x8._\x83_\x8._\x83_\x8._\x8·_\x8G_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8o_\x8r_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8m_\x8a_\x8n_\x8i_\x8f_\x8o_\x8l_\x8d_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g |
| 101 | ··········o·_\x87_\x8._\x83_\x8._\x84_\x8._\x8·_\x8G_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8o_\x8r_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8d_\x8e_\x8c_\x8o_\x8m_\x8p_\x8o_\x8s_\x8i_\x8t_\x8i_\x8o_\x8n | 101 | ··········o·_\x87_\x8._\x83_\x8._\x84_\x8._\x8·_\x8G_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8o_\x8r_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8d_\x8e_\x8c_\x8o_\x8m_\x8p_\x8o_\x8s_\x8i_\x8t_\x8i_\x8o_\x8n |
| 102 | ····*·_\x87_\x8._\x84_\x8._\x8·_\x8L_\x8o_\x8a_\x8d_\x8i_\x8n_\x8g_\x8·_\x8o_\x8t_\x8h_\x8e_\x8r_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8s | 102 | ····*·_\x87_\x8._\x84_\x8._\x8·_\x8L_\x8o_\x8a_\x8d_\x8i_\x8n_\x8g_\x8·_\x8o_\x8t_\x8h_\x8e_\x8r_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8s |
| 103 | ··········o·_\x87_\x8._\x84_\x8._\x81_\x8._\x8·_\x8S_\x8a_\x8m_\x8p_\x8l_\x8e_\x8·_\x8i_\x8m_\x8a_\x8g_\x8e_\x8s | 103 | ··········o·_\x87_\x8._\x84_\x8._\x81_\x8._\x8·_\x8S_\x8a_\x8m_\x8p_\x8l_\x8e_\x8·_\x8i_\x8m_\x8a_\x8g_\x8e_\x8s |
| 104 | ··········o·_\x87_\x8._\x84_\x8._\x82_\x8._\x8·_\x8D_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8s_\x8·_\x8i_\x8n_\x8·_\x8s_\x8v_\x8m_\x8l_\x8i_\x8g_\x8h_\x8t_\x8·_\x8/_\x8·_\x8l_\x8i_\x8b_\x8s_\x8v_\x8m_\x8·_\x8f_\x8o_\x8r_\x8m_\x8a_\x8t | 104 | ··········o·_\x87_\x8._\x84_\x8._\x82_\x8._\x8·_\x8D_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8s_\x8·_\x8i_\x8n_\x8·_\x8s_\x8v_\x8m_\x8l_\x8i_\x8g_\x8h_\x8t_\x8·_\x8/_\x8·_\x8l_\x8i_\x8b_\x8s_\x8v_\x8m_\x8·_\x8f_\x8o_\x8r_\x8m_\x8a_\x8t |
| 105 | ··········o·_\x87_\x8._\x84_\x8._\x83_\x8._\x8·_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8i_\x8n_\x8g_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8s_\x8·_\x8f_\x8r_\x8o_\x8m_\x8·_\x8t_\x8h_\x8e_\x8·_\x8o_\x8p_\x8e_\x8n_\x8m_\x8l_\x8._\x8o_\x8r_\x8g_\x8·_\x8r_\x8e_\x8p_\x8o_\x8s_\x8i_\x8t_\x8o_\x8r_\x8y | 105 | ··········o·_\x87_\x8._\x84_\x8._\x83_\x8._\x8·_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8i_\x8n_\x8g_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8s_\x8·_\x8f_\x8r_\x8o_\x8m_\x8·_\x8t_\x8h_\x8e_\x8·_\x8o_\x8p_\x8e_\x8n_\x8m_\x8l_\x8._\x8o_\x8r_\x8g_\x8·_\x8r_\x8e_\x8p_\x8o_\x8s_\x8i_\x8t_\x8o_\x8r_\x8y |
| 106 | ··········o·_\x87_\x8._\x84_\x8._\x84_\x8._\x8·_\x8L_\x8o_\x8a_\x8d_\x8i_\x8n_\x8g_\x8·_\x8f_\x8r_\x8o_\x8m_\x8·_\x8e_\x8x_\x8t_\x8e_\x8r_\x8n_\x8a_\x8l_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8s | 106 | ··········o·_\x87_\x8._\x84_\x8._\x84_\x8._\x8·_\x8L_\x8o_\x8a_\x8d_\x8i_\x8n_\x8g_\x8·_\x8f_\x8r_\x8o_\x8m_\x8·_\x8e_\x8x_\x8t_\x8e_\x8r_\x8n_\x8a_\x8l_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8s |
| 107 | ©·2007·-·202 | 107 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 630 | </section> | 630 | </section> |
| 631 | </section> | 631 | </section> |
| 632 | ······</div> | 632 | ······</div> |
| 633 | ····<div·class="container"> | 633 | ····<div·class="container"> |
| 634 | ······<footer·class="sk-content-footer"> | 634 | ······<footer·class="sk-content-footer"> |
| 635 | ············©·2007·-·202 | 635 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 636 | ··········<a·href="../_sources/developers/advanced_installation.rst.txt"·rel="nofollow">Show·this·page·source</a> | 636 | ··········<a·href="../_sources/developers/advanced_installation.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 637 | ······</footer> | 637 | ······</footer> |
| 638 | ····</div> | 638 | ····</div> |
| 639 | ··</div> | 639 | ··</div> |
| 640 | </div> | 640 | </div> |
| 641 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 641 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 351 | and·environment·variable·as·follows·before·calling·the·pip·install·or·python | 351 | and·environment·variable·as·follows·before·calling·the·pip·install·or·python |
| 352 | setup.py·build_ext·commands: | 352 | setup.py·build_ext·commands: |
| 353 | export·SKLEARN_BUILD_PARALLEL=3 | 353 | export·SKLEARN_BUILD_PARALLEL=3 |
| 354 | pip·install·-v·--no-use-pep517·--no-build-isolation·-e·. | 354 | pip·install·-v·--no-use-pep517·--no-build-isolation·-e·. |
| 355 | On·a·machine·with·2·CPU·cores,·it·can·be·beneficial·to·use·a·parallelism·level | 355 | On·a·machine·with·2·CPU·cores,·it·can·be·beneficial·to·use·a·parallelism·level |
| 356 | of·3·to·overlap·IO·bound·tasks·(reading·and·writing·files·on·disk)·with·CPU | 356 | of·3·to·overlap·IO·bound·tasks·(reading·and·writing·files·on·disk)·with·CPU |
| 357 | bound·tasks·(actually·compiling). | 357 | bound·tasks·(actually·compiling). |
| 358 | ©·2007·-·202 | 358 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 327 | </section> | 327 | </section> |
| 328 | </section> | 328 | </section> |
| 329 | ······</div> | 329 | ······</div> |
| 330 | ····<div·class="container"> | 330 | ····<div·class="container"> |
| 331 | ······<footer·class="sk-content-footer"> | 331 | ······<footer·class="sk-content-footer"> |
| 332 | ············©·2007·-·202 | 332 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 333 | ··········<a·href="../_sources/developers/bug_triaging.rst.txt"·rel="nofollow">Show·this·page·source</a> | 333 | ··········<a·href="../_sources/developers/bug_triaging.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 334 | ······</footer> | 334 | ······</footer> |
| 335 | ····</div> | 335 | ····</div> |
| 336 | ··</div> | 336 | ··</div> |
| 337 | </div> | 337 | </div> |
| 338 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 338 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 127 | ······If·the·issue·is·clearly·defined·and·the·fix·seems·relatively | 127 | ······If·the·issue·is·clearly·defined·and·the·fix·seems·relatively |
| 128 | ······straightforward,·label·the·issue·as·“Good·first·issue”. | 128 | ······straightforward,·label·the·issue·as·“Good·first·issue”. |
| 129 | ······An·additional·useful·step·can·be·to·tag·the·corresponding·module·e.g. | 129 | ······An·additional·useful·step·can·be·to·tag·the·corresponding·module·e.g. |
| 130 | ······sklearn.linear_models·when·relevant. | 130 | ······sklearn.linear_models·when·relevant. |
| 131 | ···8.·Remove·the·“Needs·Triage”·label·from·the·issue·if·the·label·exists. | 131 | ···8.·Remove·the·“Needs·Triage”·label·from·the·issue·if·the·label·exists. |
| 132 | [_\x81] | 132 | [_\x81] |
| 133 | Adapted·from·the·pandas·project·_\x8m_\x8a_\x8i_\x8n_\x8t_\x8a_\x8i_\x8n_\x8e_\x8r_\x8s_\x8·_\x8g_\x8u_\x8i_\x8d_\x8e | 133 | Adapted·from·the·pandas·project·_\x8m_\x8a_\x8i_\x8n_\x8t_\x8a_\x8i_\x8n_\x8e_\x8r_\x8s_\x8·_\x8g_\x8u_\x8i_\x8d_\x8e |
| 134 | ©·2007·-·202 | 134 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 1523 | </section> | 1523 | </section> |
| 1524 | </section> | 1524 | </section> |
| 1525 | ······</div> | 1525 | ······</div> |
| 1526 | ····<div·class="container"> | 1526 | ····<div·class="container"> |
| 1527 | ······<footer·class="sk-content-footer"> | 1527 | ······<footer·class="sk-content-footer"> |
| 1528 | ············©·2007·-·202 | 1528 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 1529 | ··········<a·href="../_sources/developers/contributing.rst.txt"·rel="nofollow">Show·this·page·source</a> | 1529 | ··········<a·href="../_sources/developers/contributing.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 1530 | ······</footer> | 1530 | ······</footer> |
| 1531 | ····</div> | 1531 | ····</div> |
| 1532 | ··</div> | 1532 | ··</div> |
| 1533 | </div> | 1533 | </div> |
| 1534 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 1534 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 998 | ············(_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8s)·is·also·extremely·useful·to·see·every·occurrence·of·a | 998 | ············(_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8s)·is·also·extremely·useful·to·see·every·occurrence·of·a |
| 999 | ············pattern·(e.g.·a·function·call·or·a·variable)·in·the·code·base. | 999 | ············pattern·(e.g.·a·function·call·or·a·variable)·in·the·code·base. |
| 1000 | ····*·Configure·git·blame·to·ignore·the·commit·that·migrated·the·code·style·to | 1000 | ····*·Configure·git·blame·to·ignore·the·commit·that·migrated·the·code·style·to |
| 1001 | ······black. | 1001 | ······black. |
| 1002 | ······git·config·blame.ignoreRevsFile·.git-blame-ignore-revs | 1002 | ······git·config·blame.ignoreRevsFile·.git-blame-ignore-revs |
| 1003 | ······Find·out·more·information·in·black’s·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8a_\x8v_\x8o_\x8i_\x8d_\x8i_\x8n_\x8g_\x8·_\x8r_\x8u_\x8i_\x8n_\x8i_\x8n_\x8g | 1003 | ······Find·out·more·information·in·black’s·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8a_\x8v_\x8o_\x8i_\x8d_\x8i_\x8n_\x8g_\x8·_\x8r_\x8u_\x8i_\x8n_\x8i_\x8n_\x8g |
| 1004 | ······_\x8g_\x8i_\x8t_\x8·_\x8b_\x8l_\x8a_\x8m_\x8e. | 1004 | ······_\x8g_\x8i_\x8t_\x8·_\x8b_\x8l_\x8a_\x8m_\x8e. |
| 1005 | ©·2007·-·202 | 1005 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 313 | </section> | 313 | </section> |
| 314 | </section> | 314 | </section> |
| 315 | ······</div> | 315 | ······</div> |
| 316 | ····<div·class="container"> | 316 | ····<div·class="container"> |
| 317 | ······<footer·class="sk-content-footer"> | 317 | ······<footer·class="sk-content-footer"> |
| 318 | ············©·2007·-·202 | 318 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 319 | ··········<a·href="../_sources/developers/cython.rst.txt"·rel="nofollow">Show·this·page·source</a> | 319 | ··········<a·href="../_sources/developers/cython.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 320 | ······</footer> | 320 | ······</footer> |
| 321 | ····</div> | 321 | ····</div> |
| 322 | ··</div> | 322 | ··</div> |
| 323 | </div> | 323 | </div> |
| 324 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 324 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 123 | provides·protected·versions·of·the·OpenMP·routines.·To·use·OpenMP·routines, | 123 | provides·protected·versions·of·the·OpenMP·routines.·To·use·OpenMP·routines, |
| 124 | they·must·be·cimported·from·this·module·and·not·from·the·OpenMP·library | 124 | they·must·be·cimported·from·this·module·and·not·from·the·OpenMP·library |
| 125 | directly: | 125 | directly: |
| 126 | from·sklearn.utils._openmp_helpers·cimport·omp_get_max_threads | 126 | from·sklearn.utils._openmp_helpers·cimport·omp_get_max_threads |
| 127 | max_threads·=·omp_get_max_threads() | 127 | max_threads·=·omp_get_max_threads() |
| 128 | The·parallel·loop,·prange,·is·already·protected·by·cython·and·can·be·used | 128 | The·parallel·loop,·prange,·is·already·protected·by·cython·and·can·be·used |
| 129 | directly·from·cython.parallel. | 129 | directly·from·cython.parallel. |
| 130 | ©·2007·-·202 | 130 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 1040 | </section> | 1040 | </section> |
| 1041 | </section> | 1041 | </section> |
| 1042 | ······</div> | 1042 | ······</div> |
| 1043 | ····<div·class="container"> | 1043 | ····<div·class="container"> |
| 1044 | ······<footer·class="sk-content-footer"> | 1044 | ······<footer·class="sk-content-footer"> |
| 1045 | ············©·2007·-·202 | 1045 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 1046 | ··········<a·href="../_sources/developers/develop.rst.txt"·rel="nofollow">Show·this·page·source</a> | 1046 | ··········<a·href="../_sources/developers/develop.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 1047 | ······</footer> | 1047 | ······</footer> |
| 1048 | ····</div> | 1048 | ····</div> |
| 1049 | ··</div> | 1049 | ··</div> |
| 1050 | </div> | 1050 | </div> |
| 1051 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 1051 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 689 | The·relative·tolerance·is·automatically·inferred·from·the·provided·arrays | 689 | The·relative·tolerance·is·automatically·inferred·from·the·provided·arrays |
| 690 | dtypes·(for·float32·and·float64·dtypes·in·particular)·but·you·can·override·via | 690 | dtypes·(for·float32·and·float64·dtypes·in·particular)·but·you·can·override·via |
| 691 | rtol. | 691 | rtol. |
| 692 | When·comparing·arrays·of·zero-elements,·please·do·provide·a·non-zero·value·for | 692 | When·comparing·arrays·of·zero-elements,·please·do·provide·a·non-zero·value·for |
| 693 | the·absolute·tolerance·via·atol. | 693 | the·absolute·tolerance·via·atol. |
| 694 | For·more·information,·please·refer·to·the·docstring·of | 694 | For·more·information,·please·refer·to·the·docstring·of |
| 695 | sklearn.utils._testing.assert_allclose. | 695 | sklearn.utils._testing.assert_allclose. |
| 696 | ©·2007·-·202 | 696 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 644 | </div> | 644 | </div> |
| 645 | </section> | 645 | </section> |
| 646 | ······</div> | 646 | ······</div> |
| 647 | ····<div·class="container"> | 647 | ····<div·class="container"> |
| 648 | ······<footer·class="sk-content-footer"> | 648 | ······<footer·class="sk-content-footer"> |
| 649 | ············©·2007·-·202 | 649 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 650 | ··········<a·href="../_sources/developers/index.rst.txt"·rel="nofollow">Show·this·page·source</a> | 650 | ··········<a·href="../_sources/developers/index.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 651 | ······</footer> | 651 | ······</footer> |
| 652 | ····</div> | 652 | ····</div> |
| 653 | ··</div> | 653 | ··</div> |
| 654 | </div> | 654 | </div> |
| 655 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 655 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 180 | ················#·_\x8R_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8·_\x8c_\x8h_\x8e_\x8c_\x8k_\x8l_\x8i_\x8s_\x8t | 180 | ················#·_\x8R_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8·_\x8c_\x8h_\x8e_\x8c_\x8k_\x8l_\x8i_\x8s_\x8t |
| 181 | ··········o·_\x8M_\x8e_\x8r_\x8g_\x8i_\x8n_\x8g_\x8·_\x8P_\x8u_\x8l_\x8l_\x8·_\x8R_\x8e_\x8q_\x8u_\x8e_\x8s_\x8t_\x8s | 181 | ··········o·_\x8M_\x8e_\x8r_\x8g_\x8i_\x8n_\x8g_\x8·_\x8P_\x8u_\x8l_\x8l_\x8·_\x8R_\x8e_\x8q_\x8u_\x8e_\x8s_\x8t_\x8s |
| 182 | ··········o·_\x8T_\x8h_\x8e_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n_\x8._\x8o_\x8r_\x8g_\x8·_\x8w_\x8e_\x8b_\x8·_\x8s_\x8i_\x8t_\x8e | 182 | ··········o·_\x8T_\x8h_\x8e_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n_\x8._\x8o_\x8r_\x8g_\x8·_\x8w_\x8e_\x8b_\x8·_\x8s_\x8i_\x8t_\x8e |
| 183 | ··········o·_\x8E_\x8x_\x8p_\x8e_\x8r_\x8i_\x8m_\x8e_\x8n_\x8t_\x8a_\x8l_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s | 183 | ··········o·_\x8E_\x8x_\x8p_\x8e_\x8r_\x8i_\x8m_\x8e_\x8n_\x8t_\x8a_\x8l_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s |
| 184 | ····*·_\x8D_\x8e_\x8v_\x8e_\x8l_\x8o_\x8p_\x8i_\x8n_\x8g_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8t_\x8h_\x8e_\x8·_\x8P_\x8l_\x8o_\x8t_\x8t_\x8i_\x8n_\x8g_\x8·_\x8A_\x8P_\x8I | 184 | ····*·_\x8D_\x8e_\x8v_\x8e_\x8l_\x8o_\x8p_\x8i_\x8n_\x8g_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8t_\x8h_\x8e_\x8·_\x8P_\x8l_\x8o_\x8t_\x8t_\x8i_\x8n_\x8g_\x8·_\x8A_\x8P_\x8I |
| 185 | ··········o·_\x8P_\x8l_\x8o_\x8t_\x8t_\x8i_\x8n_\x8g_\x8·_\x8A_\x8P_\x8I_\x8·_\x8O_\x8v_\x8e_\x8r_\x8v_\x8i_\x8e_\x8w | 185 | ··········o·_\x8P_\x8l_\x8o_\x8t_\x8t_\x8i_\x8n_\x8g_\x8·_\x8A_\x8P_\x8I_\x8·_\x8O_\x8v_\x8e_\x8r_\x8v_\x8i_\x8e_\x8w |
| 186 | ··········o·_\x8P_\x8l_\x8o_\x8t_\x8t_\x8i_\x8n_\x8g_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8M_\x8u_\x8l_\x8t_\x8i_\x8p_\x8l_\x8e_\x8·_\x8A_\x8x_\x8e_\x8s | 186 | ··········o·_\x8P_\x8l_\x8o_\x8t_\x8t_\x8i_\x8n_\x8g_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8M_\x8u_\x8l_\x8t_\x8i_\x8p_\x8l_\x8e_\x8·_\x8A_\x8x_\x8e_\x8s |
| 187 | ©·2007·-·202 | 187 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 568 | </section> | 568 | </section> |
| 569 | </section> | 569 | </section> |
| 570 | ······</div> | 570 | ······</div> |
| 571 | ····<div·class="container"> | 571 | ····<div·class="container"> |
| 572 | ······<footer·class="sk-content-footer"> | 572 | ······<footer·class="sk-content-footer"> |
| 573 | ············©·2007·-·202 | 573 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 574 | ··········<a·href="../_sources/developers/maintainer.rst.txt"·rel="nofollow">Show·this·page·source</a> | 574 | ··········<a·href="../_sources/developers/maintainer.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 575 | ······</footer> | 575 | ······</footer> |
| 576 | ····</div> | 576 | ····</div> |
| 577 | ··</div> | 577 | ··</div> |
| 578 | </div> | 578 | </div> |
| 579 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 579 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 337 | Once·the·feature·become·stable,·remove·all·enable_my_experimental_feature·in | 337 | Once·the·feature·become·stable,·remove·all·enable_my_experimental_feature·in |
| 338 | the·scikit-learn·code·(even·feature·highlights·etc.)·and·make·the | 338 | the·scikit-learn·code·(even·feature·highlights·etc.)·and·make·the |
| 339 | enable_my_experimental_feature·a·no-op·that·just·raises·a·warning: | 339 | enable_my_experimental_feature·a·no-op·that·just·raises·a·warning: |
| 340 | _\x8e_\x8n_\x8a_\x8b_\x8l_\x8e_\x8__\x8h_\x8i_\x8s_\x8t_\x8__\x8g_\x8r_\x8a_\x8d_\x8i_\x8e_\x8n_\x8t_\x8__\x8b_\x8o_\x8o_\x8s_\x8t_\x8i_\x8n_\x8g_\x8._\x8p_\x8y.·The·file·should·stay·there·indefinitely·as·we | 340 | _\x8e_\x8n_\x8a_\x8b_\x8l_\x8e_\x8__\x8h_\x8i_\x8s_\x8t_\x8__\x8g_\x8r_\x8a_\x8d_\x8i_\x8e_\x8n_\x8t_\x8__\x8b_\x8o_\x8o_\x8s_\x8t_\x8i_\x8n_\x8g_\x8._\x8p_\x8y.·The·file·should·stay·there·indefinitely·as·we |
| 341 | don’t·want·to·break·users·code:·we·just·incentivize·them·to·remove·that·import | 341 | don’t·want·to·break·users·code:·we·just·incentivize·them·to·remove·that·import |
| 342 | with·the·warning. | 342 | with·the·warning. |
| 343 | Also·update·the·tests·accordingly:·_\x8t_\x8e_\x8s_\x8t_\x8__\x8e_\x8n_\x8a_\x8b_\x8l_\x8e_\x8__\x8h_\x8i_\x8s_\x8t_\x8__\x8g_\x8r_\x8a_\x8d_\x8i_\x8e_\x8n_\x8t_\x8__\x8b_\x8o_\x8o_\x8s_\x8t_\x8i_\x8n_\x8g_\x8._\x8p_\x8y. | 343 | Also·update·the·tests·accordingly:·_\x8t_\x8e_\x8s_\x8t_\x8__\x8e_\x8n_\x8a_\x8b_\x8l_\x8e_\x8__\x8h_\x8i_\x8s_\x8t_\x8__\x8g_\x8r_\x8a_\x8d_\x8i_\x8e_\x8n_\x8t_\x8__\x8b_\x8o_\x8o_\x8s_\x8t_\x8i_\x8n_\x8g_\x8._\x8p_\x8y. |
| 344 | ©·2007·-·202 | 344 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 578 | </section> | 578 | </section> |
| 579 | </section> | 579 | </section> |
| 580 | ······</div> | 580 | ······</div> |
| 581 | ····<div·class="container"> | 581 | ····<div·class="container"> |
| 582 | ······<footer·class="sk-content-footer"> | 582 | ······<footer·class="sk-content-footer"> |
| 583 | ············©·2007·-·202 | 583 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 584 | ··········<a·href="../_sources/developers/minimal_reproducer.rst.txt"·rel="nofollow">Show·this·page·source</a> | 584 | ··········<a·href="../_sources/developers/minimal_reproducer.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 585 | ······</footer> | 585 | ······</footer> |
| 586 | ····</div> | 586 | ····</div> |
| 587 | ··</div> | 587 | ··</div> |
| 588 | </div> | 588 | </div> |
| 589 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 589 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 334 | You·can·use·the·_\x8D_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8·_\x8l_\x8o_\x8a_\x8d_\x8i_\x8n_\x8g_\x8·_\x8u_\x8t_\x8i_\x8l_\x8i_\x8t_\x8i_\x8e_\x8s·to·load·and·fetch·several·popular | 334 | You·can·use·the·_\x8D_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8·_\x8l_\x8o_\x8a_\x8d_\x8i_\x8n_\x8g_\x8·_\x8u_\x8t_\x8i_\x8l_\x8i_\x8t_\x8i_\x8e_\x8s·to·load·and·fetch·several·popular |
| 335 | reference·datasets.·This·option·is·useful·when·the·bug·relates·to·the | 335 | reference·datasets.·This·option·is·useful·when·the·bug·relates·to·the |
| 336 | particular·structure·of·the·data,·e.g.·dealing·with·missing·values·or·image | 336 | particular·structure·of·the·data,·e.g.·dealing·with·missing·values·or·image |
| 337 | recognition. | 337 | recognition. |
| 338 | from·sklearn.datasets·import·load_breast_cancer | 338 | from·sklearn.datasets·import·load_breast_cancer |
| 339 | X,·y·=·load_breast_cancer(return_X_y=True) | 339 | X,·y·=·load_breast_cancer(return_X_y=True) |
| 340 | ©·2007·-·202 | 340 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 558 | </section> | 558 | </section> |
| 559 | </section> | 559 | </section> |
| 560 | ······</div> | 560 | ······</div> |
| 561 | ····<div·class="container"> | 561 | ····<div·class="container"> |
| 562 | ······<footer·class="sk-content-footer"> | 562 | ······<footer·class="sk-content-footer"> |
| 563 | ············©·2007·-·202 | 563 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 564 | ··········<a·href="../_sources/developers/performance.rst.txt"·rel="nofollow">Show·this·page·source</a> | 564 | ··········<a·href="../_sources/developers/performance.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 565 | ······</footer> | 565 | ······</footer> |
| 566 | ····</div> | 566 | ····</div> |
| 567 | ··</div> | 567 | ··</div> |
| 568 | </div> | 568 | </div> |
| 569 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 569 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 334 | Note | 334 | Note |
| 335 | yep·can·be·executed·with·the·argument·--lines·or·-l·to·compile·a·profiling | 335 | yep·can·be·executed·with·the·argument·--lines·or·-l·to·compile·a·profiling |
| 336 | report·‘line·by·line’. | 336 | report·‘line·by·line’. |
| 337 | *\x8**\x8**\x8**\x8**\x8*·M\x8Mu\x8ul\x8lt\x8ti\x8i-\x8-c\x8co\x8or\x8re\x8e·p\x8pa\x8ar\x8ra\x8al\x8ll\x8le\x8el\x8li\x8is\x8sm\x8m·u\x8us\x8si\x8in\x8ng\x8g·j\x8jo\x8ob\x8bl\x8li\x8ib\x8b.\x8.P\x8Pa\x8ar\x8ra\x8al\x8ll\x8le\x8el\x8l_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 337 | *\x8**\x8**\x8**\x8**\x8*·M\x8Mu\x8ul\x8lt\x8ti\x8i-\x8-c\x8co\x8or\x8re\x8e·p\x8pa\x8ar\x8ra\x8al\x8ll\x8le\x8el\x8li\x8is\x8sm\x8m·u\x8us\x8si\x8in\x8ng\x8g·j\x8jo\x8ob\x8bl\x8li\x8ib\x8b.\x8.P\x8Pa\x8ar\x8ra\x8al\x8ll\x8le\x8el\x8l_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 338 | See·_\x8j_\x8o_\x8b_\x8l_\x8i_\x8b_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n | 338 | See·_\x8j_\x8o_\x8b_\x8l_\x8i_\x8b_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n |
| 339 | *\x8**\x8**\x8**\x8**\x8*·A\x8A·s\x8si\x8im\x8mp\x8pl\x8le\x8e·a\x8al\x8lg\x8go\x8or\x8ri\x8it\x8th\x8hm\x8mi\x8ic\x8c·t\x8tr\x8ri\x8ic\x8ck\x8k:\x8:·w\x8wa\x8ar\x8rm\x8m·r\x8re\x8es\x8st\x8ta\x8ar\x8rt\x8ts\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 339 | *\x8**\x8**\x8**\x8**\x8*·A\x8A·s\x8si\x8im\x8mp\x8pl\x8le\x8e·a\x8al\x8lg\x8go\x8or\x8ri\x8it\x8th\x8hm\x8mi\x8ic\x8c·t\x8tr\x8ri\x8ic\x8ck\x8k:\x8:·w\x8wa\x8ar\x8rm\x8m·r\x8re\x8es\x8st\x8ta\x8ar\x8rt\x8ts\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 340 | See·the·glossary·entry·for·_\x8w_\x8a_\x8r_\x8m_\x8__\x8s_\x8t_\x8a_\x8r_\x8t | 340 | See·the·glossary·entry·for·_\x8w_\x8a_\x8r_\x8m_\x8__\x8s_\x8t_\x8a_\x8r_\x8t |
| 341 | ©·2007·-·202 | 341 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 280 | </section> | 280 | </section> |
| 281 | </section> | 281 | </section> |
| 282 | ······</div> | 282 | ······</div> |
| 283 | ····<div·class="container"> | 283 | ····<div·class="container"> |
| 284 | ······<footer·class="sk-content-footer"> | 284 | ······<footer·class="sk-content-footer"> |
| 285 | ············©·2007·-·202 | 285 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 286 | ··········<a·href="../_sources/developers/plotting.rst.txt"·rel="nofollow">Show·this·page·source</a> | 286 | ··········<a·href="../_sources/developers/plotting.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 287 | ······</footer> | 287 | ······</footer> |
| 288 | ····</div> | 288 | ····</div> |
| 289 | ··</div> | 289 | ··</div> |
| 290 | </div> | 290 | </div> |
| 291 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 291 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 102 | this·API.·The·axes·defining·the·bounding·box·is·saved·in·a·bounding_ax_ | 102 | this·API.·The·axes·defining·the·bounding·box·is·saved·in·a·bounding_ax_ |
| 103 | attribute.·The·individual·axes·created·are·stored·in·an·axes_·ndarray, | 103 | attribute.·The·individual·axes·created·are·stored·in·an·axes_·ndarray, |
| 104 | corresponding·to·the·axes·position·on·the·grid.·Positions·that·are·not·used·are | 104 | corresponding·to·the·axes·position·on·the·grid.·Positions·that·are·not·used·are |
| 105 | set·to·None.·Furthermore,·the·matplotlib·Artists·are·stored·in·lines_·and | 105 | set·to·None.·Furthermore,·the·matplotlib·Artists·are·stored·in·lines_·and |
| 106 | contours_·where·the·key·is·the·position·on·the·grid.·When·a·list·of·axes·is | 106 | contours_·where·the·key·is·the·position·on·the·grid.·When·a·list·of·axes·is |
| 107 | passed·in,·the·axes_,·lines_,·and·contours_·is·a·1d·ndarray·corresponding·to | 107 | passed·in,·the·axes_,·lines_,·and·contours_·is·a·1d·ndarray·corresponding·to |
| 108 | the·list·of·axes·passed·in. | 108 | the·list·of·axes·passed·in. |
| 109 | ©·2007·-·202 | 109 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 449 | </section> | 449 | </section> |
| 450 | </section> | 450 | </section> |
| 451 | ······</div> | 451 | ······</div> |
| 452 | ····<div·class="container"> | 452 | ····<div·class="container"> |
| 453 | ······<footer·class="sk-content-footer"> | 453 | ······<footer·class="sk-content-footer"> |
| 454 | ············©·2007·-·202 | 454 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 455 | ··········<a·href="../_sources/developers/tips.rst.txt"·rel="nofollow">Show·this·page·source</a> | 455 | ··········<a·href="../_sources/developers/tips.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 456 | ······</footer> | 456 | ······</footer> |
| 457 | ····</div> | 457 | ····</div> |
| 458 | ··</div> | 458 | ··</div> |
| 459 | </div> | 459 | </div> |
| 460 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 460 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 263 | or·directory·stored·under·/io·is·persistent·on·the·other·hand. | 263 | or·directory·stored·under·/io·is·persistent·on·the·other·hand. |
| 264 | You·can·then·build·scikit-learn·as·usual·(you·will·need·to·install·compiler | 264 | You·can·then·build·scikit-learn·as·usual·(you·will·need·to·install·compiler |
| 265 | tools·and·dependencies·using·apt·or·conda·as·usual).·Building·scikit-learn | 265 | tools·and·dependencies·using·apt·or·conda·as·usual).·Building·scikit-learn |
| 266 | takes·a·lot·of·time·because·of·the·emulation·layer,·however·it·needs·to·be·done | 266 | takes·a·lot·of·time·because·of·the·emulation·layer,·however·it·needs·to·be·done |
| 267 | only·once·if·you·put·the·scikit-learn·folder·under·the·/io·mount·point. | 267 | only·once·if·you·put·the·scikit-learn·folder·under·the·/io·mount·point. |
| 268 | Then·use·pytest·to·run·only·the·tests·of·the·module·you·are·interested·in | 268 | Then·use·pytest·to·run·only·the·tests·of·the·module·you·are·interested·in |
| 269 | debugging. | 269 | debugging. |
| 270 | ©·2007·-·202 | 270 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 412 | </section> | 412 | </section> |
| 413 | </section> | 413 | </section> |
| 414 | ······</div> | 414 | ······</div> |
| 415 | ····<div·class="container"> | 415 | ····<div·class="container"> |
| 416 | ······<footer·class="sk-content-footer"> | 416 | ······<footer·class="sk-content-footer"> |
| 417 | ············©·2007·-·202 | 417 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 418 | ··········<a·href="../_sources/developers/utilities.rst.txt"·rel="nofollow">Show·this·page·source</a> | 418 | ··········<a·href="../_sources/developers/utilities.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 419 | ······</footer> | 419 | ······</footer> |
| 420 | ····</div> | 420 | ····</div> |
| 421 | ··</div> | 421 | ··</div> |
| 422 | </div> | 422 | </div> |
| 423 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 423 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 183 | ······The·sklearn.utils.murmurhash·module·can·also·be·“cimported”·from·other | 183 | ······The·sklearn.utils.murmurhash·module·can·also·be·“cimported”·from·other |
| 184 | ······cython·modules·so·as·to·benefit·from·the·high·performance·of·MurmurHash | 184 | ······cython·modules·so·as·to·benefit·from·the·high·performance·of·MurmurHash |
| 185 | ······while·skipping·the·overhead·of·the·Python·interpreter. | 185 | ······while·skipping·the·overhead·of·the·Python·interpreter. |
| 186 | *\x8**\x8**\x8**\x8**\x8*·W\x8Wa\x8ar\x8rn\x8ni\x8in\x8ng\x8gs\x8s·a\x8an\x8nd\x8d·E\x8Ex\x8xc\x8ce\x8ep\x8pt\x8ti\x8io\x8on\x8ns\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 186 | *\x8**\x8**\x8**\x8**\x8*·W\x8Wa\x8ar\x8rn\x8ni\x8in\x8ng\x8gs\x8s·a\x8an\x8nd\x8d·E\x8Ex\x8xc\x8ce\x8ep\x8pt\x8ti\x8io\x8on\x8ns\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 187 | ····*·_\x8d_\x8e_\x8p_\x8r_\x8e_\x8c_\x8a_\x8t_\x8e_\x8d:·Decorator·to·mark·a·function·or·class·as·deprecated. | 187 | ····*·_\x8d_\x8e_\x8p_\x8r_\x8e_\x8c_\x8a_\x8t_\x8e_\x8d:·Decorator·to·mark·a·function·or·class·as·deprecated. |
| 188 | ····*·_\x8C_\x8o_\x8n_\x8v_\x8e_\x8r_\x8g_\x8e_\x8n_\x8c_\x8e_\x8W_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g:·Custom·warning·to·catch·convergence·problems.·Used·in | 188 | ····*·_\x8C_\x8o_\x8n_\x8v_\x8e_\x8r_\x8g_\x8e_\x8n_\x8c_\x8e_\x8W_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g:·Custom·warning·to·catch·convergence·problems.·Used·in |
| 189 | ······sklearn.covariance.graphical_lasso. | 189 | ······sklearn.covariance.graphical_lasso. |
| 190 | ©·2007·-·202 | 190 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 316 | </div> | 316 | </div> |
| 317 | </section> | 317 | </section> |
| 318 | ······</div> | 318 | ······</div> |
| 319 | ····<div·class="container"> | 319 | ····<div·class="container"> |
| 320 | ······<footer·class="sk-content-footer"> | 320 | ······<footer·class="sk-content-footer"> |
| 321 | ············©·2007·-·202 | 321 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 322 | ··········<a·href="_sources/dispatching.rst.txt"·rel="nofollow">Show·this·page·source</a> | 322 | ··········<a·href="_sources/dispatching.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 323 | ······</footer> | 323 | ······</footer> |
| 324 | ····</div> | 324 | ····</div> |
| 325 | ··</div> | 325 | ··</div> |
| 326 | </div> | 326 | </div> |
| 327 | <script·src="_static/js/vendor/bootstrap.min.js"></script> | 327 | <script·src="_static/js/vendor/bootstrap.min.js"></script> |
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| 41 | ··········o·11.·Dispatching | 41 | ··········o·11.·Dispatching |
| 42 | ················#·_\x81_\x81_\x8._\x81_\x8._\x8·_\x8A_\x8r_\x8r_\x8a_\x8y_\x8·_\x8A_\x8P_\x8I_\x8·_\x8s_\x8u_\x8p_\x8p_\x8o_\x8r_\x8t_\x8·_\x8(_\x8e_\x8x_\x8p_\x8e_\x8r_\x8i_\x8m_\x8e_\x8n_\x8t_\x8a_\x8l_\x8) | 42 | ················#·_\x81_\x81_\x8._\x81_\x8._\x8·_\x8A_\x8r_\x8r_\x8a_\x8y_\x8·_\x8A_\x8P_\x8I_\x8·_\x8s_\x8u_\x8p_\x8p_\x8o_\x8r_\x8t_\x8·_\x8(_\x8e_\x8x_\x8p_\x8e_\x8r_\x8i_\x8m_\x8e_\x8n_\x8t_\x8a_\x8l_\x8) |
| 43 | *\x8**\x8**\x8**\x8**\x8**\x8*·1\x811\x81.\x8.·D\x8Di\x8is\x8sp\x8pa\x8at\x8tc\x8ch\x8hi\x8in\x8ng\x8g_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8**\x8* | 43 | *\x8**\x8**\x8**\x8**\x8**\x8*·1\x811\x81.\x8.·D\x8Di\x8is\x8sp\x8pa\x8at\x8tc\x8ch\x8hi\x8in\x8ng\x8g_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8**\x8* |
| 44 | ····*·_\x81_\x81_\x8._\x81_\x8._\x8·_\x8A_\x8r_\x8r_\x8a_\x8y_\x8·_\x8A_\x8P_\x8I_\x8·_\x8s_\x8u_\x8p_\x8p_\x8o_\x8r_\x8t_\x8·_\x8(_\x8e_\x8x_\x8p_\x8e_\x8r_\x8i_\x8m_\x8e_\x8n_\x8t_\x8a_\x8l_\x8) | 44 | ····*·_\x81_\x81_\x8._\x81_\x8._\x8·_\x8A_\x8r_\x8r_\x8a_\x8y_\x8·_\x8A_\x8P_\x8I_\x8·_\x8s_\x8u_\x8p_\x8p_\x8o_\x8r_\x8t_\x8·_\x8(_\x8e_\x8x_\x8p_\x8e_\x8r_\x8i_\x8m_\x8e_\x8n_\x8t_\x8a_\x8l_\x8) |
| 45 | ··········o·_\x81_\x81_\x8._\x81_\x8._\x81_\x8._\x8·_\x8E_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8·_\x8u_\x8s_\x8a_\x8g_\x8e | 45 | ··········o·_\x81_\x81_\x8._\x81_\x8._\x81_\x8._\x8·_\x8E_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8·_\x8u_\x8s_\x8a_\x8g_\x8e |
| 46 | ··········o·_\x81_\x81_\x8._\x81_\x8._\x82_\x8._\x8·_\x8S_\x8u_\x8p_\x8p_\x8o_\x8r_\x8t_\x8·_\x8f_\x8o_\x8r_\x8·_\x8A_\x8r_\x8r_\x8a_\x8y_\x8·_\x8A_\x8P_\x8I_\x8-_\x8c_\x8o_\x8m_\x8p_\x8a_\x8t_\x8i_\x8b_\x8l_\x8e_\x8·_\x8i_\x8n_\x8p_\x8u_\x8t_\x8s | 46 | ··········o·_\x81_\x81_\x8._\x81_\x8._\x82_\x8._\x8·_\x8S_\x8u_\x8p_\x8p_\x8o_\x8r_\x8t_\x8·_\x8f_\x8o_\x8r_\x8·_\x8A_\x8r_\x8r_\x8a_\x8y_\x8·_\x8A_\x8P_\x8I_\x8-_\x8c_\x8o_\x8m_\x8p_\x8a_\x8t_\x8i_\x8b_\x8l_\x8e_\x8·_\x8i_\x8n_\x8p_\x8u_\x8t_\x8s |
| 47 | ··········o·_\x81_\x81_\x8._\x81_\x8._\x83_\x8._\x8·_\x8C_\x8o_\x8m_\x8m_\x8o_\x8n_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8·_\x8c_\x8h_\x8e_\x8c_\x8k_\x8s | 47 | ··········o·_\x81_\x81_\x8._\x81_\x8._\x83_\x8._\x8·_\x8C_\x8o_\x8m_\x8m_\x8o_\x8n_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8·_\x8c_\x8h_\x8e_\x8c_\x8k_\x8s |
| 48 | ©·2007·-·202 | 48 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 198 | <p>Lucy·Liu</p> | 198 | <p>Lucy·Liu</p> |
| 199 | </div> | 199 | </div> |
| 200 | </div> | 200 | </div> |
| 201 | ······</div> | 201 | ······</div> |
| 202 | ····<div·class="container"> | 202 | ····<div·class="container"> |
| 203 | ······<footer·class="sk-content-footer"> | 203 | ······<footer·class="sk-content-footer"> |
| 204 | ············©·2007·-·202 | 204 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 205 | ··········<a·href="_sources/documentation_team.rst.txt"·rel="nofollow">Show·this·page·source</a> | 205 | ··········<a·href="_sources/documentation_team.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 206 | ······</footer> | 206 | ······</footer> |
| 207 | ····</div> | 207 | ····</div> |
| 208 | ··</div> | 208 | ··</div> |
| 209 | </div> | 209 | </div> |
| 210 | <script·src="_static/js/vendor/bootstrap.min.js"></script> | 210 | <script·src="_static/js/vendor/bootstrap.min.js"></script> |
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| 29 | s\x8sc\x8ci\x8ik\x8ki\x8it\x8t-\x8-l\x8le\x8ea\x8ar\x8rn\x8n·1\x81.\x8.4\x84.\x8.2\x82 | 29 | s\x8sc\x8ci\x8ik\x8ki\x8it\x8t-\x8-l\x8le\x8ea\x8ar\x8rn\x8n·1\x81.\x8.4\x84.\x8.2\x82 |
| 30 | _\x8O_\x8t_\x8h_\x8e_\x8r_\x8·_\x8v_\x8e_\x8r_\x8s_\x8i_\x8o_\x8n_\x8s | 30 | _\x8O_\x8t_\x8h_\x8e_\x8r_\x8·_\x8v_\x8e_\x8r_\x8s_\x8i_\x8o_\x8n_\x8s |
| 31 | Please·_\x8c_\x8i_\x8t_\x8e_\x8·_\x8u_\x8s·if·you·use·the·software. | 31 | Please·_\x8c_\x8i_\x8t_\x8e_\x8·_\x8u_\x8s·if·you·use·the·software. |
| 32 | _\x8[_\x8h_\x8t_\x8t_\x8p_\x8s_\x8:_\x8/_\x8/_\x8a_\x8v_\x8a_\x8t_\x8a_\x8r_\x8s_\x8._\x8g_\x8i_\x8t_\x8h_\x8u_\x8b_\x8u_\x8s_\x8e_\x8r_\x8c_\x8o_\x8n_\x8t_\x8e_\x8n_\x8t_\x8._\x8c_\x8o_\x8m_\x8/_\x8u_\x8/_\x88_\x86_\x84_\x80_\x88_\x80_\x81_\x89_\x8?_\x8v_\x8=_\x84_\x8] | 32 | _\x8[_\x8h_\x8t_\x8t_\x8p_\x8s_\x8:_\x8/_\x8/_\x8a_\x8v_\x8a_\x8t_\x8a_\x8r_\x8s_\x8._\x8g_\x8i_\x8t_\x8h_\x8u_\x8b_\x8u_\x8s_\x8e_\x8r_\x8c_\x8o_\x8n_\x8t_\x8e_\x8n_\x8t_\x8._\x8c_\x8o_\x8m_\x8/_\x8u_\x8/_\x88_\x86_\x84_\x80_\x88_\x80_\x81_\x89_\x8?_\x8v_\x8=_\x84_\x8] |
| 33 | Arturo·Amor | 33 | Arturo·Amor |
| 34 | _\x8[_\x8h_\x8t_\x8t_\x8p_\x8s_\x8:_\x8/_\x8/_\x8a_\x8v_\x8a_\x8t_\x8a_\x8r_\x8s_\x8._\x8g_\x8i_\x8t_\x8h_\x8u_\x8b_\x8u_\x8s_\x8e_\x8r_\x8c_\x8o_\x8n_\x8t_\x8e_\x8n_\x8t_\x8._\x8c_\x8o_\x8m_\x8/_\x8u_\x8/_\x82_\x83_\x81_\x88_\x82_\x88_\x82_\x89_\x8?_\x8v_\x8=_\x84_\x8] | 34 | _\x8[_\x8h_\x8t_\x8t_\x8p_\x8s_\x8:_\x8/_\x8/_\x8a_\x8v_\x8a_\x8t_\x8a_\x8r_\x8s_\x8._\x8g_\x8i_\x8t_\x8h_\x8u_\x8b_\x8u_\x8s_\x8e_\x8r_\x8c_\x8o_\x8n_\x8t_\x8e_\x8n_\x8t_\x8._\x8c_\x8o_\x8m_\x8/_\x8u_\x8/_\x82_\x83_\x81_\x88_\x82_\x88_\x82_\x89_\x8?_\x8v_\x8=_\x84_\x8] |
| 35 | Lucy·Liu | 35 | Lucy·Liu |
| 36 | ©·2007·-·202 | 36 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 691 | </section> | 691 | </section> |
| 692 | </section> | 692 | </section> |
| 693 | ······</div> | 693 | ······</div> |
| 694 | ····<div·class="container"> | 694 | ····<div·class="container"> |
| 695 | ······<footer·class="sk-content-footer"> | 695 | ······<footer·class="sk-content-footer"> |
| 696 | ············©·2007·-·202 | 696 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 697 | ··········<a·href="_sources/faq.rst.txt"·rel="nofollow">Show·this·page·source</a> | 697 | ··········<a·href="_sources/faq.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 698 | ······</footer> | 698 | ······</footer> |
| 699 | ····</div> | 699 | ····</div> |
| 700 | ··</div> | 700 | ··</div> |
| 701 | </div> | 701 | </div> |
| 702 | <script·src="_static/js/vendor/bootstrap.min.js"></script> | 702 | <script·src="_static/js/vendor/bootstrap.min.js"></script> |
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| 426 | ······Cython), | 426 | ······Cython), |
| 427 | ····*·scikit-learn·relies·a·lot·on·numpy,·which·in·turn·may·rely·on·numerical | 427 | ····*·scikit-learn·relies·a·lot·on·numpy,·which·in·turn·may·rely·on·numerical |
| 428 | ······libraries·like·MKL,·OpenBLAS·or·BLIS·which·can·provide·parallel | 428 | ······libraries·like·MKL,·OpenBLAS·or·BLIS·which·can·provide·parallel |
| 429 | ······implementations. | 429 | ······implementations. |
| 430 | For·more·details,·please·refer·to·our·_\x8n_\x8o_\x8t_\x8e_\x8s_\x8·_\x8o_\x8n_\x8·_\x8p_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l_\x8i_\x8s_\x8m. | 430 | For·more·details,·please·refer·to·our·_\x8n_\x8o_\x8t_\x8e_\x8s_\x8·_\x8o_\x8n_\x8·_\x8p_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l_\x8i_\x8s_\x8m. |
| 431 | *\x8**\x8**\x8**\x8*·_\x8H\x8H_\x8o\x8o_\x8w\x8w_\x8·_\x8d\x8d_\x8o\x8o_\x8·_\x8I\x8I_\x8·_\x8s\x8s_\x8e\x8e_\x8t\x8t_\x8·_\x8a\x8a_\x8·_\x8r\x8r_\x8a\x8a_\x8n\x8n_\x8d\x8d_\x8o\x8o_\x8m\x8m_\x8_\x8__\x8s\x8s_\x8t\x8t_\x8a\x8a_\x8t\x8t_\x8e\x8e_\x8·_\x8f\x8f_\x8o\x8o_\x8r\x8r_\x8·_\x8a\x8a_\x8n\x8n_\x8·_\x8e\x8e_\x8n\x8n_\x8t\x8t_\x8i\x8i_\x8r\x8r_\x8e\x8e_\x8·_\x8e\x8e_\x8x\x8x_\x8e\x8e_\x8c\x8c_\x8u\x8u_\x8t\x8t_\x8i\x8i_\x8o\x8o_\x8n\x8n_\x8?\x8?_\x8?\x8¶·*\x8**\x8**\x8**\x8* | 431 | *\x8**\x8**\x8**\x8*·_\x8H\x8H_\x8o\x8o_\x8w\x8w_\x8·_\x8d\x8d_\x8o\x8o_\x8·_\x8I\x8I_\x8·_\x8s\x8s_\x8e\x8e_\x8t\x8t_\x8·_\x8a\x8a_\x8·_\x8r\x8r_\x8a\x8a_\x8n\x8n_\x8d\x8d_\x8o\x8o_\x8m\x8m_\x8_\x8__\x8s\x8s_\x8t\x8t_\x8a\x8a_\x8t\x8t_\x8e\x8e_\x8·_\x8f\x8f_\x8o\x8o_\x8r\x8r_\x8·_\x8a\x8a_\x8n\x8n_\x8·_\x8e\x8e_\x8n\x8n_\x8t\x8t_\x8i\x8i_\x8r\x8r_\x8e\x8e_\x8·_\x8e\x8e_\x8x\x8x_\x8e\x8e_\x8c\x8c_\x8u\x8u_\x8t\x8t_\x8i\x8i_\x8o\x8o_\x8n\x8n_\x8?\x8?_\x8?\x8¶·*\x8**\x8**\x8**\x8* |
| 432 | Please·refer·to·_\x8C_\x8o_\x8n_\x8t_\x8r_\x8o_\x8l_\x8l_\x8i_\x8n_\x8g_\x8·_\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8n_\x8e_\x8s_\x8s. | 432 | Please·refer·to·_\x8C_\x8o_\x8n_\x8t_\x8r_\x8o_\x8l_\x8l_\x8i_\x8n_\x8g_\x8·_\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8n_\x8e_\x8s_\x8s. |
| 433 | ©·2007·-·202 | 433 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 410 | </section> | 410 | </section> |
| 411 | </section> | 411 | </section> |
| 412 | ······</div> | 412 | ······</div> |
| 413 | ····<div·class="container"> | 413 | ····<div·class="container"> |
| 414 | ······<footer·class="sk-content-footer"> | 414 | ······<footer·class="sk-content-footer"> |
| 415 | ············©·2007·-·202 | 415 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 416 | ··········<a·href="_sources/getting_started.rst.txt"·rel="nofollow">Show·this·page·source</a> | 416 | ··········<a·href="_sources/getting_started.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 417 | ······</footer> | 417 | ······</footer> |
| 418 | ····</div> | 418 | ····</div> |
| 419 | ··</div> | 419 | ··</div> |
| 420 | </div> | 420 | </div> |
| 421 | <script·src="_static/js/vendor/bootstrap.min.js"></script> | 421 | <script·src="_static/js/vendor/bootstrap.min.js"></script> |
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| 205 | guide·should·give·you·an·overview·of·some·of·the·main·features·of·the·library, | 205 | guide·should·give·you·an·overview·of·some·of·the·main·features·of·the·library, |
| 206 | but·there·is·much·more·to·scikit-learn! | 206 | but·there·is·much·more·to·scikit-learn! |
| 207 | Please·refer·to·our·_\x8U_\x8s_\x8e_\x8r_\x8·_\x8G_\x8u_\x8i_\x8d_\x8e·for·details·on·all·the·tools·that·we·provide. | 207 | Please·refer·to·our·_\x8U_\x8s_\x8e_\x8r_\x8·_\x8G_\x8u_\x8i_\x8d_\x8e·for·details·on·all·the·tools·that·we·provide. |
| 208 | You·can·also·find·an·exhaustive·list·of·the·public·API·in·the·_\x8A_\x8P_\x8I_\x8·_\x8R_\x8e_\x8f_\x8e_\x8r_\x8e_\x8n_\x8c_\x8e. | 208 | You·can·also·find·an·exhaustive·list·of·the·public·API·in·the·_\x8A_\x8P_\x8I_\x8·_\x8R_\x8e_\x8f_\x8e_\x8r_\x8e_\x8n_\x8c_\x8e. |
| 209 | You·can·also·look·at·our·numerous·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8s·that·illustrate·the·use·of·scikit- | 209 | You·can·also·look·at·our·numerous·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8s·that·illustrate·the·use·of·scikit- |
| 210 | learn·in·many·different·contexts. | 210 | learn·in·many·different·contexts. |
| 211 | The·_\x8t_\x8u_\x8t_\x8o_\x8r_\x8i_\x8a_\x8l_\x8s·also·contain·additional·learning·resources. | 211 | The·_\x8t_\x8u_\x8t_\x8o_\x8r_\x8i_\x8a_\x8l_\x8s·also·contain·additional·learning·resources. |
| 212 | ©·2007·-·202 | 212 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 1732 | </section> | 1732 | </section> |
| 1733 | </section> | 1733 | </section> |
| 1734 | ······</div> | 1734 | ······</div> |
| 1735 | ····<div·class="container"> | 1735 | ····<div·class="container"> |
| 1736 | ······<footer·class="sk-content-footer"> | 1736 | ······<footer·class="sk-content-footer"> |
| 1737 | ············©·2007·-·202 | 1737 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 1738 | ··········<a·href="_sources/glossary.rst.txt"·rel="nofollow">Show·this·page·source</a> | 1738 | ··········<a·href="_sources/glossary.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 1739 | ······</footer> | 1739 | ······</footer> |
| 1740 | ····</div> | 1740 | ····</div> |
| 1741 | ··</div> | 1741 | ··</div> |
| 1742 | </div> | 1742 | </div> |
| 1743 | <script·src="_static/js/vendor/bootstrap.min.js"></script> | 1743 | <script·src="_static/js/vendor/bootstrap.min.js"></script> |
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| 1405 | ··Y_\x8¶ | 1405 | ··Y_\x8¶ |
| 1406 | ······Denotes·data·that·may·be·observed·at·training·time·as·the·dependent | 1406 | ······Denotes·data·that·may·be·observed·at·training·time·as·the·dependent |
| 1407 | ······variable·in·learning,·but·which·is·unavailable·at·prediction·time,·and·is | 1407 | ······variable·in·learning,·but·which·is·unavailable·at·prediction·time,·and·is |
| 1408 | ······usually·the·_\x8t_\x8a_\x8r_\x8g_\x8e_\x8t·of·prediction.·The·notation·may·be·uppercase·to·denote | 1408 | ······usually·the·_\x8t_\x8a_\x8r_\x8g_\x8e_\x8t·of·prediction.·The·notation·may·be·uppercase·to·denote |
| 1409 | ······that·it·is·a·matrix,·representing·_\x8m_\x8u_\x8l_\x8t_\x8i_\x8-_\x8o_\x8u_\x8t_\x8p_\x8u_\x8t·targets,·for·instance;·but | 1409 | ······that·it·is·a·matrix,·representing·_\x8m_\x8u_\x8l_\x8t_\x8i_\x8-_\x8o_\x8u_\x8t_\x8p_\x8u_\x8t·targets,·for·instance;·but |
| 1410 | ······usually·we·use·y·and·sometimes·do·so·even·when·multiple·outputs·are | 1410 | ······usually·we·use·y·and·sometimes·do·so·even·when·multiple·outputs·are |
| 1411 | ······assumed. | 1411 | ······assumed. |
| 1412 | ©·2007·-·202 | 1412 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 372 | </section> | 372 | </section> |
| 373 | </section> | 373 | </section> |
| 374 | ······</div> | 374 | ······</div> |
| 375 | ····<div·class="container"> | 375 | ····<div·class="container"> |
| 376 | ······<footer·class="sk-content-footer"> | 376 | ······<footer·class="sk-content-footer"> |
| 377 | ············©·2007·-·202 | 377 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 378 | ··········<a·href="_sources/governance.rst.txt"·rel="nofollow">Show·this·page·source</a> | 378 | ··········<a·href="_sources/governance.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 379 | ······</footer> | 379 | ······</footer> |
| 380 | ····</div> | 380 | ····</div> |
| 381 | ··</div> | 381 | ··</div> |
| 382 | </div> | 382 | </div> |
| 383 | <script·src="_static/js/vendor/bootstrap.min.js"></script> | 383 | <script·src="_static/js/vendor/bootstrap.min.js"></script> |
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| 173 | positive,·then·the·governance·model·change·is·accepted. | 173 | positive,·then·the·governance·model·change·is·accepted. |
| 174 | *\x8**\x8**\x8**\x8**\x8*·E\x8En\x8nh\x8ha\x8an\x8nc\x8ce\x8em\x8me\x8en\x8nt\x8t·p\x8pr\x8ro\x8op\x8po\x8os\x8sa\x8al\x8ls\x8s·(\x8(S\x8SL\x8LE\x8EP\x8Ps\x8s)\x8)_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 174 | *\x8**\x8**\x8**\x8**\x8*·E\x8En\x8nh\x8ha\x8an\x8nc\x8ce\x8em\x8me\x8en\x8nt\x8t·p\x8pr\x8ro\x8op\x8po\x8os\x8sa\x8al\x8ls\x8s·(\x8(S\x8SL\x8LE\x8EP\x8Ps\x8s)\x8)_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 175 | For·all·votes,·a·proposal·must·have·been·made·public·and·discussed·before·the | 175 | For·all·votes,·a·proposal·must·have·been·made·public·and·discussed·before·the |
| 176 | vote.·Such·proposal·must·be·a·consolidated·document,·in·the·form·of·a·“Scikit- | 176 | vote.·Such·proposal·must·be·a·consolidated·document,·in·the·form·of·a·“Scikit- |
| 177 | Learn·Enhancement·Proposal”·(SLEP),·rather·than·a·long·discussion·on·an·issue. | 177 | Learn·Enhancement·Proposal”·(SLEP),·rather·than·a·long·discussion·on·an·issue. |
| 178 | A·SLEP·must·be·submitted·as·a·pull-request·to·_\x8e_\x8n_\x8h_\x8a_\x8n_\x8c_\x8e_\x8m_\x8e_\x8n_\x8t_\x8·_\x8p_\x8r_\x8o_\x8p_\x8o_\x8s_\x8a_\x8l_\x8s·using·the | 178 | A·SLEP·must·be·submitted·as·a·pull-request·to·_\x8e_\x8n_\x8h_\x8a_\x8n_\x8c_\x8e_\x8m_\x8e_\x8n_\x8t_\x8·_\x8p_\x8r_\x8o_\x8p_\x8o_\x8s_\x8a_\x8l_\x8s·using·the |
| 179 | _\x8S_\x8L_\x8E_\x8P_\x8·_\x8t_\x8e_\x8m_\x8p_\x8l_\x8a_\x8t_\x8e.·_\x8S_\x8L_\x8E_\x8P_\x80_\x80_\x80·describes·the·process·in·more·detail. | 179 | _\x8S_\x8L_\x8E_\x8P_\x8·_\x8t_\x8e_\x8m_\x8p_\x8l_\x8a_\x8t_\x8e.·_\x8S_\x8L_\x8E_\x8P_\x80_\x80_\x80·describes·the·process·in·more·detail. |
| 180 | ©·2007·-·202 | 180 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 344 | </div> | 344 | </div> |
| 345 | </section> | 345 | </section> |
| 346 | ······</div> | 346 | ······</div> |
| 347 | ····<div·class="container"> | 347 | ····<div·class="container"> |
| 348 | ······<footer·class="sk-content-footer"> | 348 | ······<footer·class="sk-content-footer"> |
| 349 | ············©·2007·-·202 | 349 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 350 | ··········<a·href="_sources/inspection.rst.txt"·rel="nofollow">Show·this·page·source</a> | 350 | ··········<a·href="_sources/inspection.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 351 | ······</footer> | 351 | ······</footer> |
| 352 | ····</div> | 352 | ····</div> |
| 353 | ··</div> | 353 | ··</div> |
| 354 | </div> | 354 | </div> |
| 355 | <script·src="_static/js/vendor/bootstrap.min.js"></script> | 355 | <script·src="_static/js/vendor/bootstrap.min.js"></script> |
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| 60 | ··········o·_\x84_\x8._\x81_\x8._\x82_\x8._\x8·_\x8I_\x8n_\x8d_\x8i_\x8v_\x8i_\x8d_\x8u_\x8a_\x8l_\x8·_\x8c_\x8o_\x8n_\x8d_\x8i_\x8t_\x8i_\x8o_\x8n_\x8a_\x8l_\x8·_\x8e_\x8x_\x8p_\x8e_\x8c_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8(_\x8I_\x8C_\x8E_\x8)_\x8·_\x8p_\x8l_\x8o_\x8t | 60 | ··········o·_\x84_\x8._\x81_\x8._\x82_\x8._\x8·_\x8I_\x8n_\x8d_\x8i_\x8v_\x8i_\x8d_\x8u_\x8a_\x8l_\x8·_\x8c_\x8o_\x8n_\x8d_\x8i_\x8t_\x8i_\x8o_\x8n_\x8a_\x8l_\x8·_\x8e_\x8x_\x8p_\x8e_\x8c_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8(_\x8I_\x8C_\x8E_\x8)_\x8·_\x8p_\x8l_\x8o_\x8t |
| 61 | ··········o·_\x84_\x8._\x81_\x8._\x83_\x8._\x8·_\x8M_\x8a_\x8t_\x8h_\x8e_\x8m_\x8a_\x8t_\x8i_\x8c_\x8a_\x8l_\x8·_\x8D_\x8e_\x8f_\x8i_\x8n_\x8i_\x8t_\x8i_\x8o_\x8n | 61 | ··········o·_\x84_\x8._\x81_\x8._\x83_\x8._\x8·_\x8M_\x8a_\x8t_\x8h_\x8e_\x8m_\x8a_\x8t_\x8i_\x8c_\x8a_\x8l_\x8·_\x8D_\x8e_\x8f_\x8i_\x8n_\x8i_\x8t_\x8i_\x8o_\x8n |
| 62 | ··········o·_\x84_\x8._\x81_\x8._\x84_\x8._\x8·_\x8C_\x8o_\x8m_\x8p_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8m_\x8e_\x8t_\x8h_\x8o_\x8d_\x8s | 62 | ··········o·_\x84_\x8._\x81_\x8._\x84_\x8._\x8·_\x8C_\x8o_\x8m_\x8p_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8m_\x8e_\x8t_\x8h_\x8o_\x8d_\x8s |
| 63 | ····*·_\x84_\x8._\x82_\x8._\x8·_\x8P_\x8e_\x8r_\x8m_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8i_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e | 63 | ····*·_\x84_\x8._\x82_\x8._\x8·_\x8P_\x8e_\x8r_\x8m_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8i_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e |
| 64 | ··········o·_\x84_\x8._\x82_\x8._\x81_\x8._\x8·_\x8O_\x8u_\x8t_\x8l_\x8i_\x8n_\x8e_\x8·_\x8o_\x8f_\x8·_\x8t_\x8h_\x8e_\x8·_\x8p_\x8e_\x8r_\x8m_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8i_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m | 64 | ··········o·_\x84_\x8._\x82_\x8._\x81_\x8._\x8·_\x8O_\x8u_\x8t_\x8l_\x8i_\x8n_\x8e_\x8·_\x8o_\x8f_\x8·_\x8t_\x8h_\x8e_\x8·_\x8p_\x8e_\x8r_\x8m_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8i_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m |
| 65 | ··········o·_\x84_\x8._\x82_\x8._\x82_\x8._\x8·_\x8R_\x8e_\x8l_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8t_\x8o_\x8·_\x8i_\x8m_\x8p_\x8u_\x8r_\x8i_\x8t_\x8y_\x8-_\x8b_\x8a_\x8s_\x8e_\x8d_\x8·_\x8i_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8·_\x8i_\x8n_\x8·_\x8t_\x8r_\x8e_\x8e_\x8s | 65 | ··········o·_\x84_\x8._\x82_\x8._\x82_\x8._\x8·_\x8R_\x8e_\x8l_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8t_\x8o_\x8·_\x8i_\x8m_\x8p_\x8u_\x8r_\x8i_\x8t_\x8y_\x8-_\x8b_\x8a_\x8s_\x8e_\x8d_\x8·_\x8i_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8·_\x8i_\x8n_\x8·_\x8t_\x8r_\x8e_\x8e_\x8s |
| 66 | ··········o·_\x84_\x8._\x82_\x8._\x83_\x8._\x8·_\x8M_\x8i_\x8s_\x8l_\x8e_\x8a_\x8d_\x8i_\x8n_\x8g_\x8·_\x8v_\x8a_\x8l_\x8u_\x8e_\x8s_\x8·_\x8o_\x8n_\x8·_\x8s_\x8t_\x8r_\x8o_\x8n_\x8g_\x8l_\x8y_\x8·_\x8c_\x8o_\x8r_\x8r_\x8e_\x8l_\x8a_\x8t_\x8e_\x8d_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s | 66 | ··········o·_\x84_\x8._\x82_\x8._\x83_\x8._\x8·_\x8M_\x8i_\x8s_\x8l_\x8e_\x8a_\x8d_\x8i_\x8n_\x8g_\x8·_\x8v_\x8a_\x8l_\x8u_\x8e_\x8s_\x8·_\x8o_\x8n_\x8·_\x8s_\x8t_\x8r_\x8o_\x8n_\x8g_\x8l_\x8y_\x8·_\x8c_\x8o_\x8r_\x8r_\x8e_\x8l_\x8a_\x8t_\x8e_\x8d_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s |
| 67 | ©·2007·-·202 | 67 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 576 | </section> | 576 | </section> |
| 577 | </section> | 577 | </section> |
| 578 | ······</div> | 578 | ······</div> |
| 579 | ····<div·class="container"> | 579 | ····<div·class="container"> |
| 580 | ······<footer·class="sk-content-footer"> | 580 | ······<footer·class="sk-content-footer"> |
| 581 | ············©·2007·-·202 | 581 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 582 | ··········<a·href="_sources/install.rst.txt"·rel="nofollow">Show·this·page·source</a> | 582 | ··········<a·href="_sources/install.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 583 | ······</footer> | 583 | ······</footer> |
| 584 | ····</div> | 584 | ····</div> |
| 585 | ··</div> | 585 | ··</div> |
| 586 | </div> | 586 | </div> |
| 587 | <script·src="_static/js/vendor/bootstrap.min.js"></script> | 587 | <script·src="_static/js/vendor/bootstrap.min.js"></script> |
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| 235 | ···2.·Go·to·the | 235 | ···2.·Go·to·the |
| 236 | ······Computer\HKEY_LOCAL_MACHINE\SYSTEM\CurrentControlSet\Control\FileSystem | 236 | ······Computer\HKEY_LOCAL_MACHINE\SYSTEM\CurrentControlSet\Control\FileSystem |
| 237 | ······key. | 237 | ······key. |
| 238 | ···3.·Edit·the·value·of·the·LongPathsEnabled·property·of·that·key·and·set·it·to | 238 | ···3.·Edit·the·value·of·the·LongPathsEnabled·property·of·that·key·and·set·it·to |
| 239 | ······1. | 239 | ······1. |
| 240 | ···4.·Reinstall·scikit-learn·(ignoring·the·previous·broken·installation): | 240 | ···4.·Reinstall·scikit-learn·(ignoring·the·previous·broken·installation): |
| 241 | pip·install·--exists-action=i·scikit-learn | 241 | pip·install·--exists-action=i·scikit-learn |
| 242 | ©·2007·-·202 | 242 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 490 | </section> | 490 | </section> |
| 491 | </section> | 491 | </section> |
| 492 | ······</div> | 492 | ······</div> |
| 493 | ····<div·class="container"> | 493 | ····<div·class="container"> |
| 494 | ······<footer·class="sk-content-footer"> | 494 | ······<footer·class="sk-content-footer"> |
| 495 | ············©·2007·-·202 | 495 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 496 | ··········<a·href="_sources/metadata_routing.rst.txt"·rel="nofollow">Show·this·page·source</a> | 496 | ··········<a·href="_sources/metadata_routing.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 497 | ······</footer> | 497 | ······</footer> |
| 498 | ····</div> | 498 | ····</div> |
| 499 | ··</div> | 499 | ··</div> |
| 500 | </div> | 500 | </div> |
| 501 | <script·src="_static/js/vendor/bootstrap.min.js"></script> | 501 | <script·src="_static/js/vendor/bootstrap.min.js"></script> |
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| 267 | ····*·_\x8s_\x8k_\x8l_\x8e_\x8a_\x8r_\x8n_\x8._\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8__\x8m_\x8o_\x8d_\x8e_\x8l_\x8._\x8R_\x8i_\x8d_\x8g_\x8e_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r_\x8C_\x8V | 267 | ····*·_\x8s_\x8k_\x8l_\x8e_\x8a_\x8r_\x8n_\x8._\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8__\x8m_\x8o_\x8d_\x8e_\x8l_\x8._\x8R_\x8i_\x8d_\x8g_\x8e_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r_\x8C_\x8V |
| 268 | ····*·_\x8s_\x8k_\x8l_\x8e_\x8a_\x8r_\x8n_\x8._\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8__\x8m_\x8o_\x8d_\x8e_\x8l_\x8._\x8R_\x8i_\x8d_\x8g_\x8e_\x8C_\x8V | 268 | ····*·_\x8s_\x8k_\x8l_\x8e_\x8a_\x8r_\x8n_\x8._\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8__\x8m_\x8o_\x8d_\x8e_\x8l_\x8._\x8R_\x8i_\x8d_\x8g_\x8e_\x8C_\x8V |
| 269 | ····*·_\x8s_\x8k_\x8l_\x8e_\x8a_\x8r_\x8n_\x8._\x8m_\x8o_\x8d_\x8e_\x8l_\x8__\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8._\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8__\x8c_\x8u_\x8r_\x8v_\x8e | 269 | ····*·_\x8s_\x8k_\x8l_\x8e_\x8a_\x8r_\x8n_\x8._\x8m_\x8o_\x8d_\x8e_\x8l_\x8__\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8._\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8__\x8c_\x8u_\x8r_\x8v_\x8e |
| 270 | ····*·_\x8s_\x8k_\x8l_\x8e_\x8a_\x8r_\x8n_\x8._\x8m_\x8o_\x8d_\x8e_\x8l_\x8__\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8e_\x8r_\x8m_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8t_\x8e_\x8s_\x8t_\x8__\x8s_\x8c_\x8o_\x8r_\x8e | 270 | ····*·_\x8s_\x8k_\x8l_\x8e_\x8a_\x8r_\x8n_\x8._\x8m_\x8o_\x8d_\x8e_\x8l_\x8__\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8e_\x8r_\x8m_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8t_\x8e_\x8s_\x8t_\x8__\x8s_\x8c_\x8o_\x8r_\x8e |
| 271 | ····*·_\x8s_\x8k_\x8l_\x8e_\x8a_\x8r_\x8n_\x8._\x8m_\x8o_\x8d_\x8e_\x8l_\x8__\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8._\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8c_\x8u_\x8r_\x8v_\x8e | 271 | ····*·_\x8s_\x8k_\x8l_\x8e_\x8a_\x8r_\x8n_\x8._\x8m_\x8o_\x8d_\x8e_\x8l_\x8__\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8._\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8c_\x8u_\x8r_\x8v_\x8e |
| 272 | ····*·_\x8s_\x8k_\x8l_\x8e_\x8a_\x8r_\x8n_\x8._\x8p_\x8i_\x8p_\x8e_\x8l_\x8i_\x8n_\x8e_\x8._\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8U_\x8n_\x8i_\x8o_\x8n | 272 | ····*·_\x8s_\x8k_\x8l_\x8e_\x8a_\x8r_\x8n_\x8._\x8p_\x8i_\x8p_\x8e_\x8l_\x8i_\x8n_\x8e_\x8._\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8U_\x8n_\x8i_\x8o_\x8n |
| 273 | ····*·_\x8s_\x8k_\x8l_\x8e_\x8a_\x8r_\x8n_\x8._\x8s_\x8e_\x8m_\x8i_\x8__\x8s_\x8u_\x8p_\x8e_\x8r_\x8v_\x8i_\x8s_\x8e_\x8d_\x8._\x8S_\x8e_\x8l_\x8f_\x8T_\x8r_\x8a_\x8i_\x8n_\x8i_\x8n_\x8g_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r | 273 | ····*·_\x8s_\x8k_\x8l_\x8e_\x8a_\x8r_\x8n_\x8._\x8s_\x8e_\x8m_\x8i_\x8__\x8s_\x8u_\x8p_\x8e_\x8r_\x8v_\x8i_\x8s_\x8e_\x8d_\x8._\x8S_\x8e_\x8l_\x8f_\x8T_\x8r_\x8a_\x8i_\x8n_\x8i_\x8n_\x8g_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r |
| 274 | ©·2007·-·202 | 274 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 185 | ······<div·class="sk-page-content·container-fluid·body·px-md-3"·role="main"> | 185 | ······<div·class="sk-page-content·container-fluid·body·px-md-3"·role="main"> |
| 186 | ········ | 186 | ········ |
| 187 | ·· | 187 | ·· |
| 188 | ······</div> | 188 | ······</div> |
| 189 | ····<div·class="container"> | 189 | ····<div·class="container"> |
| 190 | ······<footer·class="sk-content-footer"> | 190 | ······<footer·class="sk-content-footer"> |
| 191 | ············©·2007·-·202 | 191 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 192 | ··········<a·href="_sources/min_dependency_substitutions.rst.txt"·rel="nofollow">Show·this·page·source</a> | 192 | ··········<a·href="_sources/min_dependency_substitutions.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 193 | ······</footer> | 193 | ······</footer> |
| 194 | ····</div> | 194 | ····</div> |
| 195 | ··</div> | 195 | ··</div> |
| 196 | </div> | 196 | </div> |
| 197 | <script·src="_static/js/vendor/bootstrap.min.js"></script> | 197 | <script·src="_static/js/vendor/bootstrap.min.js"></script> |
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| 25 | [·]Toggle·Menu | 25 | [·]Toggle·Menu |
| 26 | >Prev | 26 | >Prev |
| 27 | ·_\x8U_\x8p | 27 | ·_\x8U_\x8p |
| 28 | >Next | 28 | >Next |
| 29 | s\x8sc\x8ci\x8ik\x8ki\x8it\x8t-\x8-l\x8le\x8ea\x8ar\x8rn\x8n·1\x81.\x8.4\x84.\x8.2\x82 | 29 | s\x8sc\x8ci\x8ik\x8ki\x8it\x8t-\x8-l\x8le\x8ea\x8ar\x8rn\x8n·1\x81.\x8.4\x84.\x8.2\x82 |
| 30 | _\x8O_\x8t_\x8h_\x8e_\x8r_\x8·_\x8v_\x8e_\x8r_\x8s_\x8i_\x8o_\x8n_\x8s | 30 | _\x8O_\x8t_\x8h_\x8e_\x8r_\x8·_\x8v_\x8e_\x8r_\x8s_\x8i_\x8o_\x8n_\x8s |
| 31 | Please·_\x8c_\x8i_\x8t_\x8e_\x8·_\x8u_\x8s·if·you·use·the·software. | 31 | Please·_\x8c_\x8i_\x8t_\x8e_\x8·_\x8u_\x8s·if·you·use·the·software. |
| 32 | ©·2007·-·202 | 32 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 309 | </tbody> | 309 | </tbody> |
| 310 | </table> | 310 | </table> |
| 311 | ······</div> | 311 | ······</div> |
| 312 | ····<div·class="container"> | 312 | ····<div·class="container"> |
| 313 | ······<footer·class="sk-content-footer"> | 313 | ······<footer·class="sk-content-footer"> |
| 314 | ············©·2007·-·202 | 314 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 315 | ··········<a·href="_sources/min_dependency_table.rst.txt"·rel="nofollow">Show·this·page·source</a> | 315 | ··········<a·href="_sources/min_dependency_table.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 316 | ······</footer> | 316 | ······</footer> |
| 317 | ····</div> | 317 | ····</div> |
| 318 | ··</div> | 318 | ··</div> |
| 319 | </div> | 319 | </div> |
| 320 | <script·src="_static/js/vendor/bootstrap.min.js"></script> | 320 | <script·src="_static/js/vendor/bootstrap.min.js"></script> |
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| 54 | numpydoc············1.2.0···········docs,·tests | 54 | numpydoc············1.2.0···········docs,·tests |
| 55 | Pillow··············7.1.2···········docs | 55 | Pillow··············7.1.2···········docs |
| 56 | pooch···············1.6.0···········docs,·examples,·tests | 56 | pooch···············1.6.0···········docs,·examples,·tests |
| 57 | sphinx-prompt·······1.3.0···········docs | 57 | sphinx-prompt·······1.3.0···········docs |
| 58 | sphinxext-opengraph·0.4.2···········docs | 58 | sphinxext-opengraph·0.4.2···········docs |
| 59 | plotly··············5.14.0··········docs,·examples | 59 | plotly··············5.14.0··········docs,·examples |
| 60 | conda-lock··········2.4.2···········maintenance | 60 | conda-lock··········2.4.2···········maintenance |
| 61 | ©·2007·-·202 | 61 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 429 | </section> | 429 | </section> |
| 430 | </section> | 430 | </section> |
| 431 | ······</div> | 431 | ······</div> |
| 432 | ····<div·class="container"> | 432 | ····<div·class="container"> |
| 433 | ······<footer·class="sk-content-footer"> | 433 | ······<footer·class="sk-content-footer"> |
| 434 | ············©·2007·-·202 | 434 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 435 | ··········<a·href="_sources/model_persistence.rst.txt"·rel="nofollow">Show·this·page·source</a> | 435 | ··········<a·href="_sources/model_persistence.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 436 | ······</footer> | 436 | ······</footer> |
| 437 | ····</div> | 437 | ····</div> |
| 438 | ··</div> | 438 | ··</div> |
| 439 | </div> | 439 | </div> |
| 440 | <script·src="_static/js/vendor/bootstrap.min.js"></script> | 440 | <script·src="_static/js/vendor/bootstrap.min.js"></script> |
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| 143 | PMML·is·an·implementation·of·the·_\x8X_\x8M_\x8L·document·standard·defined·to·represent | 143 | PMML·is·an·implementation·of·the·_\x8X_\x8M_\x8L·document·standard·defined·to·represent |
| 144 | data·models·together·with·the·data·used·to·generate·them.·Being·human·and | 144 | data·models·together·with·the·data·used·to·generate·them.·Being·human·and |
| 145 | machine·readable,·PMML·is·a·good·option·for·model·validation·on·different | 145 | machine·readable,·PMML·is·a·good·option·for·model·validation·on·different |
| 146 | platforms·and·long·term·archiving.·On·the·other·hand,·as·XML·in·general,·its | 146 | platforms·and·long·term·archiving.·On·the·other·hand,·as·XML·in·general,·its |
| 147 | verbosity·does·not·help·in·production·when·performance·is·critical.·To·convert | 147 | verbosity·does·not·help·in·production·when·performance·is·critical.·To·convert |
| 148 | scikit-learn·model·to·PMML·you·can·use·for·example·_\x8s_\x8k_\x8l_\x8e_\x8a_\x8r_\x8n_\x82_\x8p_\x8m_\x8m_\x8l·distributed | 148 | scikit-learn·model·to·PMML·you·can·use·for·example·_\x8s_\x8k_\x8l_\x8e_\x8a_\x8r_\x8n_\x82_\x8p_\x8m_\x8m_\x8l·distributed |
| 149 | under·the·Affero·GPLv3·license. | 149 | under·the·Affero·GPLv3·license. |
| 150 | ©·2007·-·202 | 150 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 353 | </section> | 353 | </section> |
| 354 | ······</div> | 354 | ······</div> |
| 355 | ····<div·class="container"> | 355 | ····<div·class="container"> |
| 356 | ······<footer·class="sk-content-footer"> | 356 | ······<footer·class="sk-content-footer"> |
| 357 | ············©·2007·-·202 | 357 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 358 | ··········<a·href="_sources/model_selection.rst.txt"·rel="nofollow">Show·this·page·source</a> | 358 | ··········<a·href="_sources/model_selection.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 359 | ······</footer> | 359 | ······</footer> |
| 360 | ····</div> | 360 | ····</div> |
| 361 | ··</div> | 361 | ··</div> |
| 362 | </div> | 362 | </div> |
| 363 | <script·src="_static/js/vendor/bootstrap.min.js"></script> | 363 | <script·src="_static/js/vendor/bootstrap.min.js"></script> |
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| 63 | ··········o·_\x83_\x8._\x83_\x8._\x83_\x8._\x8·_\x8M_\x8u_\x8l_\x8t_\x8i_\x8l_\x8a_\x8b_\x8e_\x8l_\x8·_\x8r_\x8a_\x8n_\x8k_\x8i_\x8n_\x8g_\x8·_\x8m_\x8e_\x8t_\x8r_\x8i_\x8c_\x8s | 63 | ··········o·_\x83_\x8._\x83_\x8._\x83_\x8._\x8·_\x8M_\x8u_\x8l_\x8t_\x8i_\x8l_\x8a_\x8b_\x8e_\x8l_\x8·_\x8r_\x8a_\x8n_\x8k_\x8i_\x8n_\x8g_\x8·_\x8m_\x8e_\x8t_\x8r_\x8i_\x8c_\x8s |
| 64 | ··········o·_\x83_\x8._\x83_\x8._\x84_\x8._\x8·_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8m_\x8e_\x8t_\x8r_\x8i_\x8c_\x8s | 64 | ··········o·_\x83_\x8._\x83_\x8._\x84_\x8._\x8·_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8m_\x8e_\x8t_\x8r_\x8i_\x8c_\x8s |
| 65 | ··········o·_\x83_\x8._\x83_\x8._\x85_\x8._\x8·_\x8C_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8m_\x8e_\x8t_\x8r_\x8i_\x8c_\x8s | 65 | ··········o·_\x83_\x8._\x83_\x8._\x85_\x8._\x8·_\x8C_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8m_\x8e_\x8t_\x8r_\x8i_\x8c_\x8s |
| 66 | ··········o·_\x83_\x8._\x83_\x8._\x86_\x8._\x8·_\x8D_\x8u_\x8m_\x8m_\x8y_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8s | 66 | ··········o·_\x83_\x8._\x83_\x8._\x86_\x8._\x8·_\x8D_\x8u_\x8m_\x8m_\x8y_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8s |
| 67 | ····*·_\x83_\x8._\x84_\x8._\x8·_\x8V_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8c_\x8u_\x8r_\x8v_\x8e_\x8s_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8t_\x8i_\x8n_\x8g_\x8·_\x8s_\x8c_\x8o_\x8r_\x8e_\x8s_\x8·_\x8t_\x8o_\x8·_\x8e_\x8v_\x8a_\x8l_\x8u_\x8a_\x8t_\x8e_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l_\x8s | 67 | ····*·_\x83_\x8._\x84_\x8._\x8·_\x8V_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8c_\x8u_\x8r_\x8v_\x8e_\x8s_\x8:_\x8·_\x8p_\x8l_\x8o_\x8t_\x8t_\x8i_\x8n_\x8g_\x8·_\x8s_\x8c_\x8o_\x8r_\x8e_\x8s_\x8·_\x8t_\x8o_\x8·_\x8e_\x8v_\x8a_\x8l_\x8u_\x8a_\x8t_\x8e_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l_\x8s |
| 68 | ··········o·_\x83_\x8._\x84_\x8._\x81_\x8._\x8·_\x8V_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8c_\x8u_\x8r_\x8v_\x8e | 68 | ··········o·_\x83_\x8._\x84_\x8._\x81_\x8._\x8·_\x8V_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8c_\x8u_\x8r_\x8v_\x8e |
| 69 | ··········o·_\x83_\x8._\x84_\x8._\x82_\x8._\x8·_\x8L_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8c_\x8u_\x8r_\x8v_\x8e | 69 | ··········o·_\x83_\x8._\x84_\x8._\x82_\x8._\x8·_\x8L_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8c_\x8u_\x8r_\x8v_\x8e |
| 70 | ©·2007·-·202 | 70 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 414 | ····<div·class="container"> | 414 | ····<div·class="container"> |
| 415 | ······<footer·class="sk-content-footer"> | 415 | ······<footer·class="sk-content-footer"> |
| 416 | ············©·2007·-·202 | 416 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 417 | ··········<a·href="../_sources/modules/array_api.rst.txt"·rel="nofollow">Show·this·page·source</a> | 417 | ··········<a·href="../_sources/modules/array_api.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 418 | ······</footer> | 418 | ······</footer> |
| 419 | ····</div> | 419 | ····</div> |
| 420 | ··</div> | 420 | ··</div> |
| 421 | </div> | 421 | </div> |
| 422 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 422 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 135 | writing.·See·the·following·github·issue·for·more·details: | 135 | writing.·See·the·following·github·issue·for·more·details: |
| 136 | ····*·_\x8h_\x8t_\x8t_\x8p_\x8s_\x8:_\x8/_\x8/_\x8g_\x8i_\x8t_\x8h_\x8u_\x8b_\x8._\x8c_\x8o_\x8m_\x8/_\x8p_\x8y_\x8t_\x8o_\x8r_\x8c_\x8h_\x8/_\x8p_\x8y_\x8t_\x8o_\x8r_\x8c_\x8h_\x8/_\x8i_\x8s_\x8s_\x8u_\x8e_\x8s_\x8/_\x87_\x87_\x87_\x86_\x84 | 136 | ····*·_\x8h_\x8t_\x8t_\x8p_\x8s_\x8:_\x8/_\x8/_\x8g_\x8i_\x8t_\x8h_\x8u_\x8b_\x8._\x8c_\x8o_\x8m_\x8/_\x8p_\x8y_\x8t_\x8o_\x8r_\x8c_\x8h_\x8/_\x8p_\x8y_\x8t_\x8o_\x8r_\x8c_\x8h_\x8/_\x8i_\x8s_\x8s_\x8u_\x8e_\x8s_\x8/_\x87_\x87_\x87_\x86_\x84 |
| 137 | To·enable·the·MPS·support·in·PyTorch,·set·the·environment·variable | 137 | To·enable·the·MPS·support·in·PyTorch,·set·the·environment·variable |
| 138 | PYTORCH_ENABLE_MPS_FALLBACK=1·before·running·the·tests: | 138 | PYTORCH_ENABLE_MPS_FALLBACK=1·before·running·the·tests: |
| 139 | PYTORCH_ENABLE_MPS_FALLBACK=1·pytest·-k·"array_api"·-v | 139 | PYTORCH_ENABLE_MPS_FALLBACK=1·pytest·-k·"array_api"·-v |
| 140 | At·the·time·of·writing·all·scikit-learn·tests·should·pass,·however,·the | 140 | At·the·time·of·writing·all·scikit-learn·tests·should·pass,·however,·the |
| 141 | computational·speed·is·not·necessarily·better·than·with·the·CPU·device. | 141 | computational·speed·is·not·necessarily·better·than·with·the·CPU·device. |
| 142 | ©·2007·-·202 | 142 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 451 | </section> | 451 | </section> |
| 452 | </section> | 452 | </section> |
| 453 | ······</div> | 453 | ······</div> |
| 454 | ····<div·class="container"> | 454 | ····<div·class="container"> |
| 455 | ······<footer·class="sk-content-footer"> | 455 | ······<footer·class="sk-content-footer"> |
| 456 | ············©·2007·-·202 | 456 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 457 | ··········<a·href="../_sources/modules/biclustering.rst.txt"·rel="nofollow">Show·this·page·source</a> | 457 | ··········<a·href="../_sources/modules/biclustering.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 458 | ······</footer> | 458 | ······</footer> |
| 459 | ····</div> | 459 | ····</div> |
| 460 | ··</div> | 460 | ··</div> |
| 461 | </div> | 461 | </div> |
| 462 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 462 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 208 | ······Hungarian·algorithm. | 208 | ······Hungarian·algorithm. |
| 209 | ···3.·The·final·sum·of·similarities·is·divided·by·the·size·of·the·larger·set. | 209 | ···3.·The·final·sum·of·similarities·is·divided·by·the·size·of·the·larger·set. |
| 210 | The·minimum·consensus·score,·0,·occurs·when·all·pairs·of·biclusters·are·totally | 210 | The·minimum·consensus·score,·0,·occurs·when·all·pairs·of·biclusters·are·totally |
| 211 | dissimilar.·The·maximum·score,·1,·occurs·when·both·sets·are·identical. | 211 | dissimilar.·The·maximum·score,·1,·occurs·when·both·sets·are·identical. |
| 212 | References: | 212 | References: |
| 213 | ····*·Hochreiter,·Bodenhofer,·et.·al.,·2010.·_\x8F_\x8A_\x8B_\x8I_\x8A_\x8:_\x8·_\x8f_\x8a_\x8c_\x8t_\x8o_\x8r_\x8·_\x8a_\x8n_\x8a_\x8l_\x8y_\x8s_\x8i_\x8s_\x8·_\x8f_\x8o_\x8r | 213 | ····*·Hochreiter,·Bodenhofer,·et.·al.,·2010.·_\x8F_\x8A_\x8B_\x8I_\x8A_\x8:_\x8·_\x8f_\x8a_\x8c_\x8t_\x8o_\x8r_\x8·_\x8a_\x8n_\x8a_\x8l_\x8y_\x8s_\x8i_\x8s_\x8·_\x8f_\x8o_\x8r |
| 214 | ······_\x8b_\x8i_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8·_\x8a_\x8c_\x8q_\x8u_\x8i_\x8s_\x8i_\x8t_\x8i_\x8o_\x8n. | 214 | ······_\x8b_\x8i_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8·_\x8a_\x8c_\x8q_\x8u_\x8i_\x8s_\x8i_\x8t_\x8i_\x8o_\x8n. |
| 215 | ©·2007·-·202 | 215 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 474 | </section> | 474 | </section> |
| 475 | </section> | 475 | </section> |
| 476 | ······</div> | 476 | ······</div> |
| 477 | ····<div·class="container"> | 477 | ····<div·class="container"> |
| 478 | ······<footer·class="sk-content-footer"> | 478 | ······<footer·class="sk-content-footer"> |
| 479 | ············©·2007·-·202 | 479 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 480 | ··········<a·href="../_sources/modules/calibration.rst.txt"·rel="nofollow">Show·this·page·source</a> | 480 | ··········<a·href="../_sources/modules/calibration.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 481 | ······</footer> | 481 | ······</footer> |
| 482 | ····</div> | 482 | ····</div> |
| 483 | ··</div> | 483 | ··</div> |
| 484 | </div> | 484 | </div> |
| 485 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 485 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 235 | [_\x87] | 235 | [_\x87] |
| 236 | _\x8B_\x8e_\x8y_\x8o_\x8n_\x8d_\x8·_\x8s_\x8i_\x8g_\x8m_\x8o_\x8i_\x8d_\x8s_\x8:_\x8·_\x8H_\x8o_\x8w_\x8·_\x8t_\x8o_\x8·_\x8o_\x8b_\x8t_\x8a_\x8i_\x8n_\x8·_\x8w_\x8e_\x8l_\x8l_\x8-_\x8c_\x8a_\x8l_\x8i_\x8b_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8p_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8i_\x8e_\x8s_\x8·_\x8f_\x8r_\x8o_\x8m_\x8·_\x8b_\x8i_\x8n_\x8a_\x8r_\x8y | 236 | _\x8B_\x8e_\x8y_\x8o_\x8n_\x8d_\x8·_\x8s_\x8i_\x8g_\x8m_\x8o_\x8i_\x8d_\x8s_\x8:_\x8·_\x8H_\x8o_\x8w_\x8·_\x8t_\x8o_\x8·_\x8o_\x8b_\x8t_\x8a_\x8i_\x8n_\x8·_\x8w_\x8e_\x8l_\x8l_\x8-_\x8c_\x8a_\x8l_\x8i_\x8b_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8p_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8i_\x8e_\x8s_\x8·_\x8f_\x8r_\x8o_\x8m_\x8·_\x8b_\x8i_\x8n_\x8a_\x8r_\x8y |
| 237 | _\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8b_\x8e_\x8t_\x8a_\x8·_\x8c_\x8a_\x8l_\x8i_\x8b_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n·Kull,·M.,·Silva·Filho,·T.·M.,·&·Flach,·P. | 237 | _\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8b_\x8e_\x8t_\x8a_\x8·_\x8c_\x8a_\x8l_\x8i_\x8b_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n·Kull,·M.,·Silva·Filho,·T.·M.,·&·Flach,·P. |
| 238 | (2017). | 238 | (2017). |
| 239 | [_\x88] | 239 | [_\x88] |
| 240 | Mario·V.·Wüthrich,·Michael·Merz·(2023).·_\x8“_\x8S_\x8t_\x8a_\x8t_\x8i_\x8s_\x8t_\x8i_\x8c_\x8a_\x8l_\x8·_\x8F_\x8o_\x8u_\x8n_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n_\x8s_\x8·_\x8o_\x8f_\x8·_\x8A_\x8c_\x8t_\x8u_\x8a_\x8r_\x8i_\x8a_\x8l | 240 | Mario·V.·Wüthrich,·Michael·Merz·(2023).·_\x8“_\x8S_\x8t_\x8a_\x8t_\x8i_\x8s_\x8t_\x8i_\x8c_\x8a_\x8l_\x8·_\x8F_\x8o_\x8u_\x8n_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n_\x8s_\x8·_\x8o_\x8f_\x8·_\x8A_\x8c_\x8t_\x8u_\x8a_\x8r_\x8i_\x8a_\x8l |
| 241 | _\x8L_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8a_\x8n_\x8d_\x8·_\x8i_\x8t_\x8s_\x8·_\x8A_\x8p_\x8p_\x8l_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8s_\x8”·Springer·Actuarial | 241 | _\x8L_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8a_\x8n_\x8d_\x8·_\x8i_\x8t_\x8s_\x8·_\x8A_\x8p_\x8p_\x8l_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8s_\x8”·Springer·Actuarial |
| 242 | ©·2007·-·202 | 242 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 2897 | </section> | 2897 | </section> |
| 2898 | </section> | 2898 | </section> |
| 2899 | ······</div> | 2899 | ······</div> |
| 2900 | ····<div·class="container"> | 2900 | ····<div·class="container"> |
| 2901 | ······<footer·class="sk-content-footer"> | 2901 | ······<footer·class="sk-content-footer"> |
| 2902 | ············©·2007·-·202 | 2902 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 2903 | ··········<a·href="../_sources/modules/classes.rst.txt"·rel="nofollow">Show·this·page·source</a> | 2903 | ··········<a·href="../_sources/modules/classes.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 2904 | ······</footer> | 2904 | ······</footer> |
| 2905 | ····</div> | 2905 | ····</div> |
| 2906 | ··</div> | 2906 | ··</div> |
| 2907 | </div> | 2907 | </div> |
| 2908 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 2908 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 1511 | _\x8u_\x8t_\x8i_\x8l_\x8s_\x8._\x8p_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l_\x8__\x8b_\x8a_\x8c_\x8k_\x8e_\x8n_\x8d(backend···Change·the·default·backend·used·by·Parallel | 1511 | _\x8u_\x8t_\x8i_\x8l_\x8s_\x8._\x8p_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l_\x8__\x8b_\x8a_\x8c_\x8k_\x8e_\x8n_\x8d(backend···Change·the·default·backend·used·by·Parallel |
| 1512 | [, n_jobs, ...])·················inside·a·with·block. | 1512 | [, n_jobs, ...])·················inside·a·with·block. |
| 1513 | _\x8u_\x8t_\x8i_\x8l_\x8s_\x8._\x8r_\x8e_\x8g_\x8i_\x8s_\x8t_\x8e_\x8r_\x8__\x8p_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l_\x8__\x8b_\x8a_\x8c_\x8k_\x8e_\x8n_\x8d··Register·a·new·Parallel·backend·factory. | 1513 | _\x8u_\x8t_\x8i_\x8l_\x8s_\x8._\x8r_\x8e_\x8g_\x8i_\x8s_\x8t_\x8e_\x8r_\x8__\x8p_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l_\x8__\x8b_\x8a_\x8c_\x8k_\x8e_\x8n_\x8d··Register·a·new·Parallel·backend·factory. |
| 1514 | (name, factory) | 1514 | (name, factory) |
| 1515 | _\x8u_\x8t_\x8i_\x8l_\x8s_\x8._\x8p_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l_\x8._\x8P_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l(·Tweak·of·joblib.Parallel·that·propagates·the | 1515 | _\x8u_\x8t_\x8i_\x8l_\x8s_\x8._\x8p_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l_\x8._\x8P_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l(·Tweak·of·joblib.Parallel·that·propagates·the |
| 1516 | [n_jobs, backend, ...])··scikit-learn·configuration. | 1516 | [n_jobs, backend, ...])··scikit-learn·configuration. |
| 1517 | *\x8**\x8**\x8**\x8**\x8*·R\x8Re\x8ec\x8ce\x8en\x8nt\x8tl\x8ly\x8y·d\x8de\x8ep\x8pr\x8re\x8ec\x8ca\x8at\x8te\x8ed\x8d_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 1517 | *\x8**\x8**\x8**\x8**\x8*·R\x8Re\x8ec\x8ce\x8en\x8nt\x8tl\x8ly\x8y·d\x8de\x8ep\x8pr\x8re\x8ec\x8ca\x8at\x8te\x8ed\x8d_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 1518 | ©·2007·-·202 | 1518 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 2268 | </section> | 2268 | </section> |
| 2269 | </section> | 2269 | </section> |
| 2270 | ······</div> | 2270 | ······</div> |
| 2271 | ····<div·class="container"> | 2271 | ····<div·class="container"> |
| 2272 | ······<footer·class="sk-content-footer"> | 2272 | ······<footer·class="sk-content-footer"> |
| 2273 | ············©·2007·-·202 | 2273 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 2274 | ··········<a·href="../_sources/modules/clustering.rst.txt"·rel="nofollow">Show·this·page·source</a> | 2274 | ··········<a·href="../_sources/modules/clustering.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 2275 | ······</footer> | 2275 | ······</footer> |
| 2276 | ····</div> | 2276 | ····</div> |
| 2277 | ··</div> | 2277 | ··</div> |
| 2278 | </div> | 2278 | </div> |
| 2279 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 2279 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 1508 | entries: | 1508 | entries: |
| 1509 | >>>·pair_confusion_matrix([0,·0,·0,·0],·[0,·1,·2,·3]) | 1509 | >>>·pair_confusion_matrix([0,·0,·0,·0],·[0,·1,·2,·3]) |
| 1510 | array([[·0,··0], | 1510 | array([[·0,··0], |
| 1511 | ·······[12,··0]]) | 1511 | ·······[12,··0]]) |
| 1512 | References | 1512 | References |
| 1513 | ····*·_\x8“_\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8P_\x8a_\x8r_\x8t_\x8i_\x8t_\x8i_\x8o_\x8n_\x8s_\x8”·L.·Hubert·and·P.·Arabie,·Journal·of·Classification | 1513 | ····*·_\x8“_\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8P_\x8a_\x8r_\x8t_\x8i_\x8t_\x8i_\x8o_\x8n_\x8s_\x8”·L.·Hubert·and·P.·Arabie,·Journal·of·Classification |
| 1514 | ······1985 | 1514 | ······1985 |
| 1515 | ©·2007·-·202 | 1515 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 815 | </section> | 815 | </section> |
| 816 | </section> | 816 | </section> |
| 817 | ······</div> | 817 | ······</div> |
| 818 | ····<div·class="container"> | 818 | ····<div·class="container"> |
| 819 | ······<footer·class="sk-content-footer"> | 819 | ······<footer·class="sk-content-footer"> |
| 820 | ············©·2007·-·202 | 820 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 821 | ··········<a·href="../_sources/modules/compose.rst.txt"·rel="nofollow">Show·this·page·source</a> | 821 | ··········<a·href="../_sources/modules/compose.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 822 | ······</footer> | 822 | ······</footer> |
| 823 | ····</div> | 823 | ····</div> |
| 824 | ··</div> | 824 | ··</div> |
| 825 | </div> | 825 | </div> |
| 826 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 826 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 464 | HTML·can·be·written·to·a·file·using·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8__\x8h_\x8t_\x8m_\x8l_\x8__\x8r_\x8e_\x8p_\x8r: | 464 | HTML·can·be·written·to·a·file·using·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8__\x8h_\x8t_\x8m_\x8l_\x8__\x8r_\x8e_\x8p_\x8r: |
| 465 | >>>·from·sklearn.utils·import·estimator_html_repr | 465 | >>>·from·sklearn.utils·import·estimator_html_repr |
| 466 | >>>·with·open('my_estimator.html',·'w')·as·f: | 466 | >>>·with·open('my_estimator.html',·'w')·as·f: |
| 467 | ...·····f.write(estimator_html_repr(clf)) | 467 | ...·····f.write(estimator_html_repr(clf)) |
| 468 | Examples: | 468 | Examples: |
| 469 | ····*·_\x8C_\x8o_\x8l_\x8u_\x8m_\x8n_\x8·_\x8T_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8e_\x8r_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8H_\x8e_\x8t_\x8e_\x8r_\x8o_\x8g_\x8e_\x8n_\x8e_\x8o_\x8u_\x8s_\x8·_\x8D_\x8a_\x8t_\x8a_\x8·_\x8S_\x8o_\x8u_\x8r_\x8c_\x8e_\x8s | 469 | ····*·_\x8C_\x8o_\x8l_\x8u_\x8m_\x8n_\x8·_\x8T_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8e_\x8r_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8H_\x8e_\x8t_\x8e_\x8r_\x8o_\x8g_\x8e_\x8n_\x8e_\x8o_\x8u_\x8s_\x8·_\x8D_\x8a_\x8t_\x8a_\x8·_\x8S_\x8o_\x8u_\x8r_\x8c_\x8e_\x8s |
| 470 | ····*·_\x8C_\x8o_\x8l_\x8u_\x8m_\x8n_\x8·_\x8T_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8e_\x8r_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8M_\x8i_\x8x_\x8e_\x8d_\x8·_\x8T_\x8y_\x8p_\x8e_\x8s | 470 | ····*·_\x8C_\x8o_\x8l_\x8u_\x8m_\x8n_\x8·_\x8T_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8e_\x8r_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8M_\x8i_\x8x_\x8e_\x8d_\x8·_\x8T_\x8y_\x8p_\x8e_\x8s |
| 471 | ©·2007·-·202 | 471 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 529 | </section> | 529 | </section> |
| 530 | </section> | 530 | </section> |
| 531 | ······</div> | 531 | ······</div> |
| 532 | ····<div·class="container"> | 532 | ····<div·class="container"> |
| 533 | ······<footer·class="sk-content-footer"> | 533 | ······<footer·class="sk-content-footer"> |
| 534 | ············©·2007·-·202 | 534 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 535 | ··········<a·href="../_sources/modules/covariance.rst.txt"·rel="nofollow">Show·this·page·source</a> | 535 | ··········<a·href="../_sources/modules/covariance.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 536 | ······</footer> | 536 | ······</footer> |
| 537 | ····</div> | 537 | ····</div> |
| 538 | ··</div> | 538 | ··</div> |
| 539 | </div> | 539 | </div> |
| 540 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 540 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 242 | ······visualize·the·difference·between·_\x8E_\x8m_\x8p_\x8i_\x8r_\x8i_\x8c_\x8a_\x8l_\x8C_\x8o_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e·and·_\x8M_\x8i_\x8n_\x8C_\x8o_\x8v_\x8D_\x8e_\x8t | 242 | ······visualize·the·difference·between·_\x8E_\x8m_\x8p_\x8i_\x8r_\x8i_\x8c_\x8a_\x8l_\x8C_\x8o_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e·and·_\x8M_\x8i_\x8n_\x8C_\x8o_\x8v_\x8D_\x8e_\x8t |
| 243 | ······covariance·estimators·in·terms·of·Mahalanobis·distance·(so·we·get·a | 243 | ······covariance·estimators·in·terms·of·Mahalanobis·distance·(so·we·get·a |
| 244 | ······better·estimate·of·the·precision·matrix·too). | 244 | ······better·estimate·of·the·precision·matrix·too). |
| 245 | =============================================================================== | 245 | =============================================================================== |
| 246 | I\x8In\x8nf\x8fl\x8lu\x8ue\x8en\x8nc\x8ce\x8e·o\x8of\x8f·o\x8ou\x8ut\x8tl\x8li\x8ie\x8er\x8rs\x8s·o\x8on\x8n·l\x8lo\x8oc\x8ca\x8at\x8ti\x8io\x8on\x8n·a\x8an\x8nd\x8d·S\x8Se\x8ep\x8pa\x8ar\x8ra\x8at\x8ti\x8in\x8ng\x8g·i\x8in\x8nl\x8li\x8ie\x8er\x8rs\x8s·f\x8fr\x8ro\x8om\x8m·o\x8ou\x8ut\x8tl\x8li\x8ie\x8er\x8rs\x8s·u\x8us\x8si\x8in\x8ng\x8g·a\x8a | 246 | I\x8In\x8nf\x8fl\x8lu\x8ue\x8en\x8nc\x8ce\x8e·o\x8of\x8f·o\x8ou\x8ut\x8tl\x8li\x8ie\x8er\x8rs\x8s·o\x8on\x8n·l\x8lo\x8oc\x8ca\x8at\x8ti\x8io\x8on\x8n·a\x8an\x8nd\x8d·S\x8Se\x8ep\x8pa\x8ar\x8ra\x8at\x8ti\x8in\x8ng\x8g·i\x8in\x8nl\x8li\x8ie\x8er\x8rs\x8s·f\x8fr\x8ro\x8om\x8m·o\x8ou\x8ut\x8tl\x8li\x8ie\x8er\x8rs\x8s·u\x8us\x8si\x8in\x8ng\x8g·a\x8a |
| 247 | c\x8co\x8ov\x8va\x8ar\x8ri\x8ia\x8an\x8nc\x8ce\x8e·e\x8es\x8st\x8ti\x8im\x8ma\x8at\x8te\x8es\x8s··················M\x8Ma\x8ah\x8ha\x8al\x8la\x8an\x8no\x8ob\x8bi\x8is\x8s·d\x8di\x8is\x8st\x8ta\x8an\x8nc\x8ce\x8e | 247 | c\x8co\x8ov\x8va\x8ar\x8ri\x8ia\x8an\x8nc\x8ce\x8e·e\x8es\x8st\x8ti\x8im\x8ma\x8at\x8te\x8es\x8s··················M\x8Ma\x8ah\x8ha\x8al\x8la\x8an\x8no\x8ob\x8bi\x8is\x8s·d\x8di\x8is\x8st\x8ta\x8an\x8nc\x8ce\x8e |
| 248 | _\x8[_\x8r_\x8o_\x8b_\x8u_\x8s_\x8t_\x8__\x8v_\x8s_\x8__\x8e_\x8m_\x8p_\x8]·······················_\x8[_\x8m_\x8a_\x8h_\x8a_\x8l_\x8a_\x8n_\x8o_\x8b_\x8i_\x8s_\x8] | 248 | _\x8[_\x8r_\x8o_\x8b_\x8u_\x8s_\x8t_\x8__\x8v_\x8s_\x8__\x8e_\x8m_\x8p_\x8]·······················_\x8[_\x8m_\x8a_\x8h_\x8a_\x8l_\x8a_\x8n_\x8o_\x8b_\x8i_\x8s_\x8] |
| 249 | ©·2007·-·202 | 249 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 382 | </section> | 382 | </section> |
| 383 | </section> | 383 | </section> |
| 384 | ······</div> | 384 | ······</div> |
| 385 | ····<div·class="container"> | 385 | ····<div·class="container"> |
| 386 | ······<footer·class="sk-content-footer"> | 386 | ······<footer·class="sk-content-footer"> |
| 387 | ············©·2007·-·202 | 387 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 388 | ··········<a·href="../_sources/modules/cross_decomposition.rst.txt"·rel="nofollow">Show·this·page·source</a> | 388 | ··········<a·href="../_sources/modules/cross_decomposition.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 389 | ······</footer> | 389 | ······</footer> |
| 390 | ····</div> | 390 | ····</div> |
| 391 | ··</div> | 391 | ··</div> |
| 392 | </div> | 392 | </div> |
| 393 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 393 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 152 | R\x8Re\x8ef\x8fe\x8er\x8re\x8en\x8nc\x8ce\x8e·Click·for·more·details·_\x8¶ | 152 | R\x8Re\x8ef\x8fe\x8er\x8re\x8en\x8nc\x8ce\x8e·Click·for·more·details·_\x8¶ |
| 153 | ·····[1]·(_\x81,_\x82,_\x83,_\x84) | 153 | ·····[1]·(_\x81,_\x82,_\x83,_\x84) |
| 154 | ·····_\x8A_\x8·_\x8s_\x8u_\x8r_\x8v_\x8e_\x8y_\x8·_\x8o_\x8f_\x8·_\x8P_\x8a_\x8r_\x8t_\x8i_\x8a_\x8l_\x8·_\x8L_\x8e_\x8a_\x8s_\x8t_\x8·_\x8S_\x8q_\x8u_\x8a_\x8r_\x8e_\x8s_\x8·_\x8(_\x8P_\x8L_\x8S_\x8)_\x8·_\x8m_\x8e_\x8t_\x8h_\x8o_\x8d_\x8s_\x8,_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8e_\x8m_\x8p_\x8h_\x8a_\x8s_\x8i_\x8s_\x8·_\x8o_\x8n_\x8·_\x8t_\x8h_\x8e | 154 | ·····_\x8A_\x8·_\x8s_\x8u_\x8r_\x8v_\x8e_\x8y_\x8·_\x8o_\x8f_\x8·_\x8P_\x8a_\x8r_\x8t_\x8i_\x8a_\x8l_\x8·_\x8L_\x8e_\x8a_\x8s_\x8t_\x8·_\x8S_\x8q_\x8u_\x8a_\x8r_\x8e_\x8s_\x8·_\x8(_\x8P_\x8L_\x8S_\x8)_\x8·_\x8m_\x8e_\x8t_\x8h_\x8o_\x8d_\x8s_\x8,_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8e_\x8m_\x8p_\x8h_\x8a_\x8s_\x8i_\x8s_\x8·_\x8o_\x8n_\x8·_\x8t_\x8h_\x8e |
| 155 | ·····_\x8t_\x8w_\x8o_\x8-_\x8b_\x8l_\x8o_\x8c_\x8k_\x8·_\x8c_\x8a_\x8s_\x8e·JA·Wegelin | 155 | ·····_\x8t_\x8w_\x8o_\x8-_\x8b_\x8l_\x8o_\x8c_\x8k_\x8·_\x8c_\x8a_\x8s_\x8e·JA·Wegelin |
| 156 | Examples: | 156 | Examples: |
| 157 | ····*·_\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8·_\x8c_\x8r_\x8o_\x8s_\x8s_\x8·_\x8d_\x8e_\x8c_\x8o_\x8m_\x8p_\x8o_\x8s_\x8i_\x8t_\x8i_\x8o_\x8n_\x8·_\x8m_\x8e_\x8t_\x8h_\x8o_\x8d_\x8s | 157 | ····*·_\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8·_\x8c_\x8r_\x8o_\x8s_\x8s_\x8·_\x8d_\x8e_\x8c_\x8o_\x8m_\x8p_\x8o_\x8s_\x8i_\x8t_\x8i_\x8o_\x8n_\x8·_\x8m_\x8e_\x8t_\x8h_\x8o_\x8d_\x8s |
| 158 | ····*·_\x8P_\x8r_\x8i_\x8n_\x8c_\x8i_\x8p_\x8a_\x8l_\x8·_\x8C_\x8o_\x8m_\x8p_\x8o_\x8n_\x8e_\x8n_\x8t_\x8·_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8v_\x8s_\x8·_\x8P_\x8a_\x8r_\x8t_\x8i_\x8a_\x8l_\x8·_\x8L_\x8e_\x8a_\x8s_\x8t_\x8·_\x8S_\x8q_\x8u_\x8a_\x8r_\x8e_\x8s_\x8·_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n | 158 | ····*·_\x8P_\x8r_\x8i_\x8n_\x8c_\x8i_\x8p_\x8a_\x8l_\x8·_\x8C_\x8o_\x8m_\x8p_\x8o_\x8n_\x8e_\x8n_\x8t_\x8·_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8v_\x8s_\x8·_\x8P_\x8a_\x8r_\x8t_\x8i_\x8a_\x8l_\x8·_\x8L_\x8e_\x8a_\x8s_\x8t_\x8·_\x8S_\x8q_\x8u_\x8a_\x8r_\x8e_\x8s_\x8·_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n |
| 159 | ©·2007·-·202 | 159 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 1096 | </section> | 1096 | </section> |
| 1097 | </section> | 1097 | </section> |
| 1098 | ······</div> | 1098 | ······</div> |
| 1099 | ····<div·class="container"> | 1099 | ····<div·class="container"> |
| 1100 | ······<footer·class="sk-content-footer"> | 1100 | ······<footer·class="sk-content-footer"> |
| 1101 | ············©·2007·-·202 | 1101 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 1102 | ··········<a·href="../_sources/modules/cross_validation.rst.txt"·rel="nofollow">Show·this·page·source</a> | 1102 | ··········<a·href="../_sources/modules/cross_validation.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 1103 | ······</footer> | 1103 | ······</footer> |
| 1104 | ····</div> | 1104 | ····</div> |
| 1105 | ··</div> | 1105 | ··</div> |
| 1106 | </div> | 1106 | </div> |
| 1107 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 1107 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 726 | fits·(n_permutations·+·1)·*·n_cv·models.·It·is·therefore·only·tractable·with | 726 | fits·(n_permutations·+·1)·*·n_cv·models.·It·is·therefore·only·tractable·with |
| 727 | small·datasets·for·which·fitting·an·individual·model·is·very·fast. | 727 | small·datasets·for·which·fitting·an·individual·model·is·very·fast. |
| 728 | Examples | 728 | Examples |
| 729 | ····*·_\x8T_\x8e_\x8s_\x8t_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8p_\x8e_\x8r_\x8m_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8s_\x8·_\x8t_\x8h_\x8e_\x8·_\x8s_\x8i_\x8g_\x8n_\x8i_\x8f_\x8i_\x8c_\x8a_\x8n_\x8c_\x8e_\x8·_\x8o_\x8f_\x8·_\x8a_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8s_\x8c_\x8o_\x8r_\x8e | 729 | ····*·_\x8T_\x8e_\x8s_\x8t_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8p_\x8e_\x8r_\x8m_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8s_\x8·_\x8t_\x8h_\x8e_\x8·_\x8s_\x8i_\x8g_\x8n_\x8i_\x8f_\x8i_\x8c_\x8a_\x8n_\x8c_\x8e_\x8·_\x8o_\x8f_\x8·_\x8a_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8s_\x8c_\x8o_\x8r_\x8e |
| 730 | References: | 730 | References: |
| 731 | ····*·Ojala·and·Garriga.·_\x8P_\x8e_\x8r_\x8m_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8T_\x8e_\x8s_\x8t_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8S_\x8t_\x8u_\x8d_\x8y_\x8i_\x8n_\x8g_\x8·_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r_\x8·_\x8P_\x8e_\x8r_\x8f_\x8o_\x8r_\x8m_\x8a_\x8n_\x8c_\x8e. | 731 | ····*·Ojala·and·Garriga.·_\x8P_\x8e_\x8r_\x8m_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8T_\x8e_\x8s_\x8t_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8S_\x8t_\x8u_\x8d_\x8y_\x8i_\x8n_\x8g_\x8·_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r_\x8·_\x8P_\x8e_\x8r_\x8f_\x8o_\x8r_\x8m_\x8a_\x8n_\x8c_\x8e. |
| 732 | ······J.·Mach.·Learn.·Res.·2010. | 732 | ······J.·Mach.·Learn.·Res.·2010. |
| 733 | ©·2007·-·202 | 733 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 1241 | </section> | 1241 | </section> |
| 1242 | </section> | 1242 | </section> |
| 1243 | ······</div> | 1243 | ······</div> |
| 1244 | ····<div·class="container"> | 1244 | ····<div·class="container"> |
| 1245 | ······<footer·class="sk-content-footer"> | 1245 | ······<footer·class="sk-content-footer"> |
| 1246 | ············©·2007·-·202 | 1246 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 1247 | ··········<a·href="../_sources/modules/decomposition.rst.txt"·rel="nofollow">Show·this·page·source</a> | 1247 | ··········<a·href="../_sources/modules/decomposition.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 1248 | ······</footer> | 1248 | ······</footer> |
| 1249 | ····</div> | 1249 | ····</div> |
| 1250 | ··</div> | 1250 | ··</div> |
| 1251 | </div> | 1251 | </div> |
| 1252 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 1252 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 779 | ······Bach,·2010 | 779 | ······Bach,·2010 |
| 780 | ····*·_\x8“_\x8S_\x8t_\x8o_\x8c_\x8h_\x8a_\x8s_\x8t_\x8i_\x8c_\x8·_\x8V_\x8a_\x8r_\x8i_\x8a_\x8t_\x8i_\x8o_\x8n_\x8a_\x8l_\x8·_\x8I_\x8n_\x8f_\x8e_\x8r_\x8e_\x8n_\x8c_\x8e_\x8”·M.·Hoffman,·D.·Blei,·C.·Wang,·J. | 780 | ····*·_\x8“_\x8S_\x8t_\x8o_\x8c_\x8h_\x8a_\x8s_\x8t_\x8i_\x8c_\x8·_\x8V_\x8a_\x8r_\x8i_\x8a_\x8t_\x8i_\x8o_\x8n_\x8a_\x8l_\x8·_\x8I_\x8n_\x8f_\x8e_\x8r_\x8e_\x8n_\x8c_\x8e_\x8”·M.·Hoffman,·D.·Blei,·C.·Wang,·J. |
| 781 | ······Paisley,·2013 | 781 | ······Paisley,·2013 |
| 782 | ····*·_\x8“_\x8T_\x8h_\x8e_\x8·_\x8v_\x8a_\x8r_\x8i_\x8m_\x8a_\x8x_\x8·_\x8c_\x8r_\x8i_\x8t_\x8e_\x8r_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8a_\x8n_\x8a_\x8l_\x8y_\x8t_\x8i_\x8c_\x8·_\x8r_\x8o_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8i_\x8n_\x8·_\x8f_\x8a_\x8c_\x8t_\x8o_\x8r_\x8·_\x8a_\x8n_\x8a_\x8l_\x8y_\x8s_\x8i_\x8s_\x8”·H.·F. | 782 | ····*·_\x8“_\x8T_\x8h_\x8e_\x8·_\x8v_\x8a_\x8r_\x8i_\x8m_\x8a_\x8x_\x8·_\x8c_\x8r_\x8i_\x8t_\x8e_\x8r_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8a_\x8n_\x8a_\x8l_\x8y_\x8t_\x8i_\x8c_\x8·_\x8r_\x8o_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8i_\x8n_\x8·_\x8f_\x8a_\x8c_\x8t_\x8o_\x8r_\x8·_\x8a_\x8n_\x8a_\x8l_\x8y_\x8s_\x8i_\x8s_\x8”·H.·F. |
| 783 | ······Kaiser,·1958 | 783 | ······Kaiser,·1958 |
| 784 | See·also·_\x8D_\x8i_\x8m_\x8e_\x8n_\x8s_\x8i_\x8o_\x8n_\x8a_\x8l_\x8i_\x8t_\x8y_\x8·_\x8r_\x8e_\x8d_\x8u_\x8c_\x8t_\x8i_\x8o_\x8n·for·dimensionality·reduction·with | 784 | See·also·_\x8D_\x8i_\x8m_\x8e_\x8n_\x8s_\x8i_\x8o_\x8n_\x8a_\x8l_\x8i_\x8t_\x8y_\x8·_\x8r_\x8e_\x8d_\x8u_\x8c_\x8t_\x8i_\x8o_\x8n·for·dimensionality·reduction·with |
| 785 | Neighborhood·Components·Analysis. | 785 | Neighborhood·Components·Analysis. |
| 786 | ©·2007·-·202 | 786 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 341 | </section> | 341 | </section> |
| 342 | </section> | 342 | </section> |
| 343 | ······</div> | 343 | ······</div> |
| 344 | ····<div·class="container"> | 344 | ····<div·class="container"> |
| 345 | ······<footer·class="sk-content-footer"> | 345 | ······<footer·class="sk-content-footer"> |
| 346 | ············©·2007·-·202 | 346 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 347 | ··········<a·href="../_sources/modules/density.rst.txt"·rel="nofollow">Show·this·page·source</a> | 347 | ··········<a·href="../_sources/modules/density.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 348 | ······</footer> | 348 | ······</footer> |
| 349 | ····</div> | 349 | ····</div> |
| 350 | ··</div> | 350 | ··</div> |
| 351 | </div> | 351 | </div> |
| 352 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 352 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 137 | ······estimates·in·one·dimension. | 137 | ······estimates·in·one·dimension. |
| 138 | ····*·_\x8K_\x8e_\x8r_\x8n_\x8e_\x8l_\x8·_\x8D_\x8e_\x8n_\x8s_\x8i_\x8t_\x8y_\x8·_\x8E_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n:·an·example·of·using·Kernel·Density·estimation | 138 | ····*·_\x8K_\x8e_\x8r_\x8n_\x8e_\x8l_\x8·_\x8D_\x8e_\x8n_\x8s_\x8i_\x8t_\x8y_\x8·_\x8E_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n:·an·example·of·using·Kernel·Density·estimation |
| 139 | ······to·learn·a·generative·model·of·the·hand-written·digits·data,·and·drawing | 139 | ······to·learn·a·generative·model·of·the·hand-written·digits·data,·and·drawing |
| 140 | ······new·samples·from·this·model. | 140 | ······new·samples·from·this·model. |
| 141 | ····*·_\x8K_\x8e_\x8r_\x8n_\x8e_\x8l_\x8·_\x8D_\x8e_\x8n_\x8s_\x8i_\x8t_\x8y_\x8·_\x8E_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8e_\x8·_\x8o_\x8f_\x8·_\x8S_\x8p_\x8e_\x8c_\x8i_\x8e_\x8s_\x8·_\x8D_\x8i_\x8s_\x8t_\x8r_\x8i_\x8b_\x8u_\x8t_\x8i_\x8o_\x8n_\x8s:·an·example·of·Kernel | 141 | ····*·_\x8K_\x8e_\x8r_\x8n_\x8e_\x8l_\x8·_\x8D_\x8e_\x8n_\x8s_\x8i_\x8t_\x8y_\x8·_\x8E_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8e_\x8·_\x8o_\x8f_\x8·_\x8S_\x8p_\x8e_\x8c_\x8i_\x8e_\x8s_\x8·_\x8D_\x8i_\x8s_\x8t_\x8r_\x8i_\x8b_\x8u_\x8t_\x8i_\x8o_\x8n_\x8s:·an·example·of·Kernel |
| 142 | ······Density·estimation·using·the·Haversine·distance·metric·to·visualize | 142 | ······Density·estimation·using·the·Haversine·distance·metric·to·visualize |
| 143 | ······geospatial·data | 143 | ······geospatial·data |
| 144 | ©·2007·-·202 | 144 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 1835 | </section> | 1835 | </section> |
| 1836 | </section> | 1836 | </section> |
| 1837 | ······</div> | 1837 | ······</div> |
| 1838 | ····<div·class="container"> | 1838 | ····<div·class="container"> |
| 1839 | ······<footer·class="sk-content-footer"> | 1839 | ······<footer·class="sk-content-footer"> |
| 1840 | ············©·2007·-·202 | 1840 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 1841 | ··········<a·href="../_sources/modules/ensemble.rst.txt"·rel="nofollow">Show·this·page·source</a> | 1841 | ··········<a·href="../_sources/modules/ensemble.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 1842 | ······</footer> | 1842 | ······</footer> |
| 1843 | ····</div> | 1843 | ····</div> |
| 1844 | ··</div> | 1844 | ··</div> |
| 1845 | </div> | 1845 | </div> |
| 1846 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 1846 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 1212 | [_\x8Z_\x8Z_\x8R_\x8H_\x82_\x80_\x80_\x89] | 1212 | [_\x8Z_\x8Z_\x8R_\x8H_\x82_\x80_\x80_\x89] |
| 1213 | J.·Zhu,·H.·Zou,·S.·Rosset,·T.·Hastie.·“Multi-class·AdaBoost”,·2009. | 1213 | J.·Zhu,·H.·Zou,·S.·Rosset,·T.·Hastie.·“Multi-class·AdaBoost”,·2009. |
| 1214 | [_\x8D_\x81_\x89_\x89_\x87] | 1214 | [_\x8D_\x81_\x89_\x89_\x87] |
| 1215 | ···1.·Drucker.·“Improving·Regressors·using·Boosting·Techniques”,·1997. | 1215 | ···1.·Drucker.·“Improving·Regressors·using·Boosting·Techniques”,·1997. |
| 1216 | [HTF]·(_\x81,_\x82,_\x83) | 1216 | [HTF]·(_\x81,_\x82,_\x83) |
| 1217 | T.·Hastie,·R.·Tibshirani·and·J.·Friedman,·“Elements·of·Statistical·Learning·Ed. | 1217 | T.·Hastie,·R.·Tibshirani·and·J.·Friedman,·“Elements·of·Statistical·Learning·Ed. |
| 1218 | 2”,·Springer,·2009. | 1218 | 2”,·Springer,·2009. |
| 1219 | ©·2007·-·202 | 1219 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 1186 | </section> | 1186 | </section> |
| 1187 | </section> | 1187 | </section> |
| 1188 | ······</div> | 1188 | ······</div> |
| 1189 | ····<div·class="container"> | 1189 | ····<div·class="container"> |
| 1190 | ······<footer·class="sk-content-footer"> | 1190 | ······<footer·class="sk-content-footer"> |
| 1191 | ············©·2007·-·202 | 1191 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 1192 | ··········<a·href="../_sources/modules/feature_extraction.rst.txt"·rel="nofollow">Show·this·page·source</a> | 1192 | ··········<a·href="../_sources/modules/feature_extraction.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 1193 | ······</footer> | 1193 | ······</footer> |
| 1194 | ····</div> | 1194 | ····</div> |
| 1195 | ··</div> | 1195 | ··</div> |
| 1196 | </div> | 1196 | </div> |
| 1197 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 1197 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 791 | connectivity·information,·such·as·Ward·clustering·(_\x8H_\x8i_\x8e_\x8r_\x8a_\x8r_\x8c_\x8h_\x8i_\x8c_\x8a_\x8l_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g), | 791 | connectivity·information,·such·as·Ward·clustering·(_\x8H_\x8i_\x8e_\x8r_\x8a_\x8r_\x8c_\x8h_\x8i_\x8c_\x8a_\x8l_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g), |
| 792 | but·also·to·build·precomputed·kernels,·or·similarity·matrices. | 792 | but·also·to·build·precomputed·kernels,·or·similarity·matrices. |
| 793 | Note | 793 | Note |
| 794 | E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s | 794 | E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s |
| 795 | ····*·_\x8A_\x8·_\x8d_\x8e_\x8m_\x8o_\x8·_\x8o_\x8f_\x8·_\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8u_\x8r_\x8e_\x8d_\x8·_\x8W_\x8a_\x8r_\x8d_\x8·_\x8h_\x8i_\x8e_\x8r_\x8a_\x8r_\x8c_\x8h_\x8i_\x8c_\x8a_\x8l_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8o_\x8n_\x8·_\x8a_\x8n_\x8·_\x8i_\x8m_\x8a_\x8g_\x8e_\x8·_\x8o_\x8f_\x8·_\x8c_\x8o_\x8i_\x8n_\x8s | 795 | ····*·_\x8A_\x8·_\x8d_\x8e_\x8m_\x8o_\x8·_\x8o_\x8f_\x8·_\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8u_\x8r_\x8e_\x8d_\x8·_\x8W_\x8a_\x8r_\x8d_\x8·_\x8h_\x8i_\x8e_\x8r_\x8a_\x8r_\x8c_\x8h_\x8i_\x8c_\x8a_\x8l_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8o_\x8n_\x8·_\x8a_\x8n_\x8·_\x8i_\x8m_\x8a_\x8g_\x8e_\x8·_\x8o_\x8f_\x8·_\x8c_\x8o_\x8i_\x8n_\x8s |
| 796 | ····*·_\x8S_\x8p_\x8e_\x8c_\x8t_\x8r_\x8a_\x8l_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8f_\x8o_\x8r_\x8·_\x8i_\x8m_\x8a_\x8g_\x8e_\x8·_\x8s_\x8e_\x8g_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n | 796 | ····*·_\x8S_\x8p_\x8e_\x8c_\x8t_\x8r_\x8a_\x8l_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8f_\x8o_\x8r_\x8·_\x8i_\x8m_\x8a_\x8g_\x8e_\x8·_\x8s_\x8e_\x8g_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n |
| 797 | ····*·_\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8a_\x8g_\x8g_\x8l_\x8o_\x8m_\x8e_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8v_\x8s_\x8._\x8·_\x8u_\x8n_\x8i_\x8v_\x8a_\x8r_\x8i_\x8a_\x8t_\x8e_\x8·_\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n | 797 | ····*·_\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8a_\x8g_\x8g_\x8l_\x8o_\x8m_\x8e_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8v_\x8s_\x8._\x8·_\x8u_\x8n_\x8i_\x8v_\x8a_\x8r_\x8i_\x8a_\x8t_\x8e_\x8·_\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n |
| 798 | ©·2007·-·202 | 798 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 529 | </section> | 529 | </section> |
| 530 | </section> | 530 | </section> |
| 531 | ······</div> | 531 | ······</div> |
| 532 | ····<div·class="container"> | 532 | ····<div·class="container"> |
| 533 | ······<footer·class="sk-content-footer"> | 533 | ······<footer·class="sk-content-footer"> |
| 534 | ············©·2007·-·202 | 534 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 535 | ··········<a·href="../_sources/modules/feature_selection.rst.txt"·rel="nofollow">Show·this·page·source</a> | 535 | ··········<a·href="../_sources/modules/feature_selection.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 536 | ······</footer> | 536 | ······</footer> |
| 537 | ····</div> | 537 | ····</div> |
| 538 | ··</div> | 538 | ··</div> |
| 539 | </div> | 539 | </div> |
| 540 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 540 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 258 | clf.fit(X,·y) | 258 | clf.fit(X,·y) |
| 259 | In·this·snippet·we·make·use·of·a·_\x8L_\x8i_\x8n_\x8e_\x8a_\x8r_\x8S_\x8V_\x8C·coupled·with·_\x8S_\x8e_\x8l_\x8e_\x8c_\x8t_\x8F_\x8r_\x8o_\x8m_\x8M_\x8o_\x8d_\x8e_\x8l·to | 259 | In·this·snippet·we·make·use·of·a·_\x8L_\x8i_\x8n_\x8e_\x8a_\x8r_\x8S_\x8V_\x8C·coupled·with·_\x8S_\x8e_\x8l_\x8e_\x8c_\x8t_\x8F_\x8r_\x8o_\x8m_\x8M_\x8o_\x8d_\x8e_\x8l·to |
| 260 | evaluate·feature·importances·and·select·the·most·relevant·features.·Then,·a | 260 | evaluate·feature·importances·and·select·the·most·relevant·features.·Then,·a |
| 261 | _\x8R_\x8a_\x8n_\x8d_\x8o_\x8m_\x8F_\x8o_\x8r_\x8e_\x8s_\x8t_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r·is·trained·on·the·transformed·output,·i.e.·using·only | 261 | _\x8R_\x8a_\x8n_\x8d_\x8o_\x8m_\x8F_\x8o_\x8r_\x8e_\x8s_\x8t_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r·is·trained·on·the·transformed·output,·i.e.·using·only |
| 262 | relevant·features.·You·can·perform·similar·operations·with·the·other·feature | 262 | relevant·features.·You·can·perform·similar·operations·with·the·other·feature |
| 263 | selection·methods·and·also·classifiers·that·provide·a·way·to·evaluate·feature | 263 | selection·methods·and·also·classifiers·that·provide·a·way·to·evaluate·feature |
| 264 | importances·of·course.·See·the·_\x8P_\x8i_\x8p_\x8e_\x8l_\x8i_\x8n_\x8e·examples·for·more·details. | 264 | importances·of·course.·See·the·_\x8P_\x8i_\x8p_\x8e_\x8l_\x8i_\x8n_\x8e·examples·for·more·details. |
| 265 | ©·2007·-·202 | 265 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 647 | </section> | 647 | </section> |
| 648 | </section> | 648 | </section> |
| 649 | ······</div> | 649 | ······</div> |
| 650 | ····<div·class="container"> | 650 | ····<div·class="container"> |
| 651 | ······<footer·class="sk-content-footer"> | 651 | ······<footer·class="sk-content-footer"> |
| 652 | ············©·2007·-·202 | 652 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 653 | ··········<a·href="../_sources/modules/gaussian_process.rst.txt"·rel="nofollow">Show·this·page·source</a> | 653 | ··········<a·href="../_sources/modules/gaussian_process.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 654 | ······</footer> | 654 | ······</footer> |
| 655 | ····</div> | 655 | ····</div> |
| 656 | ··</div> | 656 | ··</div> |
| 657 | </div> | 657 | </div> |
| 658 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 658 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 374 | _\x8[_\x8._\x8._\x8/_\x8__\x8i_\x8m_\x8a_\x8g_\x8e_\x8s_\x8/_\x8s_\x8p_\x8h_\x8x_\x8__\x8g_\x8l_\x8r_\x8__\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8p_\x8r_\x8__\x8p_\x8r_\x8i_\x8o_\x8r_\x8__\x8p_\x8o_\x8s_\x8t_\x8e_\x8r_\x8i_\x8o_\x8r_\x8__\x80_\x80_\x84_\x8._\x8p_\x8n_\x8g_\x8] | 374 | _\x8[_\x8._\x8._\x8/_\x8__\x8i_\x8m_\x8a_\x8g_\x8e_\x8s_\x8/_\x8s_\x8p_\x8h_\x8x_\x8__\x8g_\x8l_\x8r_\x8__\x8p_\x8l_\x8o_\x8t_\x8__\x8g_\x8p_\x8r_\x8__\x8p_\x8r_\x8i_\x8o_\x8r_\x8__\x8p_\x8o_\x8s_\x8t_\x8e_\x8r_\x8i_\x8o_\x8r_\x8__\x80_\x80_\x84_\x8._\x8p_\x8n_\x8g_\x8] |
| 375 | *\x8**\x8**\x8**\x8*·1\x81.\x8.7\x87.\x8.4\x84.\x8.8\x88.\x8.·R\x8Re\x8ef\x8fe\x8er\x8re\x8en\x8nc\x8ce\x8es\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8* | 375 | *\x8**\x8**\x8**\x8*·1\x81.\x8.7\x87.\x8.4\x84.\x8.8\x88.\x8.·R\x8Re\x8ef\x8fe\x8er\x8re\x8en\x8nc\x8ce\x8es\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8* |
| 376 | [RW2006]·(_\x81,_\x82,_\x83,_\x84) | 376 | [RW2006]·(_\x81,_\x82,_\x83,_\x84) |
| 377 | _\x8C_\x8a_\x8r_\x8l_\x8·_\x8E_\x8._\x8·_\x8R_\x8a_\x8s_\x8m_\x8u_\x8s_\x8s_\x8e_\x8n_\x8·_\x8a_\x8n_\x8d_\x8·_\x8C_\x8h_\x8r_\x8i_\x8s_\x8t_\x8o_\x8p_\x8h_\x8e_\x8r_\x8·_\x8K_\x8._\x8I_\x8._\x8·_\x8W_\x8i_\x8l_\x8l_\x8i_\x8a_\x8m_\x8s_\x8,_\x8·_\x8“_\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8P_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s_\x8e_\x8s_\x8·_\x8f_\x8o_\x8r | 377 | _\x8C_\x8a_\x8r_\x8l_\x8·_\x8E_\x8._\x8·_\x8R_\x8a_\x8s_\x8m_\x8u_\x8s_\x8s_\x8e_\x8n_\x8·_\x8a_\x8n_\x8d_\x8·_\x8C_\x8h_\x8r_\x8i_\x8s_\x8t_\x8o_\x8p_\x8h_\x8e_\x8r_\x8·_\x8K_\x8._\x8I_\x8._\x8·_\x8W_\x8i_\x8l_\x8l_\x8i_\x8a_\x8m_\x8s_\x8,_\x8·_\x8“_\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8P_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s_\x8e_\x8s_\x8·_\x8f_\x8o_\x8r |
| 378 | _\x8M_\x8a_\x8c_\x8h_\x8i_\x8n_\x8e_\x8·_\x8L_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8”_\x8,_\x8·_\x8M_\x8I_\x8T_\x8·_\x8P_\x8r_\x8e_\x8s_\x8s_\x8·_\x82_\x80_\x80_\x86 | 378 | _\x8M_\x8a_\x8c_\x8h_\x8i_\x8n_\x8e_\x8·_\x8L_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8”_\x8,_\x8·_\x8M_\x8I_\x8T_\x8·_\x8P_\x8r_\x8e_\x8s_\x8s_\x8·_\x82_\x80_\x80_\x86 |
| 379 | [_\x8D_\x8u_\x8v_\x82_\x80_\x81_\x84] | 379 | [_\x8D_\x8u_\x8v_\x82_\x80_\x81_\x84] |
| 380 | _\x8D_\x8a_\x8v_\x8i_\x8d_\x8·_\x8D_\x8u_\x8v_\x8e_\x8n_\x8a_\x8u_\x8d_\x8,_\x8·_\x8“_\x8T_\x8h_\x8e_\x8·_\x8K_\x8e_\x8r_\x8n_\x8e_\x8l_\x8·_\x8C_\x8o_\x8o_\x8k_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8A_\x8d_\x8v_\x8i_\x8c_\x8e_\x8·_\x8o_\x8n_\x8·_\x8C_\x8o_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e_\x8·_\x8f_\x8u_\x8n_\x8c_\x8t_\x8i_\x8o_\x8n_\x8s_\x8”_\x8,_\x8·_\x82_\x80_\x81_\x84 | 380 | _\x8D_\x8a_\x8v_\x8i_\x8d_\x8·_\x8D_\x8u_\x8v_\x8e_\x8n_\x8a_\x8u_\x8d_\x8,_\x8·_\x8“_\x8T_\x8h_\x8e_\x8·_\x8K_\x8e_\x8r_\x8n_\x8e_\x8l_\x8·_\x8C_\x8o_\x8o_\x8k_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8A_\x8d_\x8v_\x8i_\x8c_\x8e_\x8·_\x8o_\x8n_\x8·_\x8C_\x8o_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e_\x8·_\x8f_\x8u_\x8n_\x8c_\x8t_\x8i_\x8o_\x8n_\x8s_\x8”_\x8,_\x8·_\x82_\x80_\x81_\x84 |
| 381 | ©·2007·-·202 | 381 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 303 | <div·class="clearer"></div></section> | 303 | <div·class="clearer"></div></section> |
| 304 | ······</div> | 304 | ······</div> |
| 305 | ····<div·class="container"> | 305 | ····<div·class="container"> |
| 306 | ······<footer·class="sk-content-footer"> | 306 | ······<footer·class="sk-content-footer"> |
| 307 | ············©·2007·-·202 | 307 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 308 | ··········<a·href="../../_sources/modules/generated/dbscan-function.rst.txt"·rel="nofollow">Show·this·page·source</a> | 308 | ··········<a·href="../../_sources/modules/generated/dbscan-function.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 309 | ······</footer> | 309 | ······</footer> |
| 310 | ····</div> | 310 | ····</div> |
| 311 | ··</div> | 311 | ··</div> |
| 312 | </div> | 312 | </div> |
| 313 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 313 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 123 | ······>>>·from·sklearn.cluster·import·dbscan | 123 | ······>>>·from·sklearn.cluster·import·dbscan |
| 124 | ······>>>·X·=·[[1,·2],·[2,·2],·[2,·3],·[8,·7],·[8,·8],·[25,·80]] | 124 | ······>>>·X·=·[[1,·2],·[2,·2],·[2,·3],·[8,·7],·[8,·8],·[25,·80]] |
| 125 | ······>>>·core_samples,·labels·=·dbscan(X,·eps=3,·min_samples=2) | 125 | ······>>>·core_samples,·labels·=·dbscan(X,·eps=3,·min_samples=2) |
| 126 | ······>>>·core_samples | 126 | ······>>>·core_samples |
| 127 | ······array([0,·1,·2,·3,·4]) | 127 | ······array([0,·1,·2,·3,·4]) |
| 128 | ······>>>·labels | 128 | ······>>>·labels |
| 129 | ······array([·0,··0,··0,··1,··1,·-1]) | 129 | ······array([·0,··0,··0,··1,··1,·-1]) |
| 130 | ©·2007·-·202 | 130 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 330 | <div·class="clearer"></div></section> | 330 | <div·class="clearer"></div></section> |
| 331 | ······</div> | 331 | ······</div> |
| 332 | ····<div·class="container"> | 332 | ····<div·class="container"> |
| 333 | ······<footer·class="sk-content-footer"> | 333 | ······<footer·class="sk-content-footer"> |
| 334 | ············©·2007·-·202 | 334 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 335 | ··········<a·href="../../_sources/modules/generated/fastica-function.rst.txt"·rel="nofollow">Show·this·page·source</a> | 335 | ··········<a·href="../../_sources/modules/generated/fastica-function.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 336 | ······</footer> | 336 | ······</footer> |
| 337 | ····</div> | 337 | ····</div> |
| 338 | ··</div> | 338 | ··</div> |
| 339 | </div> | 339 | </div> |
| 340 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 340 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 140 | ······variance') | 140 | ······variance') |
| 141 | ······>>>·K.shape | 141 | ······>>>·K.shape |
| 142 | ······(7,·64) | 142 | ······(7,·64) |
| 143 | ······>>>·W.shape | 143 | ······>>>·W.shape |
| 144 | ······(7,·7) | 144 | ······(7,·7) |
| 145 | ······>>>·S.shape | 145 | ······>>>·S.shape |
| 146 | ······(1797,·7) | 146 | ······(1797,·7) |
| 147 | ©·2007·-·202 | 147 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 254 | <div·class="clearer"></div></section> | 254 | <div·class="clearer"></div></section> |
| 255 | ······</div> | 255 | ······</div> |
| 256 | ····<div·class="container"> | 256 | ····<div·class="container"> |
| 257 | ······<footer·class="sk-content-footer"> | 257 | ······<footer·class="sk-content-footer"> |
| 258 | ············©·2007·-·202 | 258 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 259 | ··········<a·href="../../_sources/modules/generated/oas-function.rst.txt"·rel="nofollow">Show·this·page·source</a> | 259 | ··········<a·href="../../_sources/modules/generated/oas-function.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 260 | ······</footer> | 260 | ······</footer> |
| 261 | ····</div> | 261 | ····</div> |
| 262 | ··</div> | 262 | ··</div> |
| 263 | </div> | 263 | </div> |
| 264 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 264 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 72 | ······>>>·X·=·rng.multivariate_normal(mean=[0,·0],·cov=real_cov,·size=500) | 72 | ······>>>·X·=·rng.multivariate_normal(mean=[0,·0],·cov=real_cov,·size=500) |
| 73 | ······>>>·shrunk_cov,·shrinkage·=·oas(X) | 73 | ······>>>·shrunk_cov,·shrinkage·=·oas(X) |
| 74 | ······>>>·shrunk_cov | 74 | ······>>>·shrunk_cov |
| 75 | ······array([[0.7533...,·0.2763...], | 75 | ······array([[0.7533...,·0.2763...], |
| 76 | ·············[0.2763...,·0.3964...]]) | 76 | ·············[0.2763...,·0.3964...]]) |
| 77 | ······>>>·shrinkage | 77 | ······>>>·shrinkage |
| 78 | ······0.0195... | 78 | ······0.0195... |
| 79 | ©·2007·-·202 | 79 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 332 | </div></div><div·class="clearer"></div></section> | 332 | </div></div><div·class="clearer"></div></section> |
| 333 | </section> | 333 | </section> |
| 334 | ······</div> | 334 | ······</div> |
| 335 | ····<div·class="container"> | 335 | ····<div·class="container"> |
| 336 | ······<footer·class="sk-content-footer"> | 336 | ······<footer·class="sk-content-footer"> |
| 337 | ············©·2007·-·202 | 337 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 338 | ··········<a·href="../../_sources/modules/generated/sklearn.base.BaseEstimator.rst.txt"·rel="nofollow">Show·this·page·source</a> | 338 | ··········<a·href="../../_sources/modules/generated/sklearn.base.BaseEstimator.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 339 | ······</footer> | 339 | ······</footer> |
| 340 | ····</div> | 340 | ····</div> |
| 341 | ··</div> | 341 | ··</div> |
| 342 | </div> | 342 | </div> |
| 343 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 343 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 104 | Inductive·Clustering | 104 | Inductive·Clustering |
| 105 | _\x8__\x8__\x8s_\x8k_\x8l_\x8e_\x8a_\x8r_\x8n_\x8__\x8i_\x8s_\x8__\x8f_\x8i_\x8t_\x8t_\x8e_\x8d_\x8__\x8__\x8·_\x8a_\x8s_\x8·_\x8D_\x8e_\x8v_\x8e_\x8l_\x8o_\x8p_\x8e_\x8r_\x8·_\x8A_\x8P_\x8I | 105 | _\x8__\x8__\x8s_\x8k_\x8l_\x8e_\x8a_\x8r_\x8n_\x8__\x8i_\x8s_\x8__\x8f_\x8i_\x8t_\x8t_\x8e_\x8d_\x8__\x8__\x8·_\x8a_\x8s_\x8·_\x8D_\x8e_\x8v_\x8e_\x8l_\x8o_\x8p_\x8e_\x8r_\x8·_\x8A_\x8P_\x8I |
| 106 | __sklearn_is_fitted__·as·Developer·API | 106 | __sklearn_is_fitted__·as·Developer·API |
| 107 | _\x8M_\x8e_\x8t_\x8a_\x8d_\x8a_\x8t_\x8a_\x8·_\x8R_\x8o_\x8u_\x8t_\x8i_\x8n_\x8g | 107 | _\x8M_\x8e_\x8t_\x8a_\x8d_\x8a_\x8t_\x8a_\x8·_\x8R_\x8o_\x8u_\x8t_\x8i_\x8n_\x8g |
| 108 | Metadata·Routing | 108 | Metadata·Routing |
| 109 | _\x8A_\x8p_\x8p_\x8r_\x8o_\x8x_\x8i_\x8m_\x8a_\x8t_\x8e_\x8·_\x8n_\x8e_\x8a_\x8r_\x8e_\x8s_\x8t_\x8·_\x8n_\x8e_\x8i_\x8g_\x8h_\x8b_\x8o_\x8r_\x8s_\x8·_\x8i_\x8n_\x8·_\x8T_\x8S_\x8N_\x8E | 109 | _\x8A_\x8p_\x8p_\x8r_\x8o_\x8x_\x8i_\x8m_\x8a_\x8t_\x8e_\x8·_\x8n_\x8e_\x8a_\x8r_\x8e_\x8s_\x8t_\x8·_\x8n_\x8e_\x8i_\x8g_\x8h_\x8b_\x8o_\x8r_\x8s_\x8·_\x8i_\x8n_\x8·_\x8T_\x8S_\x8N_\x8E |
| 110 | Approximate·nearest·neighbors·in·TSNE | 110 | Approximate·nearest·neighbors·in·TSNE |
| 111 | ©·2007·-·202 | 111 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 326 | <div·class="clearer"></div></section> | 326 | <div·class="clearer"></div></section> |
| 327 | ······</div> | 327 | ······</div> |
| 328 | ····<div·class="container"> | 328 | ····<div·class="container"> |
| 329 | ······<footer·class="sk-content-footer"> | 329 | ······<footer·class="sk-content-footer"> |
| 330 | ············©·2007·-·202 | 330 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 331 | ··········<a·href="../../_sources/modules/generated/sklearn.base.BiclusterMixin.rst.txt"·rel="nofollow">Show·this·page·source</a> | 331 | ··········<a·href="../../_sources/modules/generated/sklearn.base.BiclusterMixin.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 332 | ······</footer> | 332 | ······</footer> |
| 333 | ····</div> | 333 | ····</div> |
| 334 | ··</div> | 334 | ··</div> |
| 335 | </div> | 335 | </div> |
| 336 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 336 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 100 | ························The·data. | 100 | ························The·data. |
| 101 | ··············Returns: | 101 | ··············Returns: |
| 102 | ····················s\x8su\x8ub\x8bm\x8ma\x8at\x8tr\x8ri\x8ix\x8xndarray·of·shape·(n_rows,·n_cols) | 102 | ····················s\x8su\x8ub\x8bm\x8ma\x8at\x8tr\x8ri\x8ix\x8xndarray·of·shape·(n_rows,·n_cols) |
| 103 | ························The·submatrix·corresponding·to·bicluster·i. | 103 | ························The·submatrix·corresponding·to·bicluster·i. |
| 104 | ············Notes | 104 | ············Notes |
| 105 | ············Works·with·sparse·matrices.·Only·works·if·rows_·and·columns_ | 105 | ············Works·with·sparse·matrices.·Only·works·if·rows_·and·columns_ |
| 106 | ············attributes·exist. | 106 | ············attributes·exist. |
| 107 | ©·2007·-·202 | 107 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 250 | <div·class="clearer"></div></section> | 250 | <div·class="clearer"></div></section> |
| 251 | ······</div> | 251 | ······</div> |
| 252 | ····<div·class="container"> | 252 | ····<div·class="container"> |
| 253 | ······<footer·class="sk-content-footer"> | 253 | ······<footer·class="sk-content-footer"> |
| 254 | ············©·2007·-·202 | 254 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 255 | ··········<a·href="../../_sources/modules/generated/sklearn.base.ClassNamePrefixFeaturesOutMixin.rst.txt"·rel="nofollow">Show·this·page·source</a> | 255 | ··········<a·href="../../_sources/modules/generated/sklearn.base.ClassNamePrefixFeaturesOutMixin.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 256 | ······</footer> | 256 | ······</footer> |
| 257 | ····</div> | 257 | ····</div> |
| 258 | ··</div> | 258 | ··</div> |
| 259 | </div> | 259 | </div> |
| 260 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 260 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 61 | ··············Parameters: | 61 | ··············Parameters: |
| 62 | ····················i\x8in\x8np\x8pu\x8ut\x8t_\x8_f\x8fe\x8ea\x8at\x8tu\x8ur\x8re\x8es\x8sarray-like·of·str·or·None,·default=None | 62 | ····················i\x8in\x8np\x8pu\x8ut\x8t_\x8_f\x8fe\x8ea\x8at\x8tu\x8ur\x8re\x8es\x8sarray-like·of·str·or·None,·default=None |
| 63 | ························Only·used·to·validate·feature·names·with·the·names·seen | 63 | ························Only·used·to·validate·feature·names·with·the·names·seen |
| 64 | ························in·fit. | 64 | ························in·fit. |
| 65 | ··············Returns: | 65 | ··············Returns: |
| 66 | ····················f\x8fe\x8ea\x8at\x8tu\x8ur\x8re\x8e_\x8_n\x8na\x8am\x8me\x8es\x8s_\x8_o\x8ou\x8ut\x8tndarray·of·str·objects | 66 | ····················f\x8fe\x8ea\x8at\x8tu\x8ur\x8re\x8e_\x8_n\x8na\x8am\x8me\x8es\x8s_\x8_o\x8ou\x8ut\x8tndarray·of·str·objects |
| 67 | ························Transformed·feature·names. | 67 | ························Transformed·feature·names. |
| 68 | ©·2007·-·202 | 68 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 275 | </div></div><div·class="clearer"></div></section> | 275 | </div></div><div·class="clearer"></div></section> |
| 276 | </section> | 276 | </section> |
| 277 | ······</div> | 277 | ······</div> |
| 278 | ····<div·class="container"> | 278 | ····<div·class="container"> |
| 279 | ······<footer·class="sk-content-footer"> | 279 | ······<footer·class="sk-content-footer"> |
| 280 | ············©·2007·-·202 | 280 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 281 | ··········<a·href="../../_sources/modules/generated/sklearn.base.ClassifierMixin.rst.txt"·rel="nofollow">Show·this·page·source</a> | 281 | ··········<a·href="../../_sources/modules/generated/sklearn.base.ClassifierMixin.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 282 | ······</footer> | 282 | ······</footer> |
| 283 | ····</div> | 283 | ····</div> |
| 284 | ··</div> | 284 | ··</div> |
| 285 | </div> | 285 | </div> |
| 286 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 286 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 79 | ····················s\x8sc\x8co\x8or\x8re\x8efloat | 79 | ····················s\x8sc\x8co\x8or\x8re\x8efloat |
| 80 | ························Mean·accuracy·of·self.predict(X)·w.r.t.·y. | 80 | ························Mean·accuracy·of·self.predict(X)·w.r.t.·y. |
| 81 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.b\x8ba\x8as\x8se\x8e.\x8.C\x8Cl\x8la\x8as\x8ss\x8si\x8if\x8fi\x8ie\x8er\x8rM\x8Mi\x8ix\x8xi\x8in\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 81 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.b\x8ba\x8as\x8se\x8e.\x8.C\x8Cl\x8la\x8as\x8ss\x8si\x8if\x8fi\x8ie\x8er\x8rM\x8Mi\x8ix\x8xi\x8in\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 82 | _\x8__\x8__\x8s_\x8k_\x8l_\x8e_\x8a_\x8r_\x8n_\x8__\x8i_\x8s_\x8__\x8f_\x8i_\x8t_\x8t_\x8e_\x8d_\x8__\x8__\x8·_\x8a_\x8s_\x8·_\x8D_\x8e_\x8v_\x8e_\x8l_\x8o_\x8p_\x8e_\x8r_\x8·_\x8A_\x8P_\x8I | 82 | _\x8__\x8__\x8s_\x8k_\x8l_\x8e_\x8a_\x8r_\x8n_\x8__\x8i_\x8s_\x8__\x8f_\x8i_\x8t_\x8t_\x8e_\x8d_\x8__\x8__\x8·_\x8a_\x8s_\x8·_\x8D_\x8e_\x8v_\x8e_\x8l_\x8o_\x8p_\x8e_\x8r_\x8·_\x8A_\x8P_\x8I |
| 83 | __sklearn_is_fitted__·as·Developer·API | 83 | __sklearn_is_fitted__·as·Developer·API |
| 84 | _\x8M_\x8e_\x8t_\x8a_\x8d_\x8a_\x8t_\x8a_\x8·_\x8R_\x8o_\x8u_\x8t_\x8i_\x8n_\x8g | 84 | _\x8M_\x8e_\x8t_\x8a_\x8d_\x8a_\x8t_\x8a_\x8·_\x8R_\x8o_\x8u_\x8t_\x8i_\x8n_\x8g |
| 85 | Metadata·Routing | 85 | Metadata·Routing |
| 86 | ©·2007·-·202 | 86 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 251 | <div·class="clearer"></div></section> | 251 | <div·class="clearer"></div></section> |
| 252 | ······</div> | 252 | ······</div> |
| 253 | ····<div·class="container"> | 253 | ····<div·class="container"> |
| 254 | ······<footer·class="sk-content-footer"> | 254 | ······<footer·class="sk-content-footer"> |
| 255 | ············©·2007·-·202 | 255 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 256 | ··········<a·href="../../_sources/modules/generated/sklearn.base.ClusterMixin.rst.txt"·rel="nofollow">Show·this·page·source</a> | 256 | ··········<a·href="../../_sources/modules/generated/sklearn.base.ClusterMixin.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 257 | ······</footer> | 257 | ······</footer> |
| 258 | ····</div> | 258 | ····</div> |
| 259 | ··</div> | 259 | ··</div> |
| 260 | </div> | 260 | </div> |
| 261 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 261 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 57 | ························Not·used,·present·for·API·consistency·by·convention. | 57 | ························Not·used,·present·for·API·consistency·by·convention. |
| 58 | ····················*\x8**\x8*k\x8kw\x8wa\x8ar\x8rg\x8gs\x8sdict | 58 | ····················*\x8**\x8*k\x8kw\x8wa\x8ar\x8rg\x8gs\x8sdict |
| 59 | ························Arguments·to·be·passed·to·fit. | 59 | ························Arguments·to·be·passed·to·fit. |
| 60 | ························Added·in·version·1.4. | 60 | ························Added·in·version·1.4. |
| 61 | ··············Returns: | 61 | ··············Returns: |
| 62 | ····················l\x8la\x8ab\x8be\x8el\x8ls\x8sndarray·of·shape·(n_samples,),·dtype=np.int64 | 62 | ····················l\x8la\x8ab\x8be\x8el\x8ls\x8sndarray·of·shape·(n_samples,),·dtype=np.int64 |
| 63 | ························Cluster·labels. | 63 | ························Cluster·labels. |
| 64 | ©·2007·-·202 | 64 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 245 | <div·class="clearer"></div></section> | 245 | <div·class="clearer"></div></section> |
| 246 | ······</div> | 246 | ······</div> |
| 247 | ····<div·class="container"> | 247 | ····<div·class="container"> |
| 248 | ······<footer·class="sk-content-footer"> | 248 | ······<footer·class="sk-content-footer"> |
| 249 | ············©·2007·-·202 | 249 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 250 | ··········<a·href="../../_sources/modules/generated/sklearn.base.DensityMixin.rst.txt"·rel="nofollow">Show·this·page·source</a> | 250 | ··········<a·href="../../_sources/modules/generated/sklearn.base.DensityMixin.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 251 | ······</footer> | 251 | ······</footer> |
| 252 | ····</div> | 252 | ····</div> |
| 253 | ··</div> | 253 | ··</div> |
| 254 | </div> | 254 | </div> |
| 255 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 255 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 52 | ··············Parameters: | 52 | ··············Parameters: |
| 53 | ····················X\x8Xarray-like·of·shape·(n_samples,·n_features) | 53 | ····················X\x8Xarray-like·of·shape·(n_samples,·n_features) |
| 54 | ························Test·samples. | 54 | ························Test·samples. |
| 55 | ····················y\x8yIgnored | 55 | ····················y\x8yIgnored |
| 56 | ························Not·used,·present·for·API·consistency·by·convention. | 56 | ························Not·used,·present·for·API·consistency·by·convention. |
| 57 | ··············Returns: | 57 | ··············Returns: |
| 58 | ····················s\x8sc\x8co\x8or\x8re\x8efloat | 58 | ····················s\x8sc\x8co\x8or\x8re\x8efloat |
| 59 | ©·2007·-·202 | 59 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 229 | </div></div><div·class="clearer"></div></section> | 229 | </div></div><div·class="clearer"></div></section> |
| 230 | </section> | 230 | </section> |
| 231 | ······</div> | 231 | ······</div> |
| 232 | ····<div·class="container"> | 232 | ····<div·class="container"> |
| 233 | ······<footer·class="sk-content-footer"> | 233 | ······<footer·class="sk-content-footer"> |
| 234 | ············©·2007·-·202 | 234 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 235 | ··········<a·href="../../_sources/modules/generated/sklearn.base.MetaEstimatorMixin.rst.txt"·rel="nofollow">Show·this·page·source</a> | 235 | ··········<a·href="../../_sources/modules/generated/sklearn.base.MetaEstimatorMixin.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 236 | ······</footer> | 236 | ······</footer> |
| 237 | ····</div> | 237 | ····</div> |
| 238 | ··</div> | 238 | ··</div> |
| 239 | </div> | 239 | </div> |
| 240 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 240 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 52 | ······>>>·X,·y·=·load_iris(return_X_y=True) | 52 | ······>>>·X,·y·=·load_iris(return_X_y=True) |
| 53 | ······>>>·estimator·=·MyEstimator().fit(X,·y) | 53 | ······>>>·estimator·=·MyEstimator().fit(X,·y) |
| 54 | ······>>>·estimator.estimator_ | 54 | ······>>>·estimator.estimator_ |
| 55 | ······LogisticRegression() | 55 | ······LogisticRegression() |
| 56 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.b\x8ba\x8as\x8se\x8e.\x8.M\x8Me\x8et\x8ta\x8aE\x8Es\x8st\x8ti\x8im\x8ma\x8at\x8to\x8or\x8rM\x8Mi\x8ix\x8xi\x8in\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 56 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.b\x8ba\x8as\x8se\x8e.\x8.M\x8Me\x8et\x8ta\x8aE\x8Es\x8st\x8ti\x8im\x8ma\x8at\x8to\x8or\x8rM\x8Mi\x8ix\x8xi\x8in\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 57 | _\x8M_\x8e_\x8t_\x8a_\x8d_\x8a_\x8t_\x8a_\x8·_\x8R_\x8o_\x8u_\x8t_\x8i_\x8n_\x8g | 57 | _\x8M_\x8e_\x8t_\x8a_\x8d_\x8a_\x8t_\x8a_\x8·_\x8R_\x8o_\x8u_\x8t_\x8i_\x8n_\x8g |
| 58 | Metadata·Routing | 58 | Metadata·Routing |
| 59 | ©·2007·-·202 | 59 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 250 | <div·class="clearer"></div></section> | 250 | <div·class="clearer"></div></section> |
| 251 | ······</div> | 251 | ······</div> |
| 252 | ····<div·class="container"> | 252 | ····<div·class="container"> |
| 253 | ······<footer·class="sk-content-footer"> | 253 | ······<footer·class="sk-content-footer"> |
| 254 | ············©·2007·-·202 | 254 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 255 | ··········<a·href="../../_sources/modules/generated/sklearn.base.OneToOneFeatureMixin.rst.txt"·rel="nofollow">Show·this·page·source</a> | 255 | ··········<a·href="../../_sources/modules/generated/sklearn.base.OneToOneFeatureMixin.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 256 | ······</footer> | 256 | ······</footer> |
| 257 | ····</div> | 257 | ····</div> |
| 258 | ··</div> | 258 | ··</div> |
| 259 | </div> | 259 | </div> |
| 260 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 260 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 60 | ······························(n_features_in_·-·1)"]. | 60 | ······························(n_features_in_·-·1)"]. |
| 61 | ····························*·If·input_features·is·an·array-like,·then | 61 | ····························*·If·input_features·is·an·array-like,·then |
| 62 | ······························input_features·must·match·feature_names_in_·if | 62 | ······························input_features·must·match·feature_names_in_·if |
| 63 | ······························feature_names_in_·is·defined. | 63 | ······························feature_names_in_·is·defined. |
| 64 | ··············Returns: | 64 | ··············Returns: |
| 65 | ····················f\x8fe\x8ea\x8at\x8tu\x8ur\x8re\x8e_\x8_n\x8na\x8am\x8me\x8es\x8s_\x8_o\x8ou\x8ut\x8tndarray·of·str·objects | 65 | ····················f\x8fe\x8ea\x8at\x8tu\x8ur\x8re\x8e_\x8_n\x8na\x8am\x8me\x8es\x8s_\x8_o\x8ou\x8ut\x8tndarray·of·str·objects |
| 66 | ························Same·as·input·features. | 66 | ························Same·as·input·features. |
| 67 | ©·2007·-·202 | 67 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 256 | <div·class="clearer"></div></section> | 256 | <div·class="clearer"></div></section> |
| 257 | ······</div> | 257 | ······</div> |
| 258 | ····<div·class="container"> | 258 | ····<div·class="container"> |
| 259 | ······<footer·class="sk-content-footer"> | 259 | ······<footer·class="sk-content-footer"> |
| 260 | ············©·2007·-·202 | 260 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 261 | ··········<a·href="../../_sources/modules/generated/sklearn.base.OutlierMixin.rst.txt"·rel="nofollow">Show·this·page·source</a> | 261 | ··········<a·href="../../_sources/modules/generated/sklearn.base.OutlierMixin.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 262 | ······</footer> | 262 | ······</footer> |
| 263 | ····</div> | 263 | ····</div> |
| 264 | ··</div> | 264 | ··</div> |
| 265 | </div> | 265 | </div> |
| 266 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 266 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 62 | ························Not·used,·present·for·API·consistency·by·convention. | 62 | ························Not·used,·present·for·API·consistency·by·convention. |
| 63 | ····················*\x8**\x8*k\x8kw\x8wa\x8ar\x8rg\x8gs\x8sdict | 63 | ····················*\x8**\x8*k\x8kw\x8wa\x8ar\x8rg\x8gs\x8sdict |
| 64 | ························Arguments·to·be·passed·to·fit. | 64 | ························Arguments·to·be·passed·to·fit. |
| 65 | ························Added·in·version·1.4. | 65 | ························Added·in·version·1.4. |
| 66 | ··············Returns: | 66 | ··············Returns: |
| 67 | ····················y\x8yndarray·of·shape·(n_samples,) | 67 | ····················y\x8yndarray·of·shape·(n_samples,) |
| 68 | ························1·for·inliers,·-1·for·outliers. | 68 | ························1·for·inliers,·-1·for·outliers. |
| 69 | ©·2007·-·202 | 69 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 287 | </div></div><div·class="clearer"></div></section> | 287 | </div></div><div·class="clearer"></div></section> |
| 288 | </section> | 288 | </section> |
| 289 | ······</div> | 289 | ······</div> |
| 290 | ····<div·class="container"> | 290 | ····<div·class="container"> |
| 291 | ······<footer·class="sk-content-footer"> | 291 | ······<footer·class="sk-content-footer"> |
| 292 | ············©·2007·-·202 | 292 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 293 | ··········<a·href="../../_sources/modules/generated/sklearn.base.RegressorMixin.rst.txt"·rel="nofollow">Show·this·page·source</a> | 293 | ··········<a·href="../../_sources/modules/generated/sklearn.base.RegressorMixin.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 294 | ······</footer> | 294 | ······</footer> |
| 295 | ····</div> | 295 | ····</div> |
| 296 | ··</div> | 296 | ··</div> |
| 297 | </div> | 297 | </div> |
| 298 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 298 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 90 | ············The·\(R^2\)·score·used·when·calling·score·on·a·regressor·uses | 90 | ············The·\(R^2\)·score·used·when·calling·score·on·a·regressor·uses |
| 91 | ············multioutput='uniform_average'·from·version·0.23·to·keep·consistent | 91 | ············multioutput='uniform_average'·from·version·0.23·to·keep·consistent |
| 92 | ············with·default·value·of·_\x8r_\x82_\x8__\x8s_\x8c_\x8o_\x8r_\x8e.·This·influences·the·score·method·of | 92 | ············with·default·value·of·_\x8r_\x82_\x8__\x8s_\x8c_\x8o_\x8r_\x8e.·This·influences·the·score·method·of |
| 93 | ············all·the·multioutput·regressors·(except·for·_\x8M_\x8u_\x8l_\x8t_\x8i_\x8O_\x8u_\x8t_\x8p_\x8u_\x8t_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8o_\x8r). | 93 | ············all·the·multioutput·regressors·(except·for·_\x8M_\x8u_\x8l_\x8t_\x8i_\x8O_\x8u_\x8t_\x8p_\x8u_\x8t_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8o_\x8r). |
| 94 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.b\x8ba\x8as\x8se\x8e.\x8.R\x8Re\x8eg\x8gr\x8re\x8es\x8ss\x8so\x8or\x8rM\x8Mi\x8ix\x8xi\x8in\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 94 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.b\x8ba\x8as\x8se\x8e.\x8.R\x8Re\x8eg\x8gr\x8re\x8es\x8ss\x8so\x8or\x8rM\x8Mi\x8ix\x8xi\x8in\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 95 | _\x8M_\x8e_\x8t_\x8a_\x8d_\x8a_\x8t_\x8a_\x8·_\x8R_\x8o_\x8u_\x8t_\x8i_\x8n_\x8g | 95 | _\x8M_\x8e_\x8t_\x8a_\x8d_\x8a_\x8t_\x8a_\x8·_\x8R_\x8o_\x8u_\x8t_\x8i_\x8n_\x8g |
| 96 | Metadata·Routing | 96 | Metadata·Routing |
| 97 | ©·2007·-·202 | 97 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 308 | </div></div><div·class="clearer"></div></section> | 308 | </div></div><div·class="clearer"></div></section> |
| 309 | </section> | 309 | </section> |
| 310 | ······</div> | 310 | ······</div> |
| 311 | ····<div·class="container"> | 311 | ····<div·class="container"> |
| 312 | ······<footer·class="sk-content-footer"> | 312 | ······<footer·class="sk-content-footer"> |
| 313 | ············©·2007·-·202 | 313 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 314 | ··········<a·href="../../_sources/modules/generated/sklearn.base.TransformerMixin.rst.txt"·rel="nofollow">Show·this·page·source</a> | 314 | ··········<a·href="../../_sources/modules/generated/sklearn.base.TransformerMixin.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 315 | ······</footer> | 315 | ······</footer> |
| 316 | ····</div> | 316 | ····</div> |
| 317 | ··</div> | 317 | ··</div> |
| 318 | </div> | 318 | </div> |
| 319 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 319 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 91 | ····················s\x8se\x8el\x8lf\x8festimator·instance | 91 | ····················s\x8se\x8el\x8lf\x8festimator·instance |
| 92 | ························Estimator·instance. | 92 | ························Estimator·instance. |
| 93 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.b\x8ba\x8as\x8se\x8e.\x8.T\x8Tr\x8ra\x8an\x8ns\x8sf\x8fo\x8or\x8rm\x8me\x8er\x8rM\x8Mi\x8ix\x8xi\x8in\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 93 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.b\x8ba\x8as\x8se\x8e.\x8.T\x8Tr\x8ra\x8an\x8ns\x8sf\x8fo\x8or\x8rm\x8me\x8er\x8rM\x8Mi\x8ix\x8xi\x8in\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 94 | _\x8M_\x8e_\x8t_\x8a_\x8d_\x8a_\x8t_\x8a_\x8·_\x8R_\x8o_\x8u_\x8t_\x8i_\x8n_\x8g | 94 | _\x8M_\x8e_\x8t_\x8a_\x8d_\x8a_\x8t_\x8a_\x8·_\x8R_\x8o_\x8u_\x8t_\x8i_\x8n_\x8g |
| 95 | Metadata·Routing | 95 | Metadata·Routing |
| 96 | _\x8A_\x8p_\x8p_\x8r_\x8o_\x8x_\x8i_\x8m_\x8a_\x8t_\x8e_\x8·_\x8n_\x8e_\x8a_\x8r_\x8e_\x8s_\x8t_\x8·_\x8n_\x8e_\x8i_\x8g_\x8h_\x8b_\x8o_\x8r_\x8s_\x8·_\x8i_\x8n_\x8·_\x8T_\x8S_\x8N_\x8E | 96 | _\x8A_\x8p_\x8p_\x8r_\x8o_\x8x_\x8i_\x8m_\x8a_\x8t_\x8e_\x8·_\x8n_\x8e_\x8a_\x8r_\x8e_\x8s_\x8t_\x8·_\x8n_\x8e_\x8i_\x8g_\x8h_\x8b_\x8o_\x8r_\x8s_\x8·_\x8i_\x8n_\x8·_\x8T_\x8S_\x8N_\x8E |
| 97 | Approximate·nearest·neighbors·in·TSNE | 97 | Approximate·nearest·neighbors·in·TSNE |
| 98 | ©·2007·-·202 | 98 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 243 | <div·class="clearer"></div></section> | 243 | <div·class="clearer"></div></section> |
| 244 | ······</div> | 244 | ······</div> |
| 245 | ····<div·class="container"> | 245 | ····<div·class="container"> |
| 246 | ······<footer·class="sk-content-footer"> | 246 | ······<footer·class="sk-content-footer"> |
| 247 | ············©·2007·-·202 | 247 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 248 | ··········<a·href="../../_sources/modules/generated/sklearn.base.clone.rst.txt"·rel="nofollow">Show·this·page·source</a> | 248 | ··········<a·href="../../_sources/modules/generated/sklearn.base.clone.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 249 | ······</footer> | 249 | ······</footer> |
| 250 | ····</div> | 250 | ····</div> |
| 251 | ··</div> | 251 | ··</div> |
| 252 | </div> | 252 | </div> |
| 253 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 253 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 65 | ······>>>·cloned_classifier·=·clone(classifier) | 65 | ······>>>·cloned_classifier·=·clone(classifier) |
| 66 | ······>>>·hasattr(classifier,·"classes_") | 66 | ······>>>·hasattr(classifier,·"classes_") |
| 67 | ······True | 67 | ······True |
| 68 | ······>>>·hasattr(cloned_classifier,·"classes_") | 68 | ······>>>·hasattr(cloned_classifier,·"classes_") |
| 69 | ······False | 69 | ······False |
| 70 | ······>>>·classifier·is·cloned_classifier | 70 | ······>>>·classifier·is·cloned_classifier |
| 71 | ······False | 71 | ······False |
| 72 | ©·2007·-·202 | 72 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 222 | <div·class="clearer"></div></section> | 222 | <div·class="clearer"></div></section> |
| 223 | ······</div> | 223 | ······</div> |
| 224 | ····<div·class="container"> | 224 | ····<div·class="container"> |
| 225 | ······<footer·class="sk-content-footer"> | 225 | ······<footer·class="sk-content-footer"> |
| 226 | ············©·2007·-·202 | 226 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 227 | ··········<a·href="../../_sources/modules/generated/sklearn.base.is_classifier.rst.txt"·rel="nofollow">Show·this·page·source</a> | 227 | ··········<a·href="../../_sources/modules/generated/sklearn.base.is_classifier.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 228 | ······</footer> | 228 | ······</footer> |
| 229 | ····</div> | 229 | ····</div> |
| 230 | ··</div> | 230 | ··</div> |
| 231 | </div> | 231 | </div> |
| 232 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 232 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 43 | ······>>>·from·sklearn.svm·import·SVC,·SVR | 43 | ······>>>·from·sklearn.svm·import·SVC,·SVR |
| 44 | ······>>>·classifier·=·SVC() | 44 | ······>>>·classifier·=·SVC() |
| 45 | ······>>>·regressor·=·SVR() | 45 | ······>>>·regressor·=·SVR() |
| 46 | ······>>>·is_classifier(classifier) | 46 | ······>>>·is_classifier(classifier) |
| 47 | ······True | 47 | ······True |
| 48 | ······>>>·is_classifier(regressor) | 48 | ······>>>·is_classifier(regressor) |
| 49 | ······False | 49 | ······False |
| 50 | ©·2007·-·202 | 50 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 222 | <div·class="clearer"></div></section> | 222 | <div·class="clearer"></div></section> |
| 223 | ······</div> | 223 | ······</div> |
| 224 | ····<div·class="container"> | 224 | ····<div·class="container"> |
| 225 | ······<footer·class="sk-content-footer"> | 225 | ······<footer·class="sk-content-footer"> |
| 226 | ············©·2007·-·202 | 226 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 227 | ··········<a·href="../../_sources/modules/generated/sklearn.base.is_regressor.rst.txt"·rel="nofollow">Show·this·page·source</a> | 227 | ··········<a·href="../../_sources/modules/generated/sklearn.base.is_regressor.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 228 | ······</footer> | 228 | ······</footer> |
| 229 | ····</div> | 229 | ····</div> |
| 230 | ··</div> | 230 | ··</div> |
| 231 | </div> | 231 | </div> |
| 232 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 232 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 43 | ······>>>·from·sklearn.svm·import·SVC,·SVR | 43 | ······>>>·from·sklearn.svm·import·SVC,·SVR |
| 44 | ······>>>·classifier·=·SVC() | 44 | ······>>>·classifier·=·SVC() |
| 45 | ······>>>·regressor·=·SVR() | 45 | ······>>>·regressor·=·SVR() |
| 46 | ······>>>·is_regressor(classifier) | 46 | ······>>>·is_regressor(classifier) |
| 47 | ······False | 47 | ······False |
| 48 | ······>>>·is_regressor(regressor) | 48 | ······>>>·is_regressor(regressor) |
| 49 | ······True | 49 | ······True |
| 50 | ©·2007·-·202 | 50 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 684 | </div></div><div·class="clearer"></div></section> | 684 | </div></div><div·class="clearer"></div></section> |
| 685 | </section> | 685 | </section> |
| 686 | ······</div> | 686 | ······</div> |
| 687 | ····<div·class="container"> | 687 | ····<div·class="container"> |
| 688 | ······<footer·class="sk-content-footer"> | 688 | ······<footer·class="sk-content-footer"> |
| 689 | ············©·2007·-·202 | 689 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 690 | ··········<a·href="../../_sources/modules/generated/sklearn.calibration.CalibratedClassifierCV.rst.txt"·rel="nofollow">Show·this·page·source</a> | 690 | ··········<a·href="../../_sources/modules/generated/sklearn.calibration.CalibratedClassifierCV.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 691 | ······</footer> | 691 | ······</footer> |
| 692 | ····</div> | 692 | ····</div> |
| 693 | ··</div> | 693 | ··</div> |
| 694 | </div> | 694 | </div> |
| 695 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 695 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 346 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8ca\x8al\x8li\x8ib\x8br\x8ra\x8at\x8ti\x8io\x8on\x8n.\x8.C\x8Ca\x8al\x8li\x8ib\x8br\x8ra\x8at\x8te\x8ed\x8dC\x8Cl\x8la\x8as\x8ss\x8si\x8if\x8fi\x8ie\x8er\x8rC\x8CV\x8V_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 346 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8ca\x8al\x8li\x8ib\x8br\x8ra\x8at\x8ti\x8io\x8on\x8n.\x8.C\x8Ca\x8al\x8li\x8ib\x8br\x8ra\x8at\x8te\x8ed\x8dC\x8Cl\x8la\x8as\x8ss\x8si\x8if\x8fi\x8ie\x8er\x8rC\x8CV\x8V_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 347 | _\x8P_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y_\x8·_\x8C_\x8a_\x8l_\x8i_\x8b_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8c_\x8u_\x8r_\x8v_\x8e_\x8s | 347 | _\x8P_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y_\x8·_\x8C_\x8a_\x8l_\x8i_\x8b_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8c_\x8u_\x8r_\x8v_\x8e_\x8s |
| 348 | Probability·Calibration·curves | 348 | Probability·Calibration·curves |
| 349 | _\x8P_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y_\x8·_\x8C_\x8a_\x8l_\x8i_\x8b_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x83_\x8-_\x8c_\x8l_\x8a_\x8s_\x8s_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n | 349 | _\x8P_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y_\x8·_\x8C_\x8a_\x8l_\x8i_\x8b_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x83_\x8-_\x8c_\x8l_\x8a_\x8s_\x8s_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n |
| 350 | Probability·Calibration·for·3-class·classification | 350 | Probability·Calibration·for·3-class·classification |
| 351 | _\x8P_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y_\x8·_\x8c_\x8a_\x8l_\x8i_\x8b_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r_\x8s | 351 | _\x8P_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y_\x8·_\x8c_\x8a_\x8l_\x8i_\x8b_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r_\x8s |
| 352 | Probability·calibration·of·classifiers | 352 | Probability·calibration·of·classifiers |
| 353 | ©·2007·-·202 | 353 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 508 | </div></div><div·class="clearer"></div></section> | 508 | </div></div><div·class="clearer"></div></section> |
| 509 | </section> | 509 | </section> |
| 510 | ······</div> | 510 | ······</div> |
| 511 | ····<div·class="container"> | 511 | ····<div·class="container"> |
| 512 | ······<footer·class="sk-content-footer"> | 512 | ······<footer·class="sk-content-footer"> |
| 513 | ············©·2007·-·202 | 513 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 514 | ··········<a·href="../../_sources/modules/generated/sklearn.calibration.CalibrationDisplay.rst.txt"·rel="nofollow">Show·this·page·source</a> | 514 | ··········<a·href="../../_sources/modules/generated/sklearn.calibration.CalibrationDisplay.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 515 | ······</footer> | 515 | ······</footer> |
| 516 | ····</div> | 516 | ····</div> |
| 517 | ··</div> | 517 | ··</div> |
| 518 | </div> | 518 | </div> |
| 519 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 519 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 250 | ························Object·that·stores·computed·values. | 250 | ························Object·that·stores·computed·values. |
| 251 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8ca\x8al\x8li\x8ib\x8br\x8ra\x8at\x8ti\x8io\x8on\x8n.\x8.C\x8Ca\x8al\x8li\x8ib\x8br\x8ra\x8at\x8ti\x8io\x8on\x8nD\x8Di\x8is\x8sp\x8pl\x8la\x8ay\x8y.\x8.f\x8fr\x8ro\x8om\x8m_\x8_e\x8es\x8st\x8ti\x8im\x8ma\x8at\x8to\x8or\x8r_\x8?\x8¶ | 251 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8ca\x8al\x8li\x8ib\x8br\x8ra\x8at\x8ti\x8io\x8on\x8n.\x8.C\x8Ca\x8al\x8li\x8ib\x8br\x8ra\x8at\x8ti\x8io\x8on\x8nD\x8Di\x8is\x8sp\x8pl\x8la\x8ay\x8y.\x8.f\x8fr\x8ro\x8om\x8m_\x8_e\x8es\x8st\x8ti\x8im\x8ma\x8at\x8to\x8or\x8r_\x8?\x8¶ |
| 252 | *\x8**\x8**\x8**\x8**\x8* | 252 | *\x8**\x8**\x8**\x8**\x8* |
| 253 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8C_\x8a_\x8l_\x8i_\x8b_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r_\x8s | 253 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8C_\x8a_\x8l_\x8i_\x8b_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r_\x8s |
| 254 | Comparison·of·Calibration·of·Classifiers | 254 | Comparison·of·Calibration·of·Classifiers |
| 255 | _\x8P_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y_\x8·_\x8C_\x8a_\x8l_\x8i_\x8b_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8c_\x8u_\x8r_\x8v_\x8e_\x8s | 255 | _\x8P_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y_\x8·_\x8C_\x8a_\x8l_\x8i_\x8b_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8c_\x8u_\x8r_\x8v_\x8e_\x8s |
| 256 | Probability·Calibration·curves | 256 | Probability·Calibration·curves |
| 257 | ©·2007·-·202 | 257 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 255 | <div·class="clearer"></div></section> | 255 | <div·class="clearer"></div></section> |
| 256 | ······</div> | 256 | ······</div> |
| 257 | ····<div·class="container"> | 257 | ····<div·class="container"> |
| 258 | ······<footer·class="sk-content-footer"> | 258 | ······<footer·class="sk-content-footer"> |
| 259 | ············©·2007·-·202 | 259 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 260 | ··········<a·href="../../_sources/modules/generated/sklearn.calibration.calibration_curve.rst.txt"·rel="nofollow">Show·this·page·source</a> | 260 | ··········<a·href="../../_sources/modules/generated/sklearn.calibration.calibration_curve.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 261 | ······</footer> | 261 | ······</footer> |
| 262 | ····</div> | 262 | ····</div> |
| 263 | ··</div> | 263 | ··</div> |
| 264 | </div> | 264 | </div> |
| 265 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 265 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 74 | ······>>>·y_true·=·np.array([0,·0,·0,·0,·1,·1,·1,·1,·1]) | 74 | ······>>>·y_true·=·np.array([0,·0,·0,·0,·1,·1,·1,·1,·1]) |
| 75 | ······>>>·y_pred·=·np.array([0.1,·0.2,·0.3,·0.4,·0.65,·0.7,·0.8,·0.9,··1.]) | 75 | ······>>>·y_pred·=·np.array([0.1,·0.2,·0.3,·0.4,·0.65,·0.7,·0.8,·0.9,··1.]) |
| 76 | ······>>>·prob_true,·prob_pred·=·calibration_curve(y_true,·y_pred,·n_bins=3) | 76 | ······>>>·prob_true,·prob_pred·=·calibration_curve(y_true,·y_pred,·n_bins=3) |
| 77 | ······>>>·prob_true | 77 | ······>>>·prob_true |
| 78 | ······array([0.·,·0.5,·1.·]) | 78 | ······array([0.·,·0.5,·1.·]) |
| 79 | ······>>>·prob_pred | 79 | ······>>>·prob_pred |
| 80 | ······array([0.2··,·0.525,·0.85·]) | 80 | ······array([0.2··,·0.525,·0.85·]) |
| 81 | ©·2007·-·202 | 81 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 489 | </div></div><div·class="clearer"></div></section> | 489 | </div></div><div·class="clearer"></div></section> |
| 490 | </section> | 490 | </section> |
| 491 | ······</div> | 491 | ······</div> |
| 492 | ····<div·class="container"> | 492 | ····<div·class="container"> |
| 493 | ······<footer·class="sk-content-footer"> | 493 | ······<footer·class="sk-content-footer"> |
| 494 | ············©·2007·-·202 | 494 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 495 | ··········<a·href="../../_sources/modules/generated/sklearn.cluster.AffinityPropagation.rst.txt"·rel="nofollow">Show·this·page·source</a> | 495 | ··········<a·href="../../_sources/modules/generated/sklearn.cluster.AffinityPropagation.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 496 | ······</footer> | 496 | ······</footer> |
| 497 | ····</div> | 497 | ····</div> |
| 498 | ··</div> | 498 | ··</div> |
| 499 | </div> | 499 | </div> |
| 500 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 500 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 221 | ····················s\x8se\x8el\x8lf\x8festimator·instance | 221 | ····················s\x8se\x8el\x8lf\x8festimator·instance |
| 222 | ························Estimator·instance. | 222 | ························Estimator·instance. |
| 223 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8cl\x8lu\x8us\x8st\x8te\x8er\x8r.\x8.A\x8Af\x8ff\x8fi\x8in\x8ni\x8it\x8ty\x8yP\x8Pr\x8ro\x8op\x8pa\x8ag\x8ga\x8at\x8ti\x8io\x8on\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 223 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8cl\x8lu\x8us\x8st\x8te\x8er\x8r.\x8.A\x8Af\x8ff\x8fi\x8in\x8ni\x8it\x8ty\x8yP\x8Pr\x8ro\x8op\x8pa\x8ag\x8ga\x8at\x8ti\x8io\x8on\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 224 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m_\x8s_\x8·_\x8o_\x8n_\x8·_\x8t_\x8o_\x8y_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8s | 224 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m_\x8s_\x8·_\x8o_\x8n_\x8·_\x8t_\x8o_\x8y_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8s |
| 225 | Comparing·different·clustering·algorithms·on·toy·datasets | 225 | Comparing·different·clustering·algorithms·on·toy·datasets |
| 226 | _\x8D_\x8e_\x8m_\x8o_\x8·_\x8o_\x8f_\x8·_\x8a_\x8f_\x8f_\x8i_\x8n_\x8i_\x8t_\x8y_\x8·_\x8p_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m | 226 | _\x8D_\x8e_\x8m_\x8o_\x8·_\x8o_\x8f_\x8·_\x8a_\x8f_\x8f_\x8i_\x8n_\x8i_\x8t_\x8y_\x8·_\x8p_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m |
| 227 | Demo·of·affinity·propagation·clustering·algorithm | 227 | Demo·of·affinity·propagation·clustering·algorithm |
| 228 | ©·2007·-·202 | 228 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 502 | </div></div><div·class="clearer"></div></section> | 502 | </div></div><div·class="clearer"></div></section> |
| 503 | </section> | 503 | </section> |
| 504 | ······</div> | 504 | ······</div> |
| 505 | ····<div·class="container"> | 505 | ····<div·class="container"> |
| 506 | ······<footer·class="sk-content-footer"> | 506 | ······<footer·class="sk-content-footer"> |
| 507 | ············©·2007·-·202 | 507 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 508 | ··········<a·href="../../_sources/modules/generated/sklearn.cluster.AgglomerativeClustering.rst.txt"·rel="nofollow">Show·this·page·source</a> | 508 | ··········<a·href="../../_sources/modules/generated/sklearn.cluster.AgglomerativeClustering.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 509 | ······</footer> | 509 | ······</footer> |
| 510 | ····</div> | 510 | ····</div> |
| 511 | ··</div> | 511 | ··</div> |
| 512 | </div> | 512 | </div> |
| 513 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 513 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 229 | Hierarchical·clustering:·structured·vs·unstructured·ward | 229 | Hierarchical·clustering:·structured·vs·unstructured·ward |
| 230 | _\x8I_\x8n_\x8d_\x8u_\x8c_\x8t_\x8i_\x8v_\x8e_\x8·_\x8C_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g | 230 | _\x8I_\x8n_\x8d_\x8u_\x8c_\x8t_\x8i_\x8v_\x8e_\x8·_\x8C_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g |
| 231 | Inductive·Clustering | 231 | Inductive·Clustering |
| 232 | _\x8P_\x8l_\x8o_\x8t_\x8·_\x8H_\x8i_\x8e_\x8r_\x8a_\x8r_\x8c_\x8h_\x8i_\x8c_\x8a_\x8l_\x8·_\x8C_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8D_\x8e_\x8n_\x8d_\x8r_\x8o_\x8g_\x8r_\x8a_\x8m | 232 | _\x8P_\x8l_\x8o_\x8t_\x8·_\x8H_\x8i_\x8e_\x8r_\x8a_\x8r_\x8c_\x8h_\x8i_\x8c_\x8a_\x8l_\x8·_\x8C_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8D_\x8e_\x8n_\x8d_\x8r_\x8o_\x8g_\x8r_\x8a_\x8m |
| 233 | Plot·Hierarchical·Clustering·Dendrogram | 233 | Plot·Hierarchical·Clustering·Dendrogram |
| 234 | _\x8V_\x8a_\x8r_\x8i_\x8o_\x8u_\x8s_\x8·_\x8A_\x8g_\x8g_\x8l_\x8o_\x8m_\x8e_\x8r_\x8a_\x8t_\x8i_\x8v_\x8e_\x8·_\x8C_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8o_\x8n_\x8·_\x8a_\x8·_\x82_\x8D_\x8·_\x8e_\x8m_\x8b_\x8e_\x8d_\x8d_\x8i_\x8n_\x8g_\x8·_\x8o_\x8f_\x8·_\x8d_\x8i_\x8g_\x8i_\x8t_\x8s | 234 | _\x8V_\x8a_\x8r_\x8i_\x8o_\x8u_\x8s_\x8·_\x8A_\x8g_\x8g_\x8l_\x8o_\x8m_\x8e_\x8r_\x8a_\x8t_\x8i_\x8v_\x8e_\x8·_\x8C_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8o_\x8n_\x8·_\x8a_\x8·_\x82_\x8D_\x8·_\x8e_\x8m_\x8b_\x8e_\x8d_\x8d_\x8i_\x8n_\x8g_\x8·_\x8o_\x8f_\x8·_\x8d_\x8i_\x8g_\x8i_\x8t_\x8s |
| 235 | Various·Agglomerative·Clustering·on·a·2D·embedding·of·digits | 235 | Various·Agglomerative·Clustering·on·a·2D·embedding·of·digits |
| 236 | ©·2007·-·202 | 236 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 625 | </div></div><div·class="clearer"></div></section> | 625 | </div></div><div·class="clearer"></div></section> |
| 626 | </section> | 626 | </section> |
| 627 | ······</div> | 627 | ······</div> |
| 628 | ····<div·class="container"> | 628 | ····<div·class="container"> |
| 629 | ······<footer·class="sk-content-footer"> | 629 | ······<footer·class="sk-content-footer"> |
| 630 | ············©·2007·-·202 | 630 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 631 | ··········<a·href="../../_sources/modules/generated/sklearn.cluster.Birch.rst.txt"·rel="nofollow">Show·this·page·source</a> | 631 | ··········<a·href="../../_sources/modules/generated/sklearn.cluster.Birch.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 632 | ······</footer> | 632 | ······</footer> |
| 633 | ····</div> | 633 | ····</div> |
| 634 | ··</div> | 634 | ··</div> |
| 635 | </div> | 635 | </div> |
| 636 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 636 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 279 | ····················n_clusters) | 279 | ····················n_clusters) |
| 280 | ························Transformed·data. | 280 | ························Transformed·data. |
| 281 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8cl\x8lu\x8us\x8st\x8te\x8er\x8r.\x8.B\x8Bi\x8ir\x8rc\x8ch\x8h_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 281 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8cl\x8lu\x8us\x8st\x8te\x8er\x8r.\x8.B\x8Bi\x8ir\x8rc\x8ch\x8h_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 282 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8·_\x8B_\x8I_\x8R_\x8C_\x8H_\x8·_\x8a_\x8n_\x8d_\x8·_\x8M_\x8i_\x8n_\x8i_\x8B_\x8a_\x8t_\x8c_\x8h_\x8K_\x8M_\x8e_\x8a_\x8n_\x8s | 282 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8·_\x8B_\x8I_\x8R_\x8C_\x8H_\x8·_\x8a_\x8n_\x8d_\x8·_\x8M_\x8i_\x8n_\x8i_\x8B_\x8a_\x8t_\x8c_\x8h_\x8K_\x8M_\x8e_\x8a_\x8n_\x8s |
| 283 | Compare·BIRCH·and·MiniBatchKMeans | 283 | Compare·BIRCH·and·MiniBatchKMeans |
| 284 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m_\x8s_\x8·_\x8o_\x8n_\x8·_\x8t_\x8o_\x8y_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8s | 284 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m_\x8s_\x8·_\x8o_\x8n_\x8·_\x8t_\x8o_\x8y_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8s |
| 285 | Comparing·different·clustering·algorithms·on·toy·datasets | 285 | Comparing·different·clustering·algorithms·on·toy·datasets |
| 286 | ©·2007·-·202 | 286 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 803 | ············©·2007·-·202 | 803 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 804 | ··········<a·href="../../_sources/modules/generated/sklearn.cluster.BisectingKMeans.rst.txt"·rel="nofollow">Show·this·page·source</a> | 804 | ··········<a·href="../../_sources/modules/generated/sklearn.cluster.BisectingKMeans.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 425 | ····················X\x8X_\x8_n\x8ne\x8ew\x8wndarray·of·shape·(n_samples,·n_clusters) | 425 | ····················X\x8X_\x8_n\x8ne\x8ew\x8wndarray·of·shape·(n_samples,·n_clusters) |
| 426 | ························X·transformed·in·the·new·space. | 426 | ························X·transformed·in·the·new·space. |
| 427 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8cl\x8lu\x8us\x8st\x8te\x8er\x8r.\x8.B\x8Bi\x8is\x8se\x8ec\x8ct\x8ti\x8in\x8ng\x8gK\x8KM\x8Me\x8ea\x8an\x8ns\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 427 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8cl\x8lu\x8us\x8st\x8te\x8er\x8r.\x8.B\x8Bi\x8is\x8se\x8ec\x8ct\x8ti\x8in\x8ng\x8gK\x8KM\x8Me\x8ea\x8an\x8ns\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 428 | _\x8R_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8·_\x8H_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n_\x8·_\x81_\x8._\x81 | 428 | _\x8R_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8·_\x8H_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n_\x8·_\x81_\x8._\x81 |
| 429 | Release·Highlights·for·scikit-learn·1.1 | 429 | Release·Highlights·for·scikit-learn·1.1 |
| 430 | _\x8B_\x8i_\x8s_\x8e_\x8c_\x8t_\x8i_\x8n_\x8g_\x8·_\x8K_\x8-_\x8M_\x8e_\x8a_\x8n_\x8s_\x8·_\x8a_\x8n_\x8d_\x8·_\x8R_\x8e_\x8g_\x8u_\x8l_\x8a_\x8r_\x8·_\x8K_\x8-_\x8M_\x8e_\x8a_\x8n_\x8s_\x8·_\x8P_\x8e_\x8r_\x8f_\x8o_\x8r_\x8m_\x8a_\x8n_\x8c_\x8e_\x8·_\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n | 430 | _\x8B_\x8i_\x8s_\x8e_\x8c_\x8t_\x8i_\x8n_\x8g_\x8·_\x8K_\x8-_\x8M_\x8e_\x8a_\x8n_\x8s_\x8·_\x8a_\x8n_\x8d_\x8·_\x8R_\x8e_\x8g_\x8u_\x8l_\x8a_\x8r_\x8·_\x8K_\x8-_\x8M_\x8e_\x8a_\x8n_\x8s_\x8·_\x8P_\x8e_\x8r_\x8f_\x8o_\x8r_\x8m_\x8a_\x8n_\x8c_\x8e_\x8·_\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n |
| 431 | Bisecting·K-Means·and·Regular·K-Means·Performance·Comparison | 431 | Bisecting·K-Means·and·Regular·K-Means·Performance·Comparison |
| 432 | ©·2007·-·202 | 432 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 533 | ············©·2007·-·202 | 533 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 534 | ··········<a·href="../../_sources/modules/generated/sklearn.cluster.DBSCAN.rst.txt"·rel="nofollow">Show·this·page·source</a> | 534 | ··········<a·href="../../_sources/modules/generated/sklearn.cluster.DBSCAN.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 255 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m_\x8s_\x8·_\x8o_\x8n_\x8·_\x8t_\x8o_\x8y_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8s | 255 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m_\x8s_\x8·_\x8o_\x8n_\x8·_\x8t_\x8o_\x8y_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8s |
| 256 | Comparing·different·clustering·algorithms·on·toy·datasets | 256 | Comparing·different·clustering·algorithms·on·toy·datasets |
| 257 | _\x8D_\x8e_\x8m_\x8o_\x8·_\x8o_\x8f_\x8·_\x8D_\x8B_\x8S_\x8C_\x8A_\x8N_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m | 257 | _\x8D_\x8e_\x8m_\x8o_\x8·_\x8o_\x8f_\x8·_\x8D_\x8B_\x8S_\x8C_\x8A_\x8N_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m |
| 258 | Demo·of·DBSCAN·clustering·algorithm | 258 | Demo·of·DBSCAN·clustering·algorithm |
| 259 | _\x8D_\x8e_\x8m_\x8o_\x8·_\x8o_\x8f_\x8·_\x8H_\x8D_\x8B_\x8S_\x8C_\x8A_\x8N_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m | 259 | _\x8D_\x8e_\x8m_\x8o_\x8·_\x8o_\x8f_\x8·_\x8H_\x8D_\x8B_\x8S_\x8C_\x8A_\x8N_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m |
| 260 | Demo·of·HDBSCAN·clustering·algorithm | 260 | Demo·of·HDBSCAN·clustering·algorithm |
| 261 | ©·2007·-·202 | 261 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 613 | ············©·2007·-·202 | 613 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 614 | ··········<a·href="../../_sources/modules/generated/sklearn.cluster.FeatureAgglomeration.rst.txt"·rel="nofollow">Show·this·page·source</a> | 614 | ··········<a·href="../../_sources/modules/generated/sklearn.cluster.FeatureAgglomeration.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 617 | ··</div> | 617 | ··</div> |
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| 284 | ····················Y\x8Yndarray·of·shape·(n_samples,·n_clusters)·or·(n_clusters,) | 284 | ····················Y\x8Yndarray·of·shape·(n_samples,·n_clusters)·or·(n_clusters,) |
| 285 | ························The·pooled·values·for·each·feature·cluster. | 285 | ························The·pooled·values·for·each·feature·cluster. |
| 286 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8cl\x8lu\x8us\x8st\x8te\x8er\x8r.\x8.F\x8Fe\x8ea\x8at\x8tu\x8ur\x8re\x8eA\x8Ag\x8gg\x8gl\x8lo\x8om\x8me\x8er\x8ra\x8at\x8ti\x8io\x8on\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 286 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8cl\x8lu\x8us\x8st\x8te\x8er\x8r.\x8.F\x8Fe\x8ea\x8at\x8tu\x8ur\x8re\x8eA\x8Ag\x8gg\x8gl\x8lo\x8om\x8me\x8er\x8ra\x8at\x8ti\x8io\x8on\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 287 | _\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8a_\x8g_\x8g_\x8l_\x8o_\x8m_\x8e_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n | 287 | _\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8a_\x8g_\x8g_\x8l_\x8o_\x8m_\x8e_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n |
| 288 | Feature·agglomeration | 288 | Feature·agglomeration |
| 289 | _\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8a_\x8g_\x8g_\x8l_\x8o_\x8m_\x8e_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8v_\x8s_\x8._\x8·_\x8u_\x8n_\x8i_\x8v_\x8a_\x8r_\x8i_\x8a_\x8t_\x8e_\x8·_\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n | 289 | _\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8a_\x8g_\x8g_\x8l_\x8o_\x8m_\x8e_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8v_\x8s_\x8._\x8·_\x8u_\x8n_\x8i_\x8v_\x8a_\x8r_\x8i_\x8a_\x8t_\x8e_\x8·_\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n |
| 290 | Feature·agglomeration·vs.·univariate·selection | 290 | Feature·agglomeration·vs.·univariate·selection |
| 291 | ©·2007·-·202 | 291 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 602 | ············©·2007·-·202 | 602 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 603 | ··········<a·href="../../_sources/modules/generated/sklearn.cluster.HDBSCAN.rst.txt"·rel="nofollow">Show·this·page·source</a> | 603 | ··········<a·href="../../_sources/modules/generated/sklearn.cluster.HDBSCAN.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 316 | Release·Highlights·for·scikit-learn·1.3 | 316 | Release·Highlights·for·scikit-learn·1.3 |
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| 318 | Comparing·different·clustering·algorithms·on·toy·datasets | 318 | Comparing·different·clustering·algorithms·on·toy·datasets |
| 319 | _\x8D_\x8e_\x8m_\x8o_\x8·_\x8o_\x8f_\x8·_\x8H_\x8D_\x8B_\x8S_\x8C_\x8A_\x8N_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m | 319 | _\x8D_\x8e_\x8m_\x8o_\x8·_\x8o_\x8f_\x8·_\x8H_\x8D_\x8B_\x8S_\x8C_\x8A_\x8N_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m |
| 320 | Demo·of·HDBSCAN·clustering·algorithm | 320 | Demo·of·HDBSCAN·clustering·algorithm |
| 321 | ©·2007·-·202 | 321 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 479 | _\x8K_\x8-_\x8m_\x8e_\x8a_\x8n_\x8s_\x8·_\x8C_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g | 479 | _\x8K_\x8-_\x8m_\x8e_\x8a_\x8n_\x8s_\x8·_\x8C_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g |
| 480 | K-means·Clustering | 480 | K-means·Clustering |
| 481 | _\x8S_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8n_\x8u_\x8m_\x8b_\x8e_\x8r_\x8·_\x8o_\x8f_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8s_\x8i_\x8l_\x8h_\x8o_\x8u_\x8e_\x8t_\x8t_\x8e_\x8·_\x8a_\x8n_\x8a_\x8l_\x8y_\x8s_\x8i_\x8s_\x8·_\x8o_\x8n_\x8·_\x8K_\x8M_\x8e_\x8a_\x8n_\x8s_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g | 481 | _\x8S_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8n_\x8u_\x8m_\x8b_\x8e_\x8r_\x8·_\x8o_\x8f_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8s_\x8i_\x8l_\x8h_\x8o_\x8u_\x8e_\x8t_\x8t_\x8e_\x8·_\x8a_\x8n_\x8a_\x8l_\x8y_\x8s_\x8i_\x8s_\x8·_\x8o_\x8n_\x8·_\x8K_\x8M_\x8e_\x8a_\x8n_\x8s_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g |
| 482 | Selecting·the·number·of·clusters·with·silhouette·analysis·on·KMeans·clustering | 482 | Selecting·the·number·of·clusters·with·silhouette·analysis·on·KMeans·clustering |
| 483 | _\x8C_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8k_\x8-_\x8m_\x8e_\x8a_\x8n_\x8s | 483 | _\x8C_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8k_\x8-_\x8m_\x8e_\x8a_\x8n_\x8s |
| 484 | Clustering·text·documents·using·k-means | 484 | Clustering·text·documents·using·k-means |
| 485 | ©·2007·-·202 | 485 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 493 | ············©·2007·-·202 | 493 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 494 | ··········<a·href="../../_sources/modules/generated/sklearn.cluster.MeanShift.rst.txt"·rel="nofollow">Show·this·page·source</a> | 494 | ··········<a·href="../../_sources/modules/generated/sklearn.cluster.MeanShift.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 203 | ························Estimator·instance. | 203 | ························Estimator·instance. |
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| 205 | _\x8A_\x8·_\x8d_\x8e_\x8m_\x8o_\x8·_\x8o_\x8f_\x8·_\x8t_\x8h_\x8e_\x8·_\x8m_\x8e_\x8a_\x8n_\x8-_\x8s_\x8h_\x8i_\x8f_\x8t_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m | 205 | _\x8A_\x8·_\x8d_\x8e_\x8m_\x8o_\x8·_\x8o_\x8f_\x8·_\x8t_\x8h_\x8e_\x8·_\x8m_\x8e_\x8a_\x8n_\x8-_\x8s_\x8h_\x8i_\x8f_\x8t_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m |
| 206 | A·demo·of·the·mean-shift·clustering·algorithm | 206 | A·demo·of·the·mean-shift·clustering·algorithm |
| 207 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m_\x8s_\x8·_\x8o_\x8n_\x8·_\x8t_\x8o_\x8y_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8s | 207 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m_\x8s_\x8·_\x8o_\x8n_\x8·_\x8t_\x8o_\x8y_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8s |
| 208 | Comparing·different·clustering·algorithms·on·toy·datasets | 208 | Comparing·different·clustering·algorithms·on·toy·datasets |
| 209 | ©·2007·-·202 | 209 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 544 | _\x8O_\x8n_\x8l_\x8i_\x8n_\x8e_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8o_\x8f_\x8·_\x8a_\x8·_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8a_\x8r_\x8y_\x8·_\x8o_\x8f_\x8·_\x8p_\x8a_\x8r_\x8t_\x8s_\x8·_\x8o_\x8f_\x8·_\x8f_\x8a_\x8c_\x8e_\x8s | 544 | _\x8O_\x8n_\x8l_\x8i_\x8n_\x8e_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8o_\x8f_\x8·_\x8a_\x8·_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8a_\x8r_\x8y_\x8·_\x8o_\x8f_\x8·_\x8p_\x8a_\x8r_\x8t_\x8s_\x8·_\x8o_\x8f_\x8·_\x8f_\x8a_\x8c_\x8e_\x8s |
| 545 | Online·learning·of·a·dictionary·of·parts·of·faces | 545 | Online·learning·of·a·dictionary·of·parts·of·faces |
| 546 | _\x8F_\x8a_\x8c_\x8e_\x8s_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8·_\x8d_\x8e_\x8c_\x8o_\x8m_\x8p_\x8o_\x8s_\x8i_\x8t_\x8i_\x8o_\x8n_\x8s | 546 | _\x8F_\x8a_\x8c_\x8e_\x8s_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8·_\x8d_\x8e_\x8c_\x8o_\x8m_\x8p_\x8o_\x8s_\x8i_\x8t_\x8i_\x8o_\x8n_\x8s |
| 547 | Faces·dataset·decompositions | 547 | Faces·dataset·decompositions |
| 548 | _\x8C_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8k_\x8-_\x8m_\x8e_\x8a_\x8n_\x8s | 548 | _\x8C_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8k_\x8-_\x8m_\x8e_\x8a_\x8n_\x8s |
| 549 | Clustering·text·documents·using·k-means | 549 | Clustering·text·documents·using·k-means |
| 550 | ©·2007·-·202 | 550 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 546 | ············©·2007·-·202 | 546 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 547 | ··········<a·href="../../_sources/modules/generated/sklearn.cluster.OPTICS.rst.txt"·rel="nofollow">Show·this·page·source</a> | 547 | ··········<a·href="../../_sources/modules/generated/sklearn.cluster.OPTICS.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 270 | ························Estimator·instance. | 270 | ························Estimator·instance. |
| 271 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8cl\x8lu\x8us\x8st\x8te\x8er\x8r.\x8.O\x8OP\x8PT\x8TI\x8IC\x8CS\x8S_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 271 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8cl\x8lu\x8us\x8st\x8te\x8er\x8r.\x8.O\x8OP\x8PT\x8TI\x8IC\x8CS\x8S_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 272 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m_\x8s_\x8·_\x8o_\x8n_\x8·_\x8t_\x8o_\x8y_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8s | 272 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m_\x8s_\x8·_\x8o_\x8n_\x8·_\x8t_\x8o_\x8y_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8s |
| 273 | Comparing·different·clustering·algorithms·on·toy·datasets | 273 | Comparing·different·clustering·algorithms·on·toy·datasets |
| 274 | _\x8D_\x8e_\x8m_\x8o_\x8·_\x8o_\x8f_\x8·_\x8O_\x8P_\x8T_\x8I_\x8C_\x8S_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m | 274 | _\x8D_\x8e_\x8m_\x8o_\x8·_\x8o_\x8f_\x8·_\x8O_\x8P_\x8T_\x8I_\x8C_\x8S_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m |
| 275 | Demo·of·OPTICS·clustering·algorithm | 275 | Demo·of·OPTICS·clustering·algorithm |
| 276 | ©·2007·-·202 | 276 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 515 | ······</div> | 515 | ······</div> |
| 516 | ····<div·class="container"> | 516 | ····<div·class="container"> |
| 517 | ······<footer·class="sk-content-footer"> | 517 | ······<footer·class="sk-content-footer"> |
| 518 | ············©·2007·-·202 | 518 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 519 | ··········<a·href="../../_sources/modules/generated/sklearn.cluster.SpectralBiclustering.rst.txt"·rel="nofollow">Show·this·page·source</a> | 519 | ··········<a·href="../../_sources/modules/generated/sklearn.cluster.SpectralBiclustering.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 520 | ······</footer> | 520 | ······</footer> |
| 521 | ····</div> | 521 | ····</div> |
| 522 | ··</div> | 522 | ··</div> |
| 523 | </div> | 523 | </div> |
| 524 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 524 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 217 | ························Estimator·parameters. | 217 | ························Estimator·parameters. |
| 218 | ··············Returns: | 218 | ··············Returns: |
| 219 | ····················s\x8se\x8el\x8lf\x8festimator·instance | 219 | ····················s\x8se\x8el\x8lf\x8festimator·instance |
| 220 | ························Estimator·instance. | 220 | ························Estimator·instance. |
| 221 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8cl\x8lu\x8us\x8st\x8te\x8er\x8r.\x8.S\x8Sp\x8pe\x8ec\x8ct\x8tr\x8ra\x8al\x8lB\x8Bi\x8ic\x8cl\x8lu\x8us\x8st\x8te\x8er\x8ri\x8in\x8ng\x8g_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 221 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8cl\x8lu\x8us\x8st\x8te\x8er\x8r.\x8.S\x8Sp\x8pe\x8ec\x8ct\x8tr\x8ra\x8al\x8lB\x8Bi\x8ic\x8cl\x8lu\x8us\x8st\x8te\x8er\x8ri\x8in\x8ng\x8g_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 222 | _\x8A_\x8·_\x8d_\x8e_\x8m_\x8o_\x8·_\x8o_\x8f_\x8·_\x8t_\x8h_\x8e_\x8·_\x8S_\x8p_\x8e_\x8c_\x8t_\x8r_\x8a_\x8l_\x8·_\x8B_\x8i_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m | 222 | _\x8A_\x8·_\x8d_\x8e_\x8m_\x8o_\x8·_\x8o_\x8f_\x8·_\x8t_\x8h_\x8e_\x8·_\x8S_\x8p_\x8e_\x8c_\x8t_\x8r_\x8a_\x8l_\x8·_\x8B_\x8i_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m |
| 223 | A·demo·of·the·Spectral·Biclustering·algorithm | 223 | A·demo·of·the·Spectral·Biclustering·algorithm |
| 224 | ©·2007·-·202 | 224 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 566 | </section> | 566 | </section> |
| 567 | ······</div> | 567 | ······</div> |
| 568 | ····<div·class="container"> | 568 | ····<div·class="container"> |
| 569 | ······<footer·class="sk-content-footer"> | 569 | ······<footer·class="sk-content-footer"> |
| 570 | ············©·2007·-·202 | 570 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 571 | ··········<a·href="../../_sources/modules/generated/sklearn.cluster.SpectralClustering.rst.txt"·rel="nofollow">Show·this·page·source</a> | 571 | ··········<a·href="../../_sources/modules/generated/sklearn.cluster.SpectralClustering.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 572 | ······</footer> | 572 | ······</footer> |
| 573 | ····</div> | 573 | ····</div> |
| 574 | ··</div> | 574 | ··</div> |
| 575 | </div> | 575 | </div> |
| 576 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 576 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 280 | ························Estimator·parameters. | 280 | ························Estimator·parameters. |
| 281 | ··············Returns: | 281 | ··············Returns: |
| 282 | ····················s\x8se\x8el\x8lf\x8festimator·instance | 282 | ····················s\x8se\x8el\x8lf\x8festimator·instance |
| 283 | ························Estimator·instance. | 283 | ························Estimator·instance. |
| 284 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8cl\x8lu\x8us\x8st\x8te\x8er\x8r.\x8.S\x8Sp\x8pe\x8ec\x8ct\x8tr\x8ra\x8al\x8lC\x8Cl\x8lu\x8us\x8st\x8te\x8er\x8ri\x8in\x8ng\x8g_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 284 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8cl\x8lu\x8us\x8st\x8te\x8er\x8r.\x8.S\x8Sp\x8pe\x8ec\x8ct\x8tr\x8ra\x8al\x8lC\x8Cl\x8lu\x8us\x8st\x8te\x8er\x8ri\x8in\x8ng\x8g_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 285 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m_\x8s_\x8·_\x8o_\x8n_\x8·_\x8t_\x8o_\x8y_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8s | 285 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m_\x8s_\x8·_\x8o_\x8n_\x8·_\x8t_\x8o_\x8y_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8s |
| 286 | Comparing·different·clustering·algorithms·on·toy·datasets | 286 | Comparing·different·clustering·algorithms·on·toy·datasets |
| 287 | ©·2007·-·202 | 287 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 502 | </section> | 502 | </section> |
| 503 | ······</div> | 503 | ······</div> |
| 504 | ····<div·class="container"> | 504 | ····<div·class="container"> |
| 505 | ······<footer·class="sk-content-footer"> | 505 | ······<footer·class="sk-content-footer"> |
| 506 | ············©·2007·-·202 | 506 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 507 | ··········<a·href="../../_sources/modules/generated/sklearn.cluster.SpectralCoclustering.rst.txt"·rel="nofollow">Show·this·page·source</a> | 507 | ··········<a·href="../../_sources/modules/generated/sklearn.cluster.SpectralCoclustering.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 508 | ······</footer> | 508 | ······</footer> |
| 509 | ····</div> | 509 | ····</div> |
| 510 | ··</div> | 510 | ··</div> |
| 511 | </div> | 511 | </div> |
| 512 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 512 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 204 | ····················s\x8se\x8el\x8lf\x8festimator·instance | 204 | ····················s\x8se\x8el\x8lf\x8festimator·instance |
| 205 | ························Estimator·instance. | 205 | ························Estimator·instance. |
| 206 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8cl\x8lu\x8us\x8st\x8te\x8er\x8r.\x8.S\x8Sp\x8pe\x8ec\x8ct\x8tr\x8ra\x8al\x8lC\x8Co\x8oc\x8cl\x8lu\x8us\x8st\x8te\x8er\x8ri\x8in\x8ng\x8g_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 206 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8cl\x8lu\x8us\x8st\x8te\x8er\x8r.\x8.S\x8Sp\x8pe\x8ec\x8ct\x8tr\x8ra\x8al\x8lC\x8Co\x8oc\x8cl\x8lu\x8us\x8st\x8te\x8er\x8ri\x8in\x8ng\x8g_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 207 | _\x8A_\x8·_\x8d_\x8e_\x8m_\x8o_\x8·_\x8o_\x8f_\x8·_\x8t_\x8h_\x8e_\x8·_\x8S_\x8p_\x8e_\x8c_\x8t_\x8r_\x8a_\x8l_\x8·_\x8C_\x8o_\x8-_\x8C_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m | 207 | _\x8A_\x8·_\x8d_\x8e_\x8m_\x8o_\x8·_\x8o_\x8f_\x8·_\x8t_\x8h_\x8e_\x8·_\x8S_\x8p_\x8e_\x8c_\x8t_\x8r_\x8a_\x8l_\x8·_\x8C_\x8o_\x8-_\x8C_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m |
| 208 | A·demo·of·the·Spectral·Co-Clustering·algorithm | 208 | A·demo·of·the·Spectral·Co-Clustering·algorithm |
| 209 | _\x8B_\x8i_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8t_\x8h_\x8e_\x8·_\x8S_\x8p_\x8e_\x8c_\x8t_\x8r_\x8a_\x8l_\x8·_\x8C_\x8o_\x8-_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m | 209 | _\x8B_\x8i_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8t_\x8h_\x8e_\x8·_\x8S_\x8p_\x8e_\x8c_\x8t_\x8r_\x8a_\x8l_\x8·_\x8C_\x8o_\x8-_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m |
| 210 | Biclustering·documents·with·the·Spectral·Co-clustering·algorithm | 210 | Biclustering·documents·with·the·Spectral·Co-clustering·algorithm |
| 211 | ©·2007·-·202 | 211 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 284 | </section> | 284 | </section> |
| 285 | ······</div> | 285 | ······</div> |
| 286 | ····<div·class="container"> | 286 | ····<div·class="container"> |
| 287 | ······<footer·class="sk-content-footer"> | 287 | ······<footer·class="sk-content-footer"> |
| 288 | ············©·2007·-·202 | 288 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 289 | ··········<a·href="../../_sources/modules/generated/sklearn.cluster.affinity_propagation.rst.txt"·rel="nofollow">Show·this·page·source</a> | 289 | ··········<a·href="../../_sources/modules/generated/sklearn.cluster.affinity_propagation.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 290 | ······</footer> | 290 | ······</footer> |
| 291 | ····</div> | 291 | ····</div> |
| 292 | ··</div> | 292 | ··</div> |
| 293 | </div> | 293 | </div> |
| 294 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 294 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 102 | ······>>>·cluster_centers_indices | 102 | ······>>>·cluster_centers_indices |
| 103 | ······array([0,·3]) | 103 | ······array([0,·3]) |
| 104 | ······>>>·labels | 104 | ······>>>·labels |
| 105 | ······array([0,·0,·0,·1,·1,·1]) | 105 | ······array([0,·0,·0,·1,·1,·1]) |
| 106 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8cl\x8lu\x8us\x8st\x8te\x8er\x8r.\x8.a\x8af\x8ff\x8fi\x8in\x8ni\x8it\x8ty\x8y_\x8_p\x8pr\x8ro\x8op\x8pa\x8ag\x8ga\x8at\x8ti\x8io\x8on\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 106 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8cl\x8lu\x8us\x8st\x8te\x8er\x8r.\x8.a\x8af\x8ff\x8fi\x8in\x8ni\x8it\x8ty\x8y_\x8_p\x8pr\x8ro\x8op\x8pa\x8ag\x8ga\x8at\x8ti\x8io\x8on\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 107 | _\x8V_\x8i_\x8s_\x8u_\x8a_\x8l_\x8i_\x8z_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8s_\x8t_\x8o_\x8c_\x8k_\x8·_\x8m_\x8a_\x8r_\x8k_\x8e_\x8t_\x8·_\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8u_\x8r_\x8e | 107 | _\x8V_\x8i_\x8s_\x8u_\x8a_\x8l_\x8i_\x8z_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8s_\x8t_\x8o_\x8c_\x8k_\x8·_\x8m_\x8a_\x8r_\x8k_\x8e_\x8t_\x8·_\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8u_\x8r_\x8e |
| 108 | Visualizing·the·stock·market·structure | 108 | Visualizing·the·stock·market·structure |
| 109 | ©·2007·-·202 | 109 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 258 | </div></div><div·class="clearer"></div></section> | 258 | </div></div><div·class="clearer"></div></section> |
| 259 | </section> | 259 | </section> |
| 260 | ······</div> | 260 | ······</div> |
| 261 | ····<div·class="container"> | 261 | ····<div·class="container"> |
| 262 | ······<footer·class="sk-content-footer"> | 262 | ······<footer·class="sk-content-footer"> |
| 263 | ············©·2007·-·202 | 263 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 264 | ··········<a·href="../../_sources/modules/generated/sklearn.cluster.cluster_optics_dbscan.rst.txt"·rel="nofollow">Show·this·page·source</a> | 264 | ··········<a·href="../../_sources/modules/generated/sklearn.cluster.cluster_optics_dbscan.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 265 | ······</footer> | 265 | ······</footer> |
| 266 | ····</div> | 266 | ····</div> |
| 267 | ··</div> | 267 | ··</div> |
| 268 | </div> | 268 | </div> |
| 269 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 269 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 77 | ······...·····eps=eps, | 77 | ······...·····eps=eps, |
| 78 | ······...·) | 78 | ······...·) |
| 79 | ······>>>·labels | 79 | ······>>>·labels |
| 80 | ······array([0,·0,·0,·1,·1,·1]) | 80 | ······array([0,·0,·0,·1,·1,·1]) |
| 81 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8cl\x8lu\x8us\x8st\x8te\x8er\x8r.\x8.c\x8cl\x8lu\x8us\x8st\x8te\x8er\x8r_\x8_o\x8op\x8pt\x8ti\x8ic\x8cs\x8s_\x8_d\x8db\x8bs\x8sc\x8ca\x8an\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 81 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8cl\x8lu\x8us\x8st\x8te\x8er\x8r.\x8.c\x8cl\x8lu\x8us\x8st\x8te\x8er\x8r_\x8_o\x8op\x8pt\x8ti\x8ic\x8cs\x8s_\x8_d\x8db\x8bs\x8sc\x8ca\x8an\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 82 | _\x8D_\x8e_\x8m_\x8o_\x8·_\x8o_\x8f_\x8·_\x8O_\x8P_\x8T_\x8I_\x8C_\x8S_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m | 82 | _\x8D_\x8e_\x8m_\x8o_\x8·_\x8o_\x8f_\x8·_\x8O_\x8P_\x8T_\x8I_\x8C_\x8S_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m |
| 83 | Demo·of·OPTICS·clustering·algorithm | 83 | Demo·of·OPTICS·clustering·algorithm |
| 84 | ©·2007·-·202 | 84 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 270 | <div·class="clearer"></div></section> | 270 | <div·class="clearer"></div></section> |
| 271 | ······</div> | 271 | ······</div> |
| 272 | ····<div·class="container"> | 272 | ····<div·class="container"> |
| 273 | ······<footer·class="sk-content-footer"> | 273 | ······<footer·class="sk-content-footer"> |
| 274 | ············©·2007·-·202 | 274 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 275 | ··········<a·href="../../_sources/modules/generated/sklearn.cluster.cluster_optics_xi.rst.txt"·rel="nofollow">Show·this·page·source</a> | 275 | ··········<a·href="../../_sources/modules/generated/sklearn.cluster.cluster_optics_xi.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 276 | ······</footer> | 276 | ······</footer> |
| 277 | ····</div> | 277 | ····</div> |
| 278 | ··</div> | 278 | ··</div> |
| 279 | </div> | 279 | </div> |
| 280 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 280 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 95 | ······...·) | 95 | ······...·) |
| 96 | ······>>>·labels | 96 | ······>>>·labels |
| 97 | ······array([0,·0,·0,·1,·1,·1]) | 97 | ······array([0,·0,·0,·1,·1,·1]) |
| 98 | ······>>>·clusters | 98 | ······>>>·clusters |
| 99 | ······array([[0,·2], | 99 | ······array([[0,·2], |
| 100 | ·············[3,·5], | 100 | ·············[3,·5], |
| 101 | ·············[0,·5]]) | 101 | ·············[0,·5]]) |
| 102 | ©·2007·-·202 | 102 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 322 | <div·class="clearer"></div></section> | 322 | <div·class="clearer"></div></section> |
| 323 | ······</div> | 323 | ······</div> |
| 324 | ····<div·class="container"> | 324 | ····<div·class="container"> |
| 325 | ······<footer·class="sk-content-footer"> | 325 | ······<footer·class="sk-content-footer"> |
| 326 | ············©·2007·-·202 | 326 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 327 | ··········<a·href="../../_sources/modules/generated/sklearn.cluster.compute_optics_graph.rst.txt"·rel="nofollow">Show·this·page·source</a> | 327 | ··········<a·href="../../_sources/modules/generated/sklearn.cluster.compute_optics_graph.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 328 | ······</footer> | 328 | ······</footer> |
| 329 | ····</div> | 329 | ····</div> |
| 330 | ··</div> | 330 | ··</div> |
| 331 | </div> | 331 | </div> |
| 332 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 332 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 142 | ······array([3.16...,·1.41...,·1.41...,·1.········,·1.········, | 142 | ······array([3.16...,·1.41...,·1.41...,·1.········,·1.········, |
| 143 | ·············4.12...]) | 143 | ·············4.12...]) |
| 144 | ······>>>·reachability | 144 | ······>>>·reachability |
| 145 | ······array([·······inf,·3.16...,·1.41...,·4.12...,·1.········, | 145 | ······array([·······inf,·3.16...,·1.41...,·4.12...,·1.········, |
| 146 | ·············5.········]) | 146 | ·············5.········]) |
| 147 | ······>>>·predecessor | 147 | ······>>>·predecessor |
| 148 | ······array([-1,··0,··1,··5,··3,··2]) | 148 | ······array([-1,··0,··1,··5,··3,··2]) |
| 149 | ©·2007·-·202 | 149 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 251 | </div></div><div·class="clearer"></div></section> | 251 | </div></div><div·class="clearer"></div></section> |
| 252 | </section> | 252 | </section> |
| 253 | ······</div> | 253 | ······</div> |
| 254 | ····<div·class="container"> | 254 | ····<div·class="container"> |
| 255 | ······<footer·class="sk-content-footer"> | 255 | ······<footer·class="sk-content-footer"> |
| 256 | ············©·2007·-·202 | 256 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 257 | ··········<a·href="../../_sources/modules/generated/sklearn.cluster.estimate_bandwidth.rst.txt"·rel="nofollow">Show·this·page·source</a> | 257 | ··········<a·href="../../_sources/modules/generated/sklearn.cluster.estimate_bandwidth.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 258 | ······</footer> | 258 | ······</footer> |
| 259 | ····</div> | 259 | ····</div> |
| 260 | ··</div> | 260 | ··</div> |
| 261 | </div> | 261 | </div> |
| 262 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 262 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 66 | ······>>>·estimate_bandwidth(X,·quantile=0.5) | 66 | ······>>>·estimate_bandwidth(X,·quantile=0.5) |
| 67 | ······1.61... | 67 | ······1.61... |
| 68 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8cl\x8lu\x8us\x8st\x8te\x8er\x8r.\x8.e\x8es\x8st\x8ti\x8im\x8ma\x8at\x8te\x8e_\x8_b\x8ba\x8an\x8nd\x8dw\x8wi\x8id\x8dt\x8th\x8h_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 68 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8cl\x8lu\x8us\x8st\x8te\x8er\x8r.\x8.e\x8es\x8st\x8ti\x8im\x8ma\x8at\x8te\x8e_\x8_b\x8ba\x8an\x8nd\x8dw\x8wi\x8id\x8dt\x8th\x8h_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 69 | _\x8A_\x8·_\x8d_\x8e_\x8m_\x8o_\x8·_\x8o_\x8f_\x8·_\x8t_\x8h_\x8e_\x8·_\x8m_\x8e_\x8a_\x8n_\x8-_\x8s_\x8h_\x8i_\x8f_\x8t_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m | 69 | _\x8A_\x8·_\x8d_\x8e_\x8m_\x8o_\x8·_\x8o_\x8f_\x8·_\x8t_\x8h_\x8e_\x8·_\x8m_\x8e_\x8a_\x8n_\x8-_\x8s_\x8h_\x8i_\x8f_\x8t_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m |
| 70 | A·demo·of·the·mean-shift·clustering·algorithm | 70 | A·demo·of·the·mean-shift·clustering·algorithm |
| 71 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m_\x8s_\x8·_\x8o_\x8n_\x8·_\x8t_\x8o_\x8y_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8s | 71 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m_\x8s_\x8·_\x8o_\x8n_\x8·_\x8t_\x8o_\x8y_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8s |
| 72 | Comparing·different·clustering·algorithms·on·toy·datasets | 72 | Comparing·different·clustering·algorithms·on·toy·datasets |
| 73 | ©·2007·-·202 | 73 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 309 | <div·class="clearer"></div></section> | 309 | <div·class="clearer"></div></section> |
| 310 | ······</div> | 310 | ······</div> |
| 311 | ····<div·class="container"> | 311 | ····<div·class="container"> |
| 312 | ······<footer·class="sk-content-footer"> | 312 | ······<footer·class="sk-content-footer"> |
| 313 | ············©·2007·-·202 | 313 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 314 | ··········<a·href="../../_sources/modules/generated/sklearn.cluster.k_means.rst.txt"·rel="nofollow">Show·this·page·source</a> | 314 | ··········<a·href="../../_sources/modules/generated/sklearn.cluster.k_means.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 315 | ······</footer> | 315 | ······</footer> |
| 316 | ····</div> | 316 | ····</div> |
| 317 | ··</div> | 317 | ··</div> |
| 318 | </div> | 318 | </div> |
| 319 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 319 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 131 | ······>>>·centroid | 131 | ······>>>·centroid |
| 132 | ······array([[10.,··2.], | 132 | ······array([[10.,··2.], |
| 133 | ·············[·1.,··2.]]) | 133 | ·············[·1.,··2.]]) |
| 134 | ······>>>·label | 134 | ······>>>·label |
| 135 | ······array([1,·1,·1,·0,·0,·0],·dtype=int32) | 135 | ······array([1,·1,·1,·0,·0,·0],·dtype=int32) |
| 136 | ······>>>·inertia | 136 | ······>>>·inertia |
| 137 | ······16.0 | 137 | ······16.0 |
| 138 | ©·2007·-·202 | 138 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 267 | </div></div><div·class="clearer"></div></section> | 267 | </div></div><div·class="clearer"></div></section> |
| 268 | </section> | 268 | </section> |
| 269 | ······</div> | 269 | ······</div> |
| 270 | ····<div·class="container"> | 270 | ····<div·class="container"> |
| 271 | ······<footer·class="sk-content-footer"> | 271 | ······<footer·class="sk-content-footer"> |
| 272 | ············©·2007·-·202 | 272 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 273 | ··········<a·href="../../_sources/modules/generated/sklearn.cluster.kmeans_plusplus.rst.txt"·rel="nofollow">Show·this·page·source</a> | 273 | ··········<a·href="../../_sources/modules/generated/sklearn.cluster.kmeans_plusplus.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 274 | ······</footer> | 274 | ······</footer> |
| 275 | ····</div> | 275 | ····</div> |
| 276 | ··</div> | 276 | ··</div> |
| 277 | </div> | 277 | </div> |
| 278 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 278 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 81 | ······array([[10,··2], | 81 | ······array([[10,··2], |
| 82 | ·············[·1,··0]]) | 82 | ·············[·1,··0]]) |
| 83 | ······>>>·indices | 83 | ······>>>·indices |
| 84 | ······array([3,·2]) | 84 | ······array([3,·2]) |
| 85 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8cl\x8lu\x8us\x8st\x8te\x8er\x8r.\x8.k\x8km\x8me\x8ea\x8an\x8ns\x8s_\x8_p\x8pl\x8lu\x8us\x8sp\x8pl\x8lu\x8us\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 85 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8cl\x8lu\x8us\x8st\x8te\x8er\x8r.\x8.k\x8km\x8me\x8ea\x8an\x8ns\x8s_\x8_p\x8pl\x8lu\x8us\x8sp\x8pl\x8lu\x8us\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 86 | _\x8A_\x8n_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8·_\x8o_\x8f_\x8·_\x8K_\x8-_\x8M_\x8e_\x8a_\x8n_\x8s_\x8+_\x8+_\x8·_\x8i_\x8n_\x8i_\x8t_\x8i_\x8a_\x8l_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n | 86 | _\x8A_\x8n_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8·_\x8o_\x8f_\x8·_\x8K_\x8-_\x8M_\x8e_\x8a_\x8n_\x8s_\x8+_\x8+_\x8·_\x8i_\x8n_\x8i_\x8t_\x8i_\x8a_\x8l_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n |
| 87 | An·example·of·K-Means++·initialization | 87 | An·example·of·K-Means++·initialization |
| 88 | ©·2007·-·202 | 88 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 272 | <div·class="clearer"></div></section> | 272 | <div·class="clearer"></div></section> |
| 273 | ······</div> | 273 | ······</div> |
| 274 | ····<div·class="container"> | 274 | ····<div·class="container"> |
| 275 | ······<footer·class="sk-content-footer"> | 275 | ······<footer·class="sk-content-footer"> |
| 276 | ············©·2007·-·202 | 276 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 277 | ··········<a·href="../../_sources/modules/generated/sklearn.cluster.mean_shift.rst.txt"·rel="nofollow">Show·this·page·source</a> | 277 | ··········<a·href="../../_sources/modules/generated/sklearn.cluster.mean_shift.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 278 | ······</footer> | 278 | ······</footer> |
| 279 | ····</div> | 279 | ····</div> |
| 280 | ··</div> | 280 | ··</div> |
| 281 | </div> | 281 | </div> |
| 282 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 282 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 94 | ······...···············[4,·7],·[3,·5],·[3,·6]]) | 94 | ······...···············[4,·7],·[3,·5],·[3,·6]]) |
| 95 | ······>>>·cluster_centers,·labels·=·mean_shift(X,·bandwidth=2) | 95 | ······>>>·cluster_centers,·labels·=·mean_shift(X,·bandwidth=2) |
| 96 | ······>>>·cluster_centers | 96 | ······>>>·cluster_centers |
| 97 | ······array([[3.33...,·6.·····], | 97 | ······array([[3.33...,·6.·····], |
| 98 | ·············[1.33...,·0.66...]]) | 98 | ·············[1.33...,·0.66...]]) |
| 99 | ······>>>·labels | 99 | ······>>>·labels |
| 100 | ······array([1,·1,·1,·0,·0,·0]) | 100 | ······array([1,·1,·1,·0,·0,·0]) |
| 101 | ©·2007·-·202 | 101 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 364 | </div></div><div·class="clearer"></div></section> | 364 | </div></div><div·class="clearer"></div></section> |
| 365 | </section> | 365 | </section> |
| 366 | ······</div> | 366 | ······</div> |
| 367 | ····<div·class="container"> | 367 | ····<div·class="container"> |
| 368 | ······<footer·class="sk-content-footer"> | 368 | ······<footer·class="sk-content-footer"> |
| 369 | ············©·2007·-·202 | 369 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 370 | ··········<a·href="../../_sources/modules/generated/sklearn.cluster.spectral_clustering.rst.txt"·rel="nofollow">Show·this·page·source</a> | 370 | ··········<a·href="../../_sources/modules/generated/sklearn.cluster.spectral_clustering.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 371 | ······</footer> | 371 | ······</footer> |
| 372 | ····</div> | 372 | ····</div> |
| 373 | ··</div> | 373 | ··</div> |
| 374 | </div> | 374 | </div> |
| 375 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 375 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 154 | ······...·) | 154 | ······...·) |
| 155 | ······array([1,·1,·1,·0,·0,·0]) | 155 | ······array([1,·1,·1,·0,·0,·0]) |
| 156 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8cl\x8lu\x8us\x8st\x8te\x8er\x8r.\x8.s\x8sp\x8pe\x8ec\x8ct\x8tr\x8ra\x8al\x8l_\x8_c\x8cl\x8lu\x8us\x8st\x8te\x8er\x8ri\x8in\x8ng\x8g_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 156 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8cl\x8lu\x8us\x8st\x8te\x8er\x8r.\x8.s\x8sp\x8pe\x8ec\x8ct\x8tr\x8ra\x8al\x8l_\x8_c\x8cl\x8lu\x8us\x8st\x8te\x8er\x8ri\x8in\x8ng\x8g_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 157 | _\x8S_\x8e_\x8g_\x8m_\x8e_\x8n_\x8t_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8p_\x8i_\x8c_\x8t_\x8u_\x8r_\x8e_\x8·_\x8o_\x8f_\x8·_\x8g_\x8r_\x8e_\x8e_\x8k_\x8·_\x8c_\x8o_\x8i_\x8n_\x8s_\x8·_\x8i_\x8n_\x8·_\x8r_\x8e_\x8g_\x8i_\x8o_\x8n_\x8s | 157 | _\x8S_\x8e_\x8g_\x8m_\x8e_\x8n_\x8t_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8p_\x8i_\x8c_\x8t_\x8u_\x8r_\x8e_\x8·_\x8o_\x8f_\x8·_\x8g_\x8r_\x8e_\x8e_\x8k_\x8·_\x8c_\x8o_\x8i_\x8n_\x8s_\x8·_\x8i_\x8n_\x8·_\x8r_\x8e_\x8g_\x8i_\x8o_\x8n_\x8s |
| 158 | Segmenting·the·picture·of·greek·coins·in·regions | 158 | Segmenting·the·picture·of·greek·coins·in·regions |
| 159 | _\x8S_\x8p_\x8e_\x8c_\x8t_\x8r_\x8a_\x8l_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8f_\x8o_\x8r_\x8·_\x8i_\x8m_\x8a_\x8g_\x8e_\x8·_\x8s_\x8e_\x8g_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n | 159 | _\x8S_\x8p_\x8e_\x8c_\x8t_\x8r_\x8a_\x8l_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8f_\x8o_\x8r_\x8·_\x8i_\x8m_\x8a_\x8g_\x8e_\x8·_\x8s_\x8e_\x8g_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n |
| 160 | Spectral·clustering·for·image·segmentation | 160 | Spectral·clustering·for·image·segmentation |
| 161 | ©·2007·-·202 | 161 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 283 | <div·class="clearer"></div></section> | 283 | <div·class="clearer"></div></section> |
| 284 | ······</div> | 284 | ······</div> |
| 285 | ····<div·class="container"> | 285 | ····<div·class="container"> |
| 286 | ······<footer·class="sk-content-footer"> | 286 | ······<footer·class="sk-content-footer"> |
| 287 | ············©·2007·-·202 | 287 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 288 | ··········<a·href="../../_sources/modules/generated/sklearn.cluster.ward_tree.rst.txt"·rel="nofollow">Show·this·page·source</a> | 288 | ··········<a·href="../../_sources/modules/generated/sklearn.cluster.ward_tree.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 289 | ······</footer> | 289 | ······</footer> |
| 290 | ····</div> | 290 | ····</div> |
| 291 | ··</div> | 291 | ··</div> |
| 292 | </div> | 292 | </div> |
| 293 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 293 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 103 | ·············[2,·6], | 103 | ·············[2,·6], |
| 104 | ·············[4,·7], | 104 | ·············[4,·7], |
| 105 | ·············[8,·9]]) | 105 | ·············[8,·9]]) |
| 106 | ······>>>·n_connected_components | 106 | ······>>>·n_connected_components |
| 107 | ······1 | 107 | ······1 |
| 108 | ······>>>·n_leaves | 108 | ······>>>·n_leaves |
| 109 | ······6 | 109 | ······6 |
| 110 | ©·2007·-·202 | 110 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 693 | </div></div><div·class="clearer"></div></section> | 693 | </div></div><div·class="clearer"></div></section> |
| 694 | </section> | 694 | </section> |
| 695 | ······</div> | 695 | ······</div> |
| 696 | ····<div·class="container"> | 696 | ····<div·class="container"> |
| 697 | ······<footer·class="sk-content-footer"> | 697 | ······<footer·class="sk-content-footer"> |
| 698 | ············©·2007·-·202 | 698 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 699 | ··········<a·href="../../_sources/modules/generated/sklearn.compose.ColumnTransformer.rst.txt"·rel="nofollow">Show·this·page·source</a> | 699 | ··········<a·href="../../_sources/modules/generated/sklearn.compose.ColumnTransformer.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 700 | ······</footer> | 700 | ······</footer> |
| 701 | ····</div> | 701 | ····</div> |
| 702 | ··</div> | 702 | ··</div> |
| 703 | </div> | 703 | </div> |
| 704 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 704 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 365 | Introducing·the·set_output·API | 365 | Introducing·the·set_output·API |
| 366 | _\x8C_\x8o_\x8l_\x8u_\x8m_\x8n_\x8·_\x8T_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8e_\x8r_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8H_\x8e_\x8t_\x8e_\x8r_\x8o_\x8g_\x8e_\x8n_\x8e_\x8o_\x8u_\x8s_\x8·_\x8D_\x8a_\x8t_\x8a_\x8·_\x8S_\x8o_\x8u_\x8r_\x8c_\x8e_\x8s | 366 | _\x8C_\x8o_\x8l_\x8u_\x8m_\x8n_\x8·_\x8T_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8e_\x8r_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8H_\x8e_\x8t_\x8e_\x8r_\x8o_\x8g_\x8e_\x8n_\x8e_\x8o_\x8u_\x8s_\x8·_\x8D_\x8a_\x8t_\x8a_\x8·_\x8S_\x8o_\x8u_\x8r_\x8c_\x8e_\x8s |
| 367 | Column·Transformer·with·Heterogeneous·Data·Sources | 367 | Column·Transformer·with·Heterogeneous·Data·Sources |
| 368 | _\x8C_\x8o_\x8l_\x8u_\x8m_\x8n_\x8·_\x8T_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8e_\x8r_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8M_\x8i_\x8x_\x8e_\x8d_\x8·_\x8T_\x8y_\x8p_\x8e_\x8s | 368 | _\x8C_\x8o_\x8l_\x8u_\x8m_\x8n_\x8·_\x8T_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8e_\x8r_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8M_\x8i_\x8x_\x8e_\x8d_\x8·_\x8T_\x8y_\x8p_\x8e_\x8s |
| 369 | Column·Transformer·with·Mixed·Types | 369 | Column·Transformer·with·Mixed·Types |
| 370 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8T_\x8a_\x8r_\x8g_\x8e_\x8t_\x8·_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8O_\x8t_\x8h_\x8e_\x8r_\x8·_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8s | 370 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8T_\x8a_\x8r_\x8g_\x8e_\x8t_\x8·_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8O_\x8t_\x8h_\x8e_\x8r_\x8·_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8s |
| 371 | Comparing·Target·Encoder·with·Other·Encoders | 371 | Comparing·Target·Encoder·with·Other·Encoders |
| 372 | ©·2007·-·202 | 372 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 542 | </div></div><div·class="clearer"></div></section> | 542 | </div></div><div·class="clearer"></div></section> |
| 543 | </section> | 543 | </section> |
| 544 | ······</div> | 544 | ······</div> |
| 545 | ····<div·class="container"> | 545 | ····<div·class="container"> |
| 546 | ······<footer·class="sk-content-footer"> | 546 | ······<footer·class="sk-content-footer"> |
| 547 | ············©·2007·-·202 | 547 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 548 | ··········<a·href="../../_sources/modules/generated/sklearn.compose.TransformedTargetRegressor.rst.txt"·rel="nofollow">Show·this·page·source</a> | 548 | ··········<a·href="../../_sources/modules/generated/sklearn.compose.TransformedTargetRegressor.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 549 | ······</footer> | 549 | ······</footer> |
| 550 | ····</div> | 550 | ····</div> |
| 551 | ··</div> | 551 | ··</div> |
| 552 | </div> | 552 | </div> |
| 553 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 553 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 246 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8co\x8om\x8mp\x8po\x8os\x8se\x8e.\x8.T\x8Tr\x8ra\x8an\x8ns\x8sf\x8fo\x8or\x8rm\x8me\x8ed\x8dT\x8Ta\x8ar\x8rg\x8ge\x8et\x8tR\x8Re\x8eg\x8gr\x8re\x8es\x8ss\x8so\x8or\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 246 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8co\x8om\x8mp\x8po\x8os\x8se\x8e.\x8.T\x8Tr\x8ra\x8an\x8ns\x8sf\x8fo\x8or\x8rm\x8me\x8ed\x8dT\x8Ta\x8ar\x8rg\x8ge\x8et\x8tR\x8Re\x8eg\x8gr\x8re\x8es\x8ss\x8so\x8or\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 247 | _\x8P_\x8o_\x8i_\x8s_\x8s_\x8o_\x8n_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8a_\x8n_\x8d_\x8·_\x8n_\x8o_\x8n_\x8-_\x8n_\x8o_\x8r_\x8m_\x8a_\x8l_\x8·_\x8l_\x8o_\x8s_\x8s | 247 | _\x8P_\x8o_\x8i_\x8s_\x8s_\x8o_\x8n_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8a_\x8n_\x8d_\x8·_\x8n_\x8o_\x8n_\x8-_\x8n_\x8o_\x8r_\x8m_\x8a_\x8l_\x8·_\x8l_\x8o_\x8s_\x8s |
| 248 | Poisson·regression·and·non-normal·loss | 248 | Poisson·regression·and·non-normal·loss |
| 249 | _\x8C_\x8o_\x8m_\x8m_\x8o_\x8n_\x8·_\x8p_\x8i_\x8t_\x8f_\x8a_\x8l_\x8l_\x8s_\x8·_\x8i_\x8n_\x8·_\x8t_\x8h_\x8e_\x8·_\x8i_\x8n_\x8t_\x8e_\x8r_\x8p_\x8r_\x8e_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8c_\x8o_\x8e_\x8f_\x8f_\x8i_\x8c_\x8i_\x8e_\x8n_\x8t_\x8s_\x8·_\x8o_\x8f_\x8·_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l_\x8s | 249 | _\x8C_\x8o_\x8m_\x8m_\x8o_\x8n_\x8·_\x8p_\x8i_\x8t_\x8f_\x8a_\x8l_\x8l_\x8s_\x8·_\x8i_\x8n_\x8·_\x8t_\x8h_\x8e_\x8·_\x8i_\x8n_\x8t_\x8e_\x8r_\x8p_\x8r_\x8e_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8c_\x8o_\x8e_\x8f_\x8f_\x8i_\x8c_\x8i_\x8e_\x8n_\x8t_\x8s_\x8·_\x8o_\x8f_\x8·_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l_\x8s |
| 250 | Common·pitfalls·in·the·interpretation·of·coefficients·of·linear·models | 250 | Common·pitfalls·in·the·interpretation·of·coefficients·of·linear·models |
| 251 | _\x8E_\x8f_\x8f_\x8e_\x8c_\x8t_\x8·_\x8o_\x8f_\x8·_\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8t_\x8a_\x8r_\x8g_\x8e_\x8t_\x8s_\x8·_\x8i_\x8n_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l | 251 | _\x8E_\x8f_\x8f_\x8e_\x8c_\x8t_\x8·_\x8o_\x8f_\x8·_\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8t_\x8a_\x8r_\x8g_\x8e_\x8t_\x8s_\x8·_\x8i_\x8n_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l |
| 252 | Effect·of·transforming·the·targets·in·regression·model | 252 | Effect·of·transforming·the·targets·in·regression·model |
| 253 | ©·2007·-·202 | 253 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 273 | </section> | 273 | </section> |
| 274 | ······</div> | 274 | ······</div> |
| 275 | ····<div·class="container"> | 275 | ····<div·class="container"> |
| 276 | ······<footer·class="sk-content-footer"> | 276 | ······<footer·class="sk-content-footer"> |
| 277 | ············©·2007·-·202 | 277 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 278 | ··········<a·href="../../_sources/modules/generated/sklearn.compose.make_column_selector.rst.txt"·rel="nofollow">Show·this·page·source</a> | 278 | ··········<a·href="../../_sources/modules/generated/sklearn.compose.make_column_selector.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 279 | ······</footer> | 279 | ······</footer> |
| 280 | ····</div> | 280 | ····</div> |
| 281 | ··</div> | 281 | ··</div> |
| 282 | </div> | 282 | </div> |
| 283 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 283 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 83 | Categorical·Feature·Support·in·Gradient·Boosting | 83 | Categorical·Feature·Support·in·Gradient·Boosting |
| 84 | _\x8C_\x8o_\x8m_\x8b_\x8i_\x8n_\x8e_\x8·_\x8p_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8o_\x8r_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8s_\x8t_\x8a_\x8c_\x8k_\x8i_\x8n_\x8g | 84 | _\x8C_\x8o_\x8m_\x8b_\x8i_\x8n_\x8e_\x8·_\x8p_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8o_\x8r_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8s_\x8t_\x8a_\x8c_\x8k_\x8i_\x8n_\x8g |
| 85 | Combine·predictors·using·stacking | 85 | Combine·predictors·using·stacking |
| 86 | _\x8E_\x8v_\x8a_\x8l_\x8u_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8·_\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8s | 86 | _\x8E_\x8v_\x8a_\x8l_\x8u_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8·_\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8s |
| 87 | Evaluation·of·outlier·detection·estimators | 87 | Evaluation·of·outlier·detection·estimators |
| 88 | _\x8C_\x8o_\x8l_\x8u_\x8m_\x8n_\x8·_\x8T_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8e_\x8r_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8M_\x8i_\x8x_\x8e_\x8d_\x8·_\x8T_\x8y_\x8p_\x8e_\x8s | 88 | _\x8C_\x8o_\x8l_\x8u_\x8m_\x8n_\x8·_\x8T_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8e_\x8r_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8M_\x8i_\x8x_\x8e_\x8d_\x8·_\x8T_\x8y_\x8p_\x8e_\x8s |
| 89 | Column·Transformer·with·Mixed·Types | 89 | Column·Transformer·with·Mixed·Types |
| 90 | ©·2007·-·202 | 90 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 311 | ······</div> | 311 | ······</div> |
| 312 | ····<div·class="container"> | 312 | ····<div·class="container"> |
| 313 | ······<footer·class="sk-content-footer"> | 313 | ······<footer·class="sk-content-footer"> |
| 314 | ············©·2007·-·202 | 314 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 315 | ··········<a·href="../../_sources/modules/generated/sklearn.compose.make_column_transformer.rst.txt"·rel="nofollow">Show·this·page·source</a> | 315 | ··········<a·href="../../_sources/modules/generated/sklearn.compose.make_column_transformer.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 316 | ······</footer> | 316 | ······</footer> |
| 317 | ····</div> | 317 | ····</div> |
| 318 | ··</div> | 318 | ··</div> |
| 319 | </div> | 319 | </div> |
| 320 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 320 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 118 | Categorical·Feature·Support·in·Gradient·Boosting | 118 | Categorical·Feature·Support·in·Gradient·Boosting |
| 119 | _\x8C_\x8o_\x8m_\x8b_\x8i_\x8n_\x8e_\x8·_\x8p_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8o_\x8r_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8s_\x8t_\x8a_\x8c_\x8k_\x8i_\x8n_\x8g | 119 | _\x8C_\x8o_\x8m_\x8b_\x8i_\x8n_\x8e_\x8·_\x8p_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8o_\x8r_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8s_\x8t_\x8a_\x8c_\x8k_\x8i_\x8n_\x8g |
| 120 | Combine·predictors·using·stacking | 120 | Combine·predictors·using·stacking |
| 121 | _\x8C_\x8o_\x8m_\x8m_\x8o_\x8n_\x8·_\x8p_\x8i_\x8t_\x8f_\x8a_\x8l_\x8l_\x8s_\x8·_\x8i_\x8n_\x8·_\x8t_\x8h_\x8e_\x8·_\x8i_\x8n_\x8t_\x8e_\x8r_\x8p_\x8r_\x8e_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8c_\x8o_\x8e_\x8f_\x8f_\x8i_\x8c_\x8i_\x8e_\x8n_\x8t_\x8s_\x8·_\x8o_\x8f_\x8·_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l_\x8s | 121 | _\x8C_\x8o_\x8m_\x8m_\x8o_\x8n_\x8·_\x8p_\x8i_\x8t_\x8f_\x8a_\x8l_\x8l_\x8s_\x8·_\x8i_\x8n_\x8·_\x8t_\x8h_\x8e_\x8·_\x8i_\x8n_\x8t_\x8e_\x8r_\x8p_\x8r_\x8e_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8c_\x8o_\x8e_\x8f_\x8f_\x8i_\x8c_\x8i_\x8e_\x8n_\x8t_\x8s_\x8·_\x8o_\x8f_\x8·_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l_\x8s |
| 122 | Common·pitfalls·in·the·interpretation·of·coefficients·of·linear·models | 122 | Common·pitfalls·in·the·interpretation·of·coefficients·of·linear·models |
| 123 | _\x8D_\x8i_\x8s_\x8p_\x8l_\x8a_\x8y_\x8i_\x8n_\x8g_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8s_\x8·_\x8a_\x8n_\x8d_\x8·_\x8c_\x8o_\x8m_\x8p_\x8l_\x8e_\x8x_\x8·_\x8p_\x8i_\x8p_\x8e_\x8l_\x8i_\x8n_\x8e_\x8s | 123 | _\x8D_\x8i_\x8s_\x8p_\x8l_\x8a_\x8y_\x8i_\x8n_\x8g_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8s_\x8·_\x8a_\x8n_\x8d_\x8·_\x8c_\x8o_\x8m_\x8p_\x8l_\x8e_\x8x_\x8·_\x8p_\x8i_\x8p_\x8e_\x8l_\x8i_\x8n_\x8e_\x8s |
| 124 | Displaying·estimators·and·complex·pipelines | 124 | Displaying·estimators·and·complex·pipelines |
| 125 | ©·2007·-·202 | 125 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 338 | ······</div> | 338 | ······</div> |
| 339 | ····<div·class="container"> | 339 | ····<div·class="container"> |
| 340 | ······<footer·class="sk-content-footer"> | 340 | ······<footer·class="sk-content-footer"> |
| 341 | ············©·2007·-·202 | 341 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 342 | ··········<a·href="../../_sources/modules/generated/sklearn.config_context.rst.txt"·rel="nofollow">Show·this·page·source</a> | 342 | ··········<a·href="../../_sources/modules/generated/sklearn.config_context.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 344 | ····</div> | 344 | ····</div> |
| 345 | ··</div> | 345 | ··</div> |
| 346 | </div> | 346 | </div> |
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| 133 | ······...·········assert_all_finite([float('nan')]) | 133 | ······...·········assert_all_finite([float('nan')]) |
| 134 | ······Traceback·(most·recent·call·last): | 134 | ······Traceback·(most·recent·call·last): |
| 135 | ······... | 135 | ······... |
| 136 | ······ValueError:·Input·contains·NaN... | 136 | ······ValueError:·Input·contains·NaN... |
| 137 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8co\x8on\x8nf\x8fi\x8ig\x8g_\x8_c\x8co\x8on\x8nt\x8te\x8ex\x8xt\x8t_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 137 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8co\x8on\x8nf\x8fi\x8ig\x8g_\x8_c\x8co\x8on\x8nt\x8te\x8ex\x8xt\x8t_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 138 | _\x8I_\x8n_\x8t_\x8r_\x8o_\x8d_\x8u_\x8c_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8s_\x8e_\x8t_\x8__\x8o_\x8u_\x8t_\x8p_\x8u_\x8t_\x8·_\x8A_\x8P_\x8I | 138 | _\x8I_\x8n_\x8t_\x8r_\x8o_\x8d_\x8u_\x8c_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8s_\x8e_\x8t_\x8__\x8o_\x8u_\x8t_\x8p_\x8u_\x8t_\x8·_\x8A_\x8P_\x8I |
| 139 | Introducing·the·set_output·API | 139 | Introducing·the·set_output·API |
| 140 | ©·2007·-·202 | 140 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 792 | ············©·2007·-·202 | 792 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 793 | ··········<a·href="../../_sources/modules/generated/sklearn.covariance.EllipticEnvelope.rst.txt"·rel="nofollow">Show·this·page·source</a> | 793 | ··········<a·href="../../_sources/modules/generated/sklearn.covariance.EllipticEnvelope.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 796 | ··</div> | 796 | ··</div> |
| 797 | </div> | 797 | </div> |
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| 389 | ························The·updated·object. | 389 | ························The·updated·object. |
| 390 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8co\x8ov\x8va\x8ar\x8ri\x8ia\x8an\x8nc\x8ce\x8e.\x8.E\x8El\x8ll\x8li\x8ip\x8pt\x8ti\x8ic\x8cE\x8En\x8nv\x8ve\x8el\x8lo\x8op\x8pe\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 390 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8co\x8ov\x8va\x8ar\x8ri\x8ia\x8an\x8nc\x8ce\x8e.\x8.E\x8El\x8ll\x8li\x8ip\x8pt\x8ti\x8ic\x8cE\x8En\x8nv\x8ve\x8el\x8lo\x8op\x8pe\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 391 | _\x8O_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8·_\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8a_\x8·_\x8r_\x8e_\x8a_\x8l_\x8·_\x8d_\x8a_\x8t_\x8a_\x8·_\x8s_\x8e_\x8t | 391 | _\x8O_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8·_\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8a_\x8·_\x8r_\x8e_\x8a_\x8l_\x8·_\x8d_\x8a_\x8t_\x8a_\x8·_\x8s_\x8e_\x8t |
| 392 | Outlier·detection·on·a·real·data·set | 392 | Outlier·detection·on·a·real·data·set |
| 393 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8n_\x8o_\x8m_\x8a_\x8l_\x8y_\x8·_\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8·_\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8t_\x8o_\x8y_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8s | 393 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8n_\x8o_\x8m_\x8a_\x8l_\x8y_\x8·_\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8·_\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8t_\x8o_\x8y_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8s |
| 394 | Comparing·anomaly·detection·algorithms·for·outlier·detection·on·toy·datasets | 394 | Comparing·anomaly·detection·algorithms·for·outlier·detection·on·toy·datasets |
| 395 | ©·2007·-·202 | 395 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 553 | ······</div> | 553 | ······</div> |
| 554 | ····<div·class="container"> | 554 | ····<div·class="container"> |
| 555 | ······<footer·class="sk-content-footer"> | 555 | ······<footer·class="sk-content-footer"> |
| 556 | ············©·2007·-·202 | 556 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 557 | ··········<a·href="../../_sources/modules/generated/sklearn.covariance.EmpiricalCovariance.rst.txt"·rel="nofollow">Show·this·page·source</a> | 557 | ··········<a·href="../../_sources/modules/generated/sklearn.covariance.EmpiricalCovariance.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 558 | ······</footer> | 558 | ······</footer> |
| 559 | ····</div> | 559 | ····</div> |
| 560 | ··</div> | 560 | ··</div> |
| 561 | </div> | 561 | </div> |
| 562 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 562 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 242 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8co\x8ov\x8va\x8ar\x8ri\x8ia\x8an\x8nc\x8ce\x8e.\x8.E\x8Em\x8mp\x8pi\x8ir\x8ri\x8ic\x8ca\x8al\x8lC\x8Co\x8ov\x8va\x8ar\x8ri\x8ia\x8an\x8nc\x8ce\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 242 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8co\x8ov\x8va\x8ar\x8ri\x8ia\x8an\x8nc\x8ce\x8e.\x8.E\x8Em\x8mp\x8pi\x8ir\x8ri\x8ic\x8ca\x8al\x8lC\x8Co\x8ov\x8va\x8ar\x8ri\x8ia\x8an\x8nc\x8ce\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 243 | _\x8R_\x8o_\x8b_\x8u_\x8s_\x8t_\x8·_\x8c_\x8o_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8a_\x8n_\x8d_\x8·_\x8M_\x8a_\x8h_\x8a_\x8l_\x8a_\x8n_\x8o_\x8b_\x8i_\x8s_\x8·_\x8d_\x8i_\x8s_\x8t_\x8a_\x8n_\x8c_\x8e_\x8s_\x8·_\x8r_\x8e_\x8l_\x8e_\x8v_\x8a_\x8n_\x8c_\x8e | 243 | _\x8R_\x8o_\x8b_\x8u_\x8s_\x8t_\x8·_\x8c_\x8o_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8a_\x8n_\x8d_\x8·_\x8M_\x8a_\x8h_\x8a_\x8l_\x8a_\x8n_\x8o_\x8b_\x8i_\x8s_\x8·_\x8d_\x8i_\x8s_\x8t_\x8a_\x8n_\x8c_\x8e_\x8s_\x8·_\x8r_\x8e_\x8l_\x8e_\x8v_\x8a_\x8n_\x8c_\x8e |
| 244 | Robust·covariance·estimation·and·Mahalanobis·distances·relevance | 244 | Robust·covariance·estimation·and·Mahalanobis·distances·relevance |
| 245 | _\x8R_\x8o_\x8b_\x8u_\x8s_\x8t_\x8·_\x8v_\x8s_\x8·_\x8E_\x8m_\x8p_\x8i_\x8r_\x8i_\x8c_\x8a_\x8l_\x8·_\x8c_\x8o_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8e | 245 | _\x8R_\x8o_\x8b_\x8u_\x8s_\x8t_\x8·_\x8v_\x8s_\x8·_\x8E_\x8m_\x8p_\x8i_\x8r_\x8i_\x8c_\x8a_\x8l_\x8·_\x8c_\x8o_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8e |
| 246 | Robust·vs·Empirical·covariance·estimate | 246 | Robust·vs·Empirical·covariance·estimate |
| 247 | _\x8S_\x8h_\x8r_\x8i_\x8n_\x8k_\x8a_\x8g_\x8e_\x8·_\x8c_\x8o_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n_\x8:_\x8·_\x8L_\x8e_\x8d_\x8o_\x8i_\x8t_\x8W_\x8o_\x8l_\x8f_\x8·_\x8v_\x8s_\x8·_\x8O_\x8A_\x8S_\x8·_\x8a_\x8n_\x8d_\x8·_\x8m_\x8a_\x8x_\x8-_\x8l_\x8i_\x8k_\x8e_\x8l_\x8i_\x8h_\x8o_\x8o_\x8d | 247 | _\x8S_\x8h_\x8r_\x8i_\x8n_\x8k_\x8a_\x8g_\x8e_\x8·_\x8c_\x8o_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n_\x8:_\x8·_\x8L_\x8e_\x8d_\x8o_\x8i_\x8t_\x8W_\x8o_\x8l_\x8f_\x8·_\x8v_\x8s_\x8·_\x8O_\x8A_\x8S_\x8·_\x8a_\x8n_\x8d_\x8·_\x8m_\x8a_\x8x_\x8-_\x8l_\x8i_\x8k_\x8e_\x8l_\x8i_\x8h_\x8o_\x8o_\x8d |
| 248 | Shrinkage·covariance·estimation:·LedoitWolf·vs·OAS·and·max-likelihood | 248 | Shrinkage·covariance·estimation:·LedoitWolf·vs·OAS·and·max-likelihood |
| 249 | ©·2007·-·202 | 249 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 573 | <div·class="clearer"></div></section> | 573 | <div·class="clearer"></div></section> |
| 574 | ······</div> | 574 | ······</div> |
| 575 | ····<div·class="container"> | 575 | ····<div·class="container"> |
| 576 | ······<footer·class="sk-content-footer"> | 576 | ······<footer·class="sk-content-footer"> |
| 577 | ············©·2007·-·202 | 577 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 578 | ··········<a·href="../../_sources/modules/generated/sklearn.covariance.GraphicalLasso.rst.txt"·rel="nofollow">Show·this·page·source</a> | 578 | ··········<a·href="../../_sources/modules/generated/sklearn.covariance.GraphicalLasso.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 579 | ······</footer> | 579 | ······</footer> |
| 580 | ····</div> | 580 | ····</div> |
| 581 | ··</div> | 581 | ··</div> |
| 582 | </div> | 582 | </div> |
| 583 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 583 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 263 | ··············Parameters: | 263 | ··············Parameters: |
| 264 | ····················X\x8X_\x8_t\x8te\x8es\x8st\x8tstr,·True,·False,·or·None, | 264 | ····················X\x8X_\x8_t\x8te\x8es\x8st\x8tstr,·True,·False,·or·None, |
| 265 | ····················default=sklearn.utils.metadata_routing.UNCHANGED | 265 | ····················default=sklearn.utils.metadata_routing.UNCHANGED |
| 266 | ························Metadata·routing·for·X_test·parameter·in·score. | 266 | ························Metadata·routing·for·X_test·parameter·in·score. |
| 267 | ··············Returns: | 267 | ··············Returns: |
| 268 | ····················s\x8se\x8el\x8lf\x8fobject | 268 | ····················s\x8se\x8el\x8lf\x8fobject |
| 269 | ························The·updated·object. | 269 | ························The·updated·object. |
| 270 | ©·2007·-·202 | 270 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 632 | </div></div><div·class="clearer"></div></section> | 632 | </div></div><div·class="clearer"></div></section> |
| 633 | </section> | 633 | </section> |
| 634 | ······</div> | 634 | ······</div> |
| 635 | ····<div·class="container"> | 635 | ····<div·class="container"> |
| 636 | ······<footer·class="sk-content-footer"> | 636 | ······<footer·class="sk-content-footer"> |
| 637 | ············©·2007·-·202 | 637 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 638 | ··········<a·href="../../_sources/modules/generated/sklearn.covariance.GraphicalLassoCV.rst.txt"·rel="nofollow">Show·this·page·source</a> | 638 | ··········<a·href="../../_sources/modules/generated/sklearn.covariance.GraphicalLassoCV.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 639 | ······</footer> | 639 | ······</footer> |
| 640 | ····</div> | 640 | ····</div> |
| 641 | ··</div> | 641 | ··</div> |
| 642 | </div> | 642 | </div> |
| 643 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 643 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 318 | ····················s\x8se\x8el\x8lf\x8fobject | 318 | ····················s\x8se\x8el\x8lf\x8fobject |
| 319 | ························The·updated·object. | 319 | ························The·updated·object. |
| 320 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8co\x8ov\x8va\x8ar\x8ri\x8ia\x8an\x8nc\x8ce\x8e.\x8.G\x8Gr\x8ra\x8ap\x8ph\x8hi\x8ic\x8ca\x8al\x8lL\x8La\x8as\x8ss\x8so\x8oC\x8CV\x8V_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 320 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8co\x8ov\x8va\x8ar\x8ri\x8ia\x8an\x8nc\x8ce\x8e.\x8.G\x8Gr\x8ra\x8ap\x8ph\x8hi\x8ic\x8ca\x8al\x8lL\x8La\x8as\x8ss\x8so\x8oC\x8CV\x8V_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 321 | _\x8S_\x8p_\x8a_\x8r_\x8s_\x8e_\x8·_\x8i_\x8n_\x8v_\x8e_\x8r_\x8s_\x8e_\x8·_\x8c_\x8o_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n | 321 | _\x8S_\x8p_\x8a_\x8r_\x8s_\x8e_\x8·_\x8i_\x8n_\x8v_\x8e_\x8r_\x8s_\x8e_\x8·_\x8c_\x8o_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n |
| 322 | Sparse·inverse·covariance·estimation | 322 | Sparse·inverse·covariance·estimation |
| 323 | _\x8V_\x8i_\x8s_\x8u_\x8a_\x8l_\x8i_\x8z_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8s_\x8t_\x8o_\x8c_\x8k_\x8·_\x8m_\x8a_\x8r_\x8k_\x8e_\x8t_\x8·_\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8u_\x8r_\x8e | 323 | _\x8V_\x8i_\x8s_\x8u_\x8a_\x8l_\x8i_\x8z_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8s_\x8t_\x8o_\x8c_\x8k_\x8·_\x8m_\x8a_\x8r_\x8k_\x8e_\x8t_\x8·_\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8u_\x8r_\x8e |
| 324 | Visualizing·the·stock·market·structure | 324 | Visualizing·the·stock·market·structure |
| 325 | ©·2007·-·202 | 325 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 573 | </div></div><div·class="clearer"></div></section> | 573 | </div></div><div·class="clearer"></div></section> |
| 574 | </section> | 574 | </section> |
| 575 | ······</div> | 575 | ······</div> |
| 576 | ····<div·class="container"> | 576 | ····<div·class="container"> |
| 577 | ······<footer·class="sk-content-footer"> | 577 | ······<footer·class="sk-content-footer"> |
| 578 | ············©·2007·-·202 | 578 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 579 | ··········<a·href="../../_sources/modules/generated/sklearn.covariance.LedoitWolf.rst.txt"·rel="nofollow">Show·this·page·source</a> | 579 | ··········<a·href="../../_sources/modules/generated/sklearn.covariance.LedoitWolf.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 580 | ······</footer> | 580 | ······</footer> |
| 581 | ····</div> | 581 | ····</div> |
| 582 | ··</div> | 582 | ··</div> |
| 583 | </div> | 583 | </div> |
| 584 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 584 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 265 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8co\x8ov\x8va\x8ar\x8ri\x8ia\x8an\x8nc\x8ce\x8e.\x8.L\x8Le\x8ed\x8do\x8oi\x8it\x8tW\x8Wo\x8ol\x8lf\x8f_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 265 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8co\x8ov\x8va\x8ar\x8ri\x8ia\x8an\x8nc\x8ce\x8e.\x8.L\x8Le\x8ed\x8do\x8oi\x8it\x8tW\x8Wo\x8ol\x8lf\x8f_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 266 | _\x8L_\x8e_\x8d_\x8o_\x8i_\x8t_\x8-_\x8W_\x8o_\x8l_\x8f_\x8·_\x8v_\x8s_\x8·_\x8O_\x8A_\x8S_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n | 266 | _\x8L_\x8e_\x8d_\x8o_\x8i_\x8t_\x8-_\x8W_\x8o_\x8l_\x8f_\x8·_\x8v_\x8s_\x8·_\x8O_\x8A_\x8S_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n |
| 267 | Ledoit-Wolf·vs·OAS·estimation | 267 | Ledoit-Wolf·vs·OAS·estimation |
| 268 | _\x8S_\x8h_\x8r_\x8i_\x8n_\x8k_\x8a_\x8g_\x8e_\x8·_\x8c_\x8o_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n_\x8:_\x8·_\x8L_\x8e_\x8d_\x8o_\x8i_\x8t_\x8W_\x8o_\x8l_\x8f_\x8·_\x8v_\x8s_\x8·_\x8O_\x8A_\x8S_\x8·_\x8a_\x8n_\x8d_\x8·_\x8m_\x8a_\x8x_\x8-_\x8l_\x8i_\x8k_\x8e_\x8l_\x8i_\x8h_\x8o_\x8o_\x8d | 268 | _\x8S_\x8h_\x8r_\x8i_\x8n_\x8k_\x8a_\x8g_\x8e_\x8·_\x8c_\x8o_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n_\x8:_\x8·_\x8L_\x8e_\x8d_\x8o_\x8i_\x8t_\x8W_\x8o_\x8l_\x8f_\x8·_\x8v_\x8s_\x8·_\x8O_\x8A_\x8S_\x8·_\x8a_\x8n_\x8d_\x8·_\x8m_\x8a_\x8x_\x8-_\x8l_\x8i_\x8k_\x8e_\x8l_\x8i_\x8h_\x8o_\x8o_\x8d |
| 269 | Shrinkage·covariance·estimation:·LedoitWolf·vs·OAS·and·max-likelihood | 269 | Shrinkage·covariance·estimation:·LedoitWolf·vs·OAS·and·max-likelihood |
| 270 | _\x8M_\x8o_\x8d_\x8e_\x8l_\x8·_\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8P_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8s_\x8t_\x8i_\x8c_\x8·_\x8P_\x8C_\x8A_\x8·_\x8a_\x8n_\x8d_\x8·_\x8F_\x8a_\x8c_\x8t_\x8o_\x8r_\x8·_\x8A_\x8n_\x8a_\x8l_\x8y_\x8s_\x8i_\x8s_\x8·_\x8(_\x8F_\x8A_\x8) | 270 | _\x8M_\x8o_\x8d_\x8e_\x8l_\x8·_\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8P_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8s_\x8t_\x8i_\x8c_\x8·_\x8P_\x8C_\x8A_\x8·_\x8a_\x8n_\x8d_\x8·_\x8F_\x8a_\x8c_\x8t_\x8o_\x8r_\x8·_\x8A_\x8n_\x8a_\x8l_\x8y_\x8s_\x8i_\x8s_\x8·_\x8(_\x8F_\x8A_\x8) |
| 271 | Model·selection·with·Probabilistic·PCA·and·Factor·Analysis·(FA) | 271 | Model·selection·with·Probabilistic·PCA·and·Factor·Analysis·(FA) |
| 272 | ©·2007·-·202 | 272 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 689 | ······<footer·class="sk-content-footer"> | 689 | ······<footer·class="sk-content-footer"> |
| 690 | ············©·2007·-·202 | 690 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 691 | ··········<a·href="../../_sources/modules/generated/sklearn.covariance.MinCovDet.rst.txt"·rel="nofollow">Show·this·page·source</a> | 691 | ··········<a·href="../../_sources/modules/generated/sklearn.covariance.MinCovDet.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 692 | ······</footer> | 692 | ······</footer> |
| 693 | ····</div> | 693 | ····</div> |
| 694 | ··</div> | 694 | ··</div> |
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| 340 | ························The·updated·object. | 340 | ························The·updated·object. |
| 341 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8co\x8ov\x8va\x8ar\x8ri\x8ia\x8an\x8nc\x8ce\x8e.\x8.M\x8Mi\x8in\x8nC\x8Co\x8ov\x8vD\x8De\x8et\x8t_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 341 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8co\x8ov\x8va\x8ar\x8ri\x8ia\x8an\x8nc\x8ce\x8e.\x8.M\x8Mi\x8in\x8nC\x8Co\x8ov\x8vD\x8De\x8et\x8t_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 342 | _\x8R_\x8o_\x8b_\x8u_\x8s_\x8t_\x8·_\x8c_\x8o_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8a_\x8n_\x8d_\x8·_\x8M_\x8a_\x8h_\x8a_\x8l_\x8a_\x8n_\x8o_\x8b_\x8i_\x8s_\x8·_\x8d_\x8i_\x8s_\x8t_\x8a_\x8n_\x8c_\x8e_\x8s_\x8·_\x8r_\x8e_\x8l_\x8e_\x8v_\x8a_\x8n_\x8c_\x8e | 342 | _\x8R_\x8o_\x8b_\x8u_\x8s_\x8t_\x8·_\x8c_\x8o_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8a_\x8n_\x8d_\x8·_\x8M_\x8a_\x8h_\x8a_\x8l_\x8a_\x8n_\x8o_\x8b_\x8i_\x8s_\x8·_\x8d_\x8i_\x8s_\x8t_\x8a_\x8n_\x8c_\x8e_\x8s_\x8·_\x8r_\x8e_\x8l_\x8e_\x8v_\x8a_\x8n_\x8c_\x8e |
| 343 | Robust·covariance·estimation·and·Mahalanobis·distances·relevance | 343 | Robust·covariance·estimation·and·Mahalanobis·distances·relevance |
| 344 | _\x8R_\x8o_\x8b_\x8u_\x8s_\x8t_\x8·_\x8v_\x8s_\x8·_\x8E_\x8m_\x8p_\x8i_\x8r_\x8i_\x8c_\x8a_\x8l_\x8·_\x8c_\x8o_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8e | 344 | _\x8R_\x8o_\x8b_\x8u_\x8s_\x8t_\x8·_\x8v_\x8s_\x8·_\x8E_\x8m_\x8p_\x8i_\x8r_\x8i_\x8c_\x8a_\x8l_\x8·_\x8c_\x8o_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8e |
| 345 | Robust·vs·Empirical·covariance·estimate | 345 | Robust·vs·Empirical·covariance·estimate |
| 346 | ©·2007·-·202 | 346 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 582 | ····<div·class="container"> | 582 | ····<div·class="container"> |
| 583 | ······<footer·class="sk-content-footer"> | 583 | ······<footer·class="sk-content-footer"> |
| 584 | ············©·2007·-·202 | 584 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 585 | ··········<a·href="../../_sources/modules/generated/sklearn.covariance.OAS.rst.txt"·rel="nofollow">Show·this·page·source</a> | 585 | ··········<a·href="../../_sources/modules/generated/sklearn.covariance.OAS.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 588 | ··</div> | 588 | ··</div> |
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| 267 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8co\x8ov\x8va\x8ar\x8ri\x8ia\x8an\x8nc\x8ce\x8e.\x8.O\x8OA\x8AS\x8S_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 267 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8co\x8ov\x8va\x8ar\x8ri\x8ia\x8an\x8nc\x8ce\x8e.\x8.O\x8OA\x8AS\x8S_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
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| 269 | Normal,·Ledoit-Wolf·and·OAS·Linear·Discriminant·Analysis·for·classification | 269 | Normal,·Ledoit-Wolf·and·OAS·Linear·Discriminant·Analysis·for·classification |
| 270 | _\x8L_\x8e_\x8d_\x8o_\x8i_\x8t_\x8-_\x8W_\x8o_\x8l_\x8f_\x8·_\x8v_\x8s_\x8·_\x8O_\x8A_\x8S_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n | 270 | _\x8L_\x8e_\x8d_\x8o_\x8i_\x8t_\x8-_\x8W_\x8o_\x8l_\x8f_\x8·_\x8v_\x8s_\x8·_\x8O_\x8A_\x8S_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n |
| 271 | Ledoit-Wolf·vs·OAS·estimation | 271 | Ledoit-Wolf·vs·OAS·estimation |
| 272 | _\x8S_\x8h_\x8r_\x8i_\x8n_\x8k_\x8a_\x8g_\x8e_\x8·_\x8c_\x8o_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n_\x8:_\x8·_\x8L_\x8e_\x8d_\x8o_\x8i_\x8t_\x8W_\x8o_\x8l_\x8f_\x8·_\x8v_\x8s_\x8·_\x8O_\x8A_\x8S_\x8·_\x8a_\x8n_\x8d_\x8·_\x8m_\x8a_\x8x_\x8-_\x8l_\x8i_\x8k_\x8e_\x8l_\x8i_\x8h_\x8o_\x8o_\x8d | 272 | _\x8S_\x8h_\x8r_\x8i_\x8n_\x8k_\x8a_\x8g_\x8e_\x8·_\x8c_\x8o_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n_\x8:_\x8·_\x8L_\x8e_\x8d_\x8o_\x8i_\x8t_\x8W_\x8o_\x8l_\x8f_\x8·_\x8v_\x8s_\x8·_\x8O_\x8A_\x8S_\x8·_\x8a_\x8n_\x8d_\x8·_\x8m_\x8a_\x8x_\x8-_\x8l_\x8i_\x8k_\x8e_\x8l_\x8i_\x8h_\x8o_\x8o_\x8d |
| 273 | Shrinkage·covariance·estimation:·LedoitWolf·vs·OAS·and·max-likelihood | 273 | Shrinkage·covariance·estimation:·LedoitWolf·vs·OAS·and·max-likelihood |
| 274 | ©·2007·-·202 | 274 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 560 | ····<div·class="container"> | 560 | ····<div·class="container"> |
| 561 | ······<footer·class="sk-content-footer"> | 561 | ······<footer·class="sk-content-footer"> |
| 562 | ············©·2007·-·202 | 562 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 563 | ··········<a·href="../../_sources/modules/generated/sklearn.covariance.ShrunkCovariance.rst.txt"·rel="nofollow">Show·this·page·source</a> | 563 | ··········<a·href="../../_sources/modules/generated/sklearn.covariance.ShrunkCovariance.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 566 | ··</div> | 566 | ··</div> |
| 567 | </div> | 567 | </div> |
| 568 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 568 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 249 | ························The·updated·object. | 249 | ························The·updated·object. |
| 250 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8co\x8ov\x8va\x8ar\x8ri\x8ia\x8an\x8nc\x8ce\x8e.\x8.S\x8Sh\x8hr\x8ru\x8un\x8nk\x8kC\x8Co\x8ov\x8va\x8ar\x8ri\x8ia\x8an\x8nc\x8ce\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 250 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8co\x8ov\x8va\x8ar\x8ri\x8ia\x8an\x8nc\x8ce\x8e.\x8.S\x8Sh\x8hr\x8ru\x8un\x8nk\x8kC\x8Co\x8ov\x8va\x8ar\x8ri\x8ia\x8an\x8nc\x8ce\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 251 | _\x8S_\x8h_\x8r_\x8i_\x8n_\x8k_\x8a_\x8g_\x8e_\x8·_\x8c_\x8o_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n_\x8:_\x8·_\x8L_\x8e_\x8d_\x8o_\x8i_\x8t_\x8W_\x8o_\x8l_\x8f_\x8·_\x8v_\x8s_\x8·_\x8O_\x8A_\x8S_\x8·_\x8a_\x8n_\x8d_\x8·_\x8m_\x8a_\x8x_\x8-_\x8l_\x8i_\x8k_\x8e_\x8l_\x8i_\x8h_\x8o_\x8o_\x8d | 251 | _\x8S_\x8h_\x8r_\x8i_\x8n_\x8k_\x8a_\x8g_\x8e_\x8·_\x8c_\x8o_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n_\x8:_\x8·_\x8L_\x8e_\x8d_\x8o_\x8i_\x8t_\x8W_\x8o_\x8l_\x8f_\x8·_\x8v_\x8s_\x8·_\x8O_\x8A_\x8S_\x8·_\x8a_\x8n_\x8d_\x8·_\x8m_\x8a_\x8x_\x8-_\x8l_\x8i_\x8k_\x8e_\x8l_\x8i_\x8h_\x8o_\x8o_\x8d |
| 252 | Shrinkage·covariance·estimation:·LedoitWolf·vs·OAS·and·max-likelihood | 252 | Shrinkage·covariance·estimation:·LedoitWolf·vs·OAS·and·max-likelihood |
| 253 | _\x8M_\x8o_\x8d_\x8e_\x8l_\x8·_\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8P_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8s_\x8t_\x8i_\x8c_\x8·_\x8P_\x8C_\x8A_\x8·_\x8a_\x8n_\x8d_\x8·_\x8F_\x8a_\x8c_\x8t_\x8o_\x8r_\x8·_\x8A_\x8n_\x8a_\x8l_\x8y_\x8s_\x8i_\x8s_\x8·_\x8(_\x8F_\x8A_\x8) | 253 | _\x8M_\x8o_\x8d_\x8e_\x8l_\x8·_\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8P_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8s_\x8t_\x8i_\x8c_\x8·_\x8P_\x8C_\x8A_\x8·_\x8a_\x8n_\x8d_\x8·_\x8F_\x8a_\x8c_\x8t_\x8o_\x8r_\x8·_\x8A_\x8n_\x8a_\x8l_\x8y_\x8s_\x8i_\x8s_\x8·_\x8(_\x8F_\x8A_\x8) |
| 254 | Model·selection·with·Probabilistic·PCA·and·Factor·Analysis·(FA) | 254 | Model·selection·with·Probabilistic·PCA·and·Factor·Analysis·(FA) |
| 255 | ©·2007·-·202 | 255 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 235 | </div></div><div·class="clearer"></div></section> | 235 | </div></div><div·class="clearer"></div></section> |
| 236 | </section> | 236 | </section> |
| 237 | ······</div> | 237 | ······</div> |
| 238 | ····<div·class="container"> | 238 | ····<div·class="container"> |
| 239 | ······<footer·class="sk-content-footer"> | 239 | ······<footer·class="sk-content-footer"> |
| 240 | ············©·2007·-·202 | 240 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 241 | ··········<a·href="../../_sources/modules/generated/sklearn.covariance.empirical_covariance.rst.txt"·rel="nofollow">Show·this·page·source</a> | 241 | ··········<a·href="../../_sources/modules/generated/sklearn.covariance.empirical_covariance.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 242 | ······</footer> | 242 | ······</footer> |
| 243 | ····</div> | 243 | ····</div> |
| 244 | ··</div> | 244 | ··</div> |
| 245 | </div> | 245 | </div> |
| 246 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 246 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 50 | ······>>>·empirical_covariance(X) | 50 | ······>>>·empirical_covariance(X) |
| 51 | ······array([[0.25,·0.25,·0.25], | 51 | ······array([[0.25,·0.25,·0.25], |
| 52 | ·············[0.25,·0.25,·0.25], | 52 | ·············[0.25,·0.25,·0.25], |
| 53 | ·············[0.25,·0.25,·0.25]]) | 53 | ·············[0.25,·0.25,·0.25]]) |
| 54 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8co\x8ov\x8va\x8ar\x8ri\x8ia\x8an\x8nc\x8ce\x8e.\x8.e\x8em\x8mp\x8pi\x8ir\x8ri\x8ic\x8ca\x8al\x8l_\x8_c\x8co\x8ov\x8va\x8ar\x8ri\x8ia\x8an\x8nc\x8ce\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 54 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8co\x8ov\x8va\x8ar\x8ri\x8ia\x8an\x8nc\x8ce\x8e.\x8.e\x8em\x8mp\x8pi\x8ir\x8ri\x8ic\x8ca\x8al\x8l_\x8_c\x8co\x8ov\x8va\x8ar\x8ri\x8ia\x8an\x8nc\x8ce\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 55 | _\x8S_\x8h_\x8r_\x8i_\x8n_\x8k_\x8a_\x8g_\x8e_\x8·_\x8c_\x8o_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n_\x8:_\x8·_\x8L_\x8e_\x8d_\x8o_\x8i_\x8t_\x8W_\x8o_\x8l_\x8f_\x8·_\x8v_\x8s_\x8·_\x8O_\x8A_\x8S_\x8·_\x8a_\x8n_\x8d_\x8·_\x8m_\x8a_\x8x_\x8-_\x8l_\x8i_\x8k_\x8e_\x8l_\x8i_\x8h_\x8o_\x8o_\x8d | 55 | _\x8S_\x8h_\x8r_\x8i_\x8n_\x8k_\x8a_\x8g_\x8e_\x8·_\x8c_\x8o_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n_\x8:_\x8·_\x8L_\x8e_\x8d_\x8o_\x8i_\x8t_\x8W_\x8o_\x8l_\x8f_\x8·_\x8v_\x8s_\x8·_\x8O_\x8A_\x8S_\x8·_\x8a_\x8n_\x8d_\x8·_\x8m_\x8a_\x8x_\x8-_\x8l_\x8i_\x8k_\x8e_\x8l_\x8i_\x8h_\x8o_\x8o_\x8d |
| 56 | Shrinkage·covariance·estimation:·LedoitWolf·vs·OAS·and·max-likelihood | 56 | Shrinkage·covariance·estimation:·LedoitWolf·vs·OAS·and·max-likelihood |
| 57 | ©·2007·-·202 | 57 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 289 | <div·class="clearer"></div></section> | 289 | <div·class="clearer"></div></section> |
| 290 | ······</div> | 290 | ······</div> |
| 291 | ····<div·class="container"> | 291 | ····<div·class="container"> |
| 292 | ······<footer·class="sk-content-footer"> | 292 | ······<footer·class="sk-content-footer"> |
| 293 | ············©·2007·-·202 | 293 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 294 | ··········<a·href="../../_sources/modules/generated/sklearn.covariance.graphical_lasso.rst.txt"·rel="nofollow">Show·this·page·source</a> | 294 | ··········<a·href="../../_sources/modules/generated/sklearn.covariance.graphical_lasso.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 295 | ······</footer> | 295 | ······</footer> |
| 296 | ····</div> | 296 | ····</div> |
| 297 | ··</div> | 297 | ··</div> |
| 298 | </div> | 298 | </div> |
| 299 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 299 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 110 | ······>>>·X·=·rng.multivariate_normal(mean=np.zeros(3),·cov=true_cov,·size=3) | 110 | ······>>>·X·=·rng.multivariate_normal(mean=np.zeros(3),·cov=true_cov,·size=3) |
| 111 | ······>>>·emp_cov·=·empirical_covariance(X,·assume_centered=True) | 111 | ······>>>·emp_cov·=·empirical_covariance(X,·assume_centered=True) |
| 112 | ······>>>·emp_cov,·_·=·graphical_lasso(emp_cov,·alpha=0.05) | 112 | ······>>>·emp_cov,·_·=·graphical_lasso(emp_cov,·alpha=0.05) |
| 113 | ······>>>·emp_cov | 113 | ······>>>·emp_cov |
| 114 | ······array([[·1.68...,··0.21...,·-0.20...], | 114 | ······array([[·1.68...,··0.21...,·-0.20...], |
| 115 | ·············[·0.21...,··0.22...,·-0.08...], | 115 | ·············[·0.21...,··0.22...,·-0.08...], |
| 116 | ·············[-0.20...,·-0.08...,··0.23...]]) | 116 | ·············[-0.20...,·-0.08...,··0.23...]]) |
| 117 | ©·2007·-·202 | 117 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 250 | </div></div><div·class="clearer"></div></section> | 250 | </div></div><div·class="clearer"></div></section> |
| 251 | </section> | 251 | </section> |
| 252 | ······</div> | 252 | ······</div> |
| 253 | ····<div·class="container"> | 253 | ····<div·class="container"> |
| 254 | ······<footer·class="sk-content-footer"> | 254 | ······<footer·class="sk-content-footer"> |
| 255 | ············©·2007·-·202 | 255 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 256 | ··········<a·href="../../_sources/modules/generated/sklearn.covariance.ledoit_wolf.rst.txt"·rel="nofollow">Show·this·page·source</a> | 256 | ··········<a·href="../../_sources/modules/generated/sklearn.covariance.ledoit_wolf.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 257 | ······</footer> | 257 | ······</footer> |
| 258 | ····</div> | 258 | ····</div> |
| 259 | ··</div> | 259 | ··</div> |
| 260 | </div> | 260 | </div> |
| 261 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 261 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 68 | ······array([[0.44...,·0.16...], | 68 | ······array([[0.44...,·0.16...], |
| 69 | ·············[0.16...,·0.80...]]) | 69 | ·············[0.16...,·0.80...]]) |
| 70 | ······>>>·shrinkage | 70 | ······>>>·shrinkage |
| 71 | ······0.23... | 71 | ······0.23... |
| 72 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8co\x8ov\x8va\x8ar\x8ri\x8ia\x8an\x8nc\x8ce\x8e.\x8.l\x8le\x8ed\x8do\x8oi\x8it\x8t_\x8_w\x8wo\x8ol\x8lf\x8f_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 72 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8co\x8ov\x8va\x8ar\x8ri\x8ia\x8an\x8nc\x8ce\x8e.\x8.l\x8le\x8ed\x8do\x8oi\x8it\x8t_\x8_w\x8wo\x8ol\x8lf\x8f_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 73 | _\x8S_\x8p_\x8a_\x8r_\x8s_\x8e_\x8·_\x8i_\x8n_\x8v_\x8e_\x8r_\x8s_\x8e_\x8·_\x8c_\x8o_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n | 73 | _\x8S_\x8p_\x8a_\x8r_\x8s_\x8e_\x8·_\x8i_\x8n_\x8v_\x8e_\x8r_\x8s_\x8e_\x8·_\x8c_\x8o_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n |
| 74 | Sparse·inverse·covariance·estimation | 74 | Sparse·inverse·covariance·estimation |
| 75 | ©·2007·-·202 | 75 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 235 | <div·class="clearer"></div></section> | 235 | <div·class="clearer"></div></section> |
| 236 | ······</div> | 236 | ······</div> |
| 237 | ····<div·class="container"> | 237 | ····<div·class="container"> |
| 238 | ······<footer·class="sk-content-footer"> | 238 | ······<footer·class="sk-content-footer"> |
| 239 | ············©·2007·-·202 | 239 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 240 | ··········<a·href="../../_sources/modules/generated/sklearn.covariance.ledoit_wolf_shrinkage.rst.txt"·rel="nofollow">Show·this·page·source</a> | 240 | ··········<a·href="../../_sources/modules/generated/sklearn.covariance.ledoit_wolf_shrinkage.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 241 | ······</footer> | 241 | ······</footer> |
| 242 | ····</div> | 242 | ····</div> |
| 243 | ··</div> | 243 | ··</div> |
| 244 | </div> | 244 | </div> |
| 245 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 245 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 59 | ······>>>·from·sklearn.covariance·import·ledoit_wolf_shrinkage | 59 | ······>>>·from·sklearn.covariance·import·ledoit_wolf_shrinkage |
| 60 | ······>>>·real_cov·=·np.array([[.4,·.2],·[.2,·.8]]) | 60 | ······>>>·real_cov·=·np.array([[.4,·.2],·[.2,·.8]]) |
| 61 | ······>>>·rng·=·np.random.RandomState(0) | 61 | ······>>>·rng·=·np.random.RandomState(0) |
| 62 | ······>>>·X·=·rng.multivariate_normal(mean=[0,·0],·cov=real_cov,·size=50) | 62 | ······>>>·X·=·rng.multivariate_normal(mean=[0,·0],·cov=real_cov,·size=50) |
| 63 | ······>>>·shrinkage_coefficient·=·ledoit_wolf_shrinkage(X) | 63 | ······>>>·shrinkage_coefficient·=·ledoit_wolf_shrinkage(X) |
| 64 | ······>>>·shrinkage_coefficient | 64 | ······>>>·shrinkage_coefficient |
| 65 | ······0.23... | 65 | ······0.23... |
| 66 | ©·2007·-·202 | 66 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 233 | <div·class="clearer"></div></section> | 233 | <div·class="clearer"></div></section> |
| 234 | ······</div> | 234 | ······</div> |
| 235 | ····<div·class="container"> | 235 | ····<div·class="container"> |
| 236 | ······<footer·class="sk-content-footer"> | 236 | ······<footer·class="sk-content-footer"> |
| 237 | ············©·2007·-·202 | 237 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 238 | ··········<a·href="../../_sources/modules/generated/sklearn.covariance.shrunk_covariance.rst.txt"·rel="nofollow">Show·this·page·source</a> | 238 | ··········<a·href="../../_sources/modules/generated/sklearn.covariance.shrunk_covariance.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 239 | ······</footer> | 239 | ······</footer> |
| 240 | ····</div> | 240 | ····</div> |
| 241 | ··</div> | 241 | ··</div> |
| 242 | </div> | 242 | </div> |
| 243 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 243 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 53 | ······shrunk_covariance | 53 | ······shrunk_covariance |
| 54 | ······>>>·real_cov·=·np.array([[.8,·.3],·[.3,·.4]]) | 54 | ······>>>·real_cov·=·np.array([[.8,·.3],·[.3,·.4]]) |
| 55 | ······>>>·rng·=·np.random.RandomState(0) | 55 | ······>>>·rng·=·np.random.RandomState(0) |
| 56 | ······>>>·X·=·rng.multivariate_normal(mean=[0,·0],·cov=real_cov,·size=500) | 56 | ······>>>·X·=·rng.multivariate_normal(mean=[0,·0],·cov=real_cov,·size=500) |
| 57 | ······>>>·shrunk_covariance(empirical_covariance(X)) | 57 | ······>>>·shrunk_covariance(empirical_covariance(X)) |
| 58 | ······array([[0.73...,·0.25...], | 58 | ······array([[0.73...,·0.25...], |
| 59 | ·············[0.25...,·0.41...]]) | 59 | ·············[0.25...,·0.41...]]) |
| 60 | ©·2007·-·202 | 60 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 766 | </div></div><div·class="clearer"></div></section> | 766 | </div></div><div·class="clearer"></div></section> |
| 767 | </section> | 767 | </section> |
| 768 | ······</div> | 768 | ······</div> |
| 769 | ····<div·class="container"> | 769 | ····<div·class="container"> |
| 770 | ······<footer·class="sk-content-footer"> | 770 | ······<footer·class="sk-content-footer"> |
| 771 | ············©·2007·-·202 | 771 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 772 | ··········<a·href="../../_sources/modules/generated/sklearn.cross_decomposition.CCA.rst.txt"·rel="nofollow">Show·this·page·source</a> | 772 | ··········<a·href="../../_sources/modules/generated/sklearn.cross_decomposition.CCA.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 773 | ······</footer> | 773 | ······</footer> |
| 774 | ····</div> | 774 | ····</div> |
| 775 | ··</div> | 775 | ··</div> |
| 776 | </div> | 776 | </div> |
| 777 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 777 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 380 | ························Return·x_scores·if·Y·is·not·given,·(x_scores,·y_scores) | 380 | ························Return·x_scores·if·Y·is·not·given,·(x_scores,·y_scores) |
| 381 | ························otherwise. | 381 | ························otherwise. |
| 382 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8cr\x8ro\x8os\x8ss\x8s_\x8_d\x8de\x8ec\x8co\x8om\x8mp\x8po\x8os\x8si\x8it\x8ti\x8io\x8on\x8n.\x8.C\x8CC\x8CA\x8A_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 382 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8cr\x8ro\x8os\x8ss\x8s_\x8_d\x8de\x8ec\x8co\x8om\x8mp\x8po\x8os\x8si\x8it\x8ti\x8io\x8on\x8n.\x8.C\x8CC\x8CA\x8A_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 383 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8·_\x8c_\x8r_\x8o_\x8s_\x8s_\x8·_\x8d_\x8e_\x8c_\x8o_\x8m_\x8p_\x8o_\x8s_\x8i_\x8t_\x8i_\x8o_\x8n_\x8·_\x8m_\x8e_\x8t_\x8h_\x8o_\x8d_\x8s | 383 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8·_\x8c_\x8r_\x8o_\x8s_\x8s_\x8·_\x8d_\x8e_\x8c_\x8o_\x8m_\x8p_\x8o_\x8s_\x8i_\x8t_\x8i_\x8o_\x8n_\x8·_\x8m_\x8e_\x8t_\x8h_\x8o_\x8d_\x8s |
| 384 | Compare·cross·decomposition·methods | 384 | Compare·cross·decomposition·methods |
| 385 | _\x8M_\x8u_\x8l_\x8t_\x8i_\x8l_\x8a_\x8b_\x8e_\x8l_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n | 385 | _\x8M_\x8u_\x8l_\x8t_\x8i_\x8l_\x8a_\x8b_\x8e_\x8l_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n |
| 386 | Multilabel·classification | 386 | Multilabel·classification |
| 387 | ©·2007·-·202 | 387 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 771 | </div></div><div·class="clearer"></div></section> | 771 | </div></div><div·class="clearer"></div></section> |
| 772 | </section> | 772 | </section> |
| 773 | ······</div> | 773 | ······</div> |
| 774 | ····<div·class="container"> | 774 | ····<div·class="container"> |
| 775 | ······<footer·class="sk-content-footer"> | 775 | ······<footer·class="sk-content-footer"> |
| 776 | ············©·2007·-·202 | 776 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 777 | ··········<a·href="../../_sources/modules/generated/sklearn.cross_decomposition.PLSCanonical.rst.txt"·rel="nofollow">Show·this·page·source</a> | 777 | ··········<a·href="../../_sources/modules/generated/sklearn.cross_decomposition.PLSCanonical.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 778 | ······</footer> | 778 | ······</footer> |
| 779 | ····</div> | 779 | ····</div> |
| 780 | ··</div> | 780 | ··</div> |
| 781 | </div> | 781 | </div> |
| 782 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 782 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 385 | ··············Returns: | 385 | ··············Returns: |
| 386 | ····················x\x8x_\x8_s\x8sc\x8co\x8or\x8re\x8es\x8s,\x8,·y\x8y_\x8_s\x8sc\x8co\x8or\x8re\x8es\x8sarray-like·or·tuple·of·array-like | 386 | ····················x\x8x_\x8_s\x8sc\x8co\x8or\x8re\x8es\x8s,\x8,·y\x8y_\x8_s\x8sc\x8co\x8or\x8re\x8es\x8sarray-like·or·tuple·of·array-like |
| 387 | ························Return·x_scores·if·Y·is·not·given,·(x_scores,·y_scores) | 387 | ························Return·x_scores·if·Y·is·not·given,·(x_scores,·y_scores) |
| 388 | ························otherwise. | 388 | ························otherwise. |
| 389 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8cr\x8ro\x8os\x8ss\x8s_\x8_d\x8de\x8ec\x8co\x8om\x8mp\x8po\x8os\x8si\x8it\x8ti\x8io\x8on\x8n.\x8.P\x8PL\x8LS\x8SC\x8Ca\x8an\x8no\x8on\x8ni\x8ic\x8ca\x8al\x8l_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 389 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8cr\x8ro\x8os\x8ss\x8s_\x8_d\x8de\x8ec\x8co\x8om\x8mp\x8po\x8os\x8si\x8it\x8ti\x8io\x8on\x8n.\x8.P\x8PL\x8LS\x8SC\x8Ca\x8an\x8no\x8on\x8ni\x8ic\x8ca\x8al\x8l_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 390 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8·_\x8c_\x8r_\x8o_\x8s_\x8s_\x8·_\x8d_\x8e_\x8c_\x8o_\x8m_\x8p_\x8o_\x8s_\x8i_\x8t_\x8i_\x8o_\x8n_\x8·_\x8m_\x8e_\x8t_\x8h_\x8o_\x8d_\x8s | 390 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8·_\x8c_\x8r_\x8o_\x8s_\x8s_\x8·_\x8d_\x8e_\x8c_\x8o_\x8m_\x8p_\x8o_\x8s_\x8i_\x8t_\x8i_\x8o_\x8n_\x8·_\x8m_\x8e_\x8t_\x8h_\x8o_\x8d_\x8s |
| 391 | Compare·cross·decomposition·methods | 391 | Compare·cross·decomposition·methods |
| 392 | ©·2007·-·202 | 392 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 776 | </div></div><div·class="clearer"></div></section> | 776 | </div></div><div·class="clearer"></div></section> |
| 777 | </section> | 777 | </section> |
| 778 | ······</div> | 778 | ······</div> |
| 779 | ····<div·class="container"> | 779 | ····<div·class="container"> |
| 780 | ······<footer·class="sk-content-footer"> | 780 | ······<footer·class="sk-content-footer"> |
| 781 | ············©·2007·-·202 | 781 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 782 | ··········<a·href="../../_sources/modules/generated/sklearn.cross_decomposition.PLSRegression.rst.txt"·rel="nofollow">Show·this·page·source</a> | 782 | ··········<a·href="../../_sources/modules/generated/sklearn.cross_decomposition.PLSRegression.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 783 | ······</footer> | 783 | ······</footer> |
| 784 | ····</div> | 784 | ····</div> |
| 785 | ··</div> | 785 | ··</div> |
| 786 | </div> | 786 | </div> |
| 787 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 787 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 388 | ························Return·x_scores·if·Y·is·not·given,·(x_scores,·y_scores) | 388 | ························Return·x_scores·if·Y·is·not·given,·(x_scores,·y_scores) |
| 389 | ························otherwise. | 389 | ························otherwise. |
| 390 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8cr\x8ro\x8os\x8ss\x8s_\x8_d\x8de\x8ec\x8co\x8om\x8mp\x8po\x8os\x8si\x8it\x8ti\x8io\x8on\x8n.\x8.P\x8PL\x8LS\x8SR\x8Re\x8eg\x8gr\x8re\x8es\x8ss\x8si\x8io\x8on\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 390 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.c\x8cr\x8ro\x8os\x8ss\x8s_\x8_d\x8de\x8ec\x8co\x8om\x8mp\x8po\x8os\x8si\x8it\x8ti\x8io\x8on\x8n.\x8.P\x8PL\x8LS\x8SR\x8Re\x8eg\x8gr\x8re\x8es\x8ss\x8si\x8io\x8on\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 391 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8·_\x8c_\x8r_\x8o_\x8s_\x8s_\x8·_\x8d_\x8e_\x8c_\x8o_\x8m_\x8p_\x8o_\x8s_\x8i_\x8t_\x8i_\x8o_\x8n_\x8·_\x8m_\x8e_\x8t_\x8h_\x8o_\x8d_\x8s | 391 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8·_\x8c_\x8r_\x8o_\x8s_\x8s_\x8·_\x8d_\x8e_\x8c_\x8o_\x8m_\x8p_\x8o_\x8s_\x8i_\x8t_\x8i_\x8o_\x8n_\x8·_\x8m_\x8e_\x8t_\x8h_\x8o_\x8d_\x8s |
| 392 | Compare·cross·decomposition·methods | 392 | Compare·cross·decomposition·methods |
| 393 | _\x8P_\x8r_\x8i_\x8n_\x8c_\x8i_\x8p_\x8a_\x8l_\x8·_\x8C_\x8o_\x8m_\x8p_\x8o_\x8n_\x8e_\x8n_\x8t_\x8·_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8v_\x8s_\x8·_\x8P_\x8a_\x8r_\x8t_\x8i_\x8a_\x8l_\x8·_\x8L_\x8e_\x8a_\x8s_\x8t_\x8·_\x8S_\x8q_\x8u_\x8a_\x8r_\x8e_\x8s_\x8·_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n | 393 | _\x8P_\x8r_\x8i_\x8n_\x8c_\x8i_\x8p_\x8a_\x8l_\x8·_\x8C_\x8o_\x8m_\x8p_\x8o_\x8n_\x8e_\x8n_\x8t_\x8·_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8v_\x8s_\x8·_\x8P_\x8a_\x8r_\x8t_\x8i_\x8a_\x8l_\x8·_\x8L_\x8e_\x8a_\x8s_\x8t_\x8·_\x8S_\x8q_\x8u_\x8a_\x8r_\x8e_\x8s_\x8·_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n |
| 394 | Principal·Component·Regression·vs·Partial·Least·Squares·Regression | 394 | Principal·Component·Regression·vs·Partial·Least·Squares·Regression |
| 395 | ©·2007·-·202 | 395 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 487 | <div·class="clearer"></div></section> | 487 | <div·class="clearer"></div></section> |
| 488 | ······</div> | 488 | ······</div> |
| 489 | ····<div·class="container"> | 489 | ····<div·class="container"> |
| 490 | ······<footer·class="sk-content-footer"> | 490 | ······<footer·class="sk-content-footer"> |
| 491 | ············©·2007·-·202 | 491 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 492 | ··········<a·href="../../_sources/modules/generated/sklearn.cross_decomposition.PLSSVD.rst.txt"·rel="nofollow">Show·this·page·source</a> | 492 | ··········<a·href="../../_sources/modules/generated/sklearn.cross_decomposition.PLSSVD.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 493 | ······</footer> | 493 | ······</footer> |
| 494 | ····</div> | 494 | ····</div> |
| 495 | ··</div> | 495 | ··</div> |
| 496 | </div> | 496 | </div> |
| 497 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 497 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 186 | ····················Y\x8Yarray-like·of·shape·(n_samples,)·or·(n_samples, | 186 | ····················Y\x8Yarray-like·of·shape·(n_samples,)·or·(n_samples, |
| 187 | ····················n_targets),·default=None | 187 | ····················n_targets),·default=None |
| 188 | ························Targets. | 188 | ························Targets. |
| 189 | ··············Returns: | 189 | ··············Returns: |
| 190 | ····················x\x8x_\x8_s\x8sc\x8co\x8or\x8re\x8es\x8sarray-like·or·tuple·of·array-like | 190 | ····················x\x8x_\x8_s\x8sc\x8co\x8or\x8re\x8es\x8sarray-like·or·tuple·of·array-like |
| 191 | ························The·transformed·data·X_transformed·if·Y·is·not·None, | 191 | ························The·transformed·data·X_transformed·if·Y·is·not·None, |
| 192 | ························(X_transformed,·Y_transformed)·otherwise. | 192 | ························(X_transformed,·Y_transformed)·otherwise. |
| 193 | ©·2007·-·202 | 193 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 211 | <div·class="clearer"></div></section> | 211 | <div·class="clearer"></div></section> |
| 212 | ······</div> | 212 | ······</div> |
| 213 | ····<div·class="container"> | 213 | ····<div·class="container"> |
| 214 | ······<footer·class="sk-content-footer"> | 214 | ······<footer·class="sk-content-footer"> |
| 215 | ············©·2007·-·202 | 215 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 216 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.clear_data_home.rst.txt"·rel="nofollow">Show·this·page·source</a> | 216 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.clear_data_home.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 217 | ······</footer> | 217 | ······</footer> |
| 218 | ····</div> | 218 | ····</div> |
| 219 | ··</div> | 219 | ··</div> |
| 220 | </div> | 220 | </div> |
| 221 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 221 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 35 | ········Parameters: | 35 | ········Parameters: |
| 36 | ··············d\x8da\x8at\x8ta\x8a_\x8_h\x8ho\x8om\x8me\x8estr·or·path-like,·default=None | 36 | ··············d\x8da\x8at\x8ta\x8a_\x8_h\x8ho\x8om\x8me\x8estr·or·path-like,·default=None |
| 37 | ··················The·path·to·scikit-learn·data·directory.·If·None,·the·default | 37 | ··················The·path·to·scikit-learn·data·directory.·If·None,·the·default |
| 38 | ··················path·is·~/scikit_learn_data. | 38 | ··················path·is·~/scikit_learn_data. |
| 39 | ······Examples | 39 | ······Examples |
| 40 | ······>>>·from·sklearn.datasets·import·clear_data_home | 40 | ······>>>·from·sklearn.datasets·import·clear_data_home |
| 41 | ······>>>·clear_data_home() | 41 | ······>>>·clear_data_home() |
| 42 | ©·2007·-·202 | 42 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 253 | </div></div><div·class="clearer"></div></section> | 253 | </div></div><div·class="clearer"></div></section> |
| 254 | </section> | 254 | </section> |
| 255 | ······</div> | 255 | ······</div> |
| 256 | ····<div·class="container"> | 256 | ····<div·class="container"> |
| 257 | ······<footer·class="sk-content-footer"> | 257 | ······<footer·class="sk-content-footer"> |
| 258 | ············©·2007·-·202 | 258 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 259 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.dump_svmlight_file.rst.txt"·rel="nofollow">Show·this·page·source</a> | 259 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.dump_svmlight_file.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 260 | ······</footer> | 260 | ······</footer> |
| 261 | ····</div> | 261 | ····</div> |
| 262 | ··</div> | 262 | ··</div> |
| 263 | </div> | 263 | </div> |
| 264 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 264 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 74 | ······>>>·from·sklearn.datasets·import·dump_svmlight_file,·make_classification | 74 | ······>>>·from·sklearn.datasets·import·dump_svmlight_file,·make_classification |
| 75 | ······>>>·X,·y·=·make_classification(random_state=0) | 75 | ······>>>·X,·y·=·make_classification(random_state=0) |
| 76 | ······>>>·output_file·=·"my_dataset.svmlight" | 76 | ······>>>·output_file·=·"my_dataset.svmlight" |
| 77 | ······>>>·dump_svmlight_file(X,·y,·output_file) | 77 | ······>>>·dump_svmlight_file(X,·y,·output_file) |
| 78 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8da\x8at\x8ta\x8as\x8se\x8et\x8ts\x8s.\x8.d\x8du\x8um\x8mp\x8p_\x8_s\x8sv\x8vm\x8ml\x8li\x8ig\x8gh\x8ht\x8t_\x8_f\x8fi\x8il\x8le\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 78 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8da\x8at\x8ta\x8as\x8se\x8et\x8ts\x8s.\x8.d\x8du\x8um\x8mp\x8p_\x8_s\x8sv\x8vm\x8ml\x8li\x8ig\x8gh\x8ht\x8t_\x8_f\x8fi\x8il\x8le\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 79 | _\x8L_\x8i_\x8b_\x8s_\x8v_\x8m_\x8·_\x8G_\x8U_\x8I | 79 | _\x8L_\x8i_\x8b_\x8s_\x8v_\x8m_\x8·_\x8G_\x8U_\x8I |
| 80 | Libsvm·GUI | 80 | Libsvm·GUI |
| 81 | ©·2007·-·202 | 81 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 315 | </section> | 315 | </section> |
| 316 | ······</div> | 316 | ······</div> |
| 317 | ····<div·class="container"> | 317 | ····<div·class="container"> |
| 318 | ······<footer·class="sk-content-footer"> | 318 | ······<footer·class="sk-content-footer"> |
| 319 | ············©·2007·-·202 | 319 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 320 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.fetch_20newsgroups.rst.txt"·rel="nofollow">Show·this·page·source</a> | 320 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.fetch_20newsgroups.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 321 | ······</footer> | 321 | ······</footer> |
| 322 | ····</div> | 322 | ····</div> |
| 323 | ··</div> | 323 | ··</div> |
| 324 | </div> | 324 | </div> |
| 325 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 325 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 115 | Semi-supervised·Classification·on·a·Text·Dataset | 115 | Semi-supervised·Classification·on·a·Text·Dataset |
| 116 | _\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s | 116 | _\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s |
| 117 | Classification·of·text·documents·using·sparse·features | 117 | Classification·of·text·documents·using·sparse·features |
| 118 | _\x8C_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8k_\x8-_\x8m_\x8e_\x8a_\x8n_\x8s | 118 | _\x8C_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8k_\x8-_\x8m_\x8e_\x8a_\x8n_\x8s |
| 119 | Clustering·text·documents·using·k-means | 119 | Clustering·text·documents·using·k-means |
| 120 | _\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8H_\x8a_\x8s_\x8h_\x8e_\x8r_\x8·_\x8a_\x8n_\x8d_\x8·_\x8D_\x8i_\x8c_\x8t_\x8V_\x8e_\x8c_\x8t_\x8o_\x8r_\x8i_\x8z_\x8e_\x8r_\x8·_\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n | 120 | _\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8H_\x8a_\x8s_\x8h_\x8e_\x8r_\x8·_\x8a_\x8n_\x8d_\x8·_\x8D_\x8i_\x8c_\x8t_\x8V_\x8e_\x8c_\x8t_\x8o_\x8r_\x8i_\x8z_\x8e_\x8r_\x8·_\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n |
| 121 | FeatureHasher·and·DictVectorizer·Comparison | 121 | FeatureHasher·and·DictVectorizer·Comparison |
| 122 | ©·2007·-·202 | 122 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 314 | </div></div><div·class="clearer"></div></section> | 314 | </div></div><div·class="clearer"></div></section> |
| 315 | </section> | 315 | </section> |
| 316 | ······</div> | 316 | ······</div> |
| 317 | ····<div·class="container"> | 317 | ····<div·class="container"> |
| 318 | ······<footer·class="sk-content-footer"> | 318 | ······<footer·class="sk-content-footer"> |
| 319 | ············©·2007·-·202 | 319 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 320 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.fetch_20newsgroups_vectorized.rst.txt"·rel="nofollow">Show·this·page·source</a> | 320 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.fetch_20newsgroups_vectorized.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 321 | ······</footer> | 321 | ······</footer> |
| 322 | ····</div> | 322 | ····</div> |
| 323 | ··</div> | 323 | ··</div> |
| 324 | </div> | 324 | </div> |
| 325 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 325 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 108 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8da\x8at\x8ta\x8as\x8se\x8et\x8ts\x8s.\x8.f\x8fe\x8et\x8tc\x8ch\x8h_\x8_2\x820\x80n\x8ne\x8ew\x8ws\x8sg\x8gr\x8ro\x8ou\x8up\x8ps\x8s_\x8_v\x8ve\x8ec\x8ct\x8to\x8or\x8ri\x8iz\x8ze\x8ed\x8d_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 108 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8da\x8at\x8ta\x8as\x8se\x8et\x8ts\x8s.\x8.f\x8fe\x8et\x8tc\x8ch\x8h_\x8_2\x820\x80n\x8ne\x8ew\x8ws\x8sg\x8gr\x8ro\x8ou\x8up\x8ps\x8s_\x8_v\x8ve\x8ec\x8ct\x8to\x8or\x8ri\x8iz\x8ze\x8ed\x8d_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 109 | _\x8M_\x8o_\x8d_\x8e_\x8l_\x8·_\x8C_\x8o_\x8m_\x8p_\x8l_\x8e_\x8x_\x8i_\x8t_\x8y_\x8·_\x8I_\x8n_\x8f_\x8l_\x8u_\x8e_\x8n_\x8c_\x8e | 109 | _\x8M_\x8o_\x8d_\x8e_\x8l_\x8·_\x8C_\x8o_\x8m_\x8p_\x8l_\x8e_\x8x_\x8i_\x8t_\x8y_\x8·_\x8I_\x8n_\x8f_\x8l_\x8u_\x8e_\x8n_\x8c_\x8e |
| 110 | Model·Complexity·Influence | 110 | Model·Complexity·Influence |
| 111 | _\x8M_\x8u_\x8l_\x8t_\x8i_\x8c_\x8l_\x8a_\x8s_\x8s_\x8·_\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8·_\x8l_\x8o_\x8g_\x8i_\x8s_\x8t_\x8i_\x8c_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x82_\x80_\x8n_\x8e_\x8w_\x8g_\x8r_\x8o_\x8u_\x8p_\x8s | 111 | _\x8M_\x8u_\x8l_\x8t_\x8i_\x8c_\x8l_\x8a_\x8s_\x8s_\x8·_\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8·_\x8l_\x8o_\x8g_\x8i_\x8s_\x8t_\x8i_\x8c_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x82_\x80_\x8n_\x8e_\x8w_\x8g_\x8r_\x8o_\x8u_\x8p_\x8s |
| 112 | Multiclass·sparse·logistic·regression·on·20newgroups | 112 | Multiclass·sparse·logistic·regression·on·20newgroups |
| 113 | _\x8T_\x8h_\x8e_\x8·_\x8J_\x8o_\x8h_\x8n_\x8s_\x8o_\x8n_\x8-_\x8L_\x8i_\x8n_\x8d_\x8e_\x8n_\x8s_\x8t_\x8r_\x8a_\x8u_\x8s_\x8s_\x8·_\x8b_\x8o_\x8u_\x8n_\x8d_\x8·_\x8f_\x8o_\x8r_\x8·_\x8e_\x8m_\x8b_\x8e_\x8d_\x8d_\x8i_\x8n_\x8g_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8·_\x8p_\x8r_\x8o_\x8j_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8s | 113 | _\x8T_\x8h_\x8e_\x8·_\x8J_\x8o_\x8h_\x8n_\x8s_\x8o_\x8n_\x8-_\x8L_\x8i_\x8n_\x8d_\x8e_\x8n_\x8s_\x8t_\x8r_\x8a_\x8u_\x8s_\x8s_\x8·_\x8b_\x8o_\x8u_\x8n_\x8d_\x8·_\x8f_\x8o_\x8r_\x8·_\x8e_\x8m_\x8b_\x8e_\x8d_\x8d_\x8i_\x8n_\x8g_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8·_\x8p_\x8r_\x8o_\x8j_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8s |
| 114 | The·Johnson-Lindenstrauss·bound·for·embedding·with·random·projections | 114 | The·Johnson-Lindenstrauss·bound·for·embedding·with·random·projections |
| 115 | ©·2007·-·202 | 115 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 307 | </div></div><div·class="clearer"></div></section> | 307 | </div></div><div·class="clearer"></div></section> |
| 308 | </section> | 308 | </section> |
| 309 | ······</div> | 309 | ······</div> |
| 310 | ····<div·class="container"> | 310 | ····<div·class="container"> |
| 311 | ······<footer·class="sk-content-footer"> | 311 | ······<footer·class="sk-content-footer"> |
| 312 | ············©·2007·-·202 | 312 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 313 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.fetch_california_housing.rst.txt"·rel="nofollow">Show·this·page·source</a> | 313 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.fetch_california_housing.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 314 | ······</footer> | 314 | ······</footer> |
| 315 | ····</div> | 315 | ····</div> |
| 316 | ··</div> | 316 | ··</div> |
| 317 | </div> | 317 | </div> |
| 318 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 318 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 100 | Early·stopping·in·Gradient·Boosting | 100 | Early·stopping·in·Gradient·Boosting |
| 101 | _\x8I_\x8m_\x8p_\x8u_\x8t_\x8i_\x8n_\x8g_\x8·_\x8m_\x8i_\x8s_\x8s_\x8i_\x8n_\x8g_\x8·_\x8v_\x8a_\x8l_\x8u_\x8e_\x8s_\x8·_\x8b_\x8e_\x8f_\x8o_\x8r_\x8e_\x8·_\x8b_\x8u_\x8i_\x8l_\x8d_\x8i_\x8n_\x8g_\x8·_\x8a_\x8n_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r | 101 | _\x8I_\x8m_\x8p_\x8u_\x8t_\x8i_\x8n_\x8g_\x8·_\x8m_\x8i_\x8s_\x8s_\x8i_\x8n_\x8g_\x8·_\x8v_\x8a_\x8l_\x8u_\x8e_\x8s_\x8·_\x8b_\x8e_\x8f_\x8o_\x8r_\x8e_\x8·_\x8b_\x8u_\x8i_\x8l_\x8d_\x8i_\x8n_\x8g_\x8·_\x8a_\x8n_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r |
| 102 | Imputing·missing·values·before·building·an·estimator | 102 | Imputing·missing·values·before·building·an·estimator |
| 103 | _\x8I_\x8m_\x8p_\x8u_\x8t_\x8i_\x8n_\x8g_\x8·_\x8m_\x8i_\x8s_\x8s_\x8i_\x8n_\x8g_\x8·_\x8v_\x8a_\x8l_\x8u_\x8e_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8t_\x8s_\x8·_\x8o_\x8f_\x8·_\x8I_\x8t_\x8e_\x8r_\x8a_\x8t_\x8i_\x8v_\x8e_\x8I_\x8m_\x8p_\x8u_\x8t_\x8e_\x8r | 103 | _\x8I_\x8m_\x8p_\x8u_\x8t_\x8i_\x8n_\x8g_\x8·_\x8m_\x8i_\x8s_\x8s_\x8i_\x8n_\x8g_\x8·_\x8v_\x8a_\x8l_\x8u_\x8e_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8t_\x8s_\x8·_\x8o_\x8f_\x8·_\x8I_\x8t_\x8e_\x8r_\x8a_\x8t_\x8i_\x8v_\x8e_\x8I_\x8m_\x8p_\x8u_\x8t_\x8e_\x8r |
| 104 | Imputing·missing·values·with·variants·of·IterativeImputer | 104 | Imputing·missing·values·with·variants·of·IterativeImputer |
| 105 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8·_\x8t_\x8h_\x8e_\x8·_\x8e_\x8f_\x8f_\x8e_\x8c_\x8t_\x8·_\x8o_\x8f_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8s_\x8c_\x8a_\x8l_\x8e_\x8r_\x8s_\x8·_\x8o_\x8n_\x8·_\x8d_\x8a_\x8t_\x8a_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8s | 105 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8·_\x8t_\x8h_\x8e_\x8·_\x8e_\x8f_\x8f_\x8e_\x8c_\x8t_\x8·_\x8o_\x8f_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8s_\x8c_\x8a_\x8l_\x8e_\x8r_\x8s_\x8·_\x8o_\x8n_\x8·_\x8d_\x8a_\x8t_\x8a_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8s |
| 106 | Compare·the·effect·of·different·scalers·on·data·with·outliers | 106 | Compare·the·effect·of·different·scalers·on·data·with·outliers |
| 107 | ©·2007·-·202 | 107 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 305 | </div></div><div·class="clearer"></div></section> | 305 | </div></div><div·class="clearer"></div></section> |
| 306 | </section> | 306 | </section> |
| 307 | ······</div> | 307 | ······</div> |
| 308 | ····<div·class="container"> | 308 | ····<div·class="container"> |
| 309 | ······<footer·class="sk-content-footer"> | 309 | ······<footer·class="sk-content-footer"> |
| 310 | ············©·2007·-·202 | 310 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 311 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.fetch_covtype.rst.txt"·rel="nofollow">Show·this·page·source</a> | 311 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.fetch_covtype.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 312 | ······</footer> | 312 | ······</footer> |
| 313 | ····</div> | 313 | ····</div> |
| 314 | ··</div> | 314 | ··</div> |
| 315 | </div> | 315 | </div> |
| 316 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 316 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 103 | _\x8R_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8·_\x8H_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n_\x8·_\x80_\x8._\x82_\x84 | 103 | _\x8R_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8·_\x8H_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n_\x8·_\x80_\x8._\x82_\x84 |
| 104 | Release·Highlights·for·scikit-learn·0.24 | 104 | Release·Highlights·for·scikit-learn·0.24 |
| 105 | _\x8S_\x8c_\x8a_\x8l_\x8a_\x8b_\x8l_\x8e_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8p_\x8o_\x8l_\x8y_\x8n_\x8o_\x8m_\x8i_\x8a_\x8l_\x8·_\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8·_\x8a_\x8p_\x8p_\x8r_\x8o_\x8x_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n | 105 | _\x8S_\x8c_\x8a_\x8l_\x8a_\x8b_\x8l_\x8e_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8p_\x8o_\x8l_\x8y_\x8n_\x8o_\x8m_\x8i_\x8a_\x8l_\x8·_\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8·_\x8a_\x8p_\x8p_\x8r_\x8o_\x8x_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n |
| 106 | Scalable·learning·with·polynomial·kernel·approximation | 106 | Scalable·learning·with·polynomial·kernel·approximation |
| 107 | _\x8E_\x8v_\x8a_\x8l_\x8u_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8·_\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8s | 107 | _\x8E_\x8v_\x8a_\x8l_\x8u_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8·_\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8s |
| 108 | Evaluation·of·outlier·detection·estimators | 108 | Evaluation·of·outlier·detection·estimators |
| 109 | ©·2007·-·202 | 109 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 299 | ······</div> | 299 | ······</div> |
| 300 | ····<div·class="container"> | 300 | ····<div·class="container"> |
| 301 | ······<footer·class="sk-content-footer"> | 301 | ······<footer·class="sk-content-footer"> |
| 302 | ············©·2007·-·202 | 302 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 303 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.fetch_kddcup99.rst.txt"·rel="nofollow">Show·this·page·source</a> | 303 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.fetch_kddcup99.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 304 | ······</footer> | 304 | ······</footer> |
| 305 | ····</div> | 305 | ····</div> |
| 306 | ··</div> | 306 | ··</div> |
| 307 | </div> | 307 | </div> |
| 308 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 308 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 97 | ··················shape·(n_samples,·n_features)·with·each·row·representing·one | 97 | ··················shape·(n_samples,·n_features)·with·each·row·representing·one |
| 98 | ··················sample·and·each·column·representing·the·features.·The·second | 98 | ··················sample·and·each·column·representing·the·features.·The·second |
| 99 | ··················ndarray·of·shape·(n_samples,)·containing·the·target·samples. | 99 | ··················ndarray·of·shape·(n_samples,)·containing·the·target·samples. |
| 100 | ··················Added·in·version·0.20. | 100 | ··················Added·in·version·0.20. |
| 101 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8da\x8at\x8ta\x8as\x8se\x8et\x8ts\x8s.\x8.f\x8fe\x8et\x8tc\x8ch\x8h_\x8_k\x8kd\x8dd\x8dc\x8cu\x8up\x8p9\x899\x89_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 101 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8da\x8at\x8ta\x8as\x8se\x8et\x8ts\x8s.\x8.f\x8fe\x8et\x8tc\x8ch\x8h_\x8_k\x8kd\x8dd\x8dc\x8cu\x8up\x8p9\x899\x89_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 102 | _\x8E_\x8v_\x8a_\x8l_\x8u_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8·_\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8s | 102 | _\x8E_\x8v_\x8a_\x8l_\x8u_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8·_\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8s |
| 103 | Evaluation·of·outlier·detection·estimators | 103 | Evaluation·of·outlier·detection·estimators |
| 104 | ©·2007·-·202 | 104 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 281 | ····<div·class="container"> | 281 | ····<div·class="container"> |
| 282 | ······<footer·class="sk-content-footer"> | 282 | ······<footer·class="sk-content-footer"> |
| 283 | ············©·2007·-·202 | 283 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 284 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.fetch_lfw_pairs.rst.txt"·rel="nofollow">Show·this·page·source</a> | 284 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.fetch_lfw_pairs.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 285 | ······</footer> | 285 | ······</footer> |
| 286 | ····</div> | 286 | ····</div> |
| 287 | ··</div> | 287 | ··</div> |
| 288 | </div> | 288 | </div> |
| 289 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 289 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 92 | ····················target_namesnumpy·array·of·shape·(2,) | 92 | ····················target_namesnumpy·array·of·shape·(2,) |
| 93 | ························Explains·the·target·values·of·the·target·array.·0 | 93 | ························Explains·the·target·values·of·the·target·array.·0 |
| 94 | ························corresponds·to·“Different·person”,·1·corresponds·to | 94 | ························corresponds·to·“Different·person”,·1·corresponds·to |
| 95 | ························“same·person”. | 95 | ························“same·person”. |
| 96 | ····················DESCRstr | 96 | ····················DESCRstr |
| 97 | ························Description·of·the·Labeled·Faces·in·the·Wild·(LFW) | 97 | ························Description·of·the·Labeled·Faces·in·the·Wild·(LFW) |
| 98 | ························dataset. | 98 | ························dataset. |
| 99 | ©·2007·-·202 | 99 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 294 | ······</div> | 294 | ······</div> |
| 295 | ····<div·class="container"> | 295 | ····<div·class="container"> |
| 296 | ······<footer·class="sk-content-footer"> | 296 | ······<footer·class="sk-content-footer"> |
| 297 | ············©·2007·-·202 | 297 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 298 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.fetch_lfw_people.rst.txt"·rel="nofollow">Show·this·page·source</a> | 298 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.fetch_lfw_people.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 299 | ······</footer> | 299 | ······</footer> |
| 300 | ····</div> | 300 | ····</div> |
| 301 | ··</div> | 301 | ··</div> |
| 302 | </div> | 302 | </div> |
| 303 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 303 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 97 | ··················shape·(n_samples,·n_features)·with·each·row·representing·one | 97 | ··················shape·(n_samples,·n_features)·with·each·row·representing·one |
| 98 | ··················sample·and·each·column·representing·the·features.·The·second | 98 | ··················sample·and·each·column·representing·the·features.·The·second |
| 99 | ··················ndarray·of·shape·(n_samples,)·containing·the·target·samples. | 99 | ··················ndarray·of·shape·(n_samples,)·containing·the·target·samples. |
| 100 | ··················Added·in·version·0.20. | 100 | ··················Added·in·version·0.20. |
| 101 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8da\x8at\x8ta\x8as\x8se\x8et\x8ts\x8s.\x8.f\x8fe\x8et\x8tc\x8ch\x8h_\x8_l\x8lf\x8fw\x8w_\x8_p\x8pe\x8eo\x8op\x8pl\x8le\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 101 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8da\x8at\x8ta\x8as\x8se\x8et\x8ts\x8s.\x8.f\x8fe\x8et\x8tc\x8ch\x8h_\x8_l\x8lf\x8fw\x8w_\x8_p\x8pe\x8eo\x8op\x8pl\x8le\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 102 | _\x8F_\x8a_\x8c_\x8e_\x8s_\x8·_\x8r_\x8e_\x8c_\x8o_\x8g_\x8n_\x8i_\x8t_\x8i_\x8o_\x8n_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8e_\x8i_\x8g_\x8e_\x8n_\x8f_\x8a_\x8c_\x8e_\x8s_\x8·_\x8a_\x8n_\x8d_\x8·_\x8S_\x8V_\x8M_\x8s | 102 | _\x8F_\x8a_\x8c_\x8e_\x8s_\x8·_\x8r_\x8e_\x8c_\x8o_\x8g_\x8n_\x8i_\x8t_\x8i_\x8o_\x8n_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8e_\x8i_\x8g_\x8e_\x8n_\x8f_\x8a_\x8c_\x8e_\x8s_\x8·_\x8a_\x8n_\x8d_\x8·_\x8S_\x8V_\x8M_\x8s |
| 103 | Faces·recognition·example·using·eigenfaces·and·SVMs | 103 | Faces·recognition·example·using·eigenfaces·and·SVMs |
| 104 | ©·2007·-·202 | 104 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 285 | ······</div> | 285 | ······</div> |
| 286 | ····<div·class="container"> | 286 | ····<div·class="container"> |
| 287 | ······<footer·class="sk-content-footer"> | 287 | ······<footer·class="sk-content-footer"> |
| 288 | ············©·2007·-·202 | 288 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 289 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.fetch_olivetti_faces.rst.txt"·rel="nofollow">Show·this·page·source</a> | 289 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.fetch_olivetti_faces.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 292 | ··</div> | 292 | ··</div> |
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| 84 | _\x8F_\x8a_\x8c_\x8e_\x8s_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8·_\x8d_\x8e_\x8c_\x8o_\x8m_\x8p_\x8o_\x8s_\x8i_\x8t_\x8i_\x8o_\x8n_\x8s | 84 | _\x8F_\x8a_\x8c_\x8e_\x8s_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8·_\x8d_\x8e_\x8c_\x8o_\x8m_\x8p_\x8o_\x8s_\x8i_\x8t_\x8i_\x8o_\x8n_\x8s |
| 85 | Faces·dataset·decompositions | 85 | Faces·dataset·decompositions |
| 86 | _\x8P_\x8i_\x8x_\x8e_\x8l_\x8·_\x8i_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8a_\x8·_\x8p_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l_\x8·_\x8f_\x8o_\x8r_\x8e_\x8s_\x8t_\x8·_\x8o_\x8f_\x8·_\x8t_\x8r_\x8e_\x8e_\x8s | 86 | _\x8P_\x8i_\x8x_\x8e_\x8l_\x8·_\x8i_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8a_\x8·_\x8p_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l_\x8·_\x8f_\x8o_\x8r_\x8e_\x8s_\x8t_\x8·_\x8o_\x8f_\x8·_\x8t_\x8r_\x8e_\x8e_\x8s |
| 87 | Pixel·importances·with·a·parallel·forest·of·trees | 87 | Pixel·importances·with·a·parallel·forest·of·trees |
| 88 | _\x8F_\x8a_\x8c_\x8e_\x8·_\x8c_\x8o_\x8m_\x8p_\x8l_\x8e_\x8t_\x8i_\x8o_\x8n_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8a_\x8·_\x8m_\x8u_\x8l_\x8t_\x8i_\x8-_\x8o_\x8u_\x8t_\x8p_\x8u_\x8t_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8s | 88 | _\x8F_\x8a_\x8c_\x8e_\x8·_\x8c_\x8o_\x8m_\x8p_\x8l_\x8e_\x8t_\x8i_\x8o_\x8n_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8a_\x8·_\x8m_\x8u_\x8l_\x8t_\x8i_\x8-_\x8o_\x8u_\x8t_\x8p_\x8u_\x8t_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8s |
| 89 | Face·completion·with·a·multi-output·estimators | 89 | Face·completion·with·a·multi-output·estimators |
| 90 | ©·2007·-·202 | 90 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 483 | ····<div·class="container"> | 483 | ····<div·class="container"> |
| 484 | ······<footer·class="sk-content-footer"> | 484 | ······<footer·class="sk-content-footer"> |
| 485 | ············©·2007·-·202 | 485 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 486 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.fetch_openml.rst.txt"·rel="nofollow">Show·this·page·source</a> | 486 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.fetch_openml.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 487 | ······</footer> | 487 | ······</footer> |
| 488 | ····</div> | 488 | ····</div> |
| 489 | ··</div> | 489 | ··</div> |
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| 266 | Visualization·of·MLP·weights·on·MNIST | 266 | Visualization·of·MLP·weights·on·MNIST |
| 267 | _\x8C_\x8o_\x8l_\x8u_\x8m_\x8n_\x8·_\x8T_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8e_\x8r_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8M_\x8i_\x8x_\x8e_\x8d_\x8·_\x8T_\x8y_\x8p_\x8e_\x8s | 267 | _\x8C_\x8o_\x8l_\x8u_\x8m_\x8n_\x8·_\x8T_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8e_\x8r_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8M_\x8i_\x8x_\x8e_\x8d_\x8·_\x8T_\x8y_\x8p_\x8e_\x8s |
| 268 | Column·Transformer·with·Mixed·Types | 268 | Column·Transformer·with·Mixed·Types |
| 269 | _\x8E_\x8f_\x8f_\x8e_\x8c_\x8t_\x8·_\x8o_\x8f_\x8·_\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8t_\x8a_\x8r_\x8g_\x8e_\x8t_\x8s_\x8·_\x8i_\x8n_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l | 269 | _\x8E_\x8f_\x8f_\x8e_\x8c_\x8t_\x8·_\x8o_\x8f_\x8·_\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8t_\x8a_\x8r_\x8g_\x8e_\x8t_\x8s_\x8·_\x8i_\x8n_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l |
| 270 | Effect·of·transforming·the·targets·in·regression·model | 270 | Effect·of·transforming·the·targets·in·regression·model |
| 271 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8T_\x8a_\x8r_\x8g_\x8e_\x8t_\x8·_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8O_\x8t_\x8h_\x8e_\x8r_\x8·_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8s | 271 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8T_\x8a_\x8r_\x8g_\x8e_\x8t_\x8·_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8O_\x8t_\x8h_\x8e_\x8r_\x8·_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8s |
| 272 | Comparing·Target·Encoder·with·Other·Encoders | 272 | Comparing·Target·Encoder·with·Other·Encoders |
| 273 | ©·2007·-·202 | 273 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 291 | ······</div> | 291 | ······</div> |
| 292 | ····<div·class="container"> | 292 | ····<div·class="container"> |
| 293 | ······<footer·class="sk-content-footer"> | 293 | ······<footer·class="sk-content-footer"> |
| 294 | ············©·2007·-·202 | 294 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 295 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.fetch_rcv1.rst.txt"·rel="nofollow">Show·this·page·source</a> | 295 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.fetch_rcv1.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 296 | ······</footer> | 296 | ······</footer> |
| 297 | ····</div> | 297 | ····</div> |
| 298 | ··</div> | 298 | ··</div> |
| 299 | </div> | 299 | </div> |
| 300 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 300 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 89 | ······························dataset.target. | 89 | ······························dataset.target. |
| 90 | ······················*···DESCRstr | 90 | ······················*···DESCRstr |
| 91 | ······························Description·of·the·RCV1·dataset. | 91 | ······························Description·of·the·RCV1·dataset. |
| 92 | ··············(\x8(d\x8da\x8at\x8ta\x8a,\x8,·t\x8ta\x8ar\x8rg\x8ge\x8et\x8t)\x8)tuple | 92 | ··············(\x8(d\x8da\x8at\x8ta\x8a,\x8,·t\x8ta\x8ar\x8rg\x8ge\x8et\x8t)\x8)tuple |
| 93 | ··················A·tuple·consisting·of·dataset.data·and·dataset.target,·as | 93 | ··················A·tuple·consisting·of·dataset.data·and·dataset.target,·as |
| 94 | ··················described·above.·Returned·only·if·return_X_y·is·True. | 94 | ··················described·above.·Returned·only·if·return_X_y·is·True. |
| 95 | ··················Added·in·version·0.20. | 95 | ··················Added·in·version·0.20. |
| 96 | ©·2007·-·202 | 96 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 282 | </section> | 282 | </section> |
| 283 | ······</div> | 283 | ······</div> |
| 284 | ····<div·class="container"> | 284 | ····<div·class="container"> |
| 285 | ······<footer·class="sk-content-footer"> | 285 | ······<footer·class="sk-content-footer"> |
| 286 | ············©·2007·-·202 | 286 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 287 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.fetch_species_distributions.rst.txt"·rel="nofollow">Show·this·page·source</a> | 287 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.fetch_species_distributions.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 288 | ······</footer> | 288 | ······</footer> |
| 289 | ····</div> | 289 | ····</div> |
| 290 | ··</div> | 290 | ··</div> |
| 291 | </div> | 291 | </div> |
| 292 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 292 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 92 | ·············(b'microryzomys_minutus',·-67.9833,·-15.9···)], | 92 | ·············(b'microryzomys_minutus',·-67.9833,·-15.9···)], |
| 93 | ············dtype=[('species',·'S22'),·('dd·long',·'<f4'),·('dd·lat',·'<f4')]) | 93 | ············dtype=[('species',·'S22'),·('dd·long',·'<f4'),·('dd·lat',·'<f4')]) |
| 94 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8da\x8at\x8ta\x8as\x8se\x8et\x8ts\x8s.\x8.f\x8fe\x8et\x8tc\x8ch\x8h_\x8_s\x8sp\x8pe\x8ec\x8ci\x8ie\x8es\x8s_\x8_d\x8di\x8is\x8st\x8tr\x8ri\x8ib\x8bu\x8ut\x8ti\x8io\x8on\x8ns\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 94 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8da\x8at\x8ta\x8as\x8se\x8et\x8ts\x8s.\x8.f\x8fe\x8et\x8tc\x8ch\x8h_\x8_s\x8sp\x8pe\x8ec\x8ci\x8ie\x8es\x8s_\x8_d\x8di\x8is\x8st\x8tr\x8ri\x8ib\x8bu\x8ut\x8ti\x8io\x8on\x8ns\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 95 | _\x8S_\x8p_\x8e_\x8c_\x8i_\x8e_\x8s_\x8·_\x8d_\x8i_\x8s_\x8t_\x8r_\x8i_\x8b_\x8u_\x8t_\x8i_\x8o_\x8n_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l_\x8i_\x8n_\x8g | 95 | _\x8S_\x8p_\x8e_\x8c_\x8i_\x8e_\x8s_\x8·_\x8d_\x8i_\x8s_\x8t_\x8r_\x8i_\x8b_\x8u_\x8t_\x8i_\x8o_\x8n_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l_\x8i_\x8n_\x8g |
| 96 | Species·distribution·modeling | 96 | Species·distribution·modeling |
| 97 | _\x8K_\x8e_\x8r_\x8n_\x8e_\x8l_\x8·_\x8D_\x8e_\x8n_\x8s_\x8i_\x8t_\x8y_\x8·_\x8E_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8e_\x8·_\x8o_\x8f_\x8·_\x8S_\x8p_\x8e_\x8c_\x8i_\x8e_\x8s_\x8·_\x8D_\x8i_\x8s_\x8t_\x8r_\x8i_\x8b_\x8u_\x8t_\x8i_\x8o_\x8n_\x8s | 97 | _\x8K_\x8e_\x8r_\x8n_\x8e_\x8l_\x8·_\x8D_\x8e_\x8n_\x8s_\x8i_\x8t_\x8y_\x8·_\x8E_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8e_\x8·_\x8o_\x8f_\x8·_\x8S_\x8p_\x8e_\x8c_\x8i_\x8e_\x8s_\x8·_\x8D_\x8i_\x8s_\x8t_\x8r_\x8i_\x8b_\x8u_\x8t_\x8i_\x8o_\x8n_\x8s |
| 98 | Kernel·Density·Estimate·of·Species·Distributions | 98 | Kernel·Density·Estimate·of·Species·Distributions |
| 99 | ©·2007·-·202 | 99 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 230 | </section> | 230 | </section> |
| 231 | ······</div> | 231 | ······</div> |
| 232 | ····<div·class="container"> | 232 | ····<div·class="container"> |
| 233 | ······<footer·class="sk-content-footer"> | 233 | ······<footer·class="sk-content-footer"> |
| 234 | ············©·2007·-·202 | 234 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 235 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.get_data_home.rst.txt"·rel="nofollow">Show·this·page·source</a> | 235 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.get_data_home.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 236 | ······</footer> | 236 | ······</footer> |
| 237 | ····</div> | 237 | ····</div> |
| 238 | ··</div> | 238 | ··</div> |
| 239 | </div> | 239 | </div> |
| 240 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 240 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 47 | ··················path·is·~/scikit_learn_data. | 47 | ··················path·is·~/scikit_learn_data. |
| 48 | ········Returns: | 48 | ········Returns: |
| 49 | ··············data_home:·str | 49 | ··············data_home:·str |
| 50 | ··················The·path·to·scikit-learn·data·directory. | 50 | ··················The·path·to·scikit-learn·data·directory. |
| 51 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8da\x8at\x8ta\x8as\x8se\x8et\x8ts\x8s.\x8.g\x8ge\x8et\x8t_\x8_d\x8da\x8at\x8ta\x8a_\x8_h\x8ho\x8om\x8me\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 51 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8da\x8at\x8ta\x8as\x8se\x8et\x8ts\x8s.\x8.g\x8ge\x8et\x8t_\x8_d\x8da\x8at\x8ta\x8a_\x8_h\x8ho\x8om\x8me\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 52 | _\x8O_\x8u_\x8t_\x8-_\x8o_\x8f_\x8-_\x8c_\x8o_\x8r_\x8e_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s | 52 | _\x8O_\x8u_\x8t_\x8-_\x8o_\x8f_\x8-_\x8c_\x8o_\x8r_\x8e_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s |
| 53 | Out-of-core·classification·of·text·documents | 53 | Out-of-core·classification·of·text·documents |
| 54 | ©·2007·-·202 | 54 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 314 | ······</div> | 314 | ······</div> |
| 315 | ····<div·class="container"> | 315 | ····<div·class="container"> |
| 316 | ······<footer·class="sk-content-footer"> | 316 | ······<footer·class="sk-content-footer"> |
| 317 | ············©·2007·-·202 | 317 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 318 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.load_breast_cancer.rst.txt"·rel="nofollow">Show·this·page·source</a> | 318 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.load_breast_cancer.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 319 | ······</footer> | 319 | ······</footer> |
| 320 | ····</div> | 320 | ····</div> |
| 321 | ··</div> | 321 | ··</div> |
| 322 | </div> | 322 | </div> |
| 323 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 323 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 102 | Post·pruning·decision·trees·with·cost·complexity·pruning | 102 | Post·pruning·decision·trees·with·cost·complexity·pruning |
| 103 | _\x8M_\x8o_\x8d_\x8e_\x8l_\x8-_\x8b_\x8a_\x8s_\x8e_\x8d_\x8·_\x8a_\x8n_\x8d_\x8·_\x8s_\x8e_\x8q_\x8u_\x8e_\x8n_\x8t_\x8i_\x8a_\x8l_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n | 103 | _\x8M_\x8o_\x8d_\x8e_\x8l_\x8-_\x8b_\x8a_\x8s_\x8e_\x8d_\x8·_\x8a_\x8n_\x8d_\x8·_\x8s_\x8e_\x8q_\x8u_\x8e_\x8n_\x8t_\x8i_\x8a_\x8l_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n |
| 104 | Model-based·and·sequential·feature·selection | 104 | Model-based·and·sequential·feature·selection |
| 105 | _\x8P_\x8e_\x8r_\x8m_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8I_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8M_\x8u_\x8l_\x8t_\x8i_\x8c_\x8o_\x8l_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8o_\x8r_\x8·_\x8C_\x8o_\x8r_\x8r_\x8e_\x8l_\x8a_\x8t_\x8e_\x8d_\x8·_\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s | 105 | _\x8P_\x8e_\x8r_\x8m_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8I_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8M_\x8u_\x8l_\x8t_\x8i_\x8c_\x8o_\x8l_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8o_\x8r_\x8·_\x8C_\x8o_\x8r_\x8r_\x8e_\x8l_\x8a_\x8t_\x8e_\x8d_\x8·_\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s |
| 106 | Permutation·Importance·with·Multicollinear·or·Correlated·Features | 106 | Permutation·Importance·with·Multicollinear·or·Correlated·Features |
| 107 | _\x8E_\x8f_\x8f_\x8e_\x8c_\x8t_\x8·_\x8o_\x8f_\x8·_\x8v_\x8a_\x8r_\x8y_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8r_\x8e_\x8s_\x8h_\x8o_\x8l_\x8d_\x8·_\x8f_\x8o_\x8r_\x8·_\x8s_\x8e_\x8l_\x8f_\x8-_\x8t_\x8r_\x8a_\x8i_\x8n_\x8i_\x8n_\x8g | 107 | _\x8E_\x8f_\x8f_\x8e_\x8c_\x8t_\x8·_\x8o_\x8f_\x8·_\x8v_\x8a_\x8r_\x8y_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8r_\x8e_\x8s_\x8h_\x8o_\x8l_\x8d_\x8·_\x8f_\x8o_\x8r_\x8·_\x8s_\x8e_\x8l_\x8f_\x8-_\x8t_\x8r_\x8a_\x8i_\x8n_\x8i_\x8n_\x8g |
| 108 | Effect·of·varying·threshold·for·self-training | 108 | Effect·of·varying·threshold·for·self-training |
| 109 | ©·2007·-·202 | 109 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 346 | ······</div> | 346 | ······</div> |
| 347 | ····<div·class="container"> | 347 | ····<div·class="container"> |
| 348 | ······<footer·class="sk-content-footer"> | 348 | ······<footer·class="sk-content-footer"> |
| 349 | ············©·2007·-·202 | 349 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 350 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.load_diabetes.rst.txt"·rel="nofollow">Show·this·page·source</a> | 350 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.load_diabetes.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 351 | ······</footer> | 351 | ······</footer> |
| 352 | ····</div> | 352 | ····</div> |
| 353 | ··</div> | 353 | ··</div> |
| 354 | </div> | 354 | </div> |
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| 123 | Advanced·Plotting·With·Partial·Dependence | 123 | Advanced·Plotting·With·Partial·Dependence |
| 124 | _\x8I_\x8m_\x8p_\x8u_\x8t_\x8i_\x8n_\x8g_\x8·_\x8m_\x8i_\x8s_\x8s_\x8i_\x8n_\x8g_\x8·_\x8v_\x8a_\x8l_\x8u_\x8e_\x8s_\x8·_\x8b_\x8e_\x8f_\x8o_\x8r_\x8e_\x8·_\x8b_\x8u_\x8i_\x8l_\x8d_\x8i_\x8n_\x8g_\x8·_\x8a_\x8n_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r | 124 | _\x8I_\x8m_\x8p_\x8u_\x8t_\x8i_\x8n_\x8g_\x8·_\x8m_\x8i_\x8s_\x8s_\x8i_\x8n_\x8g_\x8·_\x8v_\x8a_\x8l_\x8u_\x8e_\x8s_\x8·_\x8b_\x8e_\x8f_\x8o_\x8r_\x8e_\x8·_\x8b_\x8u_\x8i_\x8l_\x8d_\x8i_\x8n_\x8g_\x8·_\x8a_\x8n_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r |
| 125 | Imputing·missing·values·before·building·an·estimator | 125 | Imputing·missing·values·before·building·an·estimator |
| 126 | _\x8P_\x8l_\x8o_\x8t_\x8t_\x8i_\x8n_\x8g_\x8·_\x8C_\x8r_\x8o_\x8s_\x8s_\x8-_\x8V_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8e_\x8d_\x8·_\x8P_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8s | 126 | _\x8P_\x8l_\x8o_\x8t_\x8t_\x8i_\x8n_\x8g_\x8·_\x8C_\x8r_\x8o_\x8s_\x8s_\x8-_\x8V_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8e_\x8d_\x8·_\x8P_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8s |
| 127 | Plotting·Cross-Validated·Predictions | 127 | Plotting·Cross-Validated·Predictions |
| 128 | _\x8C_\x8r_\x8o_\x8s_\x8s_\x8-_\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8d_\x8i_\x8a_\x8b_\x8e_\x8t_\x8e_\x8s_\x8·_\x8D_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8·_\x8E_\x8x_\x8e_\x8r_\x8c_\x8i_\x8s_\x8e | 128 | _\x8C_\x8r_\x8o_\x8s_\x8s_\x8-_\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8d_\x8i_\x8a_\x8b_\x8e_\x8t_\x8e_\x8s_\x8·_\x8D_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8·_\x8E_\x8x_\x8e_\x8r_\x8c_\x8i_\x8s_\x8e |
| 129 | Cross-validation·on·diabetes·Dataset·Exercise | 129 | Cross-validation·on·diabetes·Dataset·Exercise |
| 130 | ©·2007·-·202 | 130 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 391 | ······</div> | 391 | ······</div> |
| 392 | ····<div·class="container"> | 392 | ····<div·class="container"> |
| 393 | ······<footer·class="sk-content-footer"> | 393 | ······<footer·class="sk-content-footer"> |
| 394 | ············©·2007·-·202 | 394 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 395 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.load_digits.rst.txt"·rel="nofollow">Show·this·page·source</a> | 395 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.load_digits.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 396 | ······</footer> | 396 | ······</footer> |
| 397 | ····</div> | 397 | ····</div> |
| 398 | ··</div> | 398 | ··</div> |
| 399 | </div> | 399 | </div> |
| 400 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 400 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 153 | Selecting·dimensionality·reduction·with·Pipeline·and·GridSearchCV | 153 | Selecting·dimensionality·reduction·with·Pipeline·and·GridSearchCV |
| 154 | _\x8L_\x8a_\x8b_\x8e_\x8l_\x8·_\x8P_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8·_\x8a_\x8c_\x8t_\x8i_\x8v_\x8e_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g | 154 | _\x8L_\x8a_\x8b_\x8e_\x8l_\x8·_\x8P_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8·_\x8a_\x8c_\x8t_\x8i_\x8v_\x8e_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g |
| 155 | Label·Propagation·digits·active·learning | 155 | Label·Propagation·digits·active·learning |
| 156 | _\x8L_\x8a_\x8b_\x8e_\x8l_\x8·_\x8P_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8:_\x8·_\x8D_\x8e_\x8m_\x8o_\x8n_\x8s_\x8t_\x8r_\x8a_\x8t_\x8i_\x8n_\x8g_\x8·_\x8p_\x8e_\x8r_\x8f_\x8o_\x8r_\x8m_\x8a_\x8n_\x8c_\x8e | 156 | _\x8L_\x8a_\x8b_\x8e_\x8l_\x8·_\x8P_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8:_\x8·_\x8D_\x8e_\x8m_\x8o_\x8n_\x8s_\x8t_\x8r_\x8a_\x8t_\x8i_\x8n_\x8g_\x8·_\x8p_\x8e_\x8r_\x8f_\x8o_\x8r_\x8m_\x8a_\x8n_\x8c_\x8e |
| 157 | Label·Propagation·digits:·Demonstrating·performance | 157 | Label·Propagation·digits:·Demonstrating·performance |
| 158 | _\x8D_\x8i_\x8g_\x8i_\x8t_\x8s_\x8·_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8E_\x8x_\x8e_\x8r_\x8c_\x8i_\x8s_\x8e | 158 | _\x8D_\x8i_\x8g_\x8i_\x8t_\x8s_\x8·_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8E_\x8x_\x8e_\x8r_\x8c_\x8i_\x8s_\x8e |
| 159 | Digits·Classification·Exercise | 159 | Digits·Classification·Exercise |
| 160 | ©·2007·-·202 | 160 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 295 | <div·class="clearer"></div></section> | 295 | <div·class="clearer"></div></section> |
| 296 | ······</div> | 296 | ······</div> |
| 297 | ····<div·class="container"> | 297 | ····<div·class="container"> |
| 298 | ······<footer·class="sk-content-footer"> | 298 | ······<footer·class="sk-content-footer"> |
| 299 | ············©·2007·-·202 | 299 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 300 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.load_files.rst.txt"·rel="nofollow">Show·this·page·source</a> | 300 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.load_files.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 301 | ······</footer> | 301 | ······</footer> |
| 302 | ····</div> | 302 | ····</div> |
| 303 | ··</div> | 303 | ··</div> |
| 304 | </div> | 304 | </div> |
| 305 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 305 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 108 | ························The·full·description·of·the·dataset. | 108 | ························The·full·description·of·the·dataset. |
| 109 | ····················filenames:·ndarray | 109 | ····················filenames:·ndarray |
| 110 | ························The·filenames·holding·the·dataset. | 110 | ························The·filenames·holding·the·dataset. |
| 111 | ······Examples | 111 | ······Examples |
| 112 | ······>>>·from·sklearn.datasets·import·load_files | 112 | ······>>>·from·sklearn.datasets·import·load_files |
| 113 | ······>>>·container_path·=·"./" | 113 | ······>>>·container_path·=·"./" |
| 114 | ······>>>·load_files(container_path) | 114 | ······>>>·load_files(container_path) |
| 115 | ©·2007·-·202 | 115 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 422 | </section> | 422 | </section> |
| 423 | ······</div> | 423 | ······</div> |
| 424 | ····<div·class="container"> | 424 | ····<div·class="container"> |
| 425 | ······<footer·class="sk-content-footer"> | 425 | ······<footer·class="sk-content-footer"> |
| 426 | ············©·2007·-·202 | 426 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 427 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.load_iris.rst.txt"·rel="nofollow">Show·this·page·source</a> | 427 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.load_iris.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 428 | ······</footer> | 428 | ······</footer> |
| 429 | ····</div> | 429 | ····</div> |
| 430 | ··</div> | 430 | ··</div> |
| 431 | </div> | 431 | </div> |
| 432 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 432 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 172 | RBF·SVM·parameters | 172 | RBF·SVM·parameters |
| 173 | _\x8S_\x8V_\x8M_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8c_\x8u_\x8s_\x8t_\x8o_\x8m_\x8·_\x8k_\x8e_\x8r_\x8n_\x8e_\x8l | 173 | _\x8S_\x8V_\x8M_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8c_\x8u_\x8s_\x8t_\x8o_\x8m_\x8·_\x8k_\x8e_\x8r_\x8n_\x8e_\x8l |
| 174 | SVM·with·custom·kernel | 174 | SVM·with·custom·kernel |
| 175 | _\x8S_\x8V_\x8M_\x8-_\x8A_\x8n_\x8o_\x8v_\x8a_\x8:_\x8·_\x8S_\x8V_\x8M_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8u_\x8n_\x8i_\x8v_\x8a_\x8r_\x8i_\x8a_\x8t_\x8e_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n | 175 | _\x8S_\x8V_\x8M_\x8-_\x8A_\x8n_\x8o_\x8v_\x8a_\x8:_\x8·_\x8S_\x8V_\x8M_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8u_\x8n_\x8i_\x8v_\x8a_\x8r_\x8i_\x8a_\x8t_\x8e_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n |
| 176 | SVM-Anova:·SVM·with·univariate·feature·selection | 176 | SVM-Anova:·SVM·with·univariate·feature·selection |
| 177 | _\x8S_\x8V_\x8M_\x8·_\x8E_\x8x_\x8e_\x8r_\x8c_\x8i_\x8s_\x8e | 177 | _\x8S_\x8V_\x8M_\x8·_\x8E_\x8x_\x8e_\x8r_\x8c_\x8i_\x8s_\x8e |
| 178 | SVM·Exercise | 178 | SVM·Exercise |
| 179 | ©·2007·-·202 | 179 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 276 | <div·class="clearer"></div></section> | 276 | <div·class="clearer"></div></section> |
| 277 | ······</div> | 277 | ······</div> |
| 278 | ····<div·class="container"> | 278 | ····<div·class="container"> |
| 279 | ······<footer·class="sk-content-footer"> | 279 | ······<footer·class="sk-content-footer"> |
| 280 | ············©·2007·-·202 | 280 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 281 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.load_linnerud.rst.txt"·rel="nofollow">Show·this·page·source</a> | 281 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.load_linnerud.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 282 | ······</footer> | 282 | ······</footer> |
| 283 | ····</div> | 283 | ····</div> |
| 284 | ··</div> | 284 | ··</div> |
| 285 | </div> | 285 | </div> |
| 286 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 286 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 77 | ························The·path·to·the·location·of·the·target. | 77 | ························The·path·to·the·location·of·the·target. |
| 78 | ························Added·in·version·0.20. | 78 | ························Added·in·version·0.20. |
| 79 | ··············(\x8(d\x8da\x8at\x8ta\x8a,\x8,·t\x8ta\x8ar\x8rg\x8ge\x8et\x8t)\x8)tuple·if·return_X_y·is·True | 79 | ··············(\x8(d\x8da\x8at\x8ta\x8a,\x8,·t\x8ta\x8ar\x8rg\x8ge\x8et\x8t)\x8)tuple·if·return_X_y·is·True |
| 80 | ··················Returns·a·tuple·of·two·ndarrays·or·dataframe·of·shape·(20, | 80 | ··················Returns·a·tuple·of·two·ndarrays·or·dataframe·of·shape·(20, |
| 81 | ··················3).·Each·row·represents·one·sample·and·each·column·represents | 81 | ··················3).·Each·row·represents·one·sample·and·each·column·represents |
| 82 | ··················the·features·in·X·and·a·target·in·y·of·a·given·sample. | 82 | ··················the·features·in·X·and·a·target·in·y·of·a·given·sample. |
| 83 | ··················Added·in·version·0.18. | 83 | ··················Added·in·version·0.18. |
| 84 | ©·2007·-·202 | 84 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 235 | </div></div><div·class="clearer"></div></section> | 235 | </div></div><div·class="clearer"></div></section> |
| 236 | </section> | 236 | </section> |
| 237 | ······</div> | 237 | ······</div> |
| 238 | ····<div·class="container"> | 238 | ····<div·class="container"> |
| 239 | ······<footer·class="sk-content-footer"> | 239 | ······<footer·class="sk-content-footer"> |
| 240 | ············©·2007·-·202 | 240 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 241 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.load_sample_image.rst.txt"·rel="nofollow">Show·this·page·source</a> | 241 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.load_sample_image.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 242 | ······</footer> | 242 | ······</footer> |
| 243 | ····</div> | 243 | ····</div> |
| 244 | ··</div> | 244 | ··</div> |
| 245 | </div> | 245 | </div> |
| 246 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 246 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 51 | ······>>>·flower.dtype | 51 | ······>>>·flower.dtype |
| 52 | ······dtype('uint8') | 52 | ······dtype('uint8') |
| 53 | ······>>>·flower.shape | 53 | ······>>>·flower.shape |
| 54 | ······(427,·640,·3) | 54 | ······(427,·640,·3) |
| 55 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8da\x8at\x8ta\x8as\x8se\x8et\x8ts\x8s.\x8.l\x8lo\x8oa\x8ad\x8d_\x8_s\x8sa\x8am\x8mp\x8pl\x8le\x8e_\x8_i\x8im\x8ma\x8ag\x8ge\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 55 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8da\x8at\x8ta\x8as\x8se\x8et\x8ts\x8s.\x8.l\x8lo\x8oa\x8ad\x8d_\x8_s\x8sa\x8am\x8mp\x8pl\x8le\x8e_\x8_i\x8im\x8ma\x8ag\x8ge\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 56 | _\x8C_\x8o_\x8l_\x8o_\x8r_\x8·_\x8Q_\x8u_\x8a_\x8n_\x8t_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8K_\x8-_\x8M_\x8e_\x8a_\x8n_\x8s | 56 | _\x8C_\x8o_\x8l_\x8o_\x8r_\x8·_\x8Q_\x8u_\x8a_\x8n_\x8t_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8K_\x8-_\x8M_\x8e_\x8a_\x8n_\x8s |
| 57 | Color·Quantization·using·K-Means | 57 | Color·Quantization·using·K-Means |
| 58 | ©·2007·-·202 | 58 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 228 | <div·class="clearer"></div></section> | 228 | <div·class="clearer"></div></section> |
| 229 | ······</div> | 229 | ······</div> |
| 230 | ····<div·class="container"> | 230 | ····<div·class="container"> |
| 231 | ······<footer·class="sk-content-footer"> | 231 | ······<footer·class="sk-content-footer"> |
| 232 | ············©·2007·-·202 | 232 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 233 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.load_sample_images.rst.txt"·rel="nofollow">Show·this·page·source</a> | 233 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.load_sample_images.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 234 | ······</footer> | 234 | ······</footer> |
| 235 | ····</div> | 235 | ····</div> |
| 236 | ··</div> | 236 | ··</div> |
| 237 | </div> | 237 | </div> |
| 238 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 238 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 50 | ······>>>·len(dataset.images) | 50 | ······>>>·len(dataset.images) |
| 51 | ······2 | 51 | ······2 |
| 52 | ······>>>·first_img_data·=·dataset.images[0] | 52 | ······>>>·first_img_data·=·dataset.images[0] |
| 53 | ······>>>·first_img_data.shape | 53 | ······>>>·first_img_data.shape |
| 54 | ······(427,·640,·3) | 54 | ······(427,·640,·3) |
| 55 | ······>>>·first_img_data.dtype | 55 | ······>>>·first_img_data.dtype |
| 56 | ······dtype('uint8') | 56 | ······dtype('uint8') |
| 57 | ©·2007·-·202 | 57 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 301 | <div·class="clearer"></div></section> | 301 | <div·class="clearer"></div></section> |
| 302 | ······</div> | 302 | ······</div> |
| 303 | ····<div·class="container"> | 303 | ····<div·class="container"> |
| 304 | ······<footer·class="sk-content-footer"> | 304 | ······<footer·class="sk-content-footer"> |
| 305 | ············©·2007·-·202 | 305 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 306 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.load_svmlight_file.rst.txt"·rel="nofollow">Show·this·page·source</a> | 306 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.load_svmlight_file.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 307 | ······</footer> | 307 | ······</footer> |
| 308 | ····</div> | 308 | ····</div> |
| 309 | ··</div> | 309 | ··</div> |
| 310 | </div> | 310 | </div> |
| 311 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 311 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 120 | ······@mem.cache | 120 | ······@mem.cache |
| 121 | ······def·get_data(): | 121 | ······def·get_data(): |
| 122 | ··········data·=·load_svmlight_file("mysvmlightfile") | 122 | ··········data·=·load_svmlight_file("mysvmlightfile") |
| 123 | ··········return·data[0],·data[1] | 123 | ··········return·data[0],·data[1] |
| 124 | ······X,·y·=·get_data() | 124 | ······X,·y·=·get_data() |
| 125 | ©·2007·-·202 | 125 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 275 | <div·class="clearer"></div></section> | 275 | <div·class="clearer"></div></section> |
| 276 | ······</div> | 276 | ······</div> |
| 277 | ····<div·class="container"> | 277 | ····<div·class="container"> |
| 278 | ······<footer·class="sk-content-footer"> | 278 | ······<footer·class="sk-content-footer"> |
| 279 | ············©·2007·-·202 | 279 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 280 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.load_svmlight_files.rst.txt"·rel="nofollow">Show·this·page·source</a> | 280 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.load_svmlight_files.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 281 | ······</footer> | 281 | ······</footer> |
| 282 | ····</div> | 282 | ····</div> |
| 283 | ··</div> | 283 | ··</div> |
| 284 | </div> | 284 | </div> |
| 285 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 285 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 97 | ········_\x8l_\x8o_\x8a_\x8d_\x8__\x8s_\x8v_\x8m_\x8l_\x8i_\x8g_\x8h_\x8t_\x8__\x8f_\x8i_\x8l_\x8e | 97 | ········_\x8l_\x8o_\x8a_\x8d_\x8__\x8s_\x8v_\x8m_\x8l_\x8i_\x8g_\x8h_\x8t_\x8__\x8f_\x8i_\x8l_\x8e |
| 98 | ············Similar·function·for·loading·a·single·file·in·this·format. | 98 | ············Similar·function·for·loading·a·single·file·in·this·format. |
| 99 | ······Notes | 99 | ······Notes |
| 100 | ······When·fitting·a·model·to·a·matrix·X_train·and·evaluating·it·against·a | 100 | ······When·fitting·a·model·to·a·matrix·X_train·and·evaluating·it·against·a |
| 101 | ······matrix·X_test,·it·is·essential·that·X_train·and·X_test·have·the·same | 101 | ······matrix·X_test,·it·is·essential·that·X_train·and·X_test·have·the·same |
| 102 | ······number·of·features·(X_train.shape[1]·==·X_test.shape[1]).·This·may·not·be | 102 | ······number·of·features·(X_train.shape[1]·==·X_test.shape[1]).·This·may·not·be |
| 103 | ······the·case·if·you·load·the·files·individually·with·load_svmlight_file. | 103 | ······the·case·if·you·load·the·files·individually·with·load_svmlight_file. |
| 104 | ©·2007·-·202 | 104 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 299 | </div></div><div·class="clearer"></div></section> | 299 | </div></div><div·class="clearer"></div></section> |
| 300 | </section> | 300 | </section> |
| 301 | ······</div> | 301 | ······</div> |
| 302 | ····<div·class="container"> | 302 | ····<div·class="container"> |
| 303 | ······<footer·class="sk-content-footer"> | 303 | ······<footer·class="sk-content-footer"> |
| 304 | ············©·2007·-·202 | 304 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 305 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.load_wine.rst.txt"·rel="nofollow">Show·this·page·source</a> | 305 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.load_wine.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 306 | ······</footer> | 306 | ······</footer> |
| 307 | ····</div> | 307 | ····</div> |
| 308 | ··</div> | 308 | ··</div> |
| 309 | </div> | 309 | </div> |
| 310 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 310 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 93 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8da\x8at\x8ta\x8as\x8se\x8et\x8ts\x8s.\x8.l\x8lo\x8oa\x8ad\x8d_\x8_w\x8wi\x8in\x8ne\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 93 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8da\x8at\x8ta\x8as\x8se\x8et\x8ts\x8s.\x8.l\x8lo\x8oa\x8ad\x8d_\x8_w\x8wi\x8in\x8ne\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 94 | _\x8O_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8·_\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8a_\x8·_\x8r_\x8e_\x8a_\x8l_\x8·_\x8d_\x8a_\x8t_\x8a_\x8·_\x8s_\x8e_\x8t | 94 | _\x8O_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8·_\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8a_\x8·_\x8r_\x8e_\x8a_\x8l_\x8·_\x8d_\x8a_\x8t_\x8a_\x8·_\x8s_\x8e_\x8t |
| 95 | Outlier·detection·on·a·real·data·set | 95 | Outlier·detection·on·a·real·data·set |
| 96 | _\x8R_\x8O_\x8C_\x8·_\x8C_\x8u_\x8r_\x8v_\x8e_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8V_\x8i_\x8s_\x8u_\x8a_\x8l_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8A_\x8P_\x8I | 96 | _\x8R_\x8O_\x8C_\x8·_\x8C_\x8u_\x8r_\x8v_\x8e_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8V_\x8i_\x8s_\x8u_\x8a_\x8l_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8A_\x8P_\x8I |
| 97 | ROC·Curve·with·Visualization·API | 97 | ROC·Curve·with·Visualization·API |
| 98 | _\x8I_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8·_\x8o_\x8f_\x8·_\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8S_\x8c_\x8a_\x8l_\x8i_\x8n_\x8g | 98 | _\x8I_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8·_\x8o_\x8f_\x8·_\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8S_\x8c_\x8a_\x8l_\x8i_\x8n_\x8g |
| 99 | Importance·of·Feature·Scaling | 99 | Importance·of·Feature·Scaling |
| 100 | ©·2007·-·202 | 100 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 256 | </div></div><div·class="clearer"></div></section> | 256 | </div></div><div·class="clearer"></div></section> |
| 257 | </section> | 257 | </section> |
| 258 | ······</div> | 258 | ······</div> |
| 259 | ····<div·class="container"> | 259 | ····<div·class="container"> |
| 260 | ······<footer·class="sk-content-footer"> | 260 | ······<footer·class="sk-content-footer"> |
| 261 | ············©·2007·-·202 | 261 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 262 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.make_biclusters.rst.txt"·rel="nofollow">Show·this·page·source</a> | 262 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.make_biclusters.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 263 | ······</footer> | 263 | ······</footer> |
| 264 | ····</div> | 264 | ····</div> |
| 265 | ··</div> | 265 | ··</div> |
| 266 | </div> | 266 | </div> |
| 267 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 267 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 68 | ······Dhillon,·I.·S.·(2001,·August).·Co-clustering·documents·and·words·using | 68 | ······Dhillon,·I.·S.·(2001,·August).·Co-clustering·documents·and·words·using |
| 69 | ······bipartite·spectral·graph·partitioning.·In·Proceedings·of·the·seventh·ACM | 69 | ······bipartite·spectral·graph·partitioning.·In·Proceedings·of·the·seventh·ACM |
| 70 | ······SIGKDD·international·conference·on·Knowledge·discovery·and·data·mining | 70 | ······SIGKDD·international·conference·on·Knowledge·discovery·and·data·mining |
| 71 | ······(pp.·269-274).·ACM. | 71 | ······(pp.·269-274).·ACM. |
| 72 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8da\x8at\x8ta\x8as\x8se\x8et\x8ts\x8s.\x8.m\x8ma\x8ak\x8ke\x8e_\x8_b\x8bi\x8ic\x8cl\x8lu\x8us\x8st\x8te\x8er\x8rs\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 72 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8da\x8at\x8ta\x8as\x8se\x8et\x8ts\x8s.\x8.m\x8ma\x8ak\x8ke\x8e_\x8_b\x8bi\x8ic\x8cl\x8lu\x8us\x8st\x8te\x8er\x8rs\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 73 | _\x8A_\x8·_\x8d_\x8e_\x8m_\x8o_\x8·_\x8o_\x8f_\x8·_\x8t_\x8h_\x8e_\x8·_\x8S_\x8p_\x8e_\x8c_\x8t_\x8r_\x8a_\x8l_\x8·_\x8C_\x8o_\x8-_\x8C_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m | 73 | _\x8A_\x8·_\x8d_\x8e_\x8m_\x8o_\x8·_\x8o_\x8f_\x8·_\x8t_\x8h_\x8e_\x8·_\x8S_\x8p_\x8e_\x8c_\x8t_\x8r_\x8a_\x8l_\x8·_\x8C_\x8o_\x8-_\x8C_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m |
| 74 | A·demo·of·the·Spectral·Co-Clustering·algorithm | 74 | A·demo·of·the·Spectral·Co-Clustering·algorithm |
| 75 | ©·2007·-·202 | 75 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 361 | </div></div><div·class="clearer"></div></section> | 361 | </div></div><div·class="clearer"></div></section> |
| 362 | </section> | 362 | </section> |
| 363 | ······</div> | 363 | ······</div> |
| 364 | ····<div·class="container"> | 364 | ····<div·class="container"> |
| 365 | ······<footer·class="sk-content-footer"> | 365 | ······<footer·class="sk-content-footer"> |
| 366 | ············©·2007·-·202 | 366 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 367 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.make_blobs.rst.txt"·rel="nofollow">Show·this·page·source</a> | 367 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.make_blobs.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 368 | ······</footer> | 368 | ······</footer> |
| 369 | ····</div> | 369 | ····</div> |
| 370 | ··</div> | 370 | ··</div> |
| 371 | </div> | 371 | </div> |
| 372 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 372 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 146 | Plot·the·support·vectors·in·LinearSVC | 146 | Plot·the·support·vectors·in·LinearSVC |
| 147 | _\x8S_\x8V_\x8M_\x8·_\x8T_\x8i_\x8e_\x8·_\x8B_\x8r_\x8e_\x8a_\x8k_\x8i_\x8n_\x8g_\x8·_\x8E_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e | 147 | _\x8S_\x8V_\x8M_\x8·_\x8T_\x8i_\x8e_\x8·_\x8B_\x8r_\x8e_\x8a_\x8k_\x8i_\x8n_\x8g_\x8·_\x8E_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e |
| 148 | SVM·Tie·Breaking·Example | 148 | SVM·Tie·Breaking·Example |
| 149 | _\x8S_\x8V_\x8M_\x8:_\x8·_\x8M_\x8a_\x8x_\x8i_\x8m_\x8u_\x8m_\x8·_\x8m_\x8a_\x8r_\x8g_\x8i_\x8n_\x8·_\x8s_\x8e_\x8p_\x8a_\x8r_\x8a_\x8t_\x8i_\x8n_\x8g_\x8·_\x8h_\x8y_\x8p_\x8e_\x8r_\x8p_\x8l_\x8a_\x8n_\x8e | 149 | _\x8S_\x8V_\x8M_\x8:_\x8·_\x8M_\x8a_\x8x_\x8i_\x8m_\x8u_\x8m_\x8·_\x8m_\x8a_\x8r_\x8g_\x8i_\x8n_\x8·_\x8s_\x8e_\x8p_\x8a_\x8r_\x8a_\x8t_\x8i_\x8n_\x8g_\x8·_\x8h_\x8y_\x8p_\x8e_\x8r_\x8p_\x8l_\x8a_\x8n_\x8e |
| 150 | SVM:·Maximum·margin·separating·hyperplane | 150 | SVM:·Maximum·margin·separating·hyperplane |
| 151 | _\x8S_\x8V_\x8M_\x8:_\x8·_\x8S_\x8e_\x8p_\x8a_\x8r_\x8a_\x8t_\x8i_\x8n_\x8g_\x8·_\x8h_\x8y_\x8p_\x8e_\x8r_\x8p_\x8l_\x8a_\x8n_\x8e_\x8·_\x8f_\x8o_\x8r_\x8·_\x8u_\x8n_\x8b_\x8a_\x8l_\x8a_\x8n_\x8c_\x8e_\x8d_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8e_\x8s | 151 | _\x8S_\x8V_\x8M_\x8:_\x8·_\x8S_\x8e_\x8p_\x8a_\x8r_\x8a_\x8t_\x8i_\x8n_\x8g_\x8·_\x8h_\x8y_\x8p_\x8e_\x8r_\x8p_\x8l_\x8a_\x8n_\x8e_\x8·_\x8f_\x8o_\x8r_\x8·_\x8u_\x8n_\x8b_\x8a_\x8l_\x8a_\x8n_\x8c_\x8e_\x8d_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8e_\x8s |
| 152 | SVM:·Separating·hyperplane·for·unbalanced·classes | 152 | SVM:·Separating·hyperplane·for·unbalanced·classes |
| 153 | ©·2007·-·202 | 153 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 256 | </section> | 256 | </section> |
| 257 | ······</div> | 257 | ······</div> |
| 258 | ····<div·class="container"> | 258 | ····<div·class="container"> |
| 259 | ······<footer·class="sk-content-footer"> | 259 | ······<footer·class="sk-content-footer"> |
| 260 | ············©·2007·-·202 | 260 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 261 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.make_checkerboard.rst.txt"·rel="nofollow">Show·this·page·source</a> | 261 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.make_checkerboard.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 262 | ······</footer> | 262 | ······</footer> |
| 263 | ····</div> | 263 | ····</div> |
| 264 | ··</div> | 264 | ··</div> |
| 265 | </div> | 265 | </div> |
| 266 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 266 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 68 | ······[1] | 68 | ······[1] |
| 69 | ······Kluger,·Y.,·Basri,·R.,·Chang,·J.·T.,·&·Gerstein,·M.·(2003).·Spectral | 69 | ······Kluger,·Y.,·Basri,·R.,·Chang,·J.·T.,·&·Gerstein,·M.·(2003).·Spectral |
| 70 | ······biclustering·of·microarray·data:·coclustering·genes·and·conditions. | 70 | ······biclustering·of·microarray·data:·coclustering·genes·and·conditions. |
| 71 | ······Genome·research,·13(4),·703-716. | 71 | ······Genome·research,·13(4),·703-716. |
| 72 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8da\x8at\x8ta\x8as\x8se\x8et\x8ts\x8s.\x8.m\x8ma\x8ak\x8ke\x8e_\x8_c\x8ch\x8he\x8ec\x8ck\x8ke\x8er\x8rb\x8bo\x8oa\x8ar\x8rd\x8d_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 72 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8da\x8at\x8ta\x8as\x8se\x8et\x8ts\x8s.\x8.m\x8ma\x8ak\x8ke\x8e_\x8_c\x8ch\x8he\x8ec\x8ck\x8ke\x8er\x8rb\x8bo\x8oa\x8ar\x8rd\x8d_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 73 | _\x8A_\x8·_\x8d_\x8e_\x8m_\x8o_\x8·_\x8o_\x8f_\x8·_\x8t_\x8h_\x8e_\x8·_\x8S_\x8p_\x8e_\x8c_\x8t_\x8r_\x8a_\x8l_\x8·_\x8B_\x8i_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m | 73 | _\x8A_\x8·_\x8d_\x8e_\x8m_\x8o_\x8·_\x8o_\x8f_\x8·_\x8t_\x8h_\x8e_\x8·_\x8S_\x8p_\x8e_\x8c_\x8t_\x8r_\x8a_\x8l_\x8·_\x8B_\x8i_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m |
| 74 | A·demo·of·the·Spectral·Biclustering·algorithm | 74 | A·demo·of·the·Spectral·Biclustering·algorithm |
| 75 | ©·2007·-·202 | 75 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 281 | </section> | 281 | </section> |
| 282 | ······</div> | 282 | ······</div> |
| 283 | ····<div·class="container"> | 283 | ····<div·class="container"> |
| 284 | ······<footer·class="sk-content-footer"> | 284 | ······<footer·class="sk-content-footer"> |
| 285 | ············©·2007·-·202 | 285 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 286 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.make_circles.rst.txt"·rel="nofollow">Show·this·page·source</a> | 286 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.make_circles.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 287 | ······</footer> | 287 | ······</footer> |
| 288 | ····</div> | 288 | ····</div> |
| 289 | ··</div> | 289 | ··</div> |
| 290 | </div> | 290 | </div> |
| 291 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 291 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 87 | Compare·Stochastic·learning·strategies·for·MLPClassifier | 87 | Compare·Stochastic·learning·strategies·for·MLPClassifier |
| 88 | _\x8V_\x8a_\x8r_\x8y_\x8i_\x8n_\x8g_\x8·_\x8r_\x8e_\x8g_\x8u_\x8l_\x8a_\x8r_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8i_\x8n_\x8·_\x8M_\x8u_\x8l_\x8t_\x8i_\x8-_\x8l_\x8a_\x8y_\x8e_\x8r_\x8·_\x8P_\x8e_\x8r_\x8c_\x8e_\x8p_\x8t_\x8r_\x8o_\x8n | 88 | _\x8V_\x8a_\x8r_\x8y_\x8i_\x8n_\x8g_\x8·_\x8r_\x8e_\x8g_\x8u_\x8l_\x8a_\x8r_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8i_\x8n_\x8·_\x8M_\x8u_\x8l_\x8t_\x8i_\x8-_\x8l_\x8a_\x8y_\x8e_\x8r_\x8·_\x8P_\x8e_\x8r_\x8c_\x8e_\x8p_\x8t_\x8r_\x8o_\x8n |
| 89 | Varying·regularization·in·Multi-layer·Perceptron | 89 | Varying·regularization·in·Multi-layer·Perceptron |
| 90 | _\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8d_\x8i_\x8s_\x8c_\x8r_\x8e_\x8t_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n | 90 | _\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8d_\x8i_\x8s_\x8c_\x8r_\x8e_\x8t_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n |
| 91 | Feature·discretization | 91 | Feature·discretization |
| 92 | _\x8L_\x8a_\x8b_\x8e_\x8l_\x8·_\x8P_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8a_\x8·_\x8c_\x8o_\x8m_\x8p_\x8l_\x8e_\x8x_\x8·_\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8u_\x8r_\x8e | 92 | _\x8L_\x8a_\x8b_\x8e_\x8l_\x8·_\x8P_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8a_\x8·_\x8c_\x8o_\x8m_\x8p_\x8l_\x8e_\x8x_\x8·_\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8u_\x8r_\x8e |
| 93 | Label·Propagation·learning·a·complex·structure | 93 | Label·Propagation·learning·a·complex·structure |
| 94 | ©·2007·-·202 | 94 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 380 | </div></div><div·class="clearer"></div></section> | 380 | </div></div><div·class="clearer"></div></section> |
| 381 | </section> | 381 | </section> |
| 382 | ······</div> | 382 | ······</div> |
| 383 | ····<div·class="container"> | 383 | ····<div·class="container"> |
| 384 | ······<footer·class="sk-content-footer"> | 384 | ······<footer·class="sk-content-footer"> |
| 385 | ············©·2007·-·202 | 385 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 386 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.make_classification.rst.txt"·rel="nofollow">Show·this·page·source</a> | 386 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.make_classification.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 387 | ······</footer> | 387 | ······</footer> |
| 388 | ····</div> | 388 | ····</div> |
| 389 | ··</div> | 389 | ··</div> |
| 390 | </div> | 390 | </div> |
| 391 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 391 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 180 | Neighborhood·Components·Analysis·Illustration | 180 | Neighborhood·Components·Analysis·Illustration |
| 181 | _\x8V_\x8a_\x8r_\x8y_\x8i_\x8n_\x8g_\x8·_\x8r_\x8e_\x8g_\x8u_\x8l_\x8a_\x8r_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8i_\x8n_\x8·_\x8M_\x8u_\x8l_\x8t_\x8i_\x8-_\x8l_\x8a_\x8y_\x8e_\x8r_\x8·_\x8P_\x8e_\x8r_\x8c_\x8e_\x8p_\x8t_\x8r_\x8o_\x8n | 181 | _\x8V_\x8a_\x8r_\x8y_\x8i_\x8n_\x8g_\x8·_\x8r_\x8e_\x8g_\x8u_\x8l_\x8a_\x8r_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8i_\x8n_\x8·_\x8M_\x8u_\x8l_\x8t_\x8i_\x8-_\x8l_\x8a_\x8y_\x8e_\x8r_\x8·_\x8P_\x8e_\x8r_\x8c_\x8e_\x8p_\x8t_\x8r_\x8o_\x8n |
| 182 | Varying·regularization·in·Multi-layer·Perceptron | 182 | Varying·regularization·in·Multi-layer·Perceptron |
| 183 | _\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8d_\x8i_\x8s_\x8c_\x8r_\x8e_\x8t_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n | 183 | _\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8d_\x8i_\x8s_\x8c_\x8r_\x8e_\x8t_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n |
| 184 | Feature·discretization | 184 | Feature·discretization |
| 185 | _\x8S_\x8c_\x8a_\x8l_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8r_\x8e_\x8g_\x8u_\x8l_\x8a_\x8r_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8p_\x8a_\x8r_\x8a_\x8m_\x8e_\x8t_\x8e_\x8r_\x8·_\x8f_\x8o_\x8r_\x8·_\x8S_\x8V_\x8C_\x8s | 185 | _\x8S_\x8c_\x8a_\x8l_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8r_\x8e_\x8g_\x8u_\x8l_\x8a_\x8r_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8p_\x8a_\x8r_\x8a_\x8m_\x8e_\x8t_\x8e_\x8r_\x8·_\x8f_\x8o_\x8r_\x8·_\x8S_\x8V_\x8C_\x8s |
| 186 | Scaling·the·regularization·parameter·for·SVCs | 186 | Scaling·the·regularization·parameter·for·SVCs |
| 187 | ©·2007·-·202 | 187 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 255 | <div·class="clearer"></div></section> | 255 | <div·class="clearer"></div></section> |
| 256 | ······</div> | 256 | ······</div> |
| 257 | ····<div·class="container"> | 257 | ····<div·class="container"> |
| 258 | ······<footer·class="sk-content-footer"> | 258 | ······<footer·class="sk-content-footer"> |
| 259 | ············©·2007·-·202 | 259 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 260 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.make_friedman1.rst.txt"·rel="nofollow">Show·this·page·source</a> | 260 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.make_friedman1.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 261 | ······</footer> | 261 | ······</footer> |
| 262 | ····</div> | 262 | ····</div> |
| 263 | ··</div> | 263 | ··</div> |
| 264 | </div> | 264 | </div> |
| 265 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 265 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 71 | ······>>>·X,·y·=·make_friedman1(random_state=42) | 71 | ······>>>·X,·y·=·make_friedman1(random_state=42) |
| 72 | ······>>>·X.shape | 72 | ······>>>·X.shape |
| 73 | ······(100,·10) | 73 | ······(100,·10) |
| 74 | ······>>>·y.shape | 74 | ······>>>·y.shape |
| 75 | ······(100,) | 75 | ······(100,) |
| 76 | ······>>>·list(y[:3]) | 76 | ······>>>·list(y[:3]) |
| 77 | ······[16.8...,·5.8...,·9.4...] | 77 | ······[16.8...,·5.8...,·9.4...] |
| 78 | ©·2007·-·202 | 78 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 258 | ······</div> | 258 | ······</div> |
| 259 | ····<div·class="container"> | 259 | ····<div·class="container"> |
| 260 | ······<footer·class="sk-content-footer"> | 260 | ······<footer·class="sk-content-footer"> |
| 261 | ············©·2007·-·202 | 261 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 262 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.make_friedman2.rst.txt"·rel="nofollow">Show·this·page·source</a> | 262 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.make_friedman2.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 263 | ······</footer> | 263 | ······</footer> |
| 264 | ····</div> | 264 | ····</div> |
| 265 | ··</div> | 265 | ··</div> |
| 266 | </div> | 266 | </div> |
| 267 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 267 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 71 | ······>>>·X,·y·=·make_friedman2(random_state=42) | 71 | ······>>>·X,·y·=·make_friedman2(random_state=42) |
| 72 | ······>>>·X.shape | 72 | ······>>>·X.shape |
| 73 | ······(100,·4) | 73 | ······(100,·4) |
| 74 | ······>>>·y.shape | 74 | ······>>>·y.shape |
| 75 | ······(100,) | 75 | ······(100,) |
| 76 | ······>>>·list(y[:3]) | 76 | ······>>>·list(y[:3]) |
| 77 | ······[1229.4...,·27.0...,·65.6...] | 77 | ······[1229.4...,·27.0...,·65.6...] |
| 78 | ©·2007·-·202 | 78 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 258 | ······</div> | 258 | ······</div> |
| 259 | ····<div·class="container"> | 259 | ····<div·class="container"> |
| 260 | ······<footer·class="sk-content-footer"> | 260 | ······<footer·class="sk-content-footer"> |
| 261 | ············©·2007·-·202 | 261 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 262 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.make_friedman3.rst.txt"·rel="nofollow">Show·this·page·source</a> | 262 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.make_friedman3.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 263 | ······</footer> | 263 | ······</footer> |
| 264 | ····</div> | 264 | ····</div> |
| 265 | ··</div> | 265 | ··</div> |
| 266 | </div> | 266 | </div> |
| 267 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 267 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 71 | ······>>>·X,·y·=·make_friedman3(random_state=42) | 71 | ······>>>·X,·y·=·make_friedman3(random_state=42) |
| 72 | ······>>>·X.shape | 72 | ······>>>·X.shape |
| 73 | ······(100,·4) | 73 | ······(100,·4) |
| 74 | ······>>>·y.shape | 74 | ······>>>·y.shape |
| 75 | ······(100,) | 75 | ······(100,) |
| 76 | ······>>>·list(y[:3]) | 76 | ······>>>·list(y[:3]) |
| 77 | ······[1.5...,·0.9...,·0.4...] | 77 | ······[1.5...,·0.9...,·0.4...] |
| 78 | ©·2007·-·202 | 78 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 275 | ······</div> | 275 | ······</div> |
| 276 | ····<div·class="container"> | 276 | ····<div·class="container"> |
| 277 | ······<footer·class="sk-content-footer"> | 277 | ······<footer·class="sk-content-footer"> |
| 278 | ············©·2007·-·202 | 278 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 279 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.make_gaussian_quantiles.rst.txt"·rel="nofollow">Show·this·page·source</a> | 279 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.make_gaussian_quantiles.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 280 | ······</footer> | 280 | ······</footer> |
| 281 | ····</div> | 281 | ····</div> |
| 282 | ··</div> | 282 | ··</div> |
| 283 | </div> | 283 | </div> |
| 284 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 284 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 84 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8da\x8at\x8ta\x8as\x8se\x8et\x8ts\x8s.\x8.m\x8ma\x8ak\x8ke\x8e_\x8_g\x8ga\x8au\x8us\x8ss\x8si\x8ia\x8an\x8n_\x8_q\x8qu\x8ua\x8an\x8nt\x8ti\x8il\x8le\x8es\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 84 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8da\x8at\x8ta\x8as\x8se\x8et\x8ts\x8s.\x8.m\x8ma\x8ak\x8ke\x8e_\x8_g\x8ga\x8au\x8us\x8ss\x8si\x8ia\x8an\x8n_\x8_q\x8qu\x8ua\x8an\x8nt\x8ti\x8il\x8le\x8es\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 85 | _\x8P_\x8l_\x8o_\x8t_\x8·_\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8l_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t | 85 | _\x8P_\x8l_\x8o_\x8t_\x8·_\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8l_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t |
| 86 | Plot·randomly·generated·classification·dataset | 86 | Plot·randomly·generated·classification·dataset |
| 87 | _\x8M_\x8u_\x8l_\x8t_\x8i_\x8-_\x8c_\x8l_\x8a_\x8s_\x8s_\x8·_\x8A_\x8d_\x8a_\x8B_\x8o_\x8o_\x8s_\x8t_\x8e_\x8d_\x8·_\x8D_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8·_\x8T_\x8r_\x8e_\x8e_\x8s | 87 | _\x8M_\x8u_\x8l_\x8t_\x8i_\x8-_\x8c_\x8l_\x8a_\x8s_\x8s_\x8·_\x8A_\x8d_\x8a_\x8B_\x8o_\x8o_\x8s_\x8t_\x8e_\x8d_\x8·_\x8D_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8·_\x8T_\x8r_\x8e_\x8e_\x8s |
| 88 | Multi-class·AdaBoosted·Decision·Trees | 88 | Multi-class·AdaBoosted·Decision·Trees |
| 89 | _\x8T_\x8w_\x8o_\x8-_\x8c_\x8l_\x8a_\x8s_\x8s_\x8·_\x8A_\x8d_\x8a_\x8B_\x8o_\x8o_\x8s_\x8t | 89 | _\x8T_\x8w_\x8o_\x8-_\x8c_\x8l_\x8a_\x8s_\x8s_\x8·_\x8A_\x8d_\x8a_\x8B_\x8o_\x8o_\x8s_\x8t |
| 90 | Two-class·AdaBoost | 90 | Two-class·AdaBoost |
| 91 | ©·2007·-·202 | 91 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 250 | </div></div><div·class="clearer"></div></section> | 250 | </div></div><div·class="clearer"></div></section> |
| 251 | </section> | 251 | </section> |
| 252 | ······</div> | 252 | ······</div> |
| 253 | ····<div·class="container"> | 253 | ····<div·class="container"> |
| 254 | ······<footer·class="sk-content-footer"> | 254 | ······<footer·class="sk-content-footer"> |
| 255 | ············©·2007·-·202 | 255 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 256 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.make_hastie_10_2.rst.txt"·rel="nofollow">Show·this·page·source</a> | 256 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.make_hastie_10_2.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 257 | ······</footer> | 257 | ······</footer> |
| 258 | ····</div> | 258 | ····</div> |
| 259 | ··</div> | 259 | ··</div> |
| 260 | </div> | 260 | </div> |
| 261 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 261 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 59 | ······T.·Hastie,·R.·Tibshirani·and·J.·Friedman,·“Elements·of·Statistical | 59 | ······T.·Hastie,·R.·Tibshirani·and·J.·Friedman,·“Elements·of·Statistical |
| 60 | ······Learning·Ed.·2”,·Springer,·2009. | 60 | ······Learning·Ed.·2”,·Springer,·2009. |
| 61 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8da\x8at\x8ta\x8as\x8se\x8et\x8ts\x8s.\x8.m\x8ma\x8ak\x8ke\x8e_\x8_h\x8ha\x8as\x8st\x8ti\x8ie\x8e_\x8_1\x810\x80_\x8_2\x82_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 61 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8da\x8at\x8ta\x8as\x8se\x8et\x8ts\x8s.\x8.m\x8ma\x8ak\x8ke\x8e_\x8_h\x8ha\x8as\x8st\x8ti\x8ie\x8e_\x8_1\x810\x80_\x8_2\x82_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 62 | _\x8G_\x8r_\x8a_\x8d_\x8i_\x8e_\x8n_\x8t_\x8·_\x8B_\x8o_\x8o_\x8s_\x8t_\x8i_\x8n_\x8g_\x8·_\x8r_\x8e_\x8g_\x8u_\x8l_\x8a_\x8r_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n | 62 | _\x8G_\x8r_\x8a_\x8d_\x8i_\x8e_\x8n_\x8t_\x8·_\x8B_\x8o_\x8o_\x8s_\x8t_\x8i_\x8n_\x8g_\x8·_\x8r_\x8e_\x8g_\x8u_\x8l_\x8a_\x8r_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n |
| 63 | Gradient·Boosting·regularization | 63 | Gradient·Boosting·regularization |
| 64 | _\x8D_\x8e_\x8m_\x8o_\x8n_\x8s_\x8t_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8m_\x8u_\x8l_\x8t_\x8i_\x8-_\x8m_\x8e_\x8t_\x8r_\x8i_\x8c_\x8·_\x8e_\x8v_\x8a_\x8l_\x8u_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8c_\x8r_\x8o_\x8s_\x8s_\x8__\x8v_\x8a_\x8l_\x8__\x8s_\x8c_\x8o_\x8r_\x8e_\x8·_\x8a_\x8n_\x8d_\x8·_\x8G_\x8r_\x8i_\x8d_\x8S_\x8e_\x8a_\x8r_\x8c_\x8h_\x8C_\x8V | 64 | _\x8D_\x8e_\x8m_\x8o_\x8n_\x8s_\x8t_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8m_\x8u_\x8l_\x8t_\x8i_\x8-_\x8m_\x8e_\x8t_\x8r_\x8i_\x8c_\x8·_\x8e_\x8v_\x8a_\x8l_\x8u_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8c_\x8r_\x8o_\x8s_\x8s_\x8__\x8v_\x8a_\x8l_\x8__\x8s_\x8c_\x8o_\x8r_\x8e_\x8·_\x8a_\x8n_\x8d_\x8·_\x8G_\x8r_\x8i_\x8d_\x8S_\x8e_\x8a_\x8r_\x8c_\x8h_\x8C_\x8V |
| 65 | Demonstration·of·multi-metric·evaluation·on·cross_val_score·and·GridSearchCV | 65 | Demonstration·of·multi-metric·evaluation·on·cross_val_score·and·GridSearchCV |
| 66 | ©·2007·-·202 | 66 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 254 | </section> | 254 | </section> |
| 255 | ······</div> | 255 | ······</div> |
| 256 | ····<div·class="container"> | 256 | ····<div·class="container"> |
| 257 | ······<footer·class="sk-content-footer"> | 257 | ······<footer·class="sk-content-footer"> |
| 258 | ············©·2007·-·202 | 258 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 259 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.make_low_rank_matrix.rst.txt"·rel="nofollow">Show·this·page·source</a> | 259 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.make_low_rank_matrix.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 260 | ······</footer> | 260 | ······</footer> |
| 261 | ····</div> | 261 | ····</div> |
| 262 | ··</div> | 262 | ··</div> |
| 263 | </div> | 263 | </div> |
| 264 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 264 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 64 | ··················calls.·See·_\x8G_\x8l_\x8o_\x8s_\x8s_\x8a_\x8r_\x8y. | 64 | ··················calls.·See·_\x8G_\x8l_\x8o_\x8s_\x8s_\x8a_\x8r_\x8y. |
| 65 | ········Returns: | 65 | ········Returns: |
| 66 | ··············X\x8Xndarray·of·shape·(n_samples,·n_features) | 66 | ··············X\x8Xndarray·of·shape·(n_samples,·n_features) |
| 67 | ··················The·matrix. | 67 | ··················The·matrix. |
| 68 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8da\x8at\x8ta\x8as\x8se\x8et\x8ts\x8s.\x8.m\x8ma\x8ak\x8ke\x8e_\x8_l\x8lo\x8ow\x8w_\x8_r\x8ra\x8an\x8nk\x8k_\x8_m\x8ma\x8at\x8tr\x8ri\x8ix\x8x_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 68 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8da\x8at\x8ta\x8as\x8se\x8et\x8ts\x8s.\x8.m\x8ma\x8ak\x8ke\x8e_\x8_l\x8lo\x8ow\x8w_\x8_r\x8ra\x8an\x8nk\x8k_\x8_m\x8ma\x8at\x8tr\x8ri\x8ix\x8x_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 69 | _\x8R_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8·_\x8H_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n_\x8·_\x81_\x8._\x83 | 69 | _\x8R_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8·_\x8H_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n_\x8·_\x81_\x8._\x83 |
| 70 | Release·Highlights·for·scikit-learn·1.3 | 70 | Release·Highlights·for·scikit-learn·1.3 |
| 71 | ©·2007·-·202 | 71 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 257 | </div></div><div·class="clearer"></div></section> | 257 | </div></div><div·class="clearer"></div></section> |
| 258 | </section> | 258 | </section> |
| 259 | ······</div> | 259 | ······</div> |
| 260 | ····<div·class="container"> | 260 | ····<div·class="container"> |
| 261 | ······<footer·class="sk-content-footer"> | 261 | ······<footer·class="sk-content-footer"> |
| 262 | ············©·2007·-·202 | 262 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 263 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.make_moons.rst.txt"·rel="nofollow">Show·this·page·source</a> | 263 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.make_moons.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 264 | ······</footer> | 264 | ······</footer> |
| 265 | ····</div> | 265 | ····</div> |
| 266 | ··</div> | 266 | ··</div> |
| 267 | </div> | 267 | </div> |
| 268 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 268 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 68 | Statistical·comparison·of·models·using·grid·search | 68 | Statistical·comparison·of·models·using·grid·search |
| 69 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8·_\x8S_\x8t_\x8o_\x8c_\x8h_\x8a_\x8s_\x8t_\x8i_\x8c_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8s_\x8t_\x8r_\x8a_\x8t_\x8e_\x8g_\x8i_\x8e_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8M_\x8L_\x8P_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r | 69 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8·_\x8S_\x8t_\x8o_\x8c_\x8h_\x8a_\x8s_\x8t_\x8i_\x8c_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8s_\x8t_\x8r_\x8a_\x8t_\x8e_\x8g_\x8i_\x8e_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8M_\x8L_\x8P_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r |
| 70 | Compare·Stochastic·learning·strategies·for·MLPClassifier | 70 | Compare·Stochastic·learning·strategies·for·MLPClassifier |
| 71 | _\x8V_\x8a_\x8r_\x8y_\x8i_\x8n_\x8g_\x8·_\x8r_\x8e_\x8g_\x8u_\x8l_\x8a_\x8r_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8i_\x8n_\x8·_\x8M_\x8u_\x8l_\x8t_\x8i_\x8-_\x8l_\x8a_\x8y_\x8e_\x8r_\x8·_\x8P_\x8e_\x8r_\x8c_\x8e_\x8p_\x8t_\x8r_\x8o_\x8n | 71 | _\x8V_\x8a_\x8r_\x8y_\x8i_\x8n_\x8g_\x8·_\x8r_\x8e_\x8g_\x8u_\x8l_\x8a_\x8r_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8i_\x8n_\x8·_\x8M_\x8u_\x8l_\x8t_\x8i_\x8-_\x8l_\x8a_\x8y_\x8e_\x8r_\x8·_\x8P_\x8e_\x8r_\x8c_\x8e_\x8p_\x8t_\x8r_\x8o_\x8n |
| 72 | Varying·regularization·in·Multi-layer·Perceptron | 72 | Varying·regularization·in·Multi-layer·Perceptron |
| 73 | _\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8d_\x8i_\x8s_\x8c_\x8r_\x8e_\x8t_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n | 73 | _\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8d_\x8i_\x8s_\x8c_\x8r_\x8e_\x8t_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n |
| 74 | Feature·discretization | 74 | Feature·discretization |
| 75 | ©·2007·-·202 | 75 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 290 | </section> | 290 | </section> |
| 291 | ······</div> | 291 | ······</div> |
| 292 | ····<div·class="container"> | 292 | ····<div·class="container"> |
| 293 | ······<footer·class="sk-content-footer"> | 293 | ······<footer·class="sk-content-footer"> |
| 294 | ············©·2007·-·202 | 294 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 295 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.make_multilabel_classification.rst.txt"·rel="nofollow">Show·this·page·source</a> | 295 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.make_multilabel_classification.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 296 | ······</footer> | 296 | ······</footer> |
| 297 | ····</div> | 297 | ····</div> |
| 298 | ··</div> | 298 | ··</div> |
| 299 | </div> | 299 | </div> |
| 300 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 300 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 100 | ······>>>·list(y[:3]) | 100 | ······>>>·list(y[:3]) |
| 101 | ······[array([1,·1,·0,·1,·0]),·array([0,·1,·1,·1,·0]),·array([0,·1,·0,·0,·0])] | 101 | ······[array([1,·1,·0,·1,·0]),·array([0,·1,·1,·1,·0]),·array([0,·1,·0,·0,·0])] |
| 102 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8da\x8at\x8ta\x8as\x8se\x8et\x8ts\x8s.\x8.m\x8ma\x8ak\x8ke\x8e_\x8_m\x8mu\x8ul\x8lt\x8ti\x8il\x8la\x8ab\x8be\x8el\x8l_\x8_c\x8cl\x8la\x8as\x8ss\x8si\x8if\x8fi\x8ic\x8ca\x8at\x8ti\x8io\x8on\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 102 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8da\x8at\x8ta\x8as\x8se\x8et\x8ts\x8s.\x8.m\x8ma\x8ak\x8ke\x8e_\x8_m\x8mu\x8ul\x8lt\x8ti\x8il\x8la\x8ab\x8be\x8el\x8l_\x8_c\x8cl\x8la\x8as\x8ss\x8si\x8if\x8fi\x8ic\x8ca\x8at\x8ti\x8io\x8on\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 103 | _\x8P_\x8l_\x8o_\x8t_\x8·_\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8l_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8m_\x8u_\x8l_\x8t_\x8i_\x8l_\x8a_\x8b_\x8e_\x8l_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t | 103 | _\x8P_\x8l_\x8o_\x8t_\x8·_\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8l_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8m_\x8u_\x8l_\x8t_\x8i_\x8l_\x8a_\x8b_\x8e_\x8l_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t |
| 104 | Plot·randomly·generated·multilabel·dataset | 104 | Plot·randomly·generated·multilabel·dataset |
| 105 | _\x8M_\x8u_\x8l_\x8t_\x8i_\x8l_\x8a_\x8b_\x8e_\x8l_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n | 105 | _\x8M_\x8u_\x8l_\x8t_\x8i_\x8l_\x8a_\x8b_\x8e_\x8l_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n |
| 106 | Multilabel·classification | 106 | Multilabel·classification |
| 107 | ©·2007·-·202 | 107 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 312 | </section> | 312 | </section> |
| 313 | ······</div> | 313 | ······</div> |
| 314 | ····<div·class="container"> | 314 | ····<div·class="container"> |
| 315 | ······<footer·class="sk-content-footer"> | 315 | ······<footer·class="sk-content-footer"> |
| 316 | ············©·2007·-·202 | 316 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 317 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.make_regression.rst.txt"·rel="nofollow">Show·this·page·source</a> | 317 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.make_regression.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 318 | ······</footer> | 318 | ······</footer> |
| 319 | ····</div> | 319 | ····</div> |
| 320 | ··</div> | 320 | ··</div> |
| 321 | </div> | 321 | </div> |
| 322 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 322 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 124 | Ridge·coefficients·as·a·function·of·the·L2·Regularization | 124 | Ridge·coefficients·as·a·function·of·the·L2·Regularization |
| 125 | _\x8R_\x8o_\x8b_\x8u_\x8s_\x8t_\x8·_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8R_\x8A_\x8N_\x8S_\x8A_\x8C | 125 | _\x8R_\x8o_\x8b_\x8u_\x8s_\x8t_\x8·_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8R_\x8A_\x8N_\x8S_\x8A_\x8C |
| 126 | Robust·linear·model·estimation·using·RANSAC | 126 | Robust·linear·model·estimation·using·RANSAC |
| 127 | _\x8T_\x8r_\x8a_\x8i_\x8n_\x8·_\x8e_\x8r_\x8r_\x8o_\x8r_\x8·_\x8v_\x8s_\x8·_\x8T_\x8e_\x8s_\x8t_\x8·_\x8e_\x8r_\x8r_\x8o_\x8r | 127 | _\x8T_\x8r_\x8a_\x8i_\x8n_\x8·_\x8e_\x8r_\x8r_\x8o_\x8r_\x8·_\x8v_\x8s_\x8·_\x8T_\x8e_\x8s_\x8t_\x8·_\x8e_\x8r_\x8r_\x8o_\x8r |
| 128 | Train·error·vs·Test·error | 128 | Train·error·vs·Test·error |
| 129 | _\x8E_\x8f_\x8f_\x8e_\x8c_\x8t_\x8·_\x8o_\x8f_\x8·_\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8t_\x8a_\x8r_\x8g_\x8e_\x8t_\x8s_\x8·_\x8i_\x8n_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l | 129 | _\x8E_\x8f_\x8f_\x8e_\x8c_\x8t_\x8·_\x8o_\x8f_\x8·_\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8t_\x8a_\x8r_\x8g_\x8e_\x8t_\x8s_\x8·_\x8i_\x8n_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l |
| 130 | Effect·of·transforming·the·targets·in·regression·model | 130 | Effect·of·transforming·the·targets·in·regression·model |
| 131 | ©·2007·-·202 | 131 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 234 | </section> | 234 | </section> |
| 235 | ······</div> | 235 | ······</div> |
| 236 | ····<div·class="container"> | 236 | ····<div·class="container"> |
| 237 | ······<footer·class="sk-content-footer"> | 237 | ······<footer·class="sk-content-footer"> |
| 238 | ············©·2007·-·202 | 238 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 239 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.make_s_curve.rst.txt"·rel="nofollow">Show·this·page·source</a> | 239 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.make_s_curve.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 240 | ······</footer> | 240 | ······</footer> |
| 241 | ····</div> | 241 | ····</div> |
| 242 | ··</div> | 242 | ··</div> |
| 243 | </div> | 243 | </div> |
| 244 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 244 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 51 | ··················The·univariate·position·of·the·sample·according·to·the·main | 51 | ··················The·univariate·position·of·the·sample·according·to·the·main |
| 52 | ··················dimension·of·the·points·in·the·manifold. | 52 | ··················dimension·of·the·points·in·the·manifold. |
| 53 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8da\x8at\x8ta\x8as\x8se\x8et\x8ts\x8s.\x8.m\x8ma\x8ak\x8ke\x8e_\x8_s\x8s_\x8_c\x8cu\x8ur\x8rv\x8ve\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 53 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8da\x8at\x8ta\x8as\x8se\x8et\x8ts\x8s.\x8.m\x8ma\x8ak\x8ke\x8e_\x8_s\x8s_\x8_c\x8cu\x8ur\x8rv\x8ve\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 54 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8M_\x8a_\x8n_\x8i_\x8f_\x8o_\x8l_\x8d_\x8·_\x8L_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8m_\x8e_\x8t_\x8h_\x8o_\x8d_\x8s | 54 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8M_\x8a_\x8n_\x8i_\x8f_\x8o_\x8l_\x8d_\x8·_\x8L_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8m_\x8e_\x8t_\x8h_\x8o_\x8d_\x8s |
| 55 | Comparison·of·Manifold·Learning·methods | 55 | Comparison·of·Manifold·Learning·methods |
| 56 | _\x8t_\x8-_\x8S_\x8N_\x8E_\x8:_\x8·_\x8T_\x8h_\x8e_\x8·_\x8e_\x8f_\x8f_\x8e_\x8c_\x8t_\x8·_\x8o_\x8f_\x8·_\x8v_\x8a_\x8r_\x8i_\x8o_\x8u_\x8s_\x8·_\x8p_\x8e_\x8r_\x8p_\x8l_\x8e_\x8x_\x8i_\x8t_\x8y_\x8·_\x8v_\x8a_\x8l_\x8u_\x8e_\x8s_\x8·_\x8o_\x8n_\x8·_\x8t_\x8h_\x8e_\x8·_\x8s_\x8h_\x8a_\x8p_\x8e | 56 | _\x8t_\x8-_\x8S_\x8N_\x8E_\x8:_\x8·_\x8T_\x8h_\x8e_\x8·_\x8e_\x8f_\x8f_\x8e_\x8c_\x8t_\x8·_\x8o_\x8f_\x8·_\x8v_\x8a_\x8r_\x8i_\x8o_\x8u_\x8s_\x8·_\x8p_\x8e_\x8r_\x8p_\x8l_\x8e_\x8x_\x8i_\x8t_\x8y_\x8·_\x8v_\x8a_\x8l_\x8u_\x8e_\x8s_\x8·_\x8o_\x8n_\x8·_\x8t_\x8h_\x8e_\x8·_\x8s_\x8h_\x8a_\x8p_\x8e |
| 57 | t-SNE:·The·effect·of·various·perplexity·values·on·the·shape | 57 | t-SNE:·The·effect·of·various·perplexity·values·on·the·shape |
| 58 | ©·2007·-·202 | 58 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 255 | </section> | 255 | </section> |
| 256 | ······</div> | 256 | ······</div> |
| 257 | ····<div·class="container"> | 257 | ····<div·class="container"> |
| 258 | ······<footer·class="sk-content-footer"> | 258 | ······<footer·class="sk-content-footer"> |
| 259 | ············©·2007·-·202 | 259 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 260 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.make_sparse_coded_signal.rst.txt"·rel="nofollow">Show·this·page·source</a> | 260 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.make_sparse_coded_signal.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 261 | ······</footer> | 261 | ······</footer> |
| 262 | ····</div> | 262 | ····</div> |
| 263 | ··</div> | 263 | ··</div> |
| 264 | </div> | 264 | </div> |
| 265 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 265 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 75 | ··················The·sparse·code·such·that·each·column·of·this·matrix·has | 75 | ··················The·sparse·code·such·that·each·column·of·this·matrix·has |
| 76 | ··················exactly·n_nonzero_coefs·non-zero·items·(X).·The·shape·is | 76 | ··················exactly·n_nonzero_coefs·non-zero·items·(X).·The·shape·is |
| 77 | ··················(n_samples,·n_components)·if·data_transposed·is·False, | 77 | ··················(n_samples,·n_components)·if·data_transposed·is·False, |
| 78 | ··················otherwise·it’s·(n_components,·n_samples). | 78 | ··················otherwise·it’s·(n_components,·n_samples). |
| 79 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8da\x8at\x8ta\x8as\x8se\x8et\x8ts\x8s.\x8.m\x8ma\x8ak\x8ke\x8e_\x8_s\x8sp\x8pa\x8ar\x8rs\x8se\x8e_\x8_c\x8co\x8od\x8de\x8ed\x8d_\x8_s\x8si\x8ig\x8gn\x8na\x8al\x8l_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 79 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8da\x8at\x8ta\x8as\x8se\x8et\x8ts\x8s.\x8.m\x8ma\x8ak\x8ke\x8e_\x8_s\x8sp\x8pa\x8ar\x8rs\x8se\x8e_\x8_c\x8co\x8od\x8de\x8ed\x8d_\x8_s\x8si\x8ig\x8gn\x8na\x8al\x8l_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 80 | _\x8O_\x8r_\x8t_\x8h_\x8o_\x8g_\x8o_\x8n_\x8a_\x8l_\x8·_\x8M_\x8a_\x8t_\x8c_\x8h_\x8i_\x8n_\x8g_\x8·_\x8P_\x8u_\x8r_\x8s_\x8u_\x8i_\x8t | 80 | _\x8O_\x8r_\x8t_\x8h_\x8o_\x8g_\x8o_\x8n_\x8a_\x8l_\x8·_\x8M_\x8a_\x8t_\x8c_\x8h_\x8i_\x8n_\x8g_\x8·_\x8P_\x8u_\x8r_\x8s_\x8u_\x8i_\x8t |
| 81 | Orthogonal·Matching·Pursuit | 81 | Orthogonal·Matching·Pursuit |
| 82 | ©·2007·-·202 | 82 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 271 | </section> | 271 | </section> |
| 272 | ······</div> | 272 | ······</div> |
| 273 | ····<div·class="container"> | 273 | ····<div·class="container"> |
| 274 | ······<footer·class="sk-content-footer"> | 274 | ······<footer·class="sk-content-footer"> |
| 275 | ············©·2007·-·202 | 275 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 276 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.make_sparse_spd_matrix.rst.txt"·rel="nofollow">Show·this·page·source</a> | 276 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.make_sparse_spd_matrix.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 277 | ······</footer> | 277 | ······</footer> |
| 278 | ····</div> | 278 | ····</div> |
| 279 | ··</div> | 279 | ··</div> |
| 280 | </div> | 280 | </div> |
| 281 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 281 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 81 | ······array([[1.,·0.,·0.,·0.], | 81 | ······array([[1.,·0.,·0.,·0.], |
| 82 | ·············[0.,·1.,·0.,·0.], | 82 | ·············[0.,·1.,·0.,·0.], |
| 83 | ·············[0.,·0.,·1.,·0.], | 83 | ·············[0.,·0.,·1.,·0.], |
| 84 | ·············[0.,·0.,·0.,·1.]]) | 84 | ·············[0.,·0.,·0.,·1.]]) |
| 85 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8da\x8at\x8ta\x8as\x8se\x8et\x8ts\x8s.\x8.m\x8ma\x8ak\x8ke\x8e_\x8_s\x8sp\x8pa\x8ar\x8rs\x8se\x8e_\x8_s\x8sp\x8pd\x8d_\x8_m\x8ma\x8at\x8tr\x8ri\x8ix\x8x_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 85 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8da\x8at\x8ta\x8as\x8se\x8et\x8ts\x8s.\x8.m\x8ma\x8ak\x8ke\x8e_\x8_s\x8sp\x8pa\x8ar\x8rs\x8se\x8e_\x8_s\x8sp\x8pd\x8d_\x8_m\x8ma\x8at\x8tr\x8ri\x8ix\x8x_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 86 | _\x8S_\x8p_\x8a_\x8r_\x8s_\x8e_\x8·_\x8i_\x8n_\x8v_\x8e_\x8r_\x8s_\x8e_\x8·_\x8c_\x8o_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n | 86 | _\x8S_\x8p_\x8a_\x8r_\x8s_\x8e_\x8·_\x8i_\x8n_\x8v_\x8e_\x8r_\x8s_\x8e_\x8·_\x8c_\x8o_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n |
| 87 | Sparse·inverse·covariance·estimation | 87 | Sparse·inverse·covariance·estimation |
| 88 | ©·2007·-·202 | 88 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 237 | ······</div> | 237 | ······</div> |
| 238 | ····<div·class="container"> | 238 | ····<div·class="container"> |
| 239 | ······<footer·class="sk-content-footer"> | 239 | ······<footer·class="sk-content-footer"> |
| 240 | ············©·2007·-·202 | 240 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 241 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.make_sparse_uncorrelated.rst.txt"·rel="nofollow">Show·this·page·source</a> | 241 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.make_sparse_uncorrelated.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 242 | ······</footer> | 242 | ······</footer> |
| 243 | ····</div> | 243 | ····</div> |
| 244 | ··</div> | 244 | ··</div> |
| 245 | </div> | 245 | </div> |
| 246 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 246 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 54 | ··············y\x8yndarray·of·shape·(n_samples,) | 54 | ··············y\x8yndarray·of·shape·(n_samples,) |
| 55 | ··················The·output·values. | 55 | ··················The·output·values. |
| 56 | ······References | 56 | ······References |
| 57 | ······[1] | 57 | ······[1] |
| 58 | ······G.·Celeux,·M.·El·Anbari,·J.-M.·Marin,·C.·P.·Robert,·“Regularization·in | 58 | ······G.·Celeux,·M.·El·Anbari,·J.-M.·Marin,·C.·P.·Robert,·“Regularization·in |
| 59 | ······regression:·comparing·Bayesian·and·frequentist·methods·in·a·poorly | 59 | ······regression:·comparing·Bayesian·and·frequentist·methods·in·a·poorly |
| 60 | ······informative·situation”,·2009. | 60 | ······informative·situation”,·2009. |
| 61 | ©·2007·-·202 | 61 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 230 | <div·class="clearer"></div></section> | 230 | <div·class="clearer"></div></section> |
| 231 | ······</div> | 231 | ······</div> |
| 232 | ····<div·class="container"> | 232 | ····<div·class="container"> |
| 233 | ······<footer·class="sk-content-footer"> | 233 | ······<footer·class="sk-content-footer"> |
| 234 | ············©·2007·-·202 | 234 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 235 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.make_spd_matrix.rst.txt"·rel="nofollow">Show·this·page·source</a> | 235 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.make_spd_matrix.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 236 | ······</footer> | 236 | ······</footer> |
| 237 | ····</div> | 237 | ····</div> |
| 238 | ··</div> | 238 | ··</div> |
| 239 | </div> | 239 | </div> |
| 240 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 240 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 47 | ········_\x8m_\x8a_\x8k_\x8e_\x8__\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8__\x8s_\x8p_\x8d_\x8__\x8m_\x8a_\x8t_\x8r_\x8i_\x8x | 47 | ········_\x8m_\x8a_\x8k_\x8e_\x8__\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8__\x8s_\x8p_\x8d_\x8__\x8m_\x8a_\x8t_\x8r_\x8i_\x8x |
| 48 | ············Generate·a·sparse·symmetric·definite·positive·matrix. | 48 | ············Generate·a·sparse·symmetric·definite·positive·matrix. |
| 49 | ······Examples | 49 | ······Examples |
| 50 | ······>>>·from·sklearn.datasets·import·make_spd_matrix | 50 | ······>>>·from·sklearn.datasets·import·make_spd_matrix |
| 51 | ······>>>·make_spd_matrix(n_dim=2,·random_state=42) | 51 | ······>>>·make_spd_matrix(n_dim=2,·random_state=42) |
| 52 | ······array([[2.09...,·0.34...], | 52 | ······array([[2.09...,·0.34...], |
| 53 | ·············[0.34...,·0.21...]]) | 53 | ·············[0.34...,·0.21...]]) |
| 54 | ©·2007·-·202 | 54 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 246 | </div></div><div·class="clearer"></div></section> | 246 | </div></div><div·class="clearer"></div></section> |
| 247 | </section> | 247 | </section> |
| 248 | ······</div> | 248 | ······</div> |
| 249 | ····<div·class="container"> | 249 | ····<div·class="container"> |
| 250 | ······<footer·class="sk-content-footer"> | 250 | ······<footer·class="sk-content-footer"> |
| 251 | ············©·2007·-·202 | 251 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 252 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.make_swiss_roll.rst.txt"·rel="nofollow">Show·this·page·source</a> | 252 | ··········<a·href="../../_sources/modules/generated/sklearn.datasets.make_swiss_roll.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 253 | ······</footer> | 253 | ······</footer> |
| 254 | ····</div> | 254 | ····</div> |
| 255 | ··</div> | 255 | ··</div> |
| 256 | </div> | 256 | </div> |
| 257 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 257 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 60 | ······Chapter·6,·2014.·_\x8h_\x8t_\x8t_\x8p_\x8s_\x8:_\x8/_\x8/_\x8h_\x8o_\x8m_\x8e_\x8p_\x8a_\x8g_\x8e_\x8s_\x8._\x8e_\x8c_\x8s_\x8._\x8v_\x8u_\x8w_\x8._\x8a_\x8c_\x8._\x8n_\x8z_\x8/_\x8~_\x8m_\x8a_\x8r_\x8s_\x8l_\x8a_\x8s_\x8t_\x8/_\x8C_\x8o_\x8d_\x8e_\x8/_\x8C_\x8h_\x86_\x8/ | 60 | ······Chapter·6,·2014.·_\x8h_\x8t_\x8t_\x8p_\x8s_\x8:_\x8/_\x8/_\x8h_\x8o_\x8m_\x8e_\x8p_\x8a_\x8g_\x8e_\x8s_\x8._\x8e_\x8c_\x8s_\x8._\x8v_\x8u_\x8w_\x8._\x8a_\x8c_\x8._\x8n_\x8z_\x8/_\x8~_\x8m_\x8a_\x8r_\x8s_\x8l_\x8a_\x8s_\x8t_\x8/_\x8C_\x8o_\x8d_\x8e_\x8/_\x8C_\x8h_\x86_\x8/ |
| 61 | ······_\x8l_\x8l_\x8e_\x8._\x8p_\x8y | 61 | ······_\x8l_\x8l_\x8e_\x8._\x8p_\x8y |
| 62 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8da\x8at\x8ta\x8as\x8se\x8et\x8ts\x8s.\x8.m\x8ma\x8ak\x8ke\x8e_\x8_s\x8sw\x8wi\x8is\x8ss\x8s_\x8_r\x8ro\x8ol\x8ll\x8l_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 62 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8da\x8at\x8ta\x8as\x8se\x8et\x8ts\x8s.\x8.m\x8ma\x8ak\x8ke\x8e_\x8_s\x8sw\x8wi\x8is\x8ss\x8s_\x8_r\x8ro\x8ol\x8ll\x8l_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 63 | _\x8H_\x8i_\x8e_\x8r_\x8a_\x8r_\x8c_\x8h_\x8i_\x8c_\x8a_\x8l_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8:_\x8·_\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8u_\x8r_\x8e_\x8d_\x8·_\x8v_\x8s_\x8·_\x8u_\x8n_\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8u_\x8r_\x8e_\x8d_\x8·_\x8w_\x8a_\x8r_\x8d | 63 | _\x8H_\x8i_\x8e_\x8r_\x8a_\x8r_\x8c_\x8h_\x8i_\x8c_\x8a_\x8l_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8:_\x8·_\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8u_\x8r_\x8e_\x8d_\x8·_\x8v_\x8s_\x8·_\x8u_\x8n_\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8u_\x8r_\x8e_\x8d_\x8·_\x8w_\x8a_\x8r_\x8d |
| 64 | Hierarchical·clustering:·structured·vs·unstructured·ward | 64 | Hierarchical·clustering:·structured·vs·unstructured·ward |
| 65 | _\x8S_\x8w_\x8i_\x8s_\x8s_\x8·_\x8R_\x8o_\x8l_\x8l_\x8·_\x8A_\x8n_\x8d_\x8·_\x8S_\x8w_\x8i_\x8s_\x8s_\x8-_\x8H_\x8o_\x8l_\x8e_\x8·_\x8R_\x8e_\x8d_\x8u_\x8c_\x8t_\x8i_\x8o_\x8n | 65 | _\x8S_\x8w_\x8i_\x8s_\x8s_\x8·_\x8R_\x8o_\x8l_\x8l_\x8·_\x8A_\x8n_\x8d_\x8·_\x8S_\x8w_\x8i_\x8s_\x8s_\x8-_\x8H_\x8o_\x8l_\x8e_\x8·_\x8R_\x8e_\x8d_\x8u_\x8c_\x8t_\x8i_\x8o_\x8n |
| 66 | Swiss·Roll·And·Swiss-Hole·Reduction | 66 | Swiss·Roll·And·Swiss-Hole·Reduction |
| 67 | ©·2007·-·202 | 67 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 599 | <div·class="clearer"></div></section> | 599 | <div·class="clearer"></div></section> |
| 600 | ······</div> | 600 | ······</div> |
| 601 | ····<div·class="container"> | 601 | ····<div·class="container"> |
| 602 | ······<footer·class="sk-content-footer"> | 602 | ······<footer·class="sk-content-footer"> |
| 603 | ············©·2007·-·202 | 603 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 604 | ··········<a·href="../../_sources/modules/generated/sklearn.decomposition.DictionaryLearning.rst.txt"·rel="nofollow">Show·this·page·source</a> | 604 | ··········<a·href="../../_sources/modules/generated/sklearn.decomposition.DictionaryLearning.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 605 | ······</footer> | 605 | ······</footer> |
| 606 | ····</div> | 606 | ····</div> |
| 607 | ··</div> | 607 | ··</div> |
| 608 | </div> | 608 | </div> |
| 609 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 609 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 284 | ··············Parameters: | 284 | ··············Parameters: |
| 285 | ····················X\x8Xndarray·of·shape·(n_samples,·n_features) | 285 | ····················X\x8Xndarray·of·shape·(n_samples,·n_features) |
| 286 | ························Test·data·to·be·transformed,·must·have·the·same·number | 286 | ························Test·data·to·be·transformed,·must·have·the·same·number |
| 287 | ························of·features·as·the·data·used·to·train·the·model. | 287 | ························of·features·as·the·data·used·to·train·the·model. |
| 288 | ··············Returns: | 288 | ··············Returns: |
| 289 | ····················X\x8X_\x8_n\x8ne\x8ew\x8wndarray·of·shape·(n_samples,·n_components) | 289 | ····················X\x8X_\x8_n\x8ne\x8ew\x8wndarray·of·shape·(n_samples,·n_components) |
| 290 | ························Transformed·data. | 290 | ························Transformed·data. |
| 291 | ©·2007·-·202 | 291 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 635 | </section> | 635 | </section> |
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| 638 | ······<footer·class="sk-content-footer"> | 638 | ······<footer·class="sk-content-footer"> |
| 639 | ············©·2007·-·202 | 639 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 640 | ··········<a·href="../../_sources/modules/generated/sklearn.decomposition.FactorAnalysis.rst.txt"·rel="nofollow">Show·this·page·source</a> | 640 | ··········<a·href="../../_sources/modules/generated/sklearn.decomposition.FactorAnalysis.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 280 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8de\x8ec\x8co\x8om\x8mp\x8po\x8os\x8si\x8it\x8ti\x8io\x8on\x8n.\x8.F\x8Fa\x8ac\x8ct\x8to\x8or\x8rA\x8An\x8na\x8al\x8ly\x8ys\x8si\x8is\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 280 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8de\x8ec\x8co\x8om\x8mp\x8po\x8os\x8si\x8it\x8ti\x8io\x8on\x8n.\x8.F\x8Fa\x8ac\x8ct\x8to\x8or\x8rA\x8An\x8na\x8al\x8ly\x8ys\x8si\x8is\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 281 | _\x8F_\x8a_\x8c_\x8e_\x8s_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8·_\x8d_\x8e_\x8c_\x8o_\x8m_\x8p_\x8o_\x8s_\x8i_\x8t_\x8i_\x8o_\x8n_\x8s | 281 | _\x8F_\x8a_\x8c_\x8e_\x8s_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8·_\x8d_\x8e_\x8c_\x8o_\x8m_\x8p_\x8o_\x8s_\x8i_\x8t_\x8i_\x8o_\x8n_\x8s |
| 282 | Faces·dataset·decompositions | 282 | Faces·dataset·decompositions |
| 283 | _\x8F_\x8a_\x8c_\x8t_\x8o_\x8r_\x8·_\x8A_\x8n_\x8a_\x8l_\x8y_\x8s_\x8i_\x8s_\x8·_\x8(_\x8w_\x8i_\x8t_\x8h_\x8·_\x8r_\x8o_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8)_\x8·_\x8t_\x8o_\x8·_\x8v_\x8i_\x8s_\x8u_\x8a_\x8l_\x8i_\x8z_\x8e_\x8·_\x8p_\x8a_\x8t_\x8t_\x8e_\x8r_\x8n_\x8s | 283 | _\x8F_\x8a_\x8c_\x8t_\x8o_\x8r_\x8·_\x8A_\x8n_\x8a_\x8l_\x8y_\x8s_\x8i_\x8s_\x8·_\x8(_\x8w_\x8i_\x8t_\x8h_\x8·_\x8r_\x8o_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8)_\x8·_\x8t_\x8o_\x8·_\x8v_\x8i_\x8s_\x8u_\x8a_\x8l_\x8i_\x8z_\x8e_\x8·_\x8p_\x8a_\x8t_\x8t_\x8e_\x8r_\x8n_\x8s |
| 284 | Factor·Analysis·(with·rotation)·to·visualize·patterns | 284 | Factor·Analysis·(with·rotation)·to·visualize·patterns |
| 285 | _\x8M_\x8o_\x8d_\x8e_\x8l_\x8·_\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8P_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8s_\x8t_\x8i_\x8c_\x8·_\x8P_\x8C_\x8A_\x8·_\x8a_\x8n_\x8d_\x8·_\x8F_\x8a_\x8c_\x8t_\x8o_\x8r_\x8·_\x8A_\x8n_\x8a_\x8l_\x8y_\x8s_\x8i_\x8s_\x8·_\x8(_\x8F_\x8A_\x8) | 285 | _\x8M_\x8o_\x8d_\x8e_\x8l_\x8·_\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8P_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8s_\x8t_\x8i_\x8c_\x8·_\x8P_\x8C_\x8A_\x8·_\x8a_\x8n_\x8d_\x8·_\x8F_\x8a_\x8c_\x8t_\x8o_\x8r_\x8·_\x8A_\x8n_\x8a_\x8l_\x8y_\x8s_\x8i_\x8s_\x8·_\x8(_\x8F_\x8A_\x8) |
| 286 | Model·selection·with·Probabilistic·PCA·and·Factor·Analysis·(FA) | 286 | Model·selection·with·Probabilistic·PCA·and·Factor·Analysis·(FA) |
| 287 | ©·2007·-·202 | 287 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 698 | ············©·2007·-·202 | 698 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 699 | ··········<a·href="../../_sources/modules/generated/sklearn.decomposition.FastICA.rst.txt"·rel="nofollow">Show·this·page·source</a> | 699 | ··········<a·href="../../_sources/modules/generated/sklearn.decomposition.FastICA.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 702 | ··</div> | 702 | ··</div> |
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| 336 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8de\x8ec\x8co\x8om\x8mp\x8po\x8os\x8si\x8it\x8ti\x8io\x8on\x8n.\x8.F\x8Fa\x8as\x8st\x8tI\x8IC\x8CA\x8A_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 336 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8de\x8ec\x8co\x8om\x8mp\x8po\x8os\x8si\x8it\x8ti\x8io\x8on\x8n.\x8.F\x8Fa\x8as\x8st\x8tI\x8IC\x8CA\x8A_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 337 | _\x8B_\x8l_\x8i_\x8n_\x8d_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8s_\x8e_\x8p_\x8a_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8F_\x8a_\x8s_\x8t_\x8I_\x8C_\x8A | 337 | _\x8B_\x8l_\x8i_\x8n_\x8d_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8s_\x8e_\x8p_\x8a_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8F_\x8a_\x8s_\x8t_\x8I_\x8C_\x8A |
| 338 | Blind·source·separation·using·FastICA | 338 | Blind·source·separation·using·FastICA |
| 339 | _\x8F_\x8a_\x8c_\x8e_\x8s_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8·_\x8d_\x8e_\x8c_\x8o_\x8m_\x8p_\x8o_\x8s_\x8i_\x8t_\x8i_\x8o_\x8n_\x8s | 339 | _\x8F_\x8a_\x8c_\x8e_\x8s_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8·_\x8d_\x8e_\x8c_\x8o_\x8m_\x8p_\x8o_\x8s_\x8i_\x8t_\x8i_\x8o_\x8n_\x8s |
| 340 | Faces·dataset·decompositions | 340 | Faces·dataset·decompositions |
| 341 | _\x8F_\x8a_\x8s_\x8t_\x8I_\x8C_\x8A_\x8·_\x8o_\x8n_\x8·_\x82_\x8D_\x8·_\x8p_\x8o_\x8i_\x8n_\x8t_\x8·_\x8c_\x8l_\x8o_\x8u_\x8d_\x8s | 341 | _\x8F_\x8a_\x8s_\x8t_\x8I_\x8C_\x8A_\x8·_\x8o_\x8n_\x8·_\x82_\x8D_\x8·_\x8p_\x8o_\x8i_\x8n_\x8t_\x8·_\x8c_\x8l_\x8o_\x8u_\x8d_\x8s |
| 342 | FastICA·on·2D·point·clouds | 342 | FastICA·on·2D·point·clouds |
| 343 | ©·2007·-·202 | 343 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 744 | ····<div·class="container"> | 744 | ····<div·class="container"> |
| 745 | ······<footer·class="sk-content-footer"> | 745 | ······<footer·class="sk-content-footer"> |
| 746 | ············©·2007·-·202 | 746 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 747 | ··········<a·href="../../_sources/modules/generated/sklearn.decomposition.IncrementalPCA.rst.txt"·rel="nofollow">Show·this·page·source</a> | 747 | ··········<a·href="../../_sources/modules/generated/sklearn.decomposition.IncrementalPCA.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 749 | ····</div> | 749 | ····</div> |
| 750 | ··</div> | 750 | ··</div> |
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| 376 | ············>>>·ipca·=·IncrementalPCA(n_components=2,·batch_size=3) | 376 | ············>>>·ipca·=·IncrementalPCA(n_components=2,·batch_size=3) |
| 377 | ············>>>·ipca.fit(X) | 377 | ············>>>·ipca.fit(X) |
| 378 | ············IncrementalPCA(batch_size=3,·n_components=2) | 378 | ············IncrementalPCA(batch_size=3,·n_components=2) |
| 379 | ············>>>·ipca.transform(X) | 379 | ············>>>·ipca.transform(X) |
| 380 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8de\x8ec\x8co\x8om\x8mp\x8po\x8os\x8si\x8it\x8ti\x8io\x8on\x8n.\x8.I\x8In\x8nc\x8cr\x8re\x8em\x8me\x8en\x8nt\x8ta\x8al\x8lP\x8PC\x8CA\x8A_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 380 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8de\x8ec\x8co\x8om\x8mp\x8po\x8os\x8si\x8it\x8ti\x8io\x8on\x8n.\x8.I\x8In\x8nc\x8cr\x8re\x8em\x8me\x8en\x8nt\x8ta\x8al\x8lP\x8PC\x8CA\x8A_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 381 | _\x8I_\x8n_\x8c_\x8r_\x8e_\x8m_\x8e_\x8n_\x8t_\x8a_\x8l_\x8·_\x8P_\x8C_\x8A | 381 | _\x8I_\x8n_\x8c_\x8r_\x8e_\x8m_\x8e_\x8n_\x8t_\x8a_\x8l_\x8·_\x8P_\x8C_\x8A |
| 382 | Incremental·PCA | 382 | Incremental·PCA |
| 383 | ©·2007·-·202 | 383 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 686 | ······</div> | 686 | ······</div> |
| 687 | ····<div·class="container"> | 687 | ····<div·class="container"> |
| 688 | ······<footer·class="sk-content-footer"> | 688 | ······<footer·class="sk-content-footer"> |
| 689 | ············©·2007·-·202 | 689 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 690 | ··········<a·href="../../_sources/modules/generated/sklearn.decomposition.KernelPCA.rst.txt"·rel="nofollow">Show·this·page·source</a> | 690 | ··········<a·href="../../_sources/modules/generated/sklearn.decomposition.KernelPCA.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 691 | ······</footer> | 691 | ······</footer> |
| 692 | ····</div> | 692 | ····</div> |
| 693 | ··</div> | 693 | ··</div> |
| 694 | </div> | 694 | </div> |
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| 344 | ····················X\x8X_\x8_n\x8ne\x8ew\x8wndarray·of·shape·(n_samples,·n_components) | 344 | ····················X\x8X_\x8_n\x8ne\x8ew\x8wndarray·of·shape·(n_samples,·n_components) |
| 345 | ························Returns·the·instance·itself. | 345 | ························Returns·the·instance·itself. |
| 346 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8de\x8ec\x8co\x8om\x8mp\x8po\x8os\x8si\x8it\x8ti\x8io\x8on\x8n.\x8.K\x8Ke\x8er\x8rn\x8ne\x8el\x8lP\x8PC\x8CA\x8A_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 346 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8de\x8ec\x8co\x8om\x8mp\x8po\x8os\x8si\x8it\x8ti\x8io\x8on\x8n.\x8.K\x8Ke\x8er\x8rn\x8ne\x8el\x8lP\x8PC\x8CA\x8A_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 347 | _\x8K_\x8e_\x8r_\x8n_\x8e_\x8l_\x8·_\x8P_\x8C_\x8A | 347 | _\x8K_\x8e_\x8r_\x8n_\x8e_\x8l_\x8·_\x8P_\x8C_\x8A |
| 348 | Kernel·PCA | 348 | Kernel·PCA |
| 349 | _\x8I_\x8m_\x8a_\x8g_\x8e_\x8·_\x8d_\x8e_\x8n_\x8o_\x8i_\x8s_\x8i_\x8n_\x8g_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8·_\x8P_\x8C_\x8A | 349 | _\x8I_\x8m_\x8a_\x8g_\x8e_\x8·_\x8d_\x8e_\x8n_\x8o_\x8i_\x8s_\x8i_\x8n_\x8g_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8·_\x8P_\x8C_\x8A |
| 350 | Image·denoising·using·kernel·PCA | 350 | Image·denoising·using·kernel·PCA |
| 351 | ©·2007·-·202 | 351 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 684 | </section> | 684 | </section> |
| 685 | ······</div> | 685 | ······</div> |
| 686 | ····<div·class="container"> | 686 | ····<div·class="container"> |
| 687 | ······<footer·class="sk-content-footer"> | 687 | ······<footer·class="sk-content-footer"> |
| 688 | ············©·2007·-·202 | 688 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 689 | ··········<a·href="../../_sources/modules/generated/sklearn.decomposition.LatentDirichletAllocation.rst.txt"·rel="nofollow">Show·this·page·source</a> | 689 | ··········<a·href="../../_sources/modules/generated/sklearn.decomposition.LatentDirichletAllocation.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 690 | ······</footer> | 690 | ······</footer> |
| 691 | ····</div> | 691 | ····</div> |
| 692 | ··</div> | 692 | ··</div> |
| 693 | </div> | 693 | </div> |
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| 340 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8de\x8ec\x8co\x8om\x8mp\x8po\x8os\x8si\x8it\x8ti\x8io\x8on\x8n.\x8.L\x8La\x8at\x8te\x8en\x8nt\x8tD\x8Di\x8ir\x8ri\x8ic\x8ch\x8hl\x8le\x8et\x8tA\x8Al\x8ll\x8lo\x8oc\x8ca\x8at\x8ti\x8io\x8on\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 340 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8de\x8ec\x8co\x8om\x8mp\x8po\x8os\x8si\x8it\x8ti\x8io\x8on\x8n.\x8.L\x8La\x8at\x8te\x8en\x8nt\x8tD\x8Di\x8ir\x8ri\x8ic\x8ch\x8hl\x8le\x8et\x8tA\x8Al\x8ll\x8lo\x8oc\x8ca\x8at\x8ti\x8io\x8on\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
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| 342 | _\x8A_\x8l_\x8l_\x8o_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n | 342 | _\x8A_\x8l_\x8l_\x8o_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n |
| 343 | Topic·extraction·with·Non-negative·Matrix·Factorization·and·Latent·Dirichlet | 343 | Topic·extraction·with·Non-negative·Matrix·Factorization·and·Latent·Dirichlet |
| 344 | Allocation | 344 | Allocation |
| 345 | ©·2007·-·202 | 345 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 666 | ············©·2007·-·202 | 666 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 667 | ··········<a·href="../../_sources/modules/generated/sklearn.decomposition.MiniBatchDictionaryLearning.rst.txt"·rel="nofollow">Show·this·page·source</a> | 667 | ··········<a·href="../../_sources/modules/generated/sklearn.decomposition.MiniBatchDictionaryLearning.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 670 | ··</div> | 670 | ··</div> |
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| 322 | ························Transformed·data. | 322 | ························Transformed·data. |
| 323 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8de\x8ec\x8co\x8om\x8mp\x8po\x8os\x8si\x8it\x8ti\x8io\x8on\x8n.\x8.M\x8Mi\x8in\x8ni\x8iB\x8Ba\x8at\x8tc\x8ch\x8hD\x8Di\x8ic\x8ct\x8ti\x8io\x8on\x8na\x8ar\x8ry\x8yL\x8Le\x8ea\x8ar\x8rn\x8ni\x8in\x8ng\x8g_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 323 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8de\x8ec\x8co\x8om\x8mp\x8po\x8os\x8si\x8it\x8ti\x8io\x8on\x8n.\x8.M\x8Mi\x8in\x8ni\x8iB\x8Ba\x8at\x8tc\x8ch\x8hD\x8Di\x8ic\x8ct\x8ti\x8io\x8on\x8na\x8ar\x8ry\x8yL\x8Le\x8ea\x8ar\x8rn\x8ni\x8in\x8ng\x8g_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 324 | _\x8F_\x8a_\x8c_\x8e_\x8s_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8·_\x8d_\x8e_\x8c_\x8o_\x8m_\x8p_\x8o_\x8s_\x8i_\x8t_\x8i_\x8o_\x8n_\x8s | 324 | _\x8F_\x8a_\x8c_\x8e_\x8s_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8·_\x8d_\x8e_\x8c_\x8o_\x8m_\x8p_\x8o_\x8s_\x8i_\x8t_\x8i_\x8o_\x8n_\x8s |
| 325 | Faces·dataset·decompositions | 325 | Faces·dataset·decompositions |
| 326 | _\x8I_\x8m_\x8a_\x8g_\x8e_\x8·_\x8d_\x8e_\x8n_\x8o_\x8i_\x8s_\x8i_\x8n_\x8g_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8a_\x8r_\x8y_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g | 326 | _\x8I_\x8m_\x8a_\x8g_\x8e_\x8·_\x8d_\x8e_\x8n_\x8o_\x8i_\x8s_\x8i_\x8n_\x8g_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8a_\x8r_\x8y_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g |
| 327 | Image·denoising·using·dictionary·learning | 327 | Image·denoising·using·dictionary·learning |
| 328 | ©·2007·-·202 | 328 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 735 | ············©·2007·-·202 | 735 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 736 | ··········<a·href="../../_sources/modules/generated/sklearn.decomposition.MiniBatchNMF.rst.txt"·rel="nofollow">Show·this·page·source</a> | 736 | ··········<a·href="../../_sources/modules/generated/sklearn.decomposition.MiniBatchNMF.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 738 | ····</div> | 738 | ····</div> |
| 739 | ··</div> | 739 | ··</div> |
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| 395 | Release·Highlights·for·scikit-learn·1.1 | 395 | Release·Highlights·for·scikit-learn·1.1 |
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| 397 | _\x8A_\x8l_\x8l_\x8o_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n | 397 | _\x8A_\x8l_\x8l_\x8o_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n |
| 398 | Topic·extraction·with·Non-negative·Matrix·Factorization·and·Latent·Dirichlet | 398 | Topic·extraction·with·Non-negative·Matrix·Factorization·and·Latent·Dirichlet |
| 399 | Allocation | 399 | Allocation |
| 400 | ©·2007·-·202 | 400 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 601 | ············©·2007·-·202 | 601 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 602 | ··········<a·href="../../_sources/modules/generated/sklearn.decomposition.MiniBatchSparsePCA.rst.txt"·rel="nofollow">Show·this·page·source</a> | 602 | ··········<a·href="../../_sources/modules/generated/sklearn.decomposition.MiniBatchSparsePCA.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 605 | ··</div> | 605 | ··</div> |
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| 268 | ························of·features·as·the·data·used·to·train·the·model. | 268 | ························of·features·as·the·data·used·to·train·the·model. |
| 269 | ··············Returns: | 269 | ··············Returns: |
| 270 | ····················X\x8X_\x8_n\x8ne\x8ew\x8wndarray·of·shape·(n_samples,·n_components) | 270 | ····················X\x8X_\x8_n\x8ne\x8ew\x8wndarray·of·shape·(n_samples,·n_components) |
| 271 | ························Transformed·data. | 271 | ························Transformed·data. |
| 272 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8de\x8ec\x8co\x8om\x8mp\x8po\x8os\x8si\x8it\x8ti\x8io\x8on\x8n.\x8.M\x8Mi\x8in\x8ni\x8iB\x8Ba\x8at\x8tc\x8ch\x8hS\x8Sp\x8pa\x8ar\x8rs\x8se\x8eP\x8PC\x8CA\x8A_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 272 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8de\x8ec\x8co\x8om\x8mp\x8po\x8os\x8si\x8it\x8ti\x8io\x8on\x8n.\x8.M\x8Mi\x8in\x8ni\x8iB\x8Ba\x8at\x8tc\x8ch\x8hS\x8Sp\x8pa\x8ar\x8rs\x8se\x8eP\x8PC\x8CA\x8A_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 273 | _\x8F_\x8a_\x8c_\x8e_\x8s_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8·_\x8d_\x8e_\x8c_\x8o_\x8m_\x8p_\x8o_\x8s_\x8i_\x8t_\x8i_\x8o_\x8n_\x8s | 273 | _\x8F_\x8a_\x8c_\x8e_\x8s_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8·_\x8d_\x8e_\x8c_\x8o_\x8m_\x8p_\x8o_\x8s_\x8i_\x8t_\x8i_\x8o_\x8n_\x8s |
| 274 | Faces·dataset·decompositions | 274 | Faces·dataset·decompositions |
| 275 | ©·2007·-·202 | 275 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 668 | ············©·2007·-·202 | 668 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 669 | ··········<a·href="../../_sources/modules/generated/sklearn.decomposition.NMF.rst.txt"·rel="nofollow">Show·this·page·source</a> | 669 | ··········<a·href="../../_sources/modules/generated/sklearn.decomposition.NMF.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 672 | ··</div> | 672 | ··</div> |
| 673 | </div> | 673 | </div> |
| 674 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 674 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 330 | Faces·dataset·decompositions | 330 | Faces·dataset·decompositions |
| 331 | _\x8T_\x8o_\x8p_\x8i_\x8c_\x8·_\x8e_\x8x_\x8t_\x8r_\x8a_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8N_\x8o_\x8n_\x8-_\x8n_\x8e_\x8g_\x8a_\x8t_\x8i_\x8v_\x8e_\x8·_\x8M_\x8a_\x8t_\x8r_\x8i_\x8x_\x8·_\x8F_\x8a_\x8c_\x8t_\x8o_\x8r_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8a_\x8n_\x8d_\x8·_\x8L_\x8a_\x8t_\x8e_\x8n_\x8t_\x8·_\x8D_\x8i_\x8r_\x8i_\x8c_\x8h_\x8l_\x8e_\x8t | 331 | _\x8T_\x8o_\x8p_\x8i_\x8c_\x8·_\x8e_\x8x_\x8t_\x8r_\x8a_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8N_\x8o_\x8n_\x8-_\x8n_\x8e_\x8g_\x8a_\x8t_\x8i_\x8v_\x8e_\x8·_\x8M_\x8a_\x8t_\x8r_\x8i_\x8x_\x8·_\x8F_\x8a_\x8c_\x8t_\x8o_\x8r_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8a_\x8n_\x8d_\x8·_\x8L_\x8a_\x8t_\x8e_\x8n_\x8t_\x8·_\x8D_\x8i_\x8r_\x8i_\x8c_\x8h_\x8l_\x8e_\x8t |
| 332 | _\x8A_\x8l_\x8l_\x8o_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n | 332 | _\x8A_\x8l_\x8l_\x8o_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n |
| 333 | Topic·extraction·with·Non-negative·Matrix·Factorization·and·Latent·Dirichlet | 333 | Topic·extraction·with·Non-negative·Matrix·Factorization·and·Latent·Dirichlet |
| 334 | Allocation | 334 | Allocation |
| 335 | _\x8S_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8n_\x8g_\x8·_\x8d_\x8i_\x8m_\x8e_\x8n_\x8s_\x8i_\x8o_\x8n_\x8a_\x8l_\x8i_\x8t_\x8y_\x8·_\x8r_\x8e_\x8d_\x8u_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8P_\x8i_\x8p_\x8e_\x8l_\x8i_\x8n_\x8e_\x8·_\x8a_\x8n_\x8d_\x8·_\x8G_\x8r_\x8i_\x8d_\x8S_\x8e_\x8a_\x8r_\x8c_\x8h_\x8C_\x8V | 335 | _\x8S_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8n_\x8g_\x8·_\x8d_\x8i_\x8m_\x8e_\x8n_\x8s_\x8i_\x8o_\x8n_\x8a_\x8l_\x8i_\x8t_\x8y_\x8·_\x8r_\x8e_\x8d_\x8u_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8P_\x8i_\x8p_\x8e_\x8l_\x8i_\x8n_\x8e_\x8·_\x8a_\x8n_\x8d_\x8·_\x8G_\x8r_\x8i_\x8d_\x8S_\x8e_\x8a_\x8r_\x8c_\x8h_\x8C_\x8V |
| 336 | Selecting·dimensionality·reduction·with·Pipeline·and·GridSearchCV | 336 | Selecting·dimensionality·reduction·with·Pipeline·and·GridSearchCV |
| 337 | ©·2007·-·202 | 337 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 866 | </div></div><div·class="clearer"></div></section> | 866 | </div></div><div·class="clearer"></div></section> |
| 867 | </section> | 867 | </section> |
| 868 | ······</div> | 868 | ······</div> |
| 869 | ····<div·class="container"> | 869 | ····<div·class="container"> |
| 870 | ······<footer·class="sk-content-footer"> | 870 | ······<footer·class="sk-content-footer"> |
| 871 | ············©·2007·-·202 | 871 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 872 | ··········<a·href="../../_sources/modules/generated/sklearn.decomposition.PCA.rst.txt"·rel="nofollow">Show·this·page·source</a> | 872 | ··········<a·href="../../_sources/modules/generated/sklearn.decomposition.PCA.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 873 | ······</footer> | 873 | ······</footer> |
| 874 | ····</div> | 874 | ····</div> |
| 875 | ··</div> | 875 | ··</div> |
| 876 | </div> | 876 | </div> |
| 877 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 877 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 458 | Concatenating·multiple·feature·extraction·methods | 458 | Concatenating·multiple·feature·extraction·methods |
| 459 | _\x8P_\x8i_\x8p_\x8e_\x8l_\x8i_\x8n_\x8i_\x8n_\x8g_\x8:_\x8·_\x8c_\x8h_\x8a_\x8i_\x8n_\x8i_\x8n_\x8g_\x8·_\x8a_\x8·_\x8P_\x8C_\x8A_\x8·_\x8a_\x8n_\x8d_\x8·_\x8a_\x8·_\x8l_\x8o_\x8g_\x8i_\x8s_\x8t_\x8i_\x8c_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n | 459 | _\x8P_\x8i_\x8p_\x8e_\x8l_\x8i_\x8n_\x8i_\x8n_\x8g_\x8:_\x8·_\x8c_\x8h_\x8a_\x8i_\x8n_\x8i_\x8n_\x8g_\x8·_\x8a_\x8·_\x8P_\x8C_\x8A_\x8·_\x8a_\x8n_\x8d_\x8·_\x8a_\x8·_\x8l_\x8o_\x8g_\x8i_\x8s_\x8t_\x8i_\x8c_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n |
| 460 | Pipelining:·chaining·a·PCA·and·a·logistic·regression | 460 | Pipelining:·chaining·a·PCA·and·a·logistic·regression |
| 461 | _\x8S_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8n_\x8g_\x8·_\x8d_\x8i_\x8m_\x8e_\x8n_\x8s_\x8i_\x8o_\x8n_\x8a_\x8l_\x8i_\x8t_\x8y_\x8·_\x8r_\x8e_\x8d_\x8u_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8P_\x8i_\x8p_\x8e_\x8l_\x8i_\x8n_\x8e_\x8·_\x8a_\x8n_\x8d_\x8·_\x8G_\x8r_\x8i_\x8d_\x8S_\x8e_\x8a_\x8r_\x8c_\x8h_\x8C_\x8V | 461 | _\x8S_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8n_\x8g_\x8·_\x8d_\x8i_\x8m_\x8e_\x8n_\x8s_\x8i_\x8o_\x8n_\x8a_\x8l_\x8i_\x8t_\x8y_\x8·_\x8r_\x8e_\x8d_\x8u_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8P_\x8i_\x8p_\x8e_\x8l_\x8i_\x8n_\x8e_\x8·_\x8a_\x8n_\x8d_\x8·_\x8G_\x8r_\x8i_\x8d_\x8S_\x8e_\x8a_\x8r_\x8c_\x8h_\x8C_\x8V |
| 462 | Selecting·dimensionality·reduction·with·Pipeline·and·GridSearchCV | 462 | Selecting·dimensionality·reduction·with·Pipeline·and·GridSearchCV |
| 463 | _\x8I_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8·_\x8o_\x8f_\x8·_\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8S_\x8c_\x8a_\x8l_\x8i_\x8n_\x8g | 463 | _\x8I_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8·_\x8o_\x8f_\x8·_\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8S_\x8c_\x8a_\x8l_\x8i_\x8n_\x8g |
| 464 | Importance·of·Feature·Scaling | 464 | Importance·of·Feature·Scaling |
| 465 | ©·2007·-·202 | 465 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 565 | </div></div><div·class="clearer"></div></section> | 565 | </div></div><div·class="clearer"></div></section> |
| 566 | </section> | 566 | </section> |
| 567 | ······</div> | 567 | ······</div> |
| 568 | ····<div·class="container"> | 568 | ····<div·class="container"> |
| 569 | ······<footer·class="sk-content-footer"> | 569 | ······<footer·class="sk-content-footer"> |
| 570 | ············©·2007·-·202 | 570 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 571 | ··········<a·href="../../_sources/modules/generated/sklearn.decomposition.SparseCoder.rst.txt"·rel="nofollow">Show·this·page·source</a> | 571 | ··········<a·href="../../_sources/modules/generated/sklearn.decomposition.SparseCoder.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 572 | ······</footer> | 572 | ······</footer> |
| 573 | ····</div> | 573 | ····</div> |
| 574 | ··</div> | 574 | ··</div> |
| 575 | </div> | 575 | </div> |
| 576 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 576 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 249 | ························Not·used,·present·for·API·consistency·by·convention. | 249 | ························Not·used,·present·for·API·consistency·by·convention. |
| 250 | ··············Returns: | 250 | ··············Returns: |
| 251 | ····················X\x8X_\x8_n\x8ne\x8ew\x8wndarray·of·shape·(n_samples,·n_components) | 251 | ····················X\x8X_\x8_n\x8ne\x8ew\x8wndarray·of·shape·(n_samples,·n_components) |
| 252 | ························Transformed·data. | 252 | ························Transformed·data. |
| 253 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8de\x8ec\x8co\x8om\x8mp\x8po\x8os\x8si\x8it\x8ti\x8io\x8on\x8n.\x8.S\x8Sp\x8pa\x8ar\x8rs\x8se\x8eC\x8Co\x8od\x8de\x8er\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 253 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8de\x8ec\x8co\x8om\x8mp\x8po\x8os\x8si\x8it\x8ti\x8io\x8on\x8n.\x8.S\x8Sp\x8pa\x8ar\x8rs\x8se\x8eC\x8Co\x8od\x8de\x8er\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 254 | _\x8S_\x8p_\x8a_\x8r_\x8s_\x8e_\x8·_\x8c_\x8o_\x8d_\x8i_\x8n_\x8g_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8a_\x8·_\x8p_\x8r_\x8e_\x8c_\x8o_\x8m_\x8p_\x8u_\x8t_\x8e_\x8d_\x8·_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8a_\x8r_\x8y | 254 | _\x8S_\x8p_\x8a_\x8r_\x8s_\x8e_\x8·_\x8c_\x8o_\x8d_\x8i_\x8n_\x8g_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8a_\x8·_\x8p_\x8r_\x8e_\x8c_\x8o_\x8m_\x8p_\x8u_\x8t_\x8e_\x8d_\x8·_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8a_\x8r_\x8y |
| 255 | Sparse·coding·with·a·precomputed·dictionary | 255 | Sparse·coding·with·a·precomputed·dictionary |
| 256 | ©·2007·-·202 | 256 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 568 | </div></div><div·class="clearer"></div></section> | 568 | </div></div><div·class="clearer"></div></section> |
| 569 | </section> | 569 | </section> |
| 570 | ······</div> | 570 | ······</div> |
| 571 | ····<div·class="container"> | 571 | ····<div·class="container"> |
| 572 | ······<footer·class="sk-content-footer"> | 572 | ······<footer·class="sk-content-footer"> |
| 573 | ············©·2007·-·202 | 573 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 574 | ··········<a·href="../../_sources/modules/generated/sklearn.decomposition.SparsePCA.rst.txt"·rel="nofollow">Show·this·page·source</a> | 574 | ··········<a·href="../../_sources/modules/generated/sklearn.decomposition.SparsePCA.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 575 | ······</footer> | 575 | ······</footer> |
| 576 | ····</div> | 576 | ····</div> |
| 577 | ··</div> | 577 | ··</div> |
| 578 | </div> | 578 | </div> |
| 579 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 579 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 244 | ························of·features·as·the·data·used·to·train·the·model. | 244 | ························of·features·as·the·data·used·to·train·the·model. |
| 245 | ··············Returns: | 245 | ··············Returns: |
| 246 | ····················X\x8X_\x8_n\x8ne\x8ew\x8wndarray·of·shape·(n_samples,·n_components) | 246 | ····················X\x8X_\x8_n\x8ne\x8ew\x8wndarray·of·shape·(n_samples,·n_components) |
| 247 | ························Transformed·data. | 247 | ························Transformed·data. |
| 248 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8de\x8ec\x8co\x8om\x8mp\x8po\x8os\x8si\x8it\x8ti\x8io\x8on\x8n.\x8.S\x8Sp\x8pa\x8ar\x8rs\x8se\x8eP\x8PC\x8CA\x8A_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 248 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8de\x8ec\x8co\x8om\x8mp\x8po\x8os\x8si\x8it\x8ti\x8io\x8on\x8n.\x8.S\x8Sp\x8pa\x8ar\x8rs\x8se\x8eP\x8PC\x8CA\x8A_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 249 | _\x8F_\x8a_\x8c_\x8e_\x8s_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8·_\x8d_\x8e_\x8c_\x8o_\x8m_\x8p_\x8o_\x8s_\x8i_\x8t_\x8i_\x8o_\x8n_\x8s | 249 | _\x8F_\x8a_\x8c_\x8e_\x8s_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8·_\x8d_\x8e_\x8c_\x8o_\x8m_\x8p_\x8o_\x8s_\x8i_\x8t_\x8i_\x8o_\x8n_\x8s |
| 250 | Faces·dataset·decompositions | 250 | Faces·dataset·decompositions |
| 251 | ©·2007·-·202 | 251 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 580 | </div></div><div·class="clearer"></div></section> | 580 | </div></div><div·class="clearer"></div></section> |
| 581 | </section> | 581 | </section> |
| 582 | ······</div> | 582 | ······</div> |
| 583 | ····<div·class="container"> | 583 | ····<div·class="container"> |
| 584 | ······<footer·class="sk-content-footer"> | 584 | ······<footer·class="sk-content-footer"> |
| 585 | ············©·2007·-·202 | 585 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 586 | ··········<a·href="../../_sources/modules/generated/sklearn.decomposition.TruncatedSVD.rst.txt"·rel="nofollow">Show·this·page·source</a> | 586 | ··········<a·href="../../_sources/modules/generated/sklearn.decomposition.TruncatedSVD.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 587 | ······</footer> | 587 | ······</footer> |
| 588 | ····</div> | 588 | ····</div> |
| 589 | ··</div> | 589 | ··</div> |
| 590 | </div> | 590 | </div> |
| 591 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 591 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 258 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8de\x8ec\x8co\x8om\x8mp\x8po\x8os\x8si\x8it\x8ti\x8io\x8on\x8n.\x8.T\x8Tr\x8ru\x8un\x8nc\x8ca\x8at\x8te\x8ed\x8dS\x8SV\x8VD\x8D_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 258 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8de\x8ec\x8co\x8om\x8mp\x8po\x8os\x8si\x8it\x8ti\x8io\x8on\x8n.\x8.T\x8Tr\x8ru\x8un\x8nc\x8ca\x8at\x8te\x8ed\x8dS\x8SV\x8VD\x8D_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 259 | _\x8H_\x8a_\x8s_\x8h_\x8i_\x8n_\x8g_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8T_\x8o_\x8t_\x8a_\x8l_\x8l_\x8y_\x8·_\x8R_\x8a_\x8n_\x8d_\x8o_\x8m_\x8·_\x8T_\x8r_\x8e_\x8e_\x8s | 259 | _\x8H_\x8a_\x8s_\x8h_\x8i_\x8n_\x8g_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8T_\x8o_\x8t_\x8a_\x8l_\x8l_\x8y_\x8·_\x8R_\x8a_\x8n_\x8d_\x8o_\x8m_\x8·_\x8T_\x8r_\x8e_\x8e_\x8s |
| 260 | Hashing·feature·transformation·using·Totally·Random·Trees | 260 | Hashing·feature·transformation·using·Totally·Random·Trees |
| 261 | _\x8M_\x8a_\x8n_\x8i_\x8f_\x8o_\x8l_\x8d_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8o_\x8n_\x8·_\x8h_\x8a_\x8n_\x8d_\x8w_\x8r_\x8i_\x8t_\x8t_\x8e_\x8n_\x8·_\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8:_\x8·_\x8L_\x8o_\x8c_\x8a_\x8l_\x8l_\x8y_\x8·_\x8L_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8E_\x8m_\x8b_\x8e_\x8d_\x8d_\x8i_\x8n_\x8g_\x8,_\x8·_\x8I_\x8s_\x8o_\x8m_\x8a_\x8p_\x8… | 261 | _\x8M_\x8a_\x8n_\x8i_\x8f_\x8o_\x8l_\x8d_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8o_\x8n_\x8·_\x8h_\x8a_\x8n_\x8d_\x8w_\x8r_\x8i_\x8t_\x8t_\x8e_\x8n_\x8·_\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8:_\x8·_\x8L_\x8o_\x8c_\x8a_\x8l_\x8l_\x8y_\x8·_\x8L_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8E_\x8m_\x8b_\x8e_\x8d_\x8d_\x8i_\x8n_\x8g_\x8,_\x8·_\x8I_\x8s_\x8o_\x8m_\x8a_\x8p_\x8… |
| 262 | Manifold·learning·on·handwritten·digits:·Locally·Linear·Embedding,·Isomap... | 262 | Manifold·learning·on·handwritten·digits:·Locally·Linear·Embedding,·Isomap... |
| 263 | _\x8C_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8k_\x8-_\x8m_\x8e_\x8a_\x8n_\x8s | 263 | _\x8C_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8k_\x8-_\x8m_\x8e_\x8a_\x8n_\x8s |
| 264 | Clustering·text·documents·using·k-means | 264 | Clustering·text·documents·using·k-means |
| 265 | ©·2007·-·202 | 265 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 324 | <div·class="clearer"></div></section> | 324 | <div·class="clearer"></div></section> |
| 325 | ······</div> | 325 | ······</div> |
| 326 | ····<div·class="container"> | 326 | ····<div·class="container"> |
| 327 | ······<footer·class="sk-content-footer"> | 327 | ······<footer·class="sk-content-footer"> |
| 328 | ············©·2007·-·202 | 328 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 329 | ··········<a·href="../../_sources/modules/generated/sklearn.decomposition.dict_learning.rst.txt"·rel="nofollow">Show·this·page·source</a> | 329 | ··········<a·href="../../_sources/modules/generated/sklearn.decomposition.dict_learning.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 330 | ······</footer> | 330 | ······</footer> |
| 331 | ····</div> | 331 | ····</div> |
| 332 | ··</div> | 332 | ··</div> |
| 333 | </div> | 333 | </div> |
| 334 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 334 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 130 | ······0.6... | 130 | ······0.6... |
| 131 | ······We·can·compare·the·average·squared·euclidean·norm·of·the·reconstruction | 131 | ······We·can·compare·the·average·squared·euclidean·norm·of·the·reconstruction |
| 132 | ······error·of·the·sparse·coded·signal·relative·to·the·squared·euclidean·norm | 132 | ······error·of·the·sparse·coded·signal·relative·to·the·squared·euclidean·norm |
| 133 | ······of·the·original·signal: | 133 | ······of·the·original·signal: |
| 134 | ······>>>·X_hat·=·U·@·V | 134 | ······>>>·X_hat·=·U·@·V |
| 135 | ······>>>·np.mean(np.sum((X_hat·-·X)·**·2,·axis=1)·/·np.sum(X·**·2,·axis=1)) | 135 | ······>>>·np.mean(np.sum((X_hat·-·X)·**·2,·axis=1)·/·np.sum(X·**·2,·axis=1)) |
| 136 | ······0.01... | 136 | ······0.01... |
| 137 | ©·2007·-·202 | 137 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 353 | <div·class="clearer"></div></section> | 353 | <div·class="clearer"></div></section> |
| 354 | ······</div> | 354 | ······</div> |
| 355 | ····<div·class="container"> | 355 | ····<div·class="container"> |
| 356 | ······<footer·class="sk-content-footer"> | 356 | ······<footer·class="sk-content-footer"> |
| 357 | ············©·2007·-·202 | 357 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 358 | ··········<a·href="../../_sources/modules/generated/sklearn.decomposition.dict_learning_online.rst.txt"·rel="nofollow">Show·this·page·source</a> | 358 | ··········<a·href="../../_sources/modules/generated/sklearn.decomposition.dict_learning_online.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 359 | ······</footer> | 359 | ······</footer> |
| 360 | ····</div> | 360 | ····</div> |
| 361 | ··</div> | 361 | ··</div> |
| 362 | </div> | 362 | </div> |
| 363 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 363 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 156 | ······0.53... | 156 | ······0.53... |
| 157 | ······We·can·compare·the·average·squared·euclidean·norm·of·the·reconstruction | 157 | ······We·can·compare·the·average·squared·euclidean·norm·of·the·reconstruction |
| 158 | ······error·of·the·sparse·coded·signal·relative·to·the·squared·euclidean·norm | 158 | ······error·of·the·sparse·coded·signal·relative·to·the·squared·euclidean·norm |
| 159 | ······of·the·original·signal: | 159 | ······of·the·original·signal: |
| 160 | ······>>>·X_hat·=·U·@·V | 160 | ······>>>·X_hat·=·U·@·V |
| 161 | ······>>>·np.mean(np.sum((X_hat·-·X)·**·2,·axis=1)·/·np.sum(X·**·2,·axis=1)) | 161 | ······>>>·np.mean(np.sum((X_hat·-·X)·**·2,·axis=1)·/·np.sum(X·**·2,·axis=1)) |
| 162 | ······0.05... | 162 | ······0.05... |
| 163 | ©·2007·-·202 | 163 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 360 | <div·class="clearer"></div></section> | 360 | <div·class="clearer"></div></section> |
| 361 | ······</div> | 361 | ······</div> |
| 362 | ····<div·class="container"> | 362 | ····<div·class="container"> |
| 363 | ······<footer·class="sk-content-footer"> | 363 | ······<footer·class="sk-content-footer"> |
| 364 | ············©·2007·-·202 | 364 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 365 | ··········<a·href="../../_sources/modules/generated/sklearn.decomposition.non_negative_factorization.rst.txt"·rel="nofollow">Show·this·page·source</a> | 365 | ··········<a·href="../../_sources/modules/generated/sklearn.decomposition.non_negative_factorization.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 366 | ······</footer> | 366 | ······</footer> |
| 367 | ····</div> | 367 | ····</div> |
| 368 | ··</div> | 368 | ··</div> |
| 369 | </div> | 369 | </div> |
| 370 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 370 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 168 | ······_\x8d_\x8i_\x8v_\x8e_\x8r_\x8g_\x8e_\x8n_\x8c_\x8e_\x8”·Fevotte,·C.,·&·Idier,·J.·(2011).·Neural·Computation,·23(9). | 168 | ······_\x8d_\x8i_\x8v_\x8e_\x8r_\x8g_\x8e_\x8n_\x8c_\x8e_\x8”·Fevotte,·C.,·&·Idier,·J.·(2011).·Neural·Computation,·23(9). |
| 169 | ······Examples | 169 | ······Examples |
| 170 | ······>>>·import·numpy·as·np | 170 | ······>>>·import·numpy·as·np |
| 171 | ······>>>·X·=·np.array([[1,1],·[2,·1],·[3,·1.2],·[4,·1],·[5,·0.8],·[6,·1]]) | 171 | ······>>>·X·=·np.array([[1,1],·[2,·1],·[3,·1.2],·[4,·1],·[5,·0.8],·[6,·1]]) |
| 172 | ······>>>·from·sklearn.decomposition·import·non_negative_factorization | 172 | ······>>>·from·sklearn.decomposition·import·non_negative_factorization |
| 173 | ······>>>·W,·H,·n_iter·=·non_negative_factorization( | 173 | ······>>>·W,·H,·n_iter·=·non_negative_factorization( |
| 174 | ······...·····X,·n_components=2,·init='random',·random_state=0) | 174 | ······...·····X,·n_components=2,·init='random',·random_state=0) |
| 175 | ©·2007·-·202 | 175 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 306 | <div·class="clearer"></div></section> | 306 | <div·class="clearer"></div></section> |
| 307 | ······</div> | 307 | ······</div> |
| 308 | ····<div·class="container"> | 308 | ····<div·class="container"> |
| 309 | ······<footer·class="sk-content-footer"> | 309 | ······<footer·class="sk-content-footer"> |
| 310 | ············©·2007·-·202 | 310 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 311 | ··········<a·href="../../_sources/modules/generated/sklearn.decomposition.sparse_encode.rst.txt"·rel="nofollow">Show·this·page·source</a> | 311 | ··········<a·href="../../_sources/modules/generated/sklearn.decomposition.sparse_encode.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 312 | ······</footer> | 312 | ······</footer> |
| 313 | ····</div> | 313 | ····</div> |
| 314 | ··</div> | 314 | ··</div> |
| 315 | </div> | 315 | </div> |
| 316 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 316 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 124 | ······...······[0,·1,·1], | 124 | ······...······[0,·1,·1], |
| 125 | ······...······[0,·2,·1]], | 125 | ······...······[0,·2,·1]], |
| 126 | ······...····dtype=np.float64 | 126 | ······...····dtype=np.float64 |
| 127 | ······...·) | 127 | ······...·) |
| 128 | ······>>>·sparse_encode(X,·dictionary,·alpha=1e-10) | 128 | ······>>>·sparse_encode(X,·dictionary,·alpha=1e-10) |
| 129 | ······array([[·0.,··0.,·-1.,··0.,··0.], | 129 | ······array([[·0.,··0.,·-1.,··0.,··0.], |
| 130 | ·············[·0.,··1.,··1.,··0.,··0.]]) | 130 | ·············[·0.,··1.,··1.,··0.,··0.]]) |
| 131 | ©·2007·-·202 | 131 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 771 | </div></div><div·class="clearer"></div></section> | 771 | </div></div><div·class="clearer"></div></section> |
| 772 | </section> | 772 | </section> |
| 773 | ······</div> | 773 | ······</div> |
| 774 | ····<div·class="container"> | 774 | ····<div·class="container"> |
| 775 | ······<footer·class="sk-content-footer"> | 775 | ······<footer·class="sk-content-footer"> |
| 776 | ············©·2007·-·202 | 776 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 777 | ··········<a·href="../../_sources/modules/generated/sklearn.discriminant_analysis.LinearDiscriminantAnalysis.rst.txt"·rel="nofollow">Show·this·page·source</a> | 777 | ··········<a·href="../../_sources/modules/generated/sklearn.discriminant_analysis.LinearDiscriminantAnalysis.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 778 | ······</footer> | 778 | ······</footer> |
| 779 | ····</div> | 779 | ····</div> |
| 780 | ··</div> | 780 | ··</div> |
| 781 | </div> | 781 | </div> |
| 782 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 782 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 371 | Normal,·Ledoit-Wolf·and·OAS·Linear·Discriminant·Analysis·for·classification | 371 | Normal,·Ledoit-Wolf·and·OAS·Linear·Discriminant·Analysis·for·classification |
| 372 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8L_\x8D_\x8A_\x8·_\x8a_\x8n_\x8d_\x8·_\x8P_\x8C_\x8A_\x8·_\x82_\x8D_\x8·_\x8p_\x8r_\x8o_\x8j_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8I_\x8r_\x8i_\x8s_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t | 372 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8L_\x8D_\x8A_\x8·_\x8a_\x8n_\x8d_\x8·_\x8P_\x8C_\x8A_\x8·_\x82_\x8D_\x8·_\x8p_\x8r_\x8o_\x8j_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8I_\x8r_\x8i_\x8s_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t |
| 373 | Comparison·of·LDA·and·PCA·2D·projection·of·Iris·dataset | 373 | Comparison·of·LDA·and·PCA·2D·projection·of·Iris·dataset |
| 374 | _\x8M_\x8a_\x8n_\x8i_\x8f_\x8o_\x8l_\x8d_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8o_\x8n_\x8·_\x8h_\x8a_\x8n_\x8d_\x8w_\x8r_\x8i_\x8t_\x8t_\x8e_\x8n_\x8·_\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8:_\x8·_\x8L_\x8o_\x8c_\x8a_\x8l_\x8l_\x8y_\x8·_\x8L_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8E_\x8m_\x8b_\x8e_\x8d_\x8d_\x8i_\x8n_\x8g_\x8,_\x8·_\x8I_\x8s_\x8o_\x8m_\x8a_\x8p_\x8… | 374 | _\x8M_\x8a_\x8n_\x8i_\x8f_\x8o_\x8l_\x8d_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8o_\x8n_\x8·_\x8h_\x8a_\x8n_\x8d_\x8w_\x8r_\x8i_\x8t_\x8t_\x8e_\x8n_\x8·_\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8:_\x8·_\x8L_\x8o_\x8c_\x8a_\x8l_\x8l_\x8y_\x8·_\x8L_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8E_\x8m_\x8b_\x8e_\x8d_\x8d_\x8i_\x8n_\x8g_\x8,_\x8·_\x8I_\x8s_\x8o_\x8m_\x8a_\x8p_\x8… |
| 375 | Manifold·learning·on·handwritten·digits:·Locally·Linear·Embedding,·Isomap... | 375 | Manifold·learning·on·handwritten·digits:·Locally·Linear·Embedding,·Isomap... |
| 376 | _\x8D_\x8i_\x8m_\x8e_\x8n_\x8s_\x8i_\x8o_\x8n_\x8a_\x8l_\x8i_\x8t_\x8y_\x8·_\x8R_\x8e_\x8d_\x8u_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8N_\x8e_\x8i_\x8g_\x8h_\x8b_\x8o_\x8r_\x8h_\x8o_\x8o_\x8d_\x8·_\x8C_\x8o_\x8m_\x8p_\x8o_\x8n_\x8e_\x8n_\x8t_\x8s_\x8·_\x8A_\x8n_\x8a_\x8l_\x8y_\x8s_\x8i_\x8s | 376 | _\x8D_\x8i_\x8m_\x8e_\x8n_\x8s_\x8i_\x8o_\x8n_\x8a_\x8l_\x8i_\x8t_\x8y_\x8·_\x8R_\x8e_\x8d_\x8u_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8N_\x8e_\x8i_\x8g_\x8h_\x8b_\x8o_\x8r_\x8h_\x8o_\x8o_\x8d_\x8·_\x8C_\x8o_\x8m_\x8p_\x8o_\x8n_\x8e_\x8n_\x8t_\x8s_\x8·_\x8A_\x8n_\x8a_\x8l_\x8y_\x8s_\x8i_\x8s |
| 377 | Dimensionality·Reduction·with·Neighborhood·Components·Analysis | 377 | Dimensionality·Reduction·with·Neighborhood·Components·Analysis |
| 378 | ©·2007·-·202 | 378 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 605 | ····<div·class="container"> | 605 | ····<div·class="container"> |
| 606 | ······<footer·class="sk-content-footer"> | 606 | ······<footer·class="sk-content-footer"> |
| 607 | ············©·2007·-·202 | 607 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 608 | ··········<a·href="../../_sources/modules/generated/sklearn.discriminant_analysis.QuadraticDiscriminantAnalysis.rst.txt"·rel="nofollow">Show·this·page·source</a> | 608 | ··········<a·href="../../_sources/modules/generated/sklearn.discriminant_analysis.QuadraticDiscriminantAnalysis.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 609 | ······</footer> | 609 | ······</footer> |
| 610 | ····</div> | 610 | ····</div> |
| 611 | ··</div> | 611 | ··</div> |
| 612 | </div> | 612 | </div> |
| 613 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 613 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 268 | ························The·updated·object. | 268 | ························The·updated·object. |
| 269 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g | 269 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g |
| 270 | s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8di\x8is\x8sc\x8cr\x8ri\x8im\x8mi\x8in\x8na\x8an\x8nt\x8t_\x8_a\x8an\x8na\x8al\x8ly\x8ys\x8si\x8is\x8s.\x8.Q\x8Qu\x8ua\x8ad\x8dr\x8ra\x8at\x8ti\x8ic\x8cD\x8Di\x8is\x8sc\x8cr\x8ri\x8im\x8mi\x8in\x8na\x8an\x8nt\x8tA\x8An\x8na\x8al\x8ly\x8ys\x8si\x8is\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 270 | s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8di\x8is\x8sc\x8cr\x8ri\x8im\x8mi\x8in\x8na\x8an\x8nt\x8t_\x8_a\x8an\x8na\x8al\x8ly\x8ys\x8si\x8is\x8s.\x8.Q\x8Qu\x8ua\x8ad\x8dr\x8ra\x8at\x8ti\x8ic\x8cD\x8Di\x8is\x8sc\x8cr\x8ri\x8im\x8mi\x8in\x8na\x8an\x8nt\x8tA\x8An\x8na\x8al\x8ly\x8ys\x8si\x8is\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 271 | _\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r_\x8·_\x8c_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n | 271 | _\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r_\x8·_\x8c_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n |
| 272 | Classifier·comparison | 272 | Classifier·comparison |
| 273 | _\x8L_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8a_\x8n_\x8d_\x8·_\x8Q_\x8u_\x8a_\x8d_\x8r_\x8a_\x8t_\x8i_\x8c_\x8·_\x8D_\x8i_\x8s_\x8c_\x8r_\x8i_\x8m_\x8i_\x8n_\x8a_\x8n_\x8t_\x8·_\x8A_\x8n_\x8a_\x8l_\x8y_\x8s_\x8i_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8c_\x8o_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e_\x8·_\x8e_\x8l_\x8l_\x8i_\x8p_\x8s_\x8o_\x8i_\x8d | 273 | _\x8L_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8a_\x8n_\x8d_\x8·_\x8Q_\x8u_\x8a_\x8d_\x8r_\x8a_\x8t_\x8i_\x8c_\x8·_\x8D_\x8i_\x8s_\x8c_\x8r_\x8i_\x8m_\x8i_\x8n_\x8a_\x8n_\x8t_\x8·_\x8A_\x8n_\x8a_\x8l_\x8y_\x8s_\x8i_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8c_\x8o_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e_\x8·_\x8e_\x8l_\x8l_\x8i_\x8p_\x8s_\x8o_\x8i_\x8d |
| 274 | Linear·and·Quadratic·Discriminant·Analysis·with·covariance·ellipsoid | 274 | Linear·and·Quadratic·Discriminant·Analysis·with·covariance·ellipsoid |
| 275 | ©·2007·-·202 | 275 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 624 | ······</div> | 624 | ······</div> |
| 625 | ····<div·class="container"> | 625 | ····<div·class="container"> |
| 626 | ······<footer·class="sk-content-footer"> | 626 | ······<footer·class="sk-content-footer"> |
| 627 | ············©·2007·-·202 | 627 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 628 | ··········<a·href="../../_sources/modules/generated/sklearn.dummy.DummyClassifier.rst.txt"·rel="nofollow">Show·this·page·source</a> | 628 | ··········<a·href="../../_sources/modules/generated/sklearn.dummy.DummyClassifier.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 629 | ······</footer> | 629 | ······</footer> |
| 630 | ····</div> | 630 | ····</div> |
| 631 | ··</div> | 631 | ··</div> |
| 632 | </div> | 632 | </div> |
| 633 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 633 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 293 | ····················s\x8se\x8el\x8lf\x8fobject | 293 | ····················s\x8se\x8el\x8lf\x8fobject |
| 294 | ························The·updated·object. | 294 | ························The·updated·object. |
| 295 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8du\x8um\x8mm\x8my\x8y.\x8.D\x8Du\x8um\x8mm\x8my\x8yC\x8Cl\x8la\x8as\x8ss\x8si\x8if\x8fi\x8ie\x8er\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 295 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8du\x8um\x8mm\x8my\x8y.\x8.D\x8Du\x8um\x8mm\x8my\x8yC\x8Cl\x8la\x8as\x8ss\x8si\x8if\x8fi\x8ie\x8er\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
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| 297 | Multi-class·AdaBoosted·Decision·Trees | 297 | Multi-class·AdaBoosted·Decision·Trees |
| 298 | _\x8C_\x8l_\x8a_\x8s_\x8s_\x8·_\x8L_\x8i_\x8k_\x8e_\x8l_\x8i_\x8h_\x8o_\x8o_\x8d_\x8·_\x8R_\x8a_\x8t_\x8i_\x8o_\x8s_\x8·_\x8t_\x8o_\x8·_\x8m_\x8e_\x8a_\x8s_\x8u_\x8r_\x8e_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8p_\x8e_\x8r_\x8f_\x8o_\x8r_\x8m_\x8a_\x8n_\x8c_\x8e | 298 | _\x8C_\x8l_\x8a_\x8s_\x8s_\x8·_\x8L_\x8i_\x8k_\x8e_\x8l_\x8i_\x8h_\x8o_\x8o_\x8d_\x8·_\x8R_\x8a_\x8t_\x8i_\x8o_\x8s_\x8·_\x8t_\x8o_\x8·_\x8m_\x8e_\x8a_\x8s_\x8u_\x8r_\x8e_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8p_\x8e_\x8r_\x8f_\x8o_\x8r_\x8m_\x8a_\x8n_\x8c_\x8e |
| 299 | Class·Likelihood·Ratios·to·measure·classification·performance | 299 | Class·Likelihood·Ratios·to·measure·classification·performance |
| 300 | ©·2007·-·202 | 300 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 590 | ····<div·class="container"> | 590 | ····<div·class="container"> |
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| 592 | ············©·2007·-·202 | 592 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 593 | ··········<a·href="../../_sources/modules/generated/sklearn.dummy.DummyRegressor.rst.txt"·rel="nofollow">Show·this·page·source</a> | 593 | ··········<a·href="../../_sources/modules/generated/sklearn.dummy.DummyRegressor.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 594 | ······</footer> | 594 | ······</footer> |
| 595 | ····</div> | 595 | ····</div> |
| 596 | ··</div> | 596 | ··</div> |
| 597 | </div> | 597 | </div> |
| 598 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 598 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 272 | ····················s\x8se\x8el\x8lf\x8fobject | 272 | ····················s\x8se\x8el\x8lf\x8fobject |
| 273 | ························The·updated·object. | 273 | ························The·updated·object. |
| 274 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8du\x8um\x8mm\x8my\x8y.\x8.D\x8Du\x8um\x8mm\x8my\x8yR\x8Re\x8eg\x8gr\x8re\x8es\x8ss\x8so\x8or\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 274 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.d\x8du\x8um\x8mm\x8my\x8y.\x8.D\x8Du\x8um\x8mm\x8my\x8yR\x8Re\x8eg\x8gr\x8re\x8es\x8ss\x8so\x8or\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 275 | _\x8P_\x8o_\x8i_\x8s_\x8s_\x8o_\x8n_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8a_\x8n_\x8d_\x8·_\x8n_\x8o_\x8n_\x8-_\x8n_\x8o_\x8r_\x8m_\x8a_\x8l_\x8·_\x8l_\x8o_\x8s_\x8s | 275 | _\x8P_\x8o_\x8i_\x8s_\x8s_\x8o_\x8n_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8a_\x8n_\x8d_\x8·_\x8n_\x8o_\x8n_\x8-_\x8n_\x8o_\x8r_\x8m_\x8a_\x8l_\x8·_\x8l_\x8o_\x8s_\x8s |
| 276 | Poisson·regression·and·non-normal·loss | 276 | Poisson·regression·and·non-normal·loss |
| 277 | _\x8T_\x8w_\x8e_\x8e_\x8d_\x8i_\x8e_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8i_\x8n_\x8s_\x8u_\x8r_\x8a_\x8n_\x8c_\x8e_\x8·_\x8c_\x8l_\x8a_\x8i_\x8m_\x8s | 277 | _\x8T_\x8w_\x8e_\x8e_\x8d_\x8i_\x8e_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8i_\x8n_\x8s_\x8u_\x8r_\x8a_\x8n_\x8c_\x8e_\x8·_\x8c_\x8l_\x8a_\x8i_\x8m_\x8s |
| 278 | Tweedie·regression·on·insurance·claims | 278 | Tweedie·regression·on·insurance·claims |
| 279 | ©·2007·-·202 | 279 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 828 | ······</div> | 828 | ······</div> |
| 829 | ····<div·class="container"> | 829 | ····<div·class="container"> |
| 830 | ······<footer·class="sk-content-footer"> | 830 | ······<footer·class="sk-content-footer"> |
| 831 | ············©·2007·-·202 | 831 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 832 | ··········<a·href="../../_sources/modules/generated/sklearn.ensemble.AdaBoostClassifier.rst.txt"·rel="nofollow">Show·this·page·source</a> | 832 | ··········<a·href="../../_sources/modules/generated/sklearn.ensemble.AdaBoostClassifier.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 834 | ····</div> | 834 | ····</div> |
| 835 | ··</div> | 835 | ··</div> |
| 836 | </div> | 836 | </div> |
| 837 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 837 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 437 | Classifier·comparison | 437 | Classifier·comparison |
| 438 | _\x8M_\x8u_\x8l_\x8t_\x8i_\x8-_\x8c_\x8l_\x8a_\x8s_\x8s_\x8·_\x8A_\x8d_\x8a_\x8B_\x8o_\x8o_\x8s_\x8t_\x8e_\x8d_\x8·_\x8D_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8·_\x8T_\x8r_\x8e_\x8e_\x8s | 438 | _\x8M_\x8u_\x8l_\x8t_\x8i_\x8-_\x8c_\x8l_\x8a_\x8s_\x8s_\x8·_\x8A_\x8d_\x8a_\x8B_\x8o_\x8o_\x8s_\x8t_\x8e_\x8d_\x8·_\x8D_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8·_\x8T_\x8r_\x8e_\x8e_\x8s |
| 439 | Multi-class·AdaBoosted·Decision·Trees | 439 | Multi-class·AdaBoosted·Decision·Trees |
| 440 | _\x8P_\x8l_\x8o_\x8t_\x8·_\x8t_\x8h_\x8e_\x8·_\x8d_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8·_\x8s_\x8u_\x8r_\x8f_\x8a_\x8c_\x8e_\x8s_\x8·_\x8o_\x8f_\x8·_\x8e_\x8n_\x8s_\x8e_\x8m_\x8b_\x8l_\x8e_\x8s_\x8·_\x8o_\x8f_\x8·_\x8t_\x8r_\x8e_\x8e_\x8s_\x8·_\x8o_\x8n_\x8·_\x8t_\x8h_\x8e_\x8·_\x8i_\x8r_\x8i_\x8s_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t | 440 | _\x8P_\x8l_\x8o_\x8t_\x8·_\x8t_\x8h_\x8e_\x8·_\x8d_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8·_\x8s_\x8u_\x8r_\x8f_\x8a_\x8c_\x8e_\x8s_\x8·_\x8o_\x8f_\x8·_\x8e_\x8n_\x8s_\x8e_\x8m_\x8b_\x8l_\x8e_\x8s_\x8·_\x8o_\x8f_\x8·_\x8t_\x8r_\x8e_\x8e_\x8s_\x8·_\x8o_\x8n_\x8·_\x8t_\x8h_\x8e_\x8·_\x8i_\x8r_\x8i_\x8s_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t |
| 441 | Plot·the·decision·surfaces·of·ensembles·of·trees·on·the·iris·dataset | 441 | Plot·the·decision·surfaces·of·ensembles·of·trees·on·the·iris·dataset |
| 442 | _\x8T_\x8w_\x8o_\x8-_\x8c_\x8l_\x8a_\x8s_\x8s_\x8·_\x8A_\x8d_\x8a_\x8B_\x8o_\x8o_\x8s_\x8t | 442 | _\x8T_\x8w_\x8o_\x8-_\x8c_\x8l_\x8a_\x8s_\x8s_\x8·_\x8A_\x8d_\x8a_\x8B_\x8o_\x8o_\x8s_\x8t |
| 443 | Two-class·AdaBoost | 443 | Two-class·AdaBoost |
| 444 | ©·2007·-·202 | 444 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 667 | </div></div><div·class="clearer"></div></section> | 667 | </div></div><div·class="clearer"></div></section> |
| 668 | </section> | 668 | </section> |
| 669 | ······</div> | 669 | ······</div> |
| 670 | ····<div·class="container"> | 670 | ····<div·class="container"> |
| 671 | ······<footer·class="sk-content-footer"> | 671 | ······<footer·class="sk-content-footer"> |
| 672 | ············©·2007·-·202 | 672 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 673 | ··········<a·href="../../_sources/modules/generated/sklearn.ensemble.AdaBoostRegressor.rst.txt"·rel="nofollow">Show·this·page·source</a> | 673 | ··········<a·href="../../_sources/modules/generated/sklearn.ensemble.AdaBoostRegressor.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 674 | ······</footer> | 674 | ······</footer> |
| 675 | ····</div> | 675 | ····</div> |
| 676 | ··</div> | 676 | ··</div> |
| 677 | </div> | 677 | </div> |
| 678 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 678 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 323 | ····················s\x8sa\x8am\x8mp\x8pl\x8le\x8e_\x8_w\x8we\x8ei\x8ig\x8gh\x8ht\x8tarray-like·of·shape·(n_samples,),·default=None | 323 | ····················s\x8sa\x8am\x8mp\x8pl\x8le\x8e_\x8_w\x8we\x8ei\x8ig\x8gh\x8ht\x8tarray-like·of·shape·(n_samples,),·default=None |
| 324 | ························Sample·weights. | 324 | ························Sample·weights. |
| 325 | ··············Yields: | 325 | ··············Yields: |
| 326 | ····················z\x8zfloat | 326 | ····················z\x8zfloat |
| 327 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.e\x8en\x8ns\x8se\x8em\x8mb\x8bl\x8le\x8e.\x8.A\x8Ad\x8da\x8aB\x8Bo\x8oo\x8os\x8st\x8tR\x8Re\x8eg\x8gr\x8re\x8es\x8ss\x8so\x8or\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 327 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.e\x8en\x8ns\x8se\x8em\x8mb\x8bl\x8le\x8e.\x8.A\x8Ad\x8da\x8aB\x8Bo\x8oo\x8os\x8st\x8tR\x8Re\x8eg\x8gr\x8re\x8es\x8ss\x8so\x8or\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 328 | _\x8D_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8·_\x8T_\x8r_\x8e_\x8e_\x8·_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8A_\x8d_\x8a_\x8B_\x8o_\x8o_\x8s_\x8t | 328 | _\x8D_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8·_\x8T_\x8r_\x8e_\x8e_\x8·_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8A_\x8d_\x8a_\x8B_\x8o_\x8o_\x8s_\x8t |
| 329 | Decision·Tree·Regression·with·AdaBoost | 329 | Decision·Tree·Regression·with·AdaBoost |
| 330 | ©·2007·-·202 | 330 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 716 | <div·class="clearer"></div></section> | 716 | <div·class="clearer"></div></section> |
| 717 | ······</div> | 717 | ······</div> |
| 718 | ····<div·class="container"> | 718 | ····<div·class="container"> |
| 719 | ······<footer·class="sk-content-footer"> | 719 | ······<footer·class="sk-content-footer"> |
| 720 | ············©·2007·-·202 | 720 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 721 | ··········<a·href="../../_sources/modules/generated/sklearn.ensemble.BaggingClassifier.rst.txt"·rel="nofollow">Show·this·page·source</a> | 721 | ··········<a·href="../../_sources/modules/generated/sklearn.ensemble.BaggingClassifier.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 722 | ······</footer> | 722 | ······</footer> |
| 723 | ····</div> | 723 | ····</div> |
| 724 | ··</div> | 724 | ··</div> |
| 725 | </div> | 725 | </div> |
| 726 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 726 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 373 | ··············Parameters: | 373 | ··············Parameters: |
| 374 | ····················s\x8sa\x8am\x8mp\x8pl\x8le\x8e_\x8_w\x8we\x8ei\x8ig\x8gh\x8ht\x8tstr,·True,·False,·or·None, | 374 | ····················s\x8sa\x8am\x8mp\x8pl\x8le\x8e_\x8_w\x8we\x8ei\x8ig\x8gh\x8ht\x8tstr,·True,·False,·or·None, |
| 375 | ····················default=sklearn.utils.metadata_routing.UNCHANGED | 375 | ····················default=sklearn.utils.metadata_routing.UNCHANGED |
| 376 | ························Metadata·routing·for·sample_weight·parameter·in·score. | 376 | ························Metadata·routing·for·sample_weight·parameter·in·score. |
| 377 | ··············Returns: | 377 | ··············Returns: |
| 378 | ····················s\x8se\x8el\x8lf\x8fobject | 378 | ····················s\x8se\x8el\x8lf\x8fobject |
| 379 | ························The·updated·object. | 379 | ························The·updated·object. |
| 380 | ©·2007·-·202 | 380 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 643 | </div></div><div·class="clearer"></div></section> | 643 | </div></div><div·class="clearer"></div></section> |
| 644 | </section> | 644 | </section> |
| 645 | ······</div> | 645 | ······</div> |
| 646 | ····<div·class="container"> | 646 | ····<div·class="container"> |
| 647 | ······<footer·class="sk-content-footer"> | 647 | ······<footer·class="sk-content-footer"> |
| 648 | ············©·2007·-·202 | 648 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 649 | ··········<a·href="../../_sources/modules/generated/sklearn.ensemble.BaggingRegressor.rst.txt"·rel="nofollow">Show·this·page·source</a> | 649 | ··········<a·href="../../_sources/modules/generated/sklearn.ensemble.BaggingRegressor.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 650 | ······</footer> | 650 | ······</footer> |
| 651 | ····</div> | 651 | ····</div> |
| 652 | ··</div> | 652 | ··</div> |
| 653 | </div> | 653 | </div> |
| 654 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 654 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 327 | ························Metadata·routing·for·sample_weight·parameter·in·score. | 327 | ························Metadata·routing·for·sample_weight·parameter·in·score. |
| 328 | ··············Returns: | 328 | ··············Returns: |
| 329 | ····················s\x8se\x8el\x8lf\x8fobject | 329 | ····················s\x8se\x8el\x8lf\x8fobject |
| 330 | ························The·updated·object. | 330 | ························The·updated·object. |
| 331 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.e\x8en\x8ns\x8se\x8em\x8mb\x8bl\x8le\x8e.\x8.B\x8Ba\x8ag\x8gg\x8gi\x8in\x8ng\x8gR\x8Re\x8eg\x8gr\x8re\x8es\x8ss\x8so\x8or\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 331 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.e\x8en\x8ns\x8se\x8em\x8mb\x8bl\x8le\x8e.\x8.B\x8Ba\x8ag\x8gg\x8gi\x8in\x8ng\x8gR\x8Re\x8eg\x8gr\x8re\x8es\x8ss\x8so\x8or\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 332 | _\x8S_\x8i_\x8n_\x8g_\x8l_\x8e_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8·_\x8v_\x8e_\x8r_\x8s_\x8u_\x8s_\x8·_\x8b_\x8a_\x8g_\x8g_\x8i_\x8n_\x8g_\x8:_\x8·_\x8b_\x8i_\x8a_\x8s_\x8-_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e_\x8·_\x8d_\x8e_\x8c_\x8o_\x8m_\x8p_\x8o_\x8s_\x8i_\x8t_\x8i_\x8o_\x8n | 332 | _\x8S_\x8i_\x8n_\x8g_\x8l_\x8e_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8·_\x8v_\x8e_\x8r_\x8s_\x8u_\x8s_\x8·_\x8b_\x8a_\x8g_\x8g_\x8i_\x8n_\x8g_\x8:_\x8·_\x8b_\x8i_\x8a_\x8s_\x8-_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e_\x8·_\x8d_\x8e_\x8c_\x8o_\x8m_\x8p_\x8o_\x8s_\x8i_\x8t_\x8i_\x8o_\x8n |
| 333 | Single·estimator·versus·bagging:·bias-variance·decomposition | 333 | Single·estimator·versus·bagging:·bias-variance·decomposition |
| 334 | ©·2007·-·202 | 334 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 904 | </div></div><div·class="clearer"></div></section> | 904 | </div></div><div·class="clearer"></div></section> |
| 905 | </section> | 905 | </section> |
| 906 | ······</div> | 906 | ······</div> |
| 907 | ····<div·class="container"> | 907 | ····<div·class="container"> |
| 908 | ······<footer·class="sk-content-footer"> | 908 | ······<footer·class="sk-content-footer"> |
| 909 | ············©·2007·-·202 | 909 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 910 | ··········<a·href="../../_sources/modules/generated/sklearn.ensemble.ExtraTreesClassifier.rst.txt"·rel="nofollow">Show·this·page·source</a> | 910 | ··········<a·href="../../_sources/modules/generated/sklearn.ensemble.ExtraTreesClassifier.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 911 | ······</footer> | 911 | ······</footer> |
| 912 | ····</div> | 912 | ····</div> |
| 913 | ··</div> | 913 | ··</div> |
| 914 | </div> | 914 | </div> |
| 915 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 915 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 533 | ····················s\x8se\x8el\x8lf\x8fobject | 533 | ····················s\x8se\x8el\x8lf\x8fobject |
| 534 | ························The·updated·object. | 534 | ························The·updated·object. |
| 535 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.e\x8en\x8ns\x8se\x8em\x8mb\x8bl\x8le\x8e.\x8.E\x8Ex\x8xt\x8tr\x8ra\x8aT\x8Tr\x8re\x8ee\x8es\x8sC\x8Cl\x8la\x8as\x8ss\x8si\x8if\x8fi\x8ie\x8er\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 535 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.e\x8en\x8ns\x8se\x8em\x8mb\x8bl\x8le\x8e.\x8.E\x8Ex\x8xt\x8tr\x8ra\x8aT\x8Tr\x8re\x8ee\x8es\x8sC\x8Cl\x8la\x8as\x8ss\x8si\x8if\x8fi\x8ie\x8er\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 536 | _\x8H_\x8a_\x8s_\x8h_\x8i_\x8n_\x8g_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8T_\x8o_\x8t_\x8a_\x8l_\x8l_\x8y_\x8·_\x8R_\x8a_\x8n_\x8d_\x8o_\x8m_\x8·_\x8T_\x8r_\x8e_\x8e_\x8s | 536 | _\x8H_\x8a_\x8s_\x8h_\x8i_\x8n_\x8g_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8T_\x8o_\x8t_\x8a_\x8l_\x8l_\x8y_\x8·_\x8R_\x8a_\x8n_\x8d_\x8o_\x8m_\x8·_\x8T_\x8r_\x8e_\x8e_\x8s |
| 537 | Hashing·feature·transformation·using·Totally·Random·Trees | 537 | Hashing·feature·transformation·using·Totally·Random·Trees |
| 538 | _\x8P_\x8l_\x8o_\x8t_\x8·_\x8t_\x8h_\x8e_\x8·_\x8d_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8·_\x8s_\x8u_\x8r_\x8f_\x8a_\x8c_\x8e_\x8s_\x8·_\x8o_\x8f_\x8·_\x8e_\x8n_\x8s_\x8e_\x8m_\x8b_\x8l_\x8e_\x8s_\x8·_\x8o_\x8f_\x8·_\x8t_\x8r_\x8e_\x8e_\x8s_\x8·_\x8o_\x8n_\x8·_\x8t_\x8h_\x8e_\x8·_\x8i_\x8r_\x8i_\x8s_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t | 538 | _\x8P_\x8l_\x8o_\x8t_\x8·_\x8t_\x8h_\x8e_\x8·_\x8d_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8·_\x8s_\x8u_\x8r_\x8f_\x8a_\x8c_\x8e_\x8s_\x8·_\x8o_\x8f_\x8·_\x8e_\x8n_\x8s_\x8e_\x8m_\x8b_\x8l_\x8e_\x8s_\x8·_\x8o_\x8f_\x8·_\x8t_\x8r_\x8e_\x8e_\x8s_\x8·_\x8o_\x8n_\x8·_\x8t_\x8h_\x8e_\x8·_\x8i_\x8r_\x8i_\x8s_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t |
| 539 | Plot·the·decision·surfaces·of·ensembles·of·trees·on·the·iris·dataset | 539 | Plot·the·decision·surfaces·of·ensembles·of·trees·on·the·iris·dataset |
| 540 | ©·2007·-·202 | 540 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 840 | </section> | 840 | </section> |
| 841 | ······</div> | 841 | ······</div> |
| 842 | ····<div·class="container"> | 842 | ····<div·class="container"> |
| 843 | ······<footer·class="sk-content-footer"> | 843 | ······<footer·class="sk-content-footer"> |
| 844 | ············©·2007·-·202 | 844 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 845 | ··········<a·href="../../_sources/modules/generated/sklearn.ensemble.ExtraTreesRegressor.rst.txt"·rel="nofollow">Show·this·page·source</a> | 845 | ··········<a·href="../../_sources/modules/generated/sklearn.ensemble.ExtraTreesRegressor.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 846 | ······</footer> | 846 | ······</footer> |
| 847 | ····</div> | 847 | ····</div> |
| 848 | ··</div> | 848 | ··</div> |
| 849 | </div> | 849 | </div> |
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| 477 | ························Metadata·routing·for·sample_weight·parameter·in·score. | 477 | ························Metadata·routing·for·sample_weight·parameter·in·score. |
| 478 | ··············Returns: | 478 | ··············Returns: |
| 479 | ····················s\x8se\x8el\x8lf\x8fobject | 479 | ····················s\x8se\x8el\x8lf\x8fobject |
| 480 | ························The·updated·object. | 480 | ························The·updated·object. |
| 481 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.e\x8en\x8ns\x8se\x8em\x8mb\x8bl\x8le\x8e.\x8.E\x8Ex\x8xt\x8tr\x8ra\x8aT\x8Tr\x8re\x8ee\x8es\x8sR\x8Re\x8eg\x8gr\x8re\x8es\x8ss\x8so\x8or\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 481 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.e\x8en\x8ns\x8se\x8em\x8mb\x8bl\x8le\x8e.\x8.E\x8Ex\x8xt\x8tr\x8ra\x8aT\x8Tr\x8re\x8ee\x8es\x8sR\x8Re\x8eg\x8gr\x8re\x8es\x8ss\x8so\x8or\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 482 | _\x8F_\x8a_\x8c_\x8e_\x8·_\x8c_\x8o_\x8m_\x8p_\x8l_\x8e_\x8t_\x8i_\x8o_\x8n_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8a_\x8·_\x8m_\x8u_\x8l_\x8t_\x8i_\x8-_\x8o_\x8u_\x8t_\x8p_\x8u_\x8t_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8s | 482 | _\x8F_\x8a_\x8c_\x8e_\x8·_\x8c_\x8o_\x8m_\x8p_\x8l_\x8e_\x8t_\x8i_\x8o_\x8n_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8a_\x8·_\x8m_\x8u_\x8l_\x8t_\x8i_\x8-_\x8o_\x8u_\x8t_\x8p_\x8u_\x8t_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8s |
| 483 | Face·completion·with·a·multi-output·estimators | 483 | Face·completion·with·a·multi-output·estimators |
| 484 | ©·2007·-·202 | 484 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 1024 | ······</div> | 1024 | ······</div> |
| 1025 | ····<div·class="container"> | 1025 | ····<div·class="container"> |
| 1026 | ······<footer·class="sk-content-footer"> | 1026 | ······<footer·class="sk-content-footer"> |
| 1027 | ············©·2007·-·202 | 1027 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 1028 | ··········<a·href="../../_sources/modules/generated/sklearn.ensemble.GradientBoostingClassifier.rst.txt"·rel="nofollow">Show·this·page·source</a> | 1028 | ··········<a·href="../../_sources/modules/generated/sklearn.ensemble.GradientBoostingClassifier.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 1029 | ······</footer> | 1029 | ······</footer> |
| 1030 | ····</div> | 1030 | ····</div> |
| 1031 | ··</div> | 1031 | ··</div> |
| 1032 | </div> | 1032 | </div> |
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| 607 | Feature·transformations·with·ensembles·of·trees | 607 | Feature·transformations·with·ensembles·of·trees |
| 608 | _\x8G_\x8r_\x8a_\x8d_\x8i_\x8e_\x8n_\x8t_\x8·_\x8B_\x8o_\x8o_\x8s_\x8t_\x8i_\x8n_\x8g_\x8·_\x8O_\x8u_\x8t_\x8-_\x8o_\x8f_\x8-_\x8B_\x8a_\x8g_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8e_\x8s | 608 | _\x8G_\x8r_\x8a_\x8d_\x8i_\x8e_\x8n_\x8t_\x8·_\x8B_\x8o_\x8o_\x8s_\x8t_\x8i_\x8n_\x8g_\x8·_\x8O_\x8u_\x8t_\x8-_\x8o_\x8f_\x8-_\x8B_\x8a_\x8g_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8e_\x8s |
| 609 | Gradient·Boosting·Out-of-Bag·estimates | 609 | Gradient·Boosting·Out-of-Bag·estimates |
| 610 | _\x8G_\x8r_\x8a_\x8d_\x8i_\x8e_\x8n_\x8t_\x8·_\x8B_\x8o_\x8o_\x8s_\x8t_\x8i_\x8n_\x8g_\x8·_\x8r_\x8e_\x8g_\x8u_\x8l_\x8a_\x8r_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n | 610 | _\x8G_\x8r_\x8a_\x8d_\x8i_\x8e_\x8n_\x8t_\x8·_\x8B_\x8o_\x8o_\x8s_\x8t_\x8i_\x8n_\x8g_\x8·_\x8r_\x8e_\x8g_\x8u_\x8l_\x8a_\x8r_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n |
| 611 | Gradient·Boosting·regularization | 611 | Gradient·Boosting·regularization |
| 612 | _\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8d_\x8i_\x8s_\x8c_\x8r_\x8e_\x8t_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n | 612 | _\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8d_\x8i_\x8s_\x8c_\x8r_\x8e_\x8t_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n |
| 613 | Feature·discretization | 613 | Feature·discretization |
| 614 | ©·2007·-·202 | 614 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 877 | ······</div> | 877 | ······</div> |
| 878 | ····<div·class="container"> | 878 | ····<div·class="container"> |
| 879 | ······<footer·class="sk-content-footer"> | 879 | ······<footer·class="sk-content-footer"> |
| 880 | ············©·2007·-·202 | 880 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 881 | ··········<a·href="../../_sources/modules/generated/sklearn.ensemble.GradientBoostingRegressor.rst.txt"·rel="nofollow">Show·this·page·source</a> | 881 | ··········<a·href="../../_sources/modules/generated/sklearn.ensemble.GradientBoostingRegressor.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 882 | ······</footer> | 882 | ······</footer> |
| 883 | ····</div> | 883 | ····</div> |
| 884 | ··</div> | 884 | ··</div> |
| 885 | </div> | 885 | </div> |
| 886 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 886 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 519 | Gradient·Boosting·regression | 519 | Gradient·Boosting·regression |
| 520 | _\x8P_\x8l_\x8o_\x8t_\x8·_\x8i_\x8n_\x8d_\x8i_\x8v_\x8i_\x8d_\x8u_\x8a_\x8l_\x8·_\x8a_\x8n_\x8d_\x8·_\x8v_\x8o_\x8t_\x8i_\x8n_\x8g_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8p_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8s | 520 | _\x8P_\x8l_\x8o_\x8t_\x8·_\x8i_\x8n_\x8d_\x8i_\x8v_\x8i_\x8d_\x8u_\x8a_\x8l_\x8·_\x8a_\x8n_\x8d_\x8·_\x8v_\x8o_\x8t_\x8i_\x8n_\x8g_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8p_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8s |
| 521 | Plot·individual·and·voting·regression·predictions | 521 | Plot·individual·and·voting·regression·predictions |
| 522 | _\x8P_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8I_\x8n_\x8t_\x8e_\x8r_\x8v_\x8a_\x8l_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8G_\x8r_\x8a_\x8d_\x8i_\x8e_\x8n_\x8t_\x8·_\x8B_\x8o_\x8o_\x8s_\x8t_\x8i_\x8n_\x8g_\x8·_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n | 522 | _\x8P_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8I_\x8n_\x8t_\x8e_\x8r_\x8v_\x8a_\x8l_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8G_\x8r_\x8a_\x8d_\x8i_\x8e_\x8n_\x8t_\x8·_\x8B_\x8o_\x8o_\x8s_\x8t_\x8i_\x8n_\x8g_\x8·_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n |
| 523 | Prediction·Intervals·for·Gradient·Boosting·Regression | 523 | Prediction·Intervals·for·Gradient·Boosting·Regression |
| 524 | _\x8M_\x8o_\x8d_\x8e_\x8l_\x8·_\x8C_\x8o_\x8m_\x8p_\x8l_\x8e_\x8x_\x8i_\x8t_\x8y_\x8·_\x8I_\x8n_\x8f_\x8l_\x8u_\x8e_\x8n_\x8c_\x8e | 524 | _\x8M_\x8o_\x8d_\x8e_\x8l_\x8·_\x8C_\x8o_\x8m_\x8p_\x8l_\x8e_\x8x_\x8i_\x8t_\x8y_\x8·_\x8I_\x8n_\x8f_\x8l_\x8u_\x8e_\x8n_\x8c_\x8e |
| 525 | Model·Complexity·Influence | 525 | Model·Complexity·Influence |
| 526 | ©·2007·-·202 | 526 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 873 | ······</div> | 873 | ······</div> |
| 874 | ····<div·class="container"> | 874 | ····<div·class="container"> |
| 875 | ······<footer·class="sk-content-footer"> | 875 | ······<footer·class="sk-content-footer"> |
| 876 | ············©·2007·-·202 | 876 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 877 | ··········<a·href="../../_sources/modules/generated/sklearn.ensemble.HistGradientBoostingClassifier.rst.txt"·rel="nofollow">Show·this·page·source</a> | 877 | ··········<a·href="../../_sources/modules/generated/sklearn.ensemble.HistGradientBoostingClassifier.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 879 | ····</div> | 879 | ····</div> |
| 880 | ··</div> | 880 | ··</div> |
| 881 | </div> | 881 | </div> |
| 882 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 882 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 494 | Release·Highlights·for·scikit-learn·0.23 | 494 | Release·Highlights·for·scikit-learn·0.23 |
| 495 | _\x8R_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8·_\x8H_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n_\x8·_\x80_\x8._\x82_\x82 | 495 | _\x8R_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8·_\x8H_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n_\x8·_\x80_\x8._\x82_\x82 |
| 496 | Release·Highlights·for·scikit-learn·0.22 | 496 | Release·Highlights·for·scikit-learn·0.22 |
| 497 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8R_\x8a_\x8n_\x8d_\x8o_\x8m_\x8·_\x8F_\x8o_\x8r_\x8e_\x8s_\x8t_\x8s_\x8·_\x8a_\x8n_\x8d_\x8·_\x8H_\x8i_\x8s_\x8t_\x8o_\x8g_\x8r_\x8a_\x8m_\x8·_\x8G_\x8r_\x8a_\x8d_\x8i_\x8e_\x8n_\x8t_\x8·_\x8B_\x8o_\x8o_\x8s_\x8t_\x8i_\x8n_\x8g_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l_\x8s | 497 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8R_\x8a_\x8n_\x8d_\x8o_\x8m_\x8·_\x8F_\x8o_\x8r_\x8e_\x8s_\x8t_\x8s_\x8·_\x8a_\x8n_\x8d_\x8·_\x8H_\x8i_\x8s_\x8t_\x8o_\x8g_\x8r_\x8a_\x8m_\x8·_\x8G_\x8r_\x8a_\x8d_\x8i_\x8e_\x8n_\x8t_\x8·_\x8B_\x8o_\x8o_\x8s_\x8t_\x8i_\x8n_\x8g_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l_\x8s |
| 498 | Comparing·Random·Forests·and·Histogram·Gradient·Boosting·models | 498 | Comparing·Random·Forests·and·Histogram·Gradient·Boosting·models |
| 499 | _\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8e_\x8n_\x8s_\x8e_\x8m_\x8b_\x8l_\x8e_\x8s_\x8·_\x8o_\x8f_\x8·_\x8t_\x8r_\x8e_\x8e_\x8s | 499 | _\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8e_\x8n_\x8s_\x8e_\x8m_\x8b_\x8l_\x8e_\x8s_\x8·_\x8o_\x8f_\x8·_\x8t_\x8r_\x8e_\x8e_\x8s |
| 500 | Feature·transformations·with·ensembles·of·trees | 500 | Feature·transformations·with·ensembles·of·trees |
| 501 | ©·2007·-·202 | 501 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 815 | ············©·2007·-·202 | 815 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 816 | ··········<a·href="../../_sources/modules/generated/sklearn.ensemble.HistGradientBoostingRegressor.rst.txt"·rel="nofollow">Show·this·page·source</a> | 816 | ··········<a·href="../../_sources/modules/generated/sklearn.ensemble.HistGradientBoostingRegressor.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 462 | Time-related·feature·engineering | 462 | Time-related·feature·engineering |
| 463 | _\x8P_\x8o_\x8i_\x8s_\x8s_\x8o_\x8n_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8a_\x8n_\x8d_\x8·_\x8n_\x8o_\x8n_\x8-_\x8n_\x8o_\x8r_\x8m_\x8a_\x8l_\x8·_\x8l_\x8o_\x8s_\x8s | 463 | _\x8P_\x8o_\x8i_\x8s_\x8s_\x8o_\x8n_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8a_\x8n_\x8d_\x8·_\x8n_\x8o_\x8n_\x8-_\x8n_\x8o_\x8r_\x8m_\x8a_\x8l_\x8·_\x8l_\x8o_\x8s_\x8s |
| 464 | Poisson·regression·and·non-normal·loss | 464 | Poisson·regression·and·non-normal·loss |
| 465 | _\x8P_\x8a_\x8r_\x8t_\x8i_\x8a_\x8l_\x8·_\x8D_\x8e_\x8p_\x8e_\x8n_\x8d_\x8e_\x8n_\x8c_\x8e_\x8·_\x8a_\x8n_\x8d_\x8·_\x8I_\x8n_\x8d_\x8i_\x8v_\x8i_\x8d_\x8u_\x8a_\x8l_\x8·_\x8C_\x8o_\x8n_\x8d_\x8i_\x8t_\x8i_\x8o_\x8n_\x8a_\x8l_\x8·_\x8E_\x8x_\x8p_\x8e_\x8c_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8P_\x8l_\x8o_\x8t_\x8s | 465 | _\x8P_\x8a_\x8r_\x8t_\x8i_\x8a_\x8l_\x8·_\x8D_\x8e_\x8p_\x8e_\x8n_\x8d_\x8e_\x8n_\x8c_\x8e_\x8·_\x8a_\x8n_\x8d_\x8·_\x8I_\x8n_\x8d_\x8i_\x8v_\x8i_\x8d_\x8u_\x8a_\x8l_\x8·_\x8C_\x8o_\x8n_\x8d_\x8i_\x8t_\x8i_\x8o_\x8n_\x8a_\x8l_\x8·_\x8E_\x8x_\x8p_\x8e_\x8c_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8P_\x8l_\x8o_\x8t_\x8s |
| 466 | Partial·Dependence·and·Individual·Conditional·Expectation·Plots | 466 | Partial·Dependence·and·Individual·Conditional·Expectation·Plots |
| 467 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8T_\x8a_\x8r_\x8g_\x8e_\x8t_\x8·_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8O_\x8t_\x8h_\x8e_\x8r_\x8·_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8s | 467 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8T_\x8a_\x8r_\x8g_\x8e_\x8t_\x8·_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8O_\x8t_\x8h_\x8e_\x8r_\x8·_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8s |
| 468 | Comparing·Target·Encoder·with·Other·Encoders | 468 | Comparing·Target·Encoder·with·Other·Encoders |
| 469 | ©·2007·-·202 | 469 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 338 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.e\x8en\x8ns\x8se\x8em\x8mb\x8bl\x8le\x8e.\x8.I\x8Is\x8so\x8ol\x8la\x8at\x8ti\x8io\x8on\x8nF\x8Fo\x8or\x8re\x8es\x8st\x8t_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 338 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.e\x8en\x8ns\x8se\x8em\x8mb\x8bl\x8le\x8e.\x8.I\x8Is\x8so\x8ol\x8la\x8at\x8ti\x8io\x8on\x8nF\x8Fo\x8or\x8re\x8es\x8st\x8t_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 339 | _\x8I_\x8s_\x8o_\x8l_\x8a_\x8t_\x8i_\x8o_\x8n_\x8F_\x8o_\x8r_\x8e_\x8s_\x8t_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e | 339 | _\x8I_\x8s_\x8o_\x8l_\x8a_\x8t_\x8i_\x8o_\x8n_\x8F_\x8o_\x8r_\x8e_\x8s_\x8t_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e |
| 340 | IsolationForest·example | 340 | IsolationForest·example |
| 341 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8n_\x8o_\x8m_\x8a_\x8l_\x8y_\x8·_\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8·_\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8t_\x8o_\x8y_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8s | 341 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8n_\x8o_\x8m_\x8a_\x8l_\x8y_\x8·_\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8·_\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8t_\x8o_\x8y_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8s |
| 342 | Comparing·anomaly·detection·algorithms·for·outlier·detection·on·toy·datasets | 342 | Comparing·anomaly·detection·algorithms·for·outlier·detection·on·toy·datasets |
| 343 | _\x8E_\x8v_\x8a_\x8l_\x8u_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8·_\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8s | 343 | _\x8E_\x8v_\x8a_\x8l_\x8u_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8·_\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8s |
| 344 | Evaluation·of·outlier·detection·estimators | 344 | Evaluation·of·outlier·detection·estimators |
| 345 | ©·2007·-·202 | 345 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 977 | ············©·2007·-·202 | 977 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 978 | ··········<a·href="../../_sources/modules/generated/sklearn.ensemble.RandomForestClassifier.rst.txt"·rel="nofollow">Show·this·page·source</a> | 978 | ··········<a·href="../../_sources/modules/generated/sklearn.ensemble.RandomForestClassifier.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 582 | ROC·Curve·with·Visualization·API | 582 | ROC·Curve·with·Visualization·API |
| 583 | _\x8D_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8e_\x8r_\x8r_\x8o_\x8r_\x8·_\x8t_\x8r_\x8a_\x8d_\x8e_\x8o_\x8f_\x8f_\x8·_\x8(_\x8D_\x8E_\x8T_\x8)_\x8·_\x8c_\x8u_\x8r_\x8v_\x8e | 583 | _\x8D_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8e_\x8r_\x8r_\x8o_\x8r_\x8·_\x8t_\x8r_\x8a_\x8d_\x8e_\x8o_\x8f_\x8f_\x8·_\x8(_\x8D_\x8E_\x8T_\x8)_\x8·_\x8c_\x8u_\x8r_\x8v_\x8e |
| 584 | Detection·error·tradeoff·(DET)·curve | 584 | Detection·error·tradeoff·(DET)·curve |
| 585 | _\x8S_\x8u_\x8c_\x8c_\x8e_\x8s_\x8s_\x8i_\x8v_\x8e_\x8·_\x8H_\x8a_\x8l_\x8v_\x8i_\x8n_\x8g_\x8·_\x8I_\x8t_\x8e_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8s | 585 | _\x8S_\x8u_\x8c_\x8c_\x8e_\x8s_\x8s_\x8i_\x8v_\x8e_\x8·_\x8H_\x8a_\x8l_\x8v_\x8i_\x8n_\x8g_\x8·_\x8I_\x8t_\x8e_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8s |
| 586 | Successive·Halving·Iterations | 586 | Successive·Halving·Iterations |
| 587 | _\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s | 587 | _\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s |
| 588 | Classification·of·text·documents·using·sparse·features | 588 | Classification·of·text·documents·using·sparse·features |
| 589 | ©·2007·-·202 | 589 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 887 | ············©·2007·-·202 | 887 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 888 | ··········<a·href="../../_sources/modules/generated/sklearn.ensemble.RandomForestRegressor.rst.txt"·rel="nofollow">Show·this·page·source</a> | 888 | ··········<a·href="../../_sources/modules/generated/sklearn.ensemble.RandomForestRegressor.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 508 | Plot·individual·and·voting·regression·predictions | 508 | Plot·individual·and·voting·regression·predictions |
| 509 | _\x8P_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8L_\x8a_\x8t_\x8e_\x8n_\x8c_\x8y | 509 | _\x8P_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8L_\x8a_\x8t_\x8e_\x8n_\x8c_\x8y |
| 510 | Prediction·Latency | 510 | Prediction·Latency |
| 511 | _\x8I_\x8m_\x8p_\x8u_\x8t_\x8i_\x8n_\x8g_\x8·_\x8m_\x8i_\x8s_\x8s_\x8i_\x8n_\x8g_\x8·_\x8v_\x8a_\x8l_\x8u_\x8e_\x8s_\x8·_\x8b_\x8e_\x8f_\x8o_\x8r_\x8e_\x8·_\x8b_\x8u_\x8i_\x8l_\x8d_\x8i_\x8n_\x8g_\x8·_\x8a_\x8n_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r | 511 | _\x8I_\x8m_\x8p_\x8u_\x8t_\x8i_\x8n_\x8g_\x8·_\x8m_\x8i_\x8s_\x8s_\x8i_\x8n_\x8g_\x8·_\x8v_\x8a_\x8l_\x8u_\x8e_\x8s_\x8·_\x8b_\x8e_\x8f_\x8o_\x8r_\x8e_\x8·_\x8b_\x8u_\x8i_\x8l_\x8d_\x8i_\x8n_\x8g_\x8·_\x8a_\x8n_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r |
| 512 | Imputing·missing·values·before·building·an·estimator | 512 | Imputing·missing·values·before·building·an·estimator |
| 513 | _\x8I_\x8m_\x8p_\x8u_\x8t_\x8i_\x8n_\x8g_\x8·_\x8m_\x8i_\x8s_\x8s_\x8i_\x8n_\x8g_\x8·_\x8v_\x8a_\x8l_\x8u_\x8e_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8t_\x8s_\x8·_\x8o_\x8f_\x8·_\x8I_\x8t_\x8e_\x8r_\x8a_\x8t_\x8i_\x8v_\x8e_\x8I_\x8m_\x8p_\x8u_\x8t_\x8e_\x8r | 513 | _\x8I_\x8m_\x8p_\x8u_\x8t_\x8i_\x8n_\x8g_\x8·_\x8m_\x8i_\x8s_\x8s_\x8i_\x8n_\x8g_\x8·_\x8v_\x8a_\x8l_\x8u_\x8e_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8t_\x8s_\x8·_\x8o_\x8f_\x8·_\x8I_\x8t_\x8e_\x8r_\x8a_\x8t_\x8i_\x8v_\x8e_\x8I_\x8m_\x8p_\x8u_\x8t_\x8e_\x8r |
| 514 | Imputing·missing·values·with·variants·of·IterativeImputer | 514 | Imputing·missing·values·with·variants·of·IterativeImputer |
| 515 | ©·2007·-·202 | 515 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 772 | ············©·2007·-·202 | 772 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 773 | ··········<a·href="../../_sources/modules/generated/sklearn.ensemble.RandomTreesEmbedding.rst.txt"·rel="nofollow">Show·this·page·source</a> | 773 | ··········<a·href="../../_sources/modules/generated/sklearn.ensemble.RandomTreesEmbedding.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 398 | _\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8e_\x8n_\x8s_\x8e_\x8m_\x8b_\x8l_\x8e_\x8s_\x8·_\x8o_\x8f_\x8·_\x8t_\x8r_\x8e_\x8e_\x8s | 398 | _\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8e_\x8n_\x8s_\x8e_\x8m_\x8b_\x8l_\x8e_\x8s_\x8·_\x8o_\x8f_\x8·_\x8t_\x8r_\x8e_\x8e_\x8s |
| 399 | Feature·transformations·with·ensembles·of·trees | 399 | Feature·transformations·with·ensembles·of·trees |
| 400 | _\x8H_\x8a_\x8s_\x8h_\x8i_\x8n_\x8g_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8T_\x8o_\x8t_\x8a_\x8l_\x8l_\x8y_\x8·_\x8R_\x8a_\x8n_\x8d_\x8o_\x8m_\x8·_\x8T_\x8r_\x8e_\x8e_\x8s | 400 | _\x8H_\x8a_\x8s_\x8h_\x8i_\x8n_\x8g_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8T_\x8o_\x8t_\x8a_\x8l_\x8l_\x8y_\x8·_\x8R_\x8a_\x8n_\x8d_\x8o_\x8m_\x8·_\x8T_\x8r_\x8e_\x8e_\x8s |
| 401 | Hashing·feature·transformation·using·Totally·Random·Trees | 401 | Hashing·feature·transformation·using·Totally·Random·Trees |
| 402 | _\x8M_\x8a_\x8n_\x8i_\x8f_\x8o_\x8l_\x8d_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8o_\x8n_\x8·_\x8h_\x8a_\x8n_\x8d_\x8w_\x8r_\x8i_\x8t_\x8t_\x8e_\x8n_\x8·_\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8:_\x8·_\x8L_\x8o_\x8c_\x8a_\x8l_\x8l_\x8y_\x8·_\x8L_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8E_\x8m_\x8b_\x8e_\x8d_\x8d_\x8i_\x8n_\x8g_\x8,_\x8·_\x8I_\x8s_\x8o_\x8m_\x8a_\x8p_\x8… | 402 | _\x8M_\x8a_\x8n_\x8i_\x8f_\x8o_\x8l_\x8d_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8o_\x8n_\x8·_\x8h_\x8a_\x8n_\x8d_\x8w_\x8r_\x8i_\x8t_\x8t_\x8e_\x8n_\x8·_\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8:_\x8·_\x8L_\x8o_\x8c_\x8a_\x8l_\x8l_\x8y_\x8·_\x8L_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8E_\x8m_\x8b_\x8e_\x8d_\x8d_\x8i_\x8n_\x8g_\x8,_\x8·_\x8I_\x8s_\x8o_\x8m_\x8a_\x8p_\x8… |
| 403 | Manifold·learning·on·handwritten·digits:·Locally·Linear·Embedding,·Isomap... | 403 | Manifold·learning·on·handwritten·digits:·Locally·Linear·Embedding,·Isomap... |
| 404 | ©·2007·-·202 | 404 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 829 | ······</div> | 829 | ······</div> |
| 830 | ····<div·class="container"> | 830 | ····<div·class="container"> |
| 831 | ······<footer·class="sk-content-footer"> | 831 | ······<footer·class="sk-content-footer"> |
| 832 | ············©·2007·-·202 | 832 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 833 | ··········<a·href="../../_sources/modules/generated/sklearn.ensemble.StackingClassifier.rst.txt"·rel="nofollow">Show·this·page·source</a> | 833 | ··········<a·href="../../_sources/modules/generated/sklearn.ensemble.StackingClassifier.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 834 | ······</footer> | 834 | ······</footer> |
| 835 | ····</div> | 835 | ····</div> |
| 836 | ··</div> | 836 | ··</div> |
| 837 | </div> | 837 | </div> |
| 838 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 838 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 439 | ··············Returns: | 439 | ··············Returns: |
| 440 | ····················y\x8y_\x8_p\x8pr\x8re\x8ed\x8ds\x8sndarray·of·shape·(n_samples,·n_estimators)·or | 440 | ····················y\x8y_\x8_p\x8pr\x8re\x8ed\x8ds\x8sndarray·of·shape·(n_samples,·n_estimators)·or |
| 441 | ····················(n_samples,·n_classes·*·n_estimators) | 441 | ····················(n_samples,·n_classes·*·n_estimators) |
| 442 | ························Prediction·outputs·for·each·estimator. | 442 | ························Prediction·outputs·for·each·estimator. |
| 443 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.e\x8en\x8ns\x8se\x8em\x8mb\x8bl\x8le\x8e.\x8.S\x8St\x8ta\x8ac\x8ck\x8ki\x8in\x8ng\x8gC\x8Cl\x8la\x8as\x8ss\x8si\x8if\x8fi\x8ie\x8er\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 443 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.e\x8en\x8ns\x8se\x8em\x8mb\x8bl\x8le\x8e.\x8.S\x8St\x8ta\x8ac\x8ck\x8ki\x8in\x8ng\x8gC\x8Cl\x8la\x8as\x8ss\x8si\x8if\x8fi\x8ie\x8er\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 444 | _\x8R_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8·_\x8H_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n_\x8·_\x80_\x8._\x82_\x82 | 444 | _\x8R_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8·_\x8H_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n_\x8·_\x80_\x8._\x82_\x82 |
| 445 | Release·Highlights·for·scikit-learn·0.22 | 445 | Release·Highlights·for·scikit-learn·0.22 |
| 446 | ©·2007·-·202 | 446 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 762 | </section> | 762 | </section> |
| 763 | ······</div> | 763 | ······</div> |
| 764 | ····<div·class="container"> | 764 | ····<div·class="container"> |
| 765 | ······<footer·class="sk-content-footer"> | 765 | ······<footer·class="sk-content-footer"> |
| 766 | ············©·2007·-·202 | 766 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 767 | ··········<a·href="../../_sources/modules/generated/sklearn.ensemble.StackingRegressor.rst.txt"·rel="nofollow">Show·this·page·source</a> | 767 | ··········<a·href="../../_sources/modules/generated/sklearn.ensemble.StackingRegressor.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 768 | ······</footer> | 768 | ······</footer> |
| 769 | ····</div> | 769 | ····</div> |
| 770 | ··</div> | 770 | ··</div> |
| 771 | </div> | 771 | </div> |
| 772 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 772 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 395 | ························samples·and·n_features·is·the·number·of·features. | 395 | ························samples·and·n_features·is·the·number·of·features. |
| 396 | ··············Returns: | 396 | ··············Returns: |
| 397 | ····················y\x8y_\x8_p\x8pr\x8re\x8ed\x8ds\x8sndarray·of·shape·(n_samples,·n_estimators) | 397 | ····················y\x8y_\x8_p\x8pr\x8re\x8ed\x8ds\x8sndarray·of·shape·(n_samples,·n_estimators) |
| 398 | ························Prediction·outputs·for·each·estimator. | 398 | ························Prediction·outputs·for·each·estimator. |
| 399 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.e\x8en\x8ns\x8se\x8em\x8mb\x8bl\x8le\x8e.\x8.S\x8St\x8ta\x8ac\x8ck\x8ki\x8in\x8ng\x8gR\x8Re\x8eg\x8gr\x8re\x8es\x8ss\x8so\x8or\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 399 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.e\x8en\x8ns\x8se\x8em\x8mb\x8bl\x8le\x8e.\x8.S\x8St\x8ta\x8ac\x8ck\x8ki\x8in\x8ng\x8gR\x8Re\x8eg\x8gr\x8re\x8es\x8ss\x8so\x8or\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 400 | _\x8C_\x8o_\x8m_\x8b_\x8i_\x8n_\x8e_\x8·_\x8p_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8o_\x8r_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8s_\x8t_\x8a_\x8c_\x8k_\x8i_\x8n_\x8g | 400 | _\x8C_\x8o_\x8m_\x8b_\x8i_\x8n_\x8e_\x8·_\x8p_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8o_\x8r_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8s_\x8t_\x8a_\x8c_\x8k_\x8i_\x8n_\x8g |
| 401 | Combine·predictors·using·stacking | 401 | Combine·predictors·using·stacking |
| 402 | ©·2007·-·202 | 402 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 764 | </section> | 764 | </section> |
| 765 | ······</div> | 765 | ······</div> |
| 766 | ····<div·class="container"> | 766 | ····<div·class="container"> |
| 767 | ······<footer·class="sk-content-footer"> | 767 | ······<footer·class="sk-content-footer"> |
| 768 | ············©·2007·-·202 | 768 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 769 | ··········<a·href="../../_sources/modules/generated/sklearn.ensemble.VotingClassifier.rst.txt"·rel="nofollow">Show·this·page·source</a> | 769 | ··········<a·href="../../_sources/modules/generated/sklearn.ensemble.VotingClassifier.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 770 | ······</footer> | 770 | ······</footer> |
| 771 | ····</div> | 771 | ····</div> |
| 772 | ··</div> | 772 | ··</div> |
| 773 | </div> | 773 | </div> |
| 774 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 774 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 373 | ······························ndarray·of·shape·(n_samples,·n_classifiers), | 373 | ······························ndarray·of·shape·(n_samples,·n_classifiers), |
| 374 | ······························being·class·labels·predicted·by·each·classifier. | 374 | ······························being·class·labels·predicted·by·each·classifier. |
| 375 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.e\x8en\x8ns\x8se\x8em\x8mb\x8bl\x8le\x8e.\x8.V\x8Vo\x8ot\x8ti\x8in\x8ng\x8gC\x8Cl\x8la\x8as\x8ss\x8si\x8if\x8fi\x8ie\x8er\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 375 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.e\x8en\x8ns\x8se\x8em\x8mb\x8bl\x8le\x8e.\x8.V\x8Vo\x8ot\x8ti\x8in\x8ng\x8gC\x8Cl\x8la\x8as\x8ss\x8si\x8if\x8fi\x8ie\x8er\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 376 | _\x8P_\x8l_\x8o_\x8t_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8·_\x8p_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8i_\x8e_\x8s_\x8·_\x8c_\x8a_\x8l_\x8c_\x8u_\x8l_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8t_\x8h_\x8e_\x8·_\x8V_\x8o_\x8t_\x8i_\x8n_\x8g_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r | 376 | _\x8P_\x8l_\x8o_\x8t_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8·_\x8p_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8i_\x8e_\x8s_\x8·_\x8c_\x8a_\x8l_\x8c_\x8u_\x8l_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8t_\x8h_\x8e_\x8·_\x8V_\x8o_\x8t_\x8i_\x8n_\x8g_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r |
| 377 | Plot·class·probabilities·calculated·by·the·VotingClassifier | 377 | Plot·class·probabilities·calculated·by·the·VotingClassifier |
| 378 | _\x8P_\x8l_\x8o_\x8t_\x8·_\x8t_\x8h_\x8e_\x8·_\x8d_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8·_\x8b_\x8o_\x8u_\x8n_\x8d_\x8a_\x8r_\x8i_\x8e_\x8s_\x8·_\x8o_\x8f_\x8·_\x8a_\x8·_\x8V_\x8o_\x8t_\x8i_\x8n_\x8g_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r | 378 | _\x8P_\x8l_\x8o_\x8t_\x8·_\x8t_\x8h_\x8e_\x8·_\x8d_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8·_\x8b_\x8o_\x8u_\x8n_\x8d_\x8a_\x8r_\x8i_\x8e_\x8s_\x8·_\x8o_\x8f_\x8·_\x8a_\x8·_\x8V_\x8o_\x8t_\x8i_\x8n_\x8g_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r |
| 379 | Plot·the·decision·boundaries·of·a·VotingClassifier | 379 | Plot·the·decision·boundaries·of·a·VotingClassifier |
| 380 | ©·2007·-·202 | 380 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 700 | </div></div><div·class="clearer"></div></section> | 700 | </div></div><div·class="clearer"></div></section> |
| 701 | </section> | 701 | </section> |
| 702 | ······</div> | 702 | ······</div> |
| 703 | ····<div·class="container"> | 703 | ····<div·class="container"> |
| 704 | ······<footer·class="sk-content-footer"> | 704 | ······<footer·class="sk-content-footer"> |
| 705 | ············©·2007·-·202 | 705 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 706 | ··········<a·href="../../_sources/modules/generated/sklearn.ensemble.VotingRegressor.rst.txt"·rel="nofollow">Show·this·page·source</a> | 706 | ··········<a·href="../../_sources/modules/generated/sklearn.ensemble.VotingRegressor.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 707 | ······</footer> | 707 | ······</footer> |
| 708 | ····</div> | 708 | ····</div> |
| 709 | ··</div> | 709 | ··</div> |
| 710 | </div> | 710 | </div> |
| 711 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 711 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 328 | ························The·input·samples. | 328 | ························The·input·samples. |
| 329 | ··············Returns: | 329 | ··············Returns: |
| 330 | ····················p\x8pr\x8re\x8ed\x8di\x8ic\x8ct\x8ti\x8io\x8on\x8ns\x8sndarray·of·shape·(n_samples,·n_classifiers) | 330 | ····················p\x8pr\x8re\x8ed\x8di\x8ic\x8ct\x8ti\x8io\x8on\x8ns\x8sndarray·of·shape·(n_samples,·n_classifiers) |
| 331 | ························Values·predicted·by·each·regressor. | 331 | ························Values·predicted·by·each·regressor. |
| 332 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.e\x8en\x8ns\x8se\x8em\x8mb\x8bl\x8le\x8e.\x8.V\x8Vo\x8ot\x8ti\x8in\x8ng\x8gR\x8Re\x8eg\x8gr\x8re\x8es\x8ss\x8so\x8or\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 332 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.e\x8en\x8ns\x8se\x8em\x8mb\x8bl\x8le\x8e.\x8.V\x8Vo\x8ot\x8ti\x8in\x8ng\x8gR\x8Re\x8eg\x8gr\x8re\x8es\x8ss\x8so\x8or\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 333 | _\x8P_\x8l_\x8o_\x8t_\x8·_\x8i_\x8n_\x8d_\x8i_\x8v_\x8i_\x8d_\x8u_\x8a_\x8l_\x8·_\x8a_\x8n_\x8d_\x8·_\x8v_\x8o_\x8t_\x8i_\x8n_\x8g_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8p_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8s | 333 | _\x8P_\x8l_\x8o_\x8t_\x8·_\x8i_\x8n_\x8d_\x8i_\x8v_\x8i_\x8d_\x8u_\x8a_\x8l_\x8·_\x8a_\x8n_\x8d_\x8·_\x8v_\x8o_\x8t_\x8i_\x8n_\x8g_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8p_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8s |
| 334 | Plot·individual·and·voting·regression·predictions | 334 | Plot·individual·and·voting·regression·predictions |
| 335 | ©·2007·-·202 | 335 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 257 | </div></div><div·class="clearer"></div></section> | 257 | </div></div><div·class="clearer"></div></section> |
| 258 | </section> | 258 | </section> |
| 259 | ······</div> | 259 | ······</div> |
| 260 | ····<div·class="container"> | 260 | ····<div·class="container"> |
| 261 | ······<footer·class="sk-content-footer"> | 261 | ······<footer·class="sk-content-footer"> |
| 262 | ············©·2007·-·202 | 262 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 263 | ··········<a·href="../../_sources/modules/generated/sklearn.exceptions.ConvergenceWarning.rst.txt"·rel="nofollow">Show·this·page·source</a> | 263 | ··········<a·href="../../_sources/modules/generated/sklearn.exceptions.ConvergenceWarning.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 264 | ······</footer> | 264 | ······</footer> |
| 265 | ····</div> | 265 | ····</div> |
| 266 | ··</div> | 266 | ··</div> |
| 267 | </div> | 267 | </div> |
| 268 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 268 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 55 | Multiclass·sparse·logistic·regression·on·20newgroups | 55 | Multiclass·sparse·logistic·regression·on·20newgroups |
| 56 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8·_\x8S_\x8t_\x8o_\x8c_\x8h_\x8a_\x8s_\x8t_\x8i_\x8c_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8s_\x8t_\x8r_\x8a_\x8t_\x8e_\x8g_\x8i_\x8e_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8M_\x8L_\x8P_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r | 56 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8·_\x8S_\x8t_\x8o_\x8c_\x8h_\x8a_\x8s_\x8t_\x8i_\x8c_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8s_\x8t_\x8r_\x8a_\x8t_\x8e_\x8g_\x8i_\x8e_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8M_\x8L_\x8P_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r |
| 57 | Compare·Stochastic·learning·strategies·for·MLPClassifier | 57 | Compare·Stochastic·learning·strategies·for·MLPClassifier |
| 58 | _\x8V_\x8i_\x8s_\x8u_\x8a_\x8l_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8M_\x8L_\x8P_\x8·_\x8w_\x8e_\x8i_\x8g_\x8h_\x8t_\x8s_\x8·_\x8o_\x8n_\x8·_\x8M_\x8N_\x8I_\x8S_\x8T | 58 | _\x8V_\x8i_\x8s_\x8u_\x8a_\x8l_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8M_\x8L_\x8P_\x8·_\x8w_\x8e_\x8i_\x8g_\x8h_\x8t_\x8s_\x8·_\x8o_\x8n_\x8·_\x8M_\x8N_\x8I_\x8S_\x8T |
| 59 | Visualization·of·MLP·weights·on·MNIST | 59 | Visualization·of·MLP·weights·on·MNIST |
| 60 | _\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8d_\x8i_\x8s_\x8c_\x8r_\x8e_\x8t_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n | 60 | _\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8d_\x8i_\x8s_\x8c_\x8r_\x8e_\x8t_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n |
| 61 | Feature·discretization | 61 | Feature·discretization |
| 62 | ©·2007·-·202 | 62 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 248 | <div·class="clearer"></div></section> | 248 | <div·class="clearer"></div></section> |
| 249 | ······</div> | 249 | ······</div> |
| 250 | ····<div·class="container"> | 250 | ····<div·class="container"> |
| 251 | ······<footer·class="sk-content-footer"> | 251 | ······<footer·class="sk-content-footer"> |
| 252 | ············©·2007·-·202 | 252 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 253 | ··········<a·href="../../_sources/modules/generated/sklearn.exceptions.DataConversionWarning.rst.txt"·rel="nofollow">Show·this·page·source</a> | 253 | ··········<a·href="../../_sources/modules/generated/sklearn.exceptions.DataConversionWarning.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 254 | ······</footer> | 254 | ······</footer> |
| 255 | ····</div> | 255 | ····</div> |
| 256 | ··</div> | 256 | ··</div> |
| 257 | </div> | 257 | </div> |
| 258 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 258 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 51 | ······_\x8w_\x8i_\x8t_\x8h_\x8__\x8t_\x8r_\x8a_\x8c_\x8e_\x8b_\x8a_\x8c_\x8k(object, /)·Exception.with_traceback(tb)·--·set | 51 | ······_\x8w_\x8i_\x8t_\x8h_\x8__\x8t_\x8r_\x8a_\x8c_\x8e_\x8b_\x8a_\x8c_\x8k(object, /)·Exception.with_traceback(tb)·--·set |
| 52 | ································self.__traceback__·to·tb·and·return·self. | 52 | ································self.__traceback__·to·tb·and·return·self. |
| 53 | ········add_note(o\x8ob\x8bj\x8je\x8ec\x8ct\x8t,·/\x8/)_\x8¶ | 53 | ········add_note(o\x8ob\x8bj\x8je\x8ec\x8ct\x8t,·/\x8/)_\x8¶ |
| 54 | ············Exception.add_note(note)·–·add·a·note·to·the·exception | 54 | ············Exception.add_note(note)·–·add·a·note·to·the·exception |
| 55 | ········with_traceback(o\x8ob\x8bj\x8je\x8ec\x8ct\x8t,·/\x8/)_\x8¶ | 55 | ········with_traceback(o\x8ob\x8bj\x8je\x8ec\x8ct\x8t,·/\x8/)_\x8¶ |
| 56 | ············Exception.with_traceback(tb)·–·set·self.__traceback__·to·tb·and | 56 | ············Exception.with_traceback(tb)·–·set·self.__traceback__·to·tb·and |
| 57 | ············return·self. | 57 | ············return·self. |
| 58 | ©·2007·-·202 | 58 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 241 | <div·class="clearer"></div></section> | 241 | <div·class="clearer"></div></section> |
| 242 | ······</div> | 242 | ······</div> |
| 243 | ····<div·class="container"> | 243 | ····<div·class="container"> |
| 244 | ······<footer·class="sk-content-footer"> | 244 | ······<footer·class="sk-content-footer"> |
| 245 | ············©·2007·-·202 | 245 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 246 | ··········<a·href="../../_sources/modules/generated/sklearn.exceptions.DataDimensionalityWarning.rst.txt"·rel="nofollow">Show·this·page·source</a> | 246 | ··········<a·href="../../_sources/modules/generated/sklearn.exceptions.DataDimensionalityWarning.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 247 | ······</footer> | 247 | ······</footer> |
| 248 | ····</div> | 248 | ····</div> |
| 249 | ··</div> | 249 | ··</div> |
| 250 | </div> | 250 | </div> |
| 251 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 251 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 48 | ······_\x8w_\x8i_\x8t_\x8h_\x8__\x8t_\x8r_\x8a_\x8c_\x8e_\x8b_\x8a_\x8c_\x8k(object, /)·Exception.with_traceback(tb)·--·set | 48 | ······_\x8w_\x8i_\x8t_\x8h_\x8__\x8t_\x8r_\x8a_\x8c_\x8e_\x8b_\x8a_\x8c_\x8k(object, /)·Exception.with_traceback(tb)·--·set |
| 49 | ································self.__traceback__·to·tb·and·return·self. | 49 | ································self.__traceback__·to·tb·and·return·self. |
| 50 | ········add_note(o\x8ob\x8bj\x8je\x8ec\x8ct\x8t,·/\x8/)_\x8¶ | 50 | ········add_note(o\x8ob\x8bj\x8je\x8ec\x8ct\x8t,·/\x8/)_\x8¶ |
| 51 | ············Exception.add_note(note)·–·add·a·note·to·the·exception | 51 | ············Exception.add_note(note)·–·add·a·note·to·the·exception |
| 52 | ········with_traceback(o\x8ob\x8bj\x8je\x8ec\x8ct\x8t,·/\x8/)_\x8¶ | 52 | ········with_traceback(o\x8ob\x8bj\x8je\x8ec\x8ct\x8t,·/\x8/)_\x8¶ |
| 53 | ············Exception.with_traceback(tb)·–·set·self.__traceback__·to·tb·and | 53 | ············Exception.with_traceback(tb)·–·set·self.__traceback__·to·tb·and |
| 54 | ············return·self. | 54 | ············return·self. |
| 55 | ©·2007·-·202 | 55 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 239 | <div·class="clearer"></div></section> | 239 | <div·class="clearer"></div></section> |
| 240 | ······</div> | 240 | ······</div> |
| 241 | ····<div·class="container"> | 241 | ····<div·class="container"> |
| 242 | ······<footer·class="sk-content-footer"> | 242 | ······<footer·class="sk-content-footer"> |
| 243 | ············©·2007·-·202 | 243 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 244 | ··········<a·href="../../_sources/modules/generated/sklearn.exceptions.EfficiencyWarning.rst.txt"·rel="nofollow">Show·this·page·source</a> | 244 | ··········<a·href="../../_sources/modules/generated/sklearn.exceptions.EfficiencyWarning.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 245 | ······</footer> | 245 | ······</footer> |
| 246 | ····</div> | 246 | ····</div> |
| 247 | ··</div> | 247 | ··</div> |
| 248 | </div> | 248 | </div> |
| 249 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 249 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 46 | ······_\x8w_\x8i_\x8t_\x8h_\x8__\x8t_\x8r_\x8a_\x8c_\x8e_\x8b_\x8a_\x8c_\x8k(object, /)·Exception.with_traceback(tb)·--·set | 46 | ······_\x8w_\x8i_\x8t_\x8h_\x8__\x8t_\x8r_\x8a_\x8c_\x8e_\x8b_\x8a_\x8c_\x8k(object, /)·Exception.with_traceback(tb)·--·set |
| 47 | ································self.__traceback__·to·tb·and·return·self. | 47 | ································self.__traceback__·to·tb·and·return·self. |
| 48 | ········add_note(o\x8ob\x8bj\x8je\x8ec\x8ct\x8t,·/\x8/)_\x8¶ | 48 | ········add_note(o\x8ob\x8bj\x8je\x8ec\x8ct\x8t,·/\x8/)_\x8¶ |
| 49 | ············Exception.add_note(note)·–·add·a·note·to·the·exception | 49 | ············Exception.add_note(note)·–·add·a·note·to·the·exception |
| 50 | ········with_traceback(o\x8ob\x8bj\x8je\x8ec\x8ct\x8t,·/\x8/)_\x8¶ | 50 | ········with_traceback(o\x8ob\x8bj\x8je\x8ec\x8ct\x8t,·/\x8/)_\x8¶ |
| 51 | ············Exception.with_traceback(tb)·–·set·self.__traceback__·to·tb·and | 51 | ············Exception.with_traceback(tb)·–·set·self.__traceback__·to·tb·and |
| 52 | ············return·self. | 52 | ············return·self. |
| 53 | ©·2007·-·202 | 53 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 239 | <div·class="clearer"></div></section> | 239 | <div·class="clearer"></div></section> |
| 240 | ······</div> | 240 | ······</div> |
| 241 | ····<div·class="container"> | 241 | ····<div·class="container"> |
| 242 | ······<footer·class="sk-content-footer"> | 242 | ······<footer·class="sk-content-footer"> |
| 243 | ············©·2007·-·202 | 243 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 244 | ··········<a·href="../../_sources/modules/generated/sklearn.exceptions.FitFailedWarning.rst.txt"·rel="nofollow">Show·this·page·source</a> | 244 | ··········<a·href="../../_sources/modules/generated/sklearn.exceptions.FitFailedWarning.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 245 | ······</footer> | 245 | ······</footer> |
| 246 | ····</div> | 246 | ····</div> |
| 247 | ··</div> | 247 | ··</div> |
| 248 | </div> | 248 | </div> |
| 249 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 249 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 47 | ······_\x8w_\x8i_\x8t_\x8h_\x8__\x8t_\x8r_\x8a_\x8c_\x8e_\x8b_\x8a_\x8c_\x8k(object, /)·Exception.with_traceback(tb)·--·set | 47 | ······_\x8w_\x8i_\x8t_\x8h_\x8__\x8t_\x8r_\x8a_\x8c_\x8e_\x8b_\x8a_\x8c_\x8k(object, /)·Exception.with_traceback(tb)·--·set |
| 48 | ································self.__traceback__·to·tb·and·return·self. | 48 | ································self.__traceback__·to·tb·and·return·self. |
| 49 | ········add_note(o\x8ob\x8bj\x8je\x8ec\x8ct\x8t,·/\x8/)_\x8¶ | 49 | ········add_note(o\x8ob\x8bj\x8je\x8ec\x8ct\x8t,·/\x8/)_\x8¶ |
| 50 | ············Exception.add_note(note)·–·add·a·note·to·the·exception | 50 | ············Exception.add_note(note)·–·add·a·note·to·the·exception |
| 51 | ········with_traceback(o\x8ob\x8bj\x8je\x8ec\x8ct\x8t,·/\x8/)_\x8¶ | 51 | ········with_traceback(o\x8ob\x8bj\x8je\x8ec\x8ct\x8t,·/\x8/)_\x8¶ |
| 52 | ············Exception.with_traceback(tb)·–·set·self.__traceback__·to·tb·and | 52 | ············Exception.with_traceback(tb)·–·set·self.__traceback__·to·tb·and |
| 53 | ············return·self. | 53 | ············return·self. |
| 54 | ©·2007·-·202 | 54 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 243 | <div·class="clearer"></div></section> | 243 | <div·class="clearer"></div></section> |
| 244 | ······</div> | 244 | ······</div> |
| 245 | ····<div·class="container"> | 245 | ····<div·class="container"> |
| 246 | ······<footer·class="sk-content-footer"> | 246 | ······<footer·class="sk-content-footer"> |
| 247 | ············©·2007·-·202 | 247 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 248 | ··········<a·href="../../_sources/modules/generated/sklearn.exceptions.InconsistentVersionWarning.rst.txt"·rel="nofollow">Show·this·page·source</a> | 248 | ··········<a·href="../../_sources/modules/generated/sklearn.exceptions.InconsistentVersionWarning.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 249 | ······</footer> | 249 | ······</footer> |
| 250 | ····</div> | 250 | ····</div> |
| 251 | ··</div> | 251 | ··</div> |
| 252 | </div> | 252 | </div> |
| 253 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 253 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 51 | ······_\x8w_\x8i_\x8t_\x8h_\x8__\x8t_\x8r_\x8a_\x8c_\x8e_\x8b_\x8a_\x8c_\x8k(object, /)·Exception.with_traceback(tb)·--·set | 51 | ······_\x8w_\x8i_\x8t_\x8h_\x8__\x8t_\x8r_\x8a_\x8c_\x8e_\x8b_\x8a_\x8c_\x8k(object, /)·Exception.with_traceback(tb)·--·set |
| 52 | ································self.__traceback__·to·tb·and·return·self. | 52 | ································self.__traceback__·to·tb·and·return·self. |
| 53 | ········add_note(o\x8ob\x8bj\x8je\x8ec\x8ct\x8t,·/\x8/)_\x8¶ | 53 | ········add_note(o\x8ob\x8bj\x8je\x8ec\x8ct\x8t,·/\x8/)_\x8¶ |
| 54 | ············Exception.add_note(note)·–·add·a·note·to·the·exception | 54 | ············Exception.add_note(note)·–·add·a·note·to·the·exception |
| 55 | ········with_traceback(o\x8ob\x8bj\x8je\x8ec\x8ct\x8t,·/\x8/)_\x8¶ | 55 | ········with_traceback(o\x8ob\x8bj\x8je\x8ec\x8ct\x8t,·/\x8/)_\x8¶ |
| 56 | ············Exception.with_traceback(tb)·–·set·self.__traceback__·to·tb·and | 56 | ············Exception.with_traceback(tb)·–·set·self.__traceback__·to·tb·and |
| 57 | ············return·self. | 57 | ············return·self. |
| 58 | ©·2007·-·202 | 58 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 267 | <div·class="clearer"></div></section> | 267 | <div·class="clearer"></div></section> |
| 268 | ······</div> | 268 | ······</div> |
| 269 | ····<div·class="container"> | 269 | ····<div·class="container"> |
| 270 | ······<footer·class="sk-content-footer"> | 270 | ······<footer·class="sk-content-footer"> |
| 271 | ············©·2007·-·202 | 271 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 272 | ··········<a·href="../../_sources/modules/generated/sklearn.exceptions.NotFittedError.rst.txt"·rel="nofollow">Show·this·page·source</a> | 272 | ··········<a·href="../../_sources/modules/generated/sklearn.exceptions.NotFittedError.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 273 | ······</footer> | 273 | ······</footer> |
| 274 | ····</div> | 274 | ····</div> |
| 275 | ··</div> | 275 | ··</div> |
| 276 | </div> | 276 | </div> |
| 277 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 277 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 65 | ········name_\x8¶ | 65 | ········name_\x8¶ |
| 66 | ············attribute·name | 66 | ············attribute·name |
| 67 | ········obj_\x8¶ | 67 | ········obj_\x8¶ |
| 68 | ············object | 68 | ············object |
| 69 | ········with_traceback(o\x8ob\x8bj\x8je\x8ec\x8ct\x8t,·/\x8/)_\x8¶ | 69 | ········with_traceback(o\x8ob\x8bj\x8je\x8ec\x8ct\x8t,·/\x8/)_\x8¶ |
| 70 | ············Exception.with_traceback(tb)·–·set·self.__traceback__·to·tb·and | 70 | ············Exception.with_traceback(tb)·–·set·self.__traceback__·to·tb·and |
| 71 | ············return·self. | 71 | ············return·self. |
| 72 | ©·2007·-·202 | 72 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 236 | <div·class="clearer"></div></section> | 236 | <div·class="clearer"></div></section> |
| 237 | ······</div> | 237 | ······</div> |
| 238 | ····<div·class="container"> | 238 | ····<div·class="container"> |
| 239 | ······<footer·class="sk-content-footer"> | 239 | ······<footer·class="sk-content-footer"> |
| 240 | ············©·2007·-·202 | 240 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 241 | ··········<a·href="../../_sources/modules/generated/sklearn.exceptions.UndefinedMetricWarning.rst.txt"·rel="nofollow">Show·this·page·source</a> | 241 | ··········<a·href="../../_sources/modules/generated/sklearn.exceptions.UndefinedMetricWarning.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 242 | ······</footer> | 242 | ······</footer> |
| 243 | ····</div> | 243 | ····</div> |
| 244 | ··</div> | 244 | ··</div> |
| 245 | </div> | 245 | </div> |
| 246 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 246 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 43 | ······_\x8w_\x8i_\x8t_\x8h_\x8__\x8t_\x8r_\x8a_\x8c_\x8e_\x8b_\x8a_\x8c_\x8k(object, /)·Exception.with_traceback(tb)·--·set | 43 | ······_\x8w_\x8i_\x8t_\x8h_\x8__\x8t_\x8r_\x8a_\x8c_\x8e_\x8b_\x8a_\x8c_\x8k(object, /)·Exception.with_traceback(tb)·--·set |
| 44 | ································self.__traceback__·to·tb·and·return·self. | 44 | ································self.__traceback__·to·tb·and·return·self. |
| 45 | ········add_note(o\x8ob\x8bj\x8je\x8ec\x8ct\x8t,·/\x8/)_\x8¶ | 45 | ········add_note(o\x8ob\x8bj\x8je\x8ec\x8ct\x8t,·/\x8/)_\x8¶ |
| 46 | ············Exception.add_note(note)·–·add·a·note·to·the·exception | 46 | ············Exception.add_note(note)·–·add·a·note·to·the·exception |
| 47 | ········with_traceback(o\x8ob\x8bj\x8je\x8ec\x8ct\x8t,·/\x8/)_\x8¶ | 47 | ········with_traceback(o\x8ob\x8bj\x8je\x8ec\x8ct\x8t,·/\x8/)_\x8¶ |
| 48 | ············Exception.with_traceback(tb)·–·set·self.__traceback__·to·tb·and | 48 | ············Exception.with_traceback(tb)·–·set·self.__traceback__·to·tb·and |
| 49 | ············return·self. | 49 | ············return·self. |
| 50 | ©·2007·-·202 | 50 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 206 | flake8·to·ignore·the·import,·which·appears·as·unused.</p> | 206 | flake8·to·ignore·the·import,·which·appears·as·unused.</p> |
| 207 | </section> | 207 | </section> |
| 208 | ······</div> | 208 | ······</div> |
| 209 | ····<div·class="container"> | 209 | ····<div·class="container"> |
| 210 | ······<footer·class="sk-content-footer"> | 210 | ······<footer·class="sk-content-footer"> |
| 211 | ············©·2007·-·202 | 211 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 212 | ··········<a·href="../../_sources/modules/generated/sklearn.experimental.enable_halving_search_cv.rst.txt"·rel="nofollow">Show·this·page·source</a> | 212 | ··········<a·href="../../_sources/modules/generated/sklearn.experimental.enable_halving_search_cv.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 213 | ······</footer> | 213 | ······</footer> |
| 214 | ····</div> | 214 | ····</div> |
| 215 | ··</div> | 215 | ··</div> |
| 216 | </div> | 216 | </div> |
| 217 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 217 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 37 | >>>·#·explicitly·require·this·experimental·feature | 37 | >>>·#·explicitly·require·this·experimental·feature |
| 38 | >>>·from·sklearn.experimental·import·enable_halving_search_cv·#·noqa | 38 | >>>·from·sklearn.experimental·import·enable_halving_search_cv·#·noqa |
| 39 | >>>·#·now·you·can·import·normally·from·model_selection | 39 | >>>·#·now·you·can·import·normally·from·model_selection |
| 40 | >>>·from·sklearn.model_selection·import·HalvingRandomSearchCV | 40 | >>>·from·sklearn.model_selection·import·HalvingRandomSearchCV |
| 41 | >>>·from·sklearn.model_selection·import·HalvingGridSearchCV | 41 | >>>·from·sklearn.model_selection·import·HalvingGridSearchCV |
| 42 | The·#·noqa·comment·comment·can·be·removed:·it·just·tells·linters·like·flake8·to | 42 | The·#·noqa·comment·comment·can·be·removed:·it·just·tells·linters·like·flake8·to |
| 43 | ignore·the·import,·which·appears·as·unused. | 43 | ignore·the·import,·which·appears·as·unused. |
| 44 | ©·2007·-·202 | 44 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 201 | </div> | 201 | </div> |
| 202 | </section> | 202 | </section> |
| 203 | ······</div> | 203 | ······</div> |
| 204 | ····<div·class="container"> | 204 | ····<div·class="container"> |
| 205 | ······<footer·class="sk-content-footer"> | 205 | ······<footer·class="sk-content-footer"> |
| 206 | ············©·2007·-·202 | 206 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 207 | ··········<a·href="../../_sources/modules/generated/sklearn.experimental.enable_iterative_imputer.rst.txt"·rel="nofollow">Show·this·page·source</a> | 207 | ··········<a·href="../../_sources/modules/generated/sklearn.experimental.enable_iterative_imputer.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 208 | ······</footer> | 208 | ······</footer> |
| 209 | ····</div> | 209 | ····</div> |
| 210 | ··</div> | 210 | ··</div> |
| 211 | </div> | 211 | </div> |
| 212 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 212 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 34 | cycle. | 34 | cycle. |
| 35 | Importing·this·file·dynamically·sets·_\x8I_\x8t_\x8e_\x8r_\x8a_\x8t_\x8i_\x8v_\x8e_\x8I_\x8m_\x8p_\x8u_\x8t_\x8e_\x8r·as·an·attribute·of·the | 35 | Importing·this·file·dynamically·sets·_\x8I_\x8t_\x8e_\x8r_\x8a_\x8t_\x8i_\x8v_\x8e_\x8I_\x8m_\x8p_\x8u_\x8t_\x8e_\x8r·as·an·attribute·of·the |
| 36 | impute·module: | 36 | impute·module: |
| 37 | >>>·#·explicitly·require·this·experimental·feature | 37 | >>>·#·explicitly·require·this·experimental·feature |
| 38 | >>>·from·sklearn.experimental·import·enable_iterative_imputer··#·noqa | 38 | >>>·from·sklearn.experimental·import·enable_iterative_imputer··#·noqa |
| 39 | >>>·#·now·you·can·import·normally·from·impute | 39 | >>>·#·now·you·can·import·normally·from·impute |
| 40 | >>>·from·sklearn.impute·import·IterativeImputer | 40 | >>>·from·sklearn.impute·import·IterativeImputer |
| 41 | ©·2007·-·202 | 41 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 632 | </div></div><div·class="clearer"></div></section> | 632 | </div></div><div·class="clearer"></div></section> |
| 633 | </section> | 633 | </section> |
| 634 | ······</div> | 634 | ······</div> |
| 635 | ····<div·class="container"> | 635 | ····<div·class="container"> |
| 636 | ······<footer·class="sk-content-footer"> | 636 | ······<footer·class="sk-content-footer"> |
| 637 | ············©·2007·-·202 | 637 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 638 | ··········<a·href="../../_sources/modules/generated/sklearn.feature_extraction.DictVectorizer.rst.txt"·rel="nofollow">Show·this·page·source</a> | 638 | ··········<a·href="../../_sources/modules/generated/sklearn.feature_extraction.DictVectorizer.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 639 | ······</footer> | 639 | ······</footer> |
| 640 | ····</div> | 640 | ····</div> |
| 641 | ··</div> | 641 | ··</div> |
| 642 | </div> | 642 | </div> |
| 643 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 643 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 291 | ····················X\x8Xa\x8a{array,·sparse·matrix} | 291 | ····················X\x8Xa\x8a{array,·sparse·matrix} |
| 292 | ························Feature·vectors;·always·2-d. | 292 | ························Feature·vectors;·always·2-d. |
| 293 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.f\x8fe\x8ea\x8at\x8tu\x8ur\x8re\x8e_\x8_e\x8ex\x8xt\x8tr\x8ra\x8ac\x8ct\x8ti\x8io\x8on\x8n.\x8.D\x8Di\x8ic\x8ct\x8tV\x8Ve\x8ec\x8ct\x8to\x8or\x8ri\x8iz\x8ze\x8er\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 293 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.f\x8fe\x8ea\x8at\x8tu\x8ur\x8re\x8e_\x8_e\x8ex\x8xt\x8tr\x8ra\x8ac\x8ct\x8ti\x8io\x8on\x8n.\x8.D\x8Di\x8ic\x8ct\x8tV\x8Ve\x8ec\x8ct\x8to\x8or\x8ri\x8iz\x8ze\x8er\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 294 | _\x8C_\x8o_\x8l_\x8u_\x8m_\x8n_\x8·_\x8T_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8e_\x8r_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8H_\x8e_\x8t_\x8e_\x8r_\x8o_\x8g_\x8e_\x8n_\x8e_\x8o_\x8u_\x8s_\x8·_\x8D_\x8a_\x8t_\x8a_\x8·_\x8S_\x8o_\x8u_\x8r_\x8c_\x8e_\x8s | 294 | _\x8C_\x8o_\x8l_\x8u_\x8m_\x8n_\x8·_\x8T_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8e_\x8r_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8H_\x8e_\x8t_\x8e_\x8r_\x8o_\x8g_\x8e_\x8n_\x8e_\x8o_\x8u_\x8s_\x8·_\x8D_\x8a_\x8t_\x8a_\x8·_\x8S_\x8o_\x8u_\x8r_\x8c_\x8e_\x8s |
| 295 | Column·Transformer·with·Heterogeneous·Data·Sources | 295 | Column·Transformer·with·Heterogeneous·Data·Sources |
| 296 | _\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8H_\x8a_\x8s_\x8h_\x8e_\x8r_\x8·_\x8a_\x8n_\x8d_\x8·_\x8D_\x8i_\x8c_\x8t_\x8V_\x8e_\x8c_\x8t_\x8o_\x8r_\x8i_\x8z_\x8e_\x8r_\x8·_\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n | 296 | _\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8H_\x8a_\x8s_\x8h_\x8e_\x8r_\x8·_\x8a_\x8n_\x8d_\x8·_\x8D_\x8i_\x8c_\x8t_\x8V_\x8e_\x8c_\x8t_\x8o_\x8r_\x8i_\x8z_\x8e_\x8r_\x8·_\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n |
| 297 | FeatureHasher·and·DictVectorizer·Comparison | 297 | FeatureHasher·and·DictVectorizer·Comparison |
| 298 | ©·2007·-·202 | 298 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 539 | </div></div><div·class="clearer"></div></section> | 539 | </div></div><div·class="clearer"></div></section> |
| 540 | </section> | 540 | </section> |
| 541 | ······</div> | 541 | ······</div> |
| 542 | ····<div·class="container"> | 542 | ····<div·class="container"> |
| 543 | ······<footer·class="sk-content-footer"> | 543 | ······<footer·class="sk-content-footer"> |
| 544 | ············©·2007·-·202 | 544 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 545 | ··········<a·href="../../_sources/modules/generated/sklearn.feature_extraction.FeatureHasher.rst.txt"·rel="nofollow">Show·this·page·source</a> | 545 | ··········<a·href="../../_sources/modules/generated/sklearn.feature_extraction.FeatureHasher.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 546 | ······</footer> | 546 | ······</footer> |
| 547 | ····</div> | 547 | ····</div> |
| 548 | ··</div> | 548 | ··</div> |
| 549 | </div> | 549 | </div> |
| 550 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 550 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 237 | ··············Returns: | 237 | ··············Returns: |
| 238 | ····················X\x8Xsparse·matrix·of·shape·(n_samples,·n_features) | 238 | ····················X\x8Xsparse·matrix·of·shape·(n_samples,·n_features) |
| 239 | ························Feature·matrix,·for·use·with·estimators·or·further | 239 | ························Feature·matrix,·for·use·with·estimators·or·further |
| 240 | ························transformers. | 240 | ························transformers. |
| 241 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.f\x8fe\x8ea\x8at\x8tu\x8ur\x8re\x8e_\x8_e\x8ex\x8xt\x8tr\x8ra\x8ac\x8ct\x8ti\x8io\x8on\x8n.\x8.F\x8Fe\x8ea\x8at\x8tu\x8ur\x8re\x8eH\x8Ha\x8as\x8sh\x8he\x8er\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 241 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.f\x8fe\x8ea\x8at\x8tu\x8ur\x8re\x8e_\x8_e\x8ex\x8xt\x8tr\x8ra\x8ac\x8ct\x8ti\x8io\x8on\x8n.\x8.F\x8Fe\x8ea\x8at\x8tu\x8ur\x8re\x8eH\x8Ha\x8as\x8sh\x8he\x8er\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 242 | _\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8H_\x8a_\x8s_\x8h_\x8e_\x8r_\x8·_\x8a_\x8n_\x8d_\x8·_\x8D_\x8i_\x8c_\x8t_\x8V_\x8e_\x8c_\x8t_\x8o_\x8r_\x8i_\x8z_\x8e_\x8r_\x8·_\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n | 242 | _\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8H_\x8a_\x8s_\x8h_\x8e_\x8r_\x8·_\x8a_\x8n_\x8d_\x8·_\x8D_\x8i_\x8c_\x8t_\x8V_\x8e_\x8c_\x8t_\x8o_\x8r_\x8i_\x8z_\x8e_\x8r_\x8·_\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n |
| 243 | FeatureHasher·and·DictVectorizer·Comparison | 243 | FeatureHasher·and·DictVectorizer·Comparison |
| 244 | ©·2007·-·202 | 244 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 452 | <div·class="clearer"></div></section> | 452 | <div·class="clearer"></div></section> |
| 453 | ······</div> | 453 | ······</div> |
| 454 | ····<div·class="container"> | 454 | ····<div·class="container"> |
| 455 | ······<footer·class="sk-content-footer"> | 455 | ······<footer·class="sk-content-footer"> |
| 456 | ············©·2007·-·202 | 456 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 457 | ··········<a·href="../../_sources/modules/generated/sklearn.feature_extraction.image.PatchExtractor.rst.txt"·rel="nofollow">Show·this·page·source</a> | 457 | ··········<a·href="../../_sources/modules/generated/sklearn.feature_extraction.image.PatchExtractor.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 458 | ······</footer> | 458 | ······</footer> |
| 459 | ····</div> | 459 | ····</div> |
| 460 | ··</div> | 460 | ··</div> |
| 461 | </div> | 461 | </div> |
| 462 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 462 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 172 | ··············Returns: | 172 | ··············Returns: |
| 173 | ····················p\x8pa\x8at\x8tc\x8ch\x8he\x8es\x8sarray·of·shape·(n_patches,·patch_height, | 173 | ····················p\x8pa\x8at\x8tc\x8ch\x8he\x8es\x8sarray·of·shape·(n_patches,·patch_height, |
| 174 | ····················patch_width)·or·(n_patches,·patch_height,·patch_width, | 174 | ····················patch_width)·or·(n_patches,·patch_height,·patch_width, |
| 175 | ····················n_channels) | 175 | ····················n_channels) |
| 176 | ························The·collection·of·patches·extracted·from·the·images, | 176 | ························The·collection·of·patches·extracted·from·the·images, |
| 177 | ························where·n_patches·is·either·n_samples·*·max_patches·or | 177 | ························where·n_patches·is·either·n_samples·*·max_patches·or |
| 178 | ························the·total·number·of·patches·that·can·be·extracted. | 178 | ························the·total·number·of·patches·that·can·be·extracted. |
| 179 | ©·2007·-·202 | 179 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 263 | </div></div><div·class="clearer"></div></section> | 263 | </div></div><div·class="clearer"></div></section> |
| 264 | </section> | 264 | </section> |
| 265 | ······</div> | 265 | ······</div> |
| 266 | ····<div·class="container"> | 266 | ····<div·class="container"> |
| 267 | ······<footer·class="sk-content-footer"> | 267 | ······<footer·class="sk-content-footer"> |
| 268 | ············©·2007·-·202 | 268 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 269 | ··········<a·href="../../_sources/modules/generated/sklearn.feature_extraction.image.extract_patches_2d.rst.txt"·rel="nofollow">Show·this·page·source</a> | 269 | ··········<a·href="../../_sources/modules/generated/sklearn.feature_extraction.image.extract_patches_2d.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 270 | ······</footer> | 270 | ······</footer> |
| 271 | ····</div> | 271 | ····</div> |
| 272 | ··</div> | 272 | ··</div> |
| 273 | </div> | 273 | </div> |
| 274 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 274 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 81 | ·······[[187·214·243] | 81 | ·······[[187·214·243] |
| 82 | ········[188·215·244]]] | 82 | ········[188·215·244]]] |
| 83 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.f\x8fe\x8ea\x8at\x8tu\x8ur\x8re\x8e_\x8_e\x8ex\x8xt\x8tr\x8ra\x8ac\x8ct\x8ti\x8io\x8on\x8n.\x8.i\x8im\x8ma\x8ag\x8ge\x8e.\x8.e\x8ex\x8xt\x8tr\x8ra\x8ac\x8ct\x8t_\x8_p\x8pa\x8at\x8tc\x8ch\x8he\x8es\x8s_\x8_2\x82d\x8d_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 83 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.f\x8fe\x8ea\x8at\x8tu\x8ur\x8re\x8e_\x8_e\x8ex\x8xt\x8tr\x8ra\x8ac\x8ct\x8ti\x8io\x8on\x8n.\x8.i\x8im\x8ma\x8ag\x8ge\x8e.\x8.e\x8ex\x8xt\x8tr\x8ra\x8ac\x8ct\x8t_\x8_p\x8pa\x8at\x8tc\x8ch\x8he\x8es\x8s_\x8_2\x82d\x8d_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 84 | _\x8O_\x8n_\x8l_\x8i_\x8n_\x8e_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8o_\x8f_\x8·_\x8a_\x8·_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8a_\x8r_\x8y_\x8·_\x8o_\x8f_\x8·_\x8p_\x8a_\x8r_\x8t_\x8s_\x8·_\x8o_\x8f_\x8·_\x8f_\x8a_\x8c_\x8e_\x8s | 84 | _\x8O_\x8n_\x8l_\x8i_\x8n_\x8e_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8o_\x8f_\x8·_\x8a_\x8·_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8a_\x8r_\x8y_\x8·_\x8o_\x8f_\x8·_\x8p_\x8a_\x8r_\x8t_\x8s_\x8·_\x8o_\x8f_\x8·_\x8f_\x8a_\x8c_\x8e_\x8s |
| 85 | Online·learning·of·a·dictionary·of·parts·of·faces | 85 | Online·learning·of·a·dictionary·of·parts·of·faces |
| 86 | _\x8I_\x8m_\x8a_\x8g_\x8e_\x8·_\x8d_\x8e_\x8n_\x8o_\x8i_\x8s_\x8i_\x8n_\x8g_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8a_\x8r_\x8y_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g | 86 | _\x8I_\x8m_\x8a_\x8g_\x8e_\x8·_\x8d_\x8e_\x8n_\x8o_\x8i_\x8s_\x8i_\x8n_\x8g_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8a_\x8r_\x8y_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g |
| 87 | Image·denoising·using·dictionary·learning | 87 | Image·denoising·using·dictionary·learning |
| 88 | ©·2007·-·202 | 88 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 241 | <div·class="clearer"></div></section> | 241 | <div·class="clearer"></div></section> |
| 242 | ······</div> | 242 | ······</div> |
| 243 | ····<div·class="container"> | 243 | ····<div·class="container"> |
| 244 | ······<footer·class="sk-content-footer"> | 244 | ······<footer·class="sk-content-footer"> |
| 245 | ············©·2007·-·202 | 245 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 246 | ··········<a·href="../../_sources/modules/generated/sklearn.feature_extraction.image.grid_to_graph.rst.txt"·rel="nofollow">Show·this·page·source</a> | 246 | ··········<a·href="../../_sources/modules/generated/sklearn.feature_extraction.image.grid_to_graph.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 247 | ······</footer> | 247 | ······</footer> |
| 248 | ····</div> | 248 | ····</div> |
| 249 | ··</div> | 249 | ··</div> |
| 250 | </div> | 250 | </div> |
| 251 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 251 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 65 | ······>>>·shape_img·=·(4,·4,·1) | 65 | ······>>>·shape_img·=·(4,·4,·1) |
| 66 | ······>>>·mask·=·np.zeros(shape=shape_img,·dtype=bool) | 66 | ······>>>·mask·=·np.zeros(shape=shape_img,·dtype=bool) |
| 67 | ······>>>·mask[[1,·2],·[1,·2],·:]·=·True | 67 | ······>>>·mask[[1,·2],·[1,·2],·:]·=·True |
| 68 | ······>>>·graph·=·grid_to_graph(*shape_img,·mask=mask) | 68 | ······>>>·graph·=·grid_to_graph(*shape_img,·mask=mask) |
| 69 | ······>>>·print(graph) | 69 | ······>>>·print(graph) |
| 70 | ········(0,·0)····1 | 70 | ········(0,·0)····1 |
| 71 | ········(1,·1)····1 | 71 | ········(1,·1)····1 |
| 72 | ©·2007·-·202 | 72 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 227 | <div·class="clearer"></div></section> | 227 | <div·class="clearer"></div></section> |
| 228 | ······</div> | 228 | ······</div> |
| 229 | ····<div·class="container"> | 229 | ····<div·class="container"> |
| 230 | ······<footer·class="sk-content-footer"> | 230 | ······<footer·class="sk-content-footer"> |
| 231 | ············©·2007·-·202 | 231 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 232 | ··········<a·href="../../_sources/modules/generated/sklearn.feature_extraction.image.img_to_graph.rst.txt"·rel="nofollow">Show·this·page·source</a> | 232 | ··········<a·href="../../_sources/modules/generated/sklearn.feature_extraction.image.img_to_graph.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 233 | ······</footer> | 233 | ······</footer> |
| 234 | ····</div> | 234 | ····</div> |
| 235 | ··</div> | 235 | ··</div> |
| 236 | </div> | 236 | </div> |
| 237 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 237 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 54 | ··················The·computed·adjacency·matrix. | 54 | ··················The·computed·adjacency·matrix. |
| 55 | ······Notes | 55 | ······Notes |
| 56 | ······For·scikit-learn·versions·0.14.1·and·prior,·return_as=np.ndarray·was | 56 | ······For·scikit-learn·versions·0.14.1·and·prior,·return_as=np.ndarray·was |
| 57 | ······handled·by·returning·a·dense·np.matrix·instance.·Going·forward, | 57 | ······handled·by·returning·a·dense·np.matrix·instance.·Going·forward, |
| 58 | ······np.ndarray·returns·an·np.ndarray,·as·expected. | 58 | ······np.ndarray·returns·an·np.ndarray,·as·expected. |
| 59 | ······For·compatibility,·user·code·relying·on·this·method·should·wrap·its·calls | 59 | ······For·compatibility,·user·code·relying·on·this·method·should·wrap·its·calls |
| 60 | ······in·np.asarray·to·avoid·type·issues. | 60 | ······in·np.asarray·to·avoid·type·issues. |
| 61 | ©·2007·-·202 | 61 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 228 | </div></div><div·class="clearer"></div></section> | 228 | </div></div><div·class="clearer"></div></section> |
| 229 | </section> | 229 | </section> |
| 230 | ······</div> | 230 | ······</div> |
| 231 | ····<div·class="container"> | 231 | ····<div·class="container"> |
| 232 | ······<footer·class="sk-content-footer"> | 232 | ······<footer·class="sk-content-footer"> |
| 233 | ············©·2007·-·202 | 233 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 234 | ··········<a·href="../../_sources/modules/generated/sklearn.feature_extraction.image.reconstruct_from_patches_2d.rst.txt"·rel="nofollow">Show·this·page·source</a> | 234 | ··········<a·href="../../_sources/modules/generated/sklearn.feature_extraction.image.reconstruct_from_patches_2d.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 235 | ······</footer> | 235 | ······</footer> |
| 236 | ····</div> | 236 | ····</div> |
| 237 | ··</div> | 237 | ··</div> |
| 238 | </div> | 238 | </div> |
| 239 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 239 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 51 | ········Returns: | 51 | ········Returns: |
| 52 | ··············i\x8im\x8ma\x8ag\x8ge\x8endarray·of·shape·image_size | 52 | ··············i\x8im\x8ma\x8ag\x8ge\x8endarray·of·shape·image_size |
| 53 | ··················The·reconstructed·image. | 53 | ··················The·reconstructed·image. |
| 54 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g | 54 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g |
| 55 | s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.f\x8fe\x8ea\x8at\x8tu\x8ur\x8re\x8e_\x8_e\x8ex\x8xt\x8tr\x8ra\x8ac\x8ct\x8ti\x8io\x8on\x8n.\x8.i\x8im\x8ma\x8ag\x8ge\x8e.\x8.r\x8re\x8ec\x8co\x8on\x8ns\x8st\x8tr\x8ru\x8uc\x8ct\x8t_\x8_f\x8fr\x8ro\x8om\x8m_\x8_p\x8pa\x8at\x8tc\x8ch\x8he\x8es\x8s_\x8_2\x82d\x8d_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 55 | s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.f\x8fe\x8ea\x8at\x8tu\x8ur\x8re\x8e_\x8_e\x8ex\x8xt\x8tr\x8ra\x8ac\x8ct\x8ti\x8io\x8on\x8n.\x8.i\x8im\x8ma\x8ag\x8ge\x8e.\x8.r\x8re\x8ec\x8co\x8on\x8ns\x8st\x8tr\x8ru\x8uc\x8ct\x8t_\x8_f\x8fr\x8ro\x8om\x8m_\x8_p\x8pa\x8at\x8tc\x8ch\x8he\x8es\x8s_\x8_2\x82d\x8d_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 56 | _\x8I_\x8m_\x8a_\x8g_\x8e_\x8·_\x8d_\x8e_\x8n_\x8o_\x8i_\x8s_\x8i_\x8n_\x8g_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8a_\x8r_\x8y_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g | 56 | _\x8I_\x8m_\x8a_\x8g_\x8e_\x8·_\x8d_\x8e_\x8n_\x8o_\x8i_\x8s_\x8i_\x8n_\x8g_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8a_\x8r_\x8y_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g |
| 57 | Image·denoising·using·dictionary·learning | 57 | Image·denoising·using·dictionary·learning |
| 58 | ©·2007·-·202 | 58 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 797 | </div></div><div·class="clearer"></div></section> | 797 | </div></div><div·class="clearer"></div></section> |
| 798 | </section> | 798 | </section> |
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| 802 | ············©·2007·-·202 | 802 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 803 | ··········<a·href="../../_sources/modules/generated/sklearn.feature_extraction.text.CountVectorizer.rst.txt"·rel="nofollow">Show·this·page·source</a> | 803 | ··········<a·href="../../_sources/modules/generated/sklearn.feature_extraction.text.CountVectorizer.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 428 | Topic·extraction·with·Non-negative·Matrix·Factorization·and·Latent·Dirichlet | 428 | Topic·extraction·with·Non-negative·Matrix·Factorization·and·Latent·Dirichlet |
| 429 | Allocation | 429 | Allocation |
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| 431 | Semi-supervised·Classification·on·a·Text·Dataset | 431 | Semi-supervised·Classification·on·a·Text·Dataset |
| 432 | _\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8H_\x8a_\x8s_\x8h_\x8e_\x8r_\x8·_\x8a_\x8n_\x8d_\x8·_\x8D_\x8i_\x8c_\x8t_\x8V_\x8e_\x8c_\x8t_\x8o_\x8r_\x8i_\x8z_\x8e_\x8r_\x8·_\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n | 432 | _\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8H_\x8a_\x8s_\x8h_\x8e_\x8r_\x8·_\x8a_\x8n_\x8d_\x8·_\x8D_\x8i_\x8c_\x8t_\x8V_\x8e_\x8c_\x8t_\x8o_\x8r_\x8i_\x8z_\x8e_\x8r_\x8·_\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n |
| 433 | FeatureHasher·and·DictVectorizer·Comparison | 433 | FeatureHasher·and·DictVectorizer·Comparison |
| 434 | ©·2007·-·202 | 434 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 337 | Out-of-core·classification·of·text·documents | 337 | Out-of-core·classification·of·text·documents |
| 338 | _\x8C_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8k_\x8-_\x8m_\x8e_\x8a_\x8n_\x8s | 338 | _\x8C_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8k_\x8-_\x8m_\x8e_\x8a_\x8n_\x8s |
| 339 | Clustering·text·documents·using·k-means | 339 | Clustering·text·documents·using·k-means |
| 340 | _\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8H_\x8a_\x8s_\x8h_\x8e_\x8r_\x8·_\x8a_\x8n_\x8d_\x8·_\x8D_\x8i_\x8c_\x8t_\x8V_\x8e_\x8c_\x8t_\x8o_\x8r_\x8i_\x8z_\x8e_\x8r_\x8·_\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n | 340 | _\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8H_\x8a_\x8s_\x8h_\x8e_\x8r_\x8·_\x8a_\x8n_\x8d_\x8·_\x8D_\x8i_\x8c_\x8t_\x8V_\x8e_\x8c_\x8t_\x8o_\x8r_\x8i_\x8z_\x8e_\x8r_\x8·_\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n |
| 341 | FeatureHasher·and·DictVectorizer·Comparison | 341 | FeatureHasher·and·DictVectorizer·Comparison |
| 342 | ©·2007·-·202 | 342 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 632 | ············©·2007·-·202 | 632 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 633 | ··········<a·href="../../_sources/modules/generated/sklearn.feature_extraction.text.TfidfTransformer.rst.txt"·rel="nofollow">Show·this·page·source</a> | 633 | ··········<a·href="../../_sources/modules/generated/sklearn.feature_extraction.text.TfidfTransformer.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 287 | Semi-supervised·Classification·on·a·Text·Dataset | 287 | Semi-supervised·Classification·on·a·Text·Dataset |
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| 289 | Clustering·text·documents·using·k-means | 289 | Clustering·text·documents·using·k-means |
| 290 | _\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8H_\x8a_\x8s_\x8h_\x8e_\x8r_\x8·_\x8a_\x8n_\x8d_\x8·_\x8D_\x8i_\x8c_\x8t_\x8V_\x8e_\x8c_\x8t_\x8o_\x8r_\x8i_\x8z_\x8e_\x8r_\x8·_\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n | 290 | _\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8H_\x8a_\x8s_\x8h_\x8e_\x8r_\x8·_\x8a_\x8n_\x8d_\x8·_\x8D_\x8i_\x8c_\x8t_\x8V_\x8e_\x8c_\x8t_\x8o_\x8r_\x8i_\x8z_\x8e_\x8r_\x8·_\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n |
| 291 | FeatureHasher·and·DictVectorizer·Comparison | 291 | FeatureHasher·and·DictVectorizer·Comparison |
| 292 | ©·2007·-·202 | 292 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 832 | ············©·2007·-·202 | 832 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 833 | ··········<a·href="../../_sources/modules/generated/sklearn.feature_extraction.text.TfidfVectorizer.rst.txt"·rel="nofollow">Show·this·page·source</a> | 833 | ··········<a·href="../../_sources/modules/generated/sklearn.feature_extraction.text.TfidfVectorizer.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 444 | Column·Transformer·with·Heterogeneous·Data·Sources | 444 | Column·Transformer·with·Heterogeneous·Data·Sources |
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| 446 | Classification·of·text·documents·using·sparse·features | 446 | Classification·of·text·documents·using·sparse·features |
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| 448 | Clustering·text·documents·using·k-means | 448 | Clustering·text·documents·using·k-means |
| 449 | _\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8H_\x8a_\x8s_\x8h_\x8e_\x8r_\x8·_\x8a_\x8n_\x8d_\x8·_\x8D_\x8i_\x8c_\x8t_\x8V_\x8e_\x8c_\x8t_\x8o_\x8r_\x8i_\x8z_\x8e_\x8r_\x8·_\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n | 449 | _\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8H_\x8a_\x8s_\x8h_\x8e_\x8r_\x8·_\x8a_\x8n_\x8d_\x8·_\x8D_\x8i_\x8c_\x8t_\x8V_\x8e_\x8c_\x8t_\x8o_\x8r_\x8i_\x8z_\x8e_\x8r_\x8·_\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n |
| 450 | FeatureHasher·and·DictVectorizer·Comparison | 450 | FeatureHasher·and·DictVectorizer·Comparison |
| 451 | ©·2007·-·202 | 451 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 554 | ······</div> | 554 | ······</div> |
| 555 | ····<div·class="container"> | 555 | ····<div·class="container"> |
| 556 | ······<footer·class="sk-content-footer"> | 556 | ······<footer·class="sk-content-footer"> |
| 557 | ············©·2007·-·202 | 557 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 558 | ··········<a·href="../../_sources/modules/generated/sklearn.feature_selection.GenericUnivariateSelect.rst.txt"·rel="nofollow">Show·this·page·source</a> | 558 | ··········<a·href="../../_sources/modules/generated/sklearn.feature_selection.GenericUnivariateSelect.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 559 | ······</footer> | 559 | ······</footer> |
| 560 | ····</div> | 560 | ····</div> |
| 561 | ··</div> | 561 | ··</div> |
| 562 | </div> | 562 | </div> |
| 563 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 563 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 228 | ············Reduce·X·to·the·selected·features. | 228 | ············Reduce·X·to·the·selected·features. |
| 229 | ··············Parameters: | 229 | ··············Parameters: |
| 230 | ····················X\x8Xarray·of·shape·[n_samples,·n_features] | 230 | ····················X\x8Xarray·of·shape·[n_samples,·n_features] |
| 231 | ························The·input·samples. | 231 | ························The·input·samples. |
| 232 | ··············Returns: | 232 | ··············Returns: |
| 233 | ····················X\x8X_\x8_r\x8rarray·of·shape·[n_samples,·n_selected_features] | 233 | ····················X\x8X_\x8_r\x8rarray·of·shape·[n_samples,·n_selected_features] |
| 234 | ························The·input·samples·with·only·the·selected·features. | 234 | ························The·input·samples·with·only·the·selected·features. |
| 235 | ©·2007·-·202 | 235 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 751 | </div></div><div·class="clearer"></div></section> | 751 | </div></div><div·class="clearer"></div></section> |
| 752 | </section> | 752 | </section> |
| 753 | ······</div> | 753 | ······</div> |
| 754 | ····<div·class="container"> | 754 | ····<div·class="container"> |
| 755 | ······<footer·class="sk-content-footer"> | 755 | ······<footer·class="sk-content-footer"> |
| 756 | ············©·2007·-·202 | 756 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 757 | ··········<a·href="../../_sources/modules/generated/sklearn.feature_selection.RFE.rst.txt"·rel="nofollow">Show·this·page·source</a> | 757 | ··········<a·href="../../_sources/modules/generated/sklearn.feature_selection.RFE.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 758 | ······</footer> | 758 | ······</footer> |
| 759 | ····</div> | 759 | ····</div> |
| 760 | ··</div> | 760 | ··</div> |
| 761 | </div> | 761 | </div> |
| 762 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 762 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 347 | ························The·input·samples. | 347 | ························The·input·samples. |
| 348 | ··············Returns: | 348 | ··············Returns: |
| 349 | ····················X\x8X_\x8_r\x8rarray·of·shape·[n_samples,·n_selected_features] | 349 | ····················X\x8X_\x8_r\x8rarray·of·shape·[n_samples,·n_selected_features] |
| 350 | ························The·input·samples·with·only·the·selected·features. | 350 | ························The·input·samples·with·only·the·selected·features. |
| 351 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.f\x8fe\x8ea\x8at\x8tu\x8ur\x8re\x8e_\x8_s\x8se\x8el\x8le\x8ec\x8ct\x8ti\x8io\x8on\x8n.\x8.R\x8RF\x8FE\x8E_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 351 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.f\x8fe\x8ea\x8at\x8tu\x8ur\x8re\x8e_\x8_s\x8se\x8el\x8le\x8ec\x8ct\x8ti\x8io\x8on\x8n.\x8.R\x8RF\x8FE\x8E_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 352 | _\x8R_\x8e_\x8c_\x8u_\x8r_\x8s_\x8i_\x8v_\x8e_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8e_\x8l_\x8i_\x8m_\x8i_\x8n_\x8a_\x8t_\x8i_\x8o_\x8n | 352 | _\x8R_\x8e_\x8c_\x8u_\x8r_\x8s_\x8i_\x8v_\x8e_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8e_\x8l_\x8i_\x8m_\x8i_\x8n_\x8a_\x8t_\x8i_\x8o_\x8n |
| 353 | Recursive·feature·elimination | 353 | Recursive·feature·elimination |
| 354 | ©·2007·-·202 | 354 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 848 | </div></div><div·class="clearer"></div></section> | 848 | </div></div><div·class="clearer"></div></section> |
| 849 | </section> | 849 | </section> |
| 850 | ······</div> | 850 | ······</div> |
| 851 | ····<div·class="container"> | 851 | ····<div·class="container"> |
| 852 | ······<footer·class="sk-content-footer"> | 852 | ······<footer·class="sk-content-footer"> |
| 853 | ············©·2007·-·202 | 853 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 854 | ··········<a·href="../../_sources/modules/generated/sklearn.feature_selection.RFECV.rst.txt"·rel="nofollow">Show·this·page·source</a> | 854 | ··········<a·href="../../_sources/modules/generated/sklearn.feature_selection.RFECV.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 855 | ······</footer> | 855 | ······</footer> |
| 856 | ····</div> | 856 | ····</div> |
| 857 | ··</div> | 857 | ··</div> |
| 858 | </div> | 858 | </div> |
| 859 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 859 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 417 | ························The·input·samples. | 417 | ························The·input·samples. |
| 418 | ··············Returns: | 418 | ··············Returns: |
| 419 | ····················X\x8X_\x8_r\x8rarray·of·shape·[n_samples,·n_selected_features] | 419 | ····················X\x8X_\x8_r\x8rarray·of·shape·[n_samples,·n_selected_features] |
| 420 | ························The·input·samples·with·only·the·selected·features. | 420 | ························The·input·samples·with·only·the·selected·features. |
| 421 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.f\x8fe\x8ea\x8at\x8tu\x8ur\x8re\x8e_\x8_s\x8se\x8el\x8le\x8ec\x8ct\x8ti\x8io\x8on\x8n.\x8.R\x8RF\x8FE\x8EC\x8CV\x8V_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 421 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.f\x8fe\x8ea\x8at\x8tu\x8ur\x8re\x8e_\x8_s\x8se\x8el\x8le\x8ec\x8ct\x8ti\x8io\x8on\x8n.\x8.R\x8RF\x8FE\x8EC\x8CV\x8V_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 422 | _\x8R_\x8e_\x8c_\x8u_\x8r_\x8s_\x8i_\x8v_\x8e_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8e_\x8l_\x8i_\x8m_\x8i_\x8n_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8c_\x8r_\x8o_\x8s_\x8s_\x8-_\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n | 422 | _\x8R_\x8e_\x8c_\x8u_\x8r_\x8s_\x8i_\x8v_\x8e_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8e_\x8l_\x8i_\x8m_\x8i_\x8n_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8c_\x8r_\x8o_\x8s_\x8s_\x8-_\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n |
| 423 | Recursive·feature·elimination·with·cross-validation | 423 | Recursive·feature·elimination·with·cross-validation |
| 424 | ©·2007·-·202 | 424 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 554 | <div·class="clearer"></div></section> | 554 | <div·class="clearer"></div></section> |
| 555 | ······</div> | 555 | ······</div> |
| 556 | ····<div·class="container"> | 556 | ····<div·class="container"> |
| 557 | ······<footer·class="sk-content-footer"> | 557 | ······<footer·class="sk-content-footer"> |
| 558 | ············©·2007·-·202 | 558 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 559 | ··········<a·href="../../_sources/modules/generated/sklearn.feature_selection.SelectFdr.rst.txt"·rel="nofollow">Show·this·page·source</a> | 559 | ··········<a·href="../../_sources/modules/generated/sklearn.feature_selection.SelectFdr.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 560 | ······</footer> | 560 | ······</footer> |
| 561 | ····</div> | 561 | ····</div> |
| 562 | ··</div> | 562 | ··</div> |
| 563 | </div> | 563 | </div> |
| 564 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 564 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 226 | ············Reduce·X·to·the·selected·features. | 226 | ············Reduce·X·to·the·selected·features. |
| 227 | ··············Parameters: | 227 | ··············Parameters: |
| 228 | ····················X\x8Xarray·of·shape·[n_samples,·n_features] | 228 | ····················X\x8Xarray·of·shape·[n_samples,·n_features] |
| 229 | ························The·input·samples. | 229 | ························The·input·samples. |
| 230 | ··············Returns: | 230 | ··············Returns: |
| 231 | ····················X\x8X_\x8_r\x8rarray·of·shape·[n_samples,·n_selected_features] | 231 | ····················X\x8X_\x8_r\x8rarray·of·shape·[n_samples,·n_selected_features] |
| 232 | ························The·input·samples·with·only·the·selected·features. | 232 | ························The·input·samples·with·only·the·selected·features. |
| 233 | ©·2007·-·202 | 233 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 552 | <div·class="clearer"></div></section> | 552 | <div·class="clearer"></div></section> |
| 553 | ······</div> | 553 | ······</div> |
| 554 | ····<div·class="container"> | 554 | ····<div·class="container"> |
| 555 | ······<footer·class="sk-content-footer"> | 555 | ······<footer·class="sk-content-footer"> |
| 556 | ············©·2007·-·202 | 556 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 557 | ··········<a·href="../../_sources/modules/generated/sklearn.feature_selection.SelectFpr.rst.txt"·rel="nofollow">Show·this·page·source</a> | 557 | ··········<a·href="../../_sources/modules/generated/sklearn.feature_selection.SelectFpr.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 558 | ······</footer> | 558 | ······</footer> |
| 559 | ····</div> | 559 | ····</div> |
| 560 | ··</div> | 560 | ··</div> |
| 561 | </div> | 561 | </div> |
| 562 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 562 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 224 | ············Reduce·X·to·the·selected·features. | 224 | ············Reduce·X·to·the·selected·features. |
| 225 | ··············Parameters: | 225 | ··············Parameters: |
| 226 | ····················X\x8Xarray·of·shape·[n_samples,·n_features] | 226 | ····················X\x8Xarray·of·shape·[n_samples,·n_features] |
| 227 | ························The·input·samples. | 227 | ························The·input·samples. |
| 228 | ··············Returns: | 228 | ··············Returns: |
| 229 | ····················X\x8X_\x8_r\x8rarray·of·shape·[n_samples,·n_selected_features] | 229 | ····················X\x8X_\x8_r\x8rarray·of·shape·[n_samples,·n_selected_features] |
| 230 | ························The·input·samples·with·only·the·selected·features. | 230 | ························The·input·samples·with·only·the·selected·features. |
| 231 | ©·2007·-·202 | 231 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 719 | </div></div><div·class="clearer"></div></section> | 719 | </div></div><div·class="clearer"></div></section> |
| 720 | </section> | 720 | </section> |
| 721 | ······</div> | 721 | ······</div> |
| 722 | ····<div·class="container"> | 722 | ····<div·class="container"> |
| 723 | ······<footer·class="sk-content-footer"> | 723 | ······<footer·class="sk-content-footer"> |
| 724 | ············©·2007·-·202 | 724 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 725 | ··········<a·href="../../_sources/modules/generated/sklearn.feature_selection.SelectFromModel.rst.txt"·rel="nofollow">Show·this·page·source</a> | 725 | ··········<a·href="../../_sources/modules/generated/sklearn.feature_selection.SelectFromModel.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 726 | ······</footer> | 726 | ······</footer> |
| 727 | ····</div> | 727 | ····</div> |
| 728 | ··</div> | 728 | ··</div> |
| 729 | </div> | 729 | </div> |
| 730 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 730 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 339 | ························The·input·samples. | 339 | ························The·input·samples. |
| 340 | ··············Returns: | 340 | ··············Returns: |
| 341 | ····················X\x8X_\x8_r\x8rarray·of·shape·[n_samples,·n_selected_features] | 341 | ····················X\x8X_\x8_r\x8rarray·of·shape·[n_samples,·n_selected_features] |
| 342 | ························The·input·samples·with·only·the·selected·features. | 342 | ························The·input·samples·with·only·the·selected·features. |
| 343 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.f\x8fe\x8ea\x8at\x8tu\x8ur\x8re\x8e_\x8_s\x8se\x8el\x8le\x8ec\x8ct\x8ti\x8io\x8on\x8n.\x8.S\x8Se\x8el\x8le\x8ec\x8ct\x8tF\x8Fr\x8ro\x8om\x8mM\x8Mo\x8od\x8de\x8el\x8l_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 343 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.f\x8fe\x8ea\x8at\x8tu\x8ur\x8re\x8e_\x8_s\x8se\x8el\x8le\x8ec\x8ct\x8ti\x8io\x8on\x8n.\x8.S\x8Se\x8el\x8le\x8ec\x8ct\x8tF\x8Fr\x8ro\x8om\x8mM\x8Mo\x8od\x8de\x8el\x8l_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 344 | _\x8M_\x8o_\x8d_\x8e_\x8l_\x8-_\x8b_\x8a_\x8s_\x8e_\x8d_\x8·_\x8a_\x8n_\x8d_\x8·_\x8s_\x8e_\x8q_\x8u_\x8e_\x8n_\x8t_\x8i_\x8a_\x8l_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n | 344 | _\x8M_\x8o_\x8d_\x8e_\x8l_\x8-_\x8b_\x8a_\x8s_\x8e_\x8d_\x8·_\x8a_\x8n_\x8d_\x8·_\x8s_\x8e_\x8q_\x8u_\x8e_\x8n_\x8t_\x8i_\x8a_\x8l_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n |
| 345 | Model-based·and·sequential·feature·selection | 345 | Model-based·and·sequential·feature·selection |
| 346 | ©·2007·-·202 | 346 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 547 | ······</div> | 547 | ······</div> |
| 548 | ····<div·class="container"> | 548 | ····<div·class="container"> |
| 549 | ······<footer·class="sk-content-footer"> | 549 | ······<footer·class="sk-content-footer"> |
| 550 | ············©·2007·-·202 | 550 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 551 | ··········<a·href="../../_sources/modules/generated/sklearn.feature_selection.SelectFwe.rst.txt"·rel="nofollow">Show·this·page·source</a> | 551 | ··········<a·href="../../_sources/modules/generated/sklearn.feature_selection.SelectFwe.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 552 | ······</footer> | 552 | ······</footer> |
| 553 | ····</div> | 553 | ····</div> |
| 554 | ··</div> | 554 | ··</div> |
| 555 | </div> | 555 | </div> |
| 556 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 556 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 218 | ············Reduce·X·to·the·selected·features. | 218 | ············Reduce·X·to·the·selected·features. |
| 219 | ··············Parameters: | 219 | ··············Parameters: |
| 220 | ····················X\x8Xarray·of·shape·[n_samples,·n_features] | 220 | ····················X\x8Xarray·of·shape·[n_samples,·n_features] |
| 221 | ························The·input·samples. | 221 | ························The·input·samples. |
| 222 | ··············Returns: | 222 | ··············Returns: |
| 223 | ····················X\x8X_\x8_r\x8rarray·of·shape·[n_samples,·n_selected_features] | 223 | ····················X\x8X_\x8_r\x8rarray·of·shape·[n_samples,·n_selected_features] |
| 224 | ························The·input·samples·with·only·the·selected·features. | 224 | ························The·input·samples·with·only·the·selected·features. |
| 225 | ©·2007·-·202 | 225 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 581 | </section> | 581 | </section> |
| 582 | ······</div> | 582 | ······</div> |
| 583 | ····<div·class="container"> | 583 | ····<div·class="container"> |
| 584 | ······<footer·class="sk-content-footer"> | 584 | ······<footer·class="sk-content-footer"> |
| 585 | ············©·2007·-·202 | 585 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 586 | ··········<a·href="../../_sources/modules/generated/sklearn.feature_selection.SelectKBest.rst.txt"·rel="nofollow">Show·this·page·source</a> | 586 | ··········<a·href="../../_sources/modules/generated/sklearn.feature_selection.SelectKBest.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 587 | ······</footer> | 587 | ······</footer> |
| 588 | ····</div> | 588 | ····</div> |
| 589 | ··</div> | 589 | ··</div> |
| 590 | </div> | 590 | </div> |
| 591 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 591 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 242 | Pipeline·ANOVA·SVM | 242 | Pipeline·ANOVA·SVM |
| 243 | _\x8U_\x8n_\x8i_\x8v_\x8a_\x8r_\x8i_\x8a_\x8t_\x8e_\x8·_\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8S_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n | 243 | _\x8U_\x8n_\x8i_\x8v_\x8a_\x8r_\x8i_\x8a_\x8t_\x8e_\x8·_\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8S_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n |
| 244 | Univariate·Feature·Selection | 244 | Univariate·Feature·Selection |
| 245 | _\x8C_\x8o_\x8n_\x8c_\x8a_\x8t_\x8e_\x8n_\x8a_\x8t_\x8i_\x8n_\x8g_\x8·_\x8m_\x8u_\x8l_\x8t_\x8i_\x8p_\x8l_\x8e_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8e_\x8x_\x8t_\x8r_\x8a_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8m_\x8e_\x8t_\x8h_\x8o_\x8d_\x8s | 245 | _\x8C_\x8o_\x8n_\x8c_\x8a_\x8t_\x8e_\x8n_\x8a_\x8t_\x8i_\x8n_\x8g_\x8·_\x8m_\x8u_\x8l_\x8t_\x8i_\x8p_\x8l_\x8e_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8e_\x8x_\x8t_\x8r_\x8a_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8m_\x8e_\x8t_\x8h_\x8o_\x8d_\x8s |
| 246 | Concatenating·multiple·feature·extraction·methods | 246 | Concatenating·multiple·feature·extraction·methods |
| 247 | _\x8S_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8n_\x8g_\x8·_\x8d_\x8i_\x8m_\x8e_\x8n_\x8s_\x8i_\x8o_\x8n_\x8a_\x8l_\x8i_\x8t_\x8y_\x8·_\x8r_\x8e_\x8d_\x8u_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8P_\x8i_\x8p_\x8e_\x8l_\x8i_\x8n_\x8e_\x8·_\x8a_\x8n_\x8d_\x8·_\x8G_\x8r_\x8i_\x8d_\x8S_\x8e_\x8a_\x8r_\x8c_\x8h_\x8C_\x8V | 247 | _\x8S_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8n_\x8g_\x8·_\x8d_\x8i_\x8m_\x8e_\x8n_\x8s_\x8i_\x8o_\x8n_\x8a_\x8l_\x8i_\x8t_\x8y_\x8·_\x8r_\x8e_\x8d_\x8u_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8P_\x8i_\x8p_\x8e_\x8l_\x8i_\x8n_\x8e_\x8·_\x8a_\x8n_\x8d_\x8·_\x8G_\x8r_\x8i_\x8d_\x8S_\x8e_\x8a_\x8r_\x8c_\x8h_\x8C_\x8V |
| 248 | Selecting·dimensionality·reduction·with·Pipeline·and·GridSearchCV | 248 | Selecting·dimensionality·reduction·with·Pipeline·and·GridSearchCV |
| 249 | ©·2007·-·202 | 249 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 577 | </section> | 577 | </section> |
| 578 | ······</div> | 578 | ······</div> |
| 579 | ····<div·class="container"> | 579 | ····<div·class="container"> |
| 580 | ······<footer·class="sk-content-footer"> | 580 | ······<footer·class="sk-content-footer"> |
| 581 | ············©·2007·-·202 | 581 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 582 | ··········<a·href="../../_sources/modules/generated/sklearn.feature_selection.SelectPercentile.rst.txt"·rel="nofollow">Show·this·page·source</a> | 582 | ··········<a·href="../../_sources/modules/generated/sklearn.feature_selection.SelectPercentile.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 583 | ······</footer> | 583 | ······</footer> |
| 584 | ····</div> | 584 | ····</div> |
| 585 | ··</div> | 585 | ··</div> |
| 586 | </div> | 586 | </div> |
| 587 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 587 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 239 | Feature·agglomeration·vs.·univariate·selection | 239 | Feature·agglomeration·vs.·univariate·selection |
| 240 | _\x8I_\x8n_\x8t_\x8r_\x8o_\x8d_\x8u_\x8c_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8s_\x8e_\x8t_\x8__\x8o_\x8u_\x8t_\x8p_\x8u_\x8t_\x8·_\x8A_\x8P_\x8I | 240 | _\x8I_\x8n_\x8t_\x8r_\x8o_\x8d_\x8u_\x8c_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8s_\x8e_\x8t_\x8__\x8o_\x8u_\x8t_\x8p_\x8u_\x8t_\x8·_\x8A_\x8P_\x8I |
| 241 | Introducing·the·set_output·API | 241 | Introducing·the·set_output·API |
| 242 | _\x8C_\x8o_\x8l_\x8u_\x8m_\x8n_\x8·_\x8T_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8e_\x8r_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8M_\x8i_\x8x_\x8e_\x8d_\x8·_\x8T_\x8y_\x8p_\x8e_\x8s | 242 | _\x8C_\x8o_\x8l_\x8u_\x8m_\x8n_\x8·_\x8T_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8e_\x8r_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8M_\x8i_\x8x_\x8e_\x8d_\x8·_\x8T_\x8y_\x8p_\x8e_\x8s |
| 243 | Column·Transformer·with·Mixed·Types | 243 | Column·Transformer·with·Mixed·Types |
| 244 | _\x8S_\x8V_\x8M_\x8-_\x8A_\x8n_\x8o_\x8v_\x8a_\x8:_\x8·_\x8S_\x8V_\x8M_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8u_\x8n_\x8i_\x8v_\x8a_\x8r_\x8i_\x8a_\x8t_\x8e_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n | 244 | _\x8S_\x8V_\x8M_\x8-_\x8A_\x8n_\x8o_\x8v_\x8a_\x8:_\x8·_\x8S_\x8V_\x8M_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8u_\x8n_\x8i_\x8v_\x8a_\x8r_\x8i_\x8a_\x8t_\x8e_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n |
| 245 | SVM-Anova:·SVM·with·univariate·feature·selection | 245 | SVM-Anova:·SVM·with·univariate·feature·selection |
| 246 | ©·2007·-·202 | 246 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 402 | ······</div> | 402 | ······</div> |
| 403 | ····<div·class="container"> | 403 | ····<div·class="container"> |
| 404 | ······<footer·class="sk-content-footer"> | 404 | ······<footer·class="sk-content-footer"> |
| 405 | ············©·2007·-·202 | 405 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 406 | ··········<a·href="../../_sources/modules/generated/sklearn.feature_selection.SelectorMixin.rst.txt"·rel="nofollow">Show·this·page·source</a> | 406 | ··········<a·href="../../_sources/modules/generated/sklearn.feature_selection.SelectorMixin.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 407 | ······</footer> | 407 | ······</footer> |
| 408 | ····</div> | 408 | ····</div> |
| 409 | ··</div> | 409 | ··</div> |
| 410 | </div> | 410 | </div> |
| 411 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 411 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 140 | ············Reduce·X·to·the·selected·features. | 140 | ············Reduce·X·to·the·selected·features. |
| 141 | ··············Parameters: | 141 | ··············Parameters: |
| 142 | ····················X\x8Xarray·of·shape·[n_samples,·n_features] | 142 | ····················X\x8Xarray·of·shape·[n_samples,·n_features] |
| 143 | ························The·input·samples. | 143 | ························The·input·samples. |
| 144 | ··············Returns: | 144 | ··············Returns: |
| 145 | ····················X\x8X_\x8_r\x8rarray·of·shape·[n_samples,·n_selected_features] | 145 | ····················X\x8X_\x8_r\x8rarray·of·shape·[n_samples,·n_selected_features] |
| 146 | ························The·input·samples·with·only·the·selected·features. | 146 | ························The·input·samples·with·only·the·selected·features. |
| 147 | ©·2007·-·202 | 147 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 609 | </section> | 609 | </section> |
| 610 | ······</div> | 610 | ······</div> |
| 611 | ····<div·class="container"> | 611 | ····<div·class="container"> |
| 612 | ······<footer·class="sk-content-footer"> | 612 | ······<footer·class="sk-content-footer"> |
| 613 | ············©·2007·-·202 | 613 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 614 | ··········<a·href="../../_sources/modules/generated/sklearn.feature_selection.SequentialFeatureSelector.rst.txt"·rel="nofollow">Show·this·page·source</a> | 614 | ··········<a·href="../../_sources/modules/generated/sklearn.feature_selection.SequentialFeatureSelector.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 615 | ······</footer> | 615 | ······</footer> |
| 616 | ····</div> | 616 | ····</div> |
| 617 | ··</div> | 617 | ··</div> |
| 618 | </div> | 618 | </div> |
| 619 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 619 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 275 | ························The·input·samples·with·only·the·selected·features. | 275 | ························The·input·samples·with·only·the·selected·features. |
| 276 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.f\x8fe\x8ea\x8at\x8tu\x8ur\x8re\x8e_\x8_s\x8se\x8el\x8le\x8ec\x8ct\x8ti\x8io\x8on\x8n.\x8.S\x8Se\x8eq\x8qu\x8ue\x8en\x8nt\x8ti\x8ia\x8al\x8lF\x8Fe\x8ea\x8at\x8tu\x8ur\x8re\x8eS\x8Se\x8el\x8le\x8ec\x8ct\x8to\x8or\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 276 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.f\x8fe\x8ea\x8at\x8tu\x8ur\x8re\x8e_\x8_s\x8se\x8el\x8le\x8ec\x8ct\x8ti\x8io\x8on\x8n.\x8.S\x8Se\x8eq\x8qu\x8ue\x8en\x8nt\x8ti\x8ia\x8al\x8lF\x8Fe\x8ea\x8at\x8tu\x8ur\x8re\x8eS\x8Se\x8el\x8le\x8ec\x8ct\x8to\x8or\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 277 | _\x8R_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8·_\x8H_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n_\x8·_\x80_\x8._\x82_\x84 | 277 | _\x8R_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8·_\x8H_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n_\x8·_\x80_\x8._\x82_\x84 |
| 278 | Release·Highlights·for·scikit-learn·0.24 | 278 | Release·Highlights·for·scikit-learn·0.24 |
| 279 | _\x8M_\x8o_\x8d_\x8e_\x8l_\x8-_\x8b_\x8a_\x8s_\x8e_\x8d_\x8·_\x8a_\x8n_\x8d_\x8·_\x8s_\x8e_\x8q_\x8u_\x8e_\x8n_\x8t_\x8i_\x8a_\x8l_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n | 279 | _\x8M_\x8o_\x8d_\x8e_\x8l_\x8-_\x8b_\x8a_\x8s_\x8e_\x8d_\x8·_\x8a_\x8n_\x8d_\x8·_\x8s_\x8e_\x8q_\x8u_\x8e_\x8n_\x8t_\x8i_\x8a_\x8l_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n |
| 280 | Model-based·and·sequential·feature·selection | 280 | Model-based·and·sequential·feature·selection |
| 281 | ©·2007·-·202 | 281 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 539 | ······</div> | 539 | ······</div> |
| 540 | ····<div·class="container"> | 540 | ····<div·class="container"> |
| 541 | ······<footer·class="sk-content-footer"> | 541 | ······<footer·class="sk-content-footer"> |
| 542 | ············©·2007·-·202 | 542 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 543 | ··········<a·href="../../_sources/modules/generated/sklearn.feature_selection.VarianceThreshold.rst.txt"·rel="nofollow">Show·this·page·source</a> | 543 | ··········<a·href="../../_sources/modules/generated/sklearn.feature_selection.VarianceThreshold.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 544 | ······</footer> | 544 | ······</footer> |
| 545 | ····</div> | 545 | ····</div> |
| 546 | ··</div> | 546 | ··</div> |
| 547 | </div> | 547 | </div> |
| 548 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 548 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 209 | ············Reduce·X·to·the·selected·features. | 209 | ············Reduce·X·to·the·selected·features. |
| 210 | ··············Parameters: | 210 | ··············Parameters: |
| 211 | ····················X\x8Xarray·of·shape·[n_samples,·n_features] | 211 | ····················X\x8Xarray·of·shape·[n_samples,·n_features] |
| 212 | ························The·input·samples. | 212 | ························The·input·samples. |
| 213 | ··············Returns: | 213 | ··············Returns: |
| 214 | ····················X\x8X_\x8_r\x8rarray·of·shape·[n_samples,·n_selected_features] | 214 | ····················X\x8X_\x8_r\x8rarray·of·shape·[n_samples,·n_selected_features] |
| 215 | ························The·input·samples·with·only·the·selected·features. | 215 | ························The·input·samples·with·only·the·selected·features. |
| 216 | ©·2007·-·202 | 216 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 262 | </section> | 262 | </section> |
| 263 | ······</div> | 263 | ······</div> |
| 264 | ····<div·class="container"> | 264 | ····<div·class="container"> |
| 265 | ······<footer·class="sk-content-footer"> | 265 | ······<footer·class="sk-content-footer"> |
| 266 | ············©·2007·-·202 | 266 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 267 | ··········<a·href="../../_sources/modules/generated/sklearn.feature_selection.chi2.rst.txt"·rel="nofollow">Show·this·page·source</a> | 267 | ··········<a·href="../../_sources/modules/generated/sklearn.feature_selection.chi2.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 268 | ······</footer> | 268 | ······</footer> |
| 269 | ····</div> | 269 | ····</div> |
| 270 | ··</div> | 270 | ··</div> |
| 271 | </div> | 271 | </div> |
| 272 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 272 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 73 | ······>>>·chi2_stats | 73 | ······>>>·chi2_stats |
| 74 | ······array([15.3...,··6.5·······,··8.9...]) | 74 | ······array([15.3...,··6.5·······,··8.9...]) |
| 75 | ······>>>·p_values | 75 | ······>>>·p_values |
| 76 | ······array([0.0004...,·0.0387...,·0.0116...·]) | 76 | ······array([0.0004...,·0.0387...,·0.0116...·]) |
| 77 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.f\x8fe\x8ea\x8at\x8tu\x8ur\x8re\x8e_\x8_s\x8se\x8el\x8le\x8ec\x8ct\x8ti\x8io\x8on\x8n.\x8.c\x8ch\x8hi\x8i2\x82_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 77 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.f\x8fe\x8ea\x8at\x8tu\x8ur\x8re\x8e_\x8_s\x8se\x8el\x8le\x8ec\x8ct\x8ti\x8io\x8on\x8n.\x8.c\x8ch\x8hi\x8i2\x82_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 78 | _\x8C_\x8o_\x8l_\x8u_\x8m_\x8n_\x8·_\x8T_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8e_\x8r_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8M_\x8i_\x8x_\x8e_\x8d_\x8·_\x8T_\x8y_\x8p_\x8e_\x8s | 78 | _\x8C_\x8o_\x8l_\x8u_\x8m_\x8n_\x8·_\x8T_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8e_\x8r_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8M_\x8i_\x8x_\x8e_\x8d_\x8·_\x8T_\x8y_\x8p_\x8e_\x8s |
| 79 | Column·Transformer·with·Mixed·Types | 79 | Column·Transformer·with·Mixed·Types |
| 80 | ©·2007·-·202 | 80 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 258 | </div></div><div·class="clearer"></div></section> | 258 | </div></div><div·class="clearer"></div></section> |
| 259 | </section> | 259 | </section> |
| 260 | ······</div> | 260 | ······</div> |
| 261 | ····<div·class="container"> | 261 | ····<div·class="container"> |
| 262 | ······<footer·class="sk-content-footer"> | 262 | ······<footer·class="sk-content-footer"> |
| 263 | ············©·2007·-·202 | 263 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 264 | ··········<a·href="../../_sources/modules/generated/sklearn.feature_selection.f_classif.rst.txt"·rel="nofollow">Show·this·page·source</a> | 264 | ··········<a·href="../../_sources/modules/generated/sklearn.feature_selection.f_classif.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 265 | ······</footer> | 265 | ······</footer> |
| 266 | ····</div> | 266 | ····</div> |
| 267 | ··</div> | 267 | ··</div> |
| 268 | </div> | 268 | </div> |
| 269 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 269 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 71 | _\x8P_\x8i_\x8p_\x8e_\x8l_\x8i_\x8n_\x8e_\x8·_\x8A_\x8N_\x8O_\x8V_\x8A_\x8·_\x8S_\x8V_\x8M | 71 | _\x8P_\x8i_\x8p_\x8e_\x8l_\x8i_\x8n_\x8e_\x8·_\x8A_\x8N_\x8O_\x8V_\x8A_\x8·_\x8S_\x8V_\x8M |
| 72 | Pipeline·ANOVA·SVM | 72 | Pipeline·ANOVA·SVM |
| 73 | _\x8U_\x8n_\x8i_\x8v_\x8a_\x8r_\x8i_\x8a_\x8t_\x8e_\x8·_\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8S_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n | 73 | _\x8U_\x8n_\x8i_\x8v_\x8a_\x8r_\x8i_\x8a_\x8t_\x8e_\x8·_\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8S_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n |
| 74 | Univariate·Feature·Selection | 74 | Univariate·Feature·Selection |
| 75 | _\x8S_\x8V_\x8M_\x8-_\x8A_\x8n_\x8o_\x8v_\x8a_\x8:_\x8·_\x8S_\x8V_\x8M_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8u_\x8n_\x8i_\x8v_\x8a_\x8r_\x8i_\x8a_\x8t_\x8e_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n | 75 | _\x8S_\x8V_\x8M_\x8-_\x8A_\x8n_\x8o_\x8v_\x8a_\x8:_\x8·_\x8S_\x8V_\x8M_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8u_\x8n_\x8i_\x8v_\x8a_\x8r_\x8i_\x8a_\x8t_\x8e_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n |
| 76 | SVM-Anova:·SVM·with·univariate·feature·selection | 76 | SVM-Anova:·SVM·with·univariate·feature·selection |
| 77 | ©·2007·-·202 | 77 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 307 | </section> | 307 | </section> |
| 308 | ······</div> | 308 | ······</div> |
| 309 | ····<div·class="container"> | 309 | ····<div·class="container"> |
| 310 | ······<footer·class="sk-content-footer"> | 310 | ······<footer·class="sk-content-footer"> |
| 311 | ············©·2007·-·202 | 311 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 312 | ··········<a·href="../../_sources/modules/generated/sklearn.feature_selection.f_regression.rst.txt"·rel="nofollow">Show·this·page·source</a> | 312 | ··········<a·href="../../_sources/modules/generated/sklearn.feature_selection.f_regression.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 313 | ······</footer> | 313 | ······</footer> |
| 314 | ····</div> | 314 | ····</div> |
| 315 | ··</div> | 315 | ··</div> |
| 316 | </div> | 316 | </div> |
| 317 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 317 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 111 | ······>>>·p_values | 111 | ······>>>·p_values |
| 112 | ······array([2.7...,·1.5...,·1.0...]) | 112 | ······array([2.7...,·1.5...,·1.0...]) |
| 113 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.f\x8fe\x8ea\x8at\x8tu\x8ur\x8re\x8e_\x8_s\x8se\x8el\x8le\x8ec\x8ct\x8ti\x8io\x8on\x8n.\x8.f\x8f_\x8_r\x8re\x8eg\x8gr\x8re\x8es\x8ss\x8si\x8io\x8on\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 113 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.f\x8fe\x8ea\x8at\x8tu\x8ur\x8re\x8e_\x8_s\x8se\x8el\x8le\x8ec\x8ct\x8ti\x8io\x8on\x8n.\x8.f\x8f_\x8_r\x8re\x8eg\x8gr\x8re\x8es\x8ss\x8si\x8io\x8on\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 114 | _\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8a_\x8g_\x8g_\x8l_\x8o_\x8m_\x8e_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8v_\x8s_\x8._\x8·_\x8u_\x8n_\x8i_\x8v_\x8a_\x8r_\x8i_\x8a_\x8t_\x8e_\x8·_\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n | 114 | _\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8a_\x8g_\x8g_\x8l_\x8o_\x8m_\x8e_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8v_\x8s_\x8._\x8·_\x8u_\x8n_\x8i_\x8v_\x8a_\x8r_\x8i_\x8a_\x8t_\x8e_\x8·_\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n |
| 115 | Feature·agglomeration·vs.·univariate·selection | 115 | Feature·agglomeration·vs.·univariate·selection |
| 116 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8F_\x8-_\x8t_\x8e_\x8s_\x8t_\x8·_\x8a_\x8n_\x8d_\x8·_\x8m_\x8u_\x8t_\x8u_\x8a_\x8l_\x8·_\x8i_\x8n_\x8f_\x8o_\x8r_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n | 116 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8F_\x8-_\x8t_\x8e_\x8s_\x8t_\x8·_\x8a_\x8n_\x8d_\x8·_\x8m_\x8u_\x8t_\x8u_\x8a_\x8l_\x8·_\x8i_\x8n_\x8f_\x8o_\x8r_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n |
| 117 | Comparison·of·F-test·and·mutual·information | 117 | Comparison·of·F-test·and·mutual·information |
| 118 | ©·2007·-·202 | 118 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 300 | </section> | 300 | </section> |
| 301 | ······</div> | 301 | ······</div> |
| 302 | ····<div·class="container"> | 302 | ····<div·class="container"> |
| 303 | ······<footer·class="sk-content-footer"> | 303 | ······<footer·class="sk-content-footer"> |
| 304 | ············©·2007·-·202 | 304 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 305 | ··········<a·href="../../_sources/modules/generated/sklearn.feature_selection.mutual_info_classif.rst.txt"·rel="nofollow">Show·this·page·source</a> | 305 | ··········<a·href="../../_sources/modules/generated/sklearn.feature_selection.mutual_info_classif.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 306 | ······</footer> | 306 | ······</footer> |
| 307 | ····</div> | 307 | ····</div> |
| 308 | ··</div> | 308 | ··</div> |
| 309 | </div> | 309 | </div> |
| 310 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 310 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 103 | ······...·) | 103 | ······...·) |
| 104 | ······>>>·mutual_info_classif(X,·y) | 104 | ······>>>·mutual_info_classif(X,·y) |
| 105 | ······array([0.58...,·0.10...,·0.19...,·0.09...·,·0.········, | 105 | ······array([0.58...,·0.10...,·0.19...,·0.09...·,·0.········, |
| 106 | ·············0.·····,·0.·····,·0.·····,·0.······,·0.········]) | 106 | ·············0.·····,·0.·····,·0.·····,·0.······,·0.········]) |
| 107 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.f\x8fe\x8ea\x8at\x8tu\x8ur\x8re\x8e_\x8_s\x8se\x8el\x8le\x8ec\x8ct\x8ti\x8io\x8on\x8n.\x8.m\x8mu\x8ut\x8tu\x8ua\x8al\x8l_\x8_i\x8in\x8nf\x8fo\x8o_\x8_c\x8cl\x8la\x8as\x8ss\x8si\x8if\x8f_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 107 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.f\x8fe\x8ea\x8at\x8tu\x8ur\x8re\x8e_\x8_s\x8se\x8el\x8le\x8ec\x8ct\x8ti\x8io\x8on\x8n.\x8.m\x8mu\x8ut\x8tu\x8ua\x8al\x8l_\x8_i\x8in\x8nf\x8fo\x8o_\x8_c\x8cl\x8la\x8as\x8ss\x8si\x8if\x8f_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 108 | _\x8S_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8n_\x8g_\x8·_\x8d_\x8i_\x8m_\x8e_\x8n_\x8s_\x8i_\x8o_\x8n_\x8a_\x8l_\x8i_\x8t_\x8y_\x8·_\x8r_\x8e_\x8d_\x8u_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8P_\x8i_\x8p_\x8e_\x8l_\x8i_\x8n_\x8e_\x8·_\x8a_\x8n_\x8d_\x8·_\x8G_\x8r_\x8i_\x8d_\x8S_\x8e_\x8a_\x8r_\x8c_\x8h_\x8C_\x8V | 108 | _\x8S_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8n_\x8g_\x8·_\x8d_\x8i_\x8m_\x8e_\x8n_\x8s_\x8i_\x8o_\x8n_\x8a_\x8l_\x8i_\x8t_\x8y_\x8·_\x8r_\x8e_\x8d_\x8u_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8P_\x8i_\x8p_\x8e_\x8l_\x8i_\x8n_\x8e_\x8·_\x8a_\x8n_\x8d_\x8·_\x8G_\x8r_\x8i_\x8d_\x8S_\x8e_\x8a_\x8r_\x8c_\x8h_\x8C_\x8V |
| 109 | Selecting·dimensionality·reduction·with·Pipeline·and·GridSearchCV | 109 | Selecting·dimensionality·reduction·with·Pipeline·and·GridSearchCV |
| 110 | ©·2007·-·202 | 110 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 297 | </div></div><div·class="clearer"></div></section> | 297 | </div></div><div·class="clearer"></div></section> |
| 298 | </section> | 298 | </section> |
| 299 | ······</div> | 299 | ······</div> |
| 300 | ····<div·class="container"> | 300 | ····<div·class="container"> |
| 301 | ······<footer·class="sk-content-footer"> | 301 | ······<footer·class="sk-content-footer"> |
| 302 | ············©·2007·-·202 | 302 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 303 | ··········<a·href="../../_sources/modules/generated/sklearn.feature_selection.mutual_info_regression.rst.txt"·rel="nofollow">Show·this·page·source</a> | 303 | ··········<a·href="../../_sources/modules/generated/sklearn.feature_selection.mutual_info_regression.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 304 | ······</footer> | 304 | ······</footer> |
| 305 | ····</div> | 305 | ····</div> |
| 306 | ··</div> | 306 | ··</div> |
| 307 | </div> | 307 | </div> |
| 308 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 308 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 101 | ······random_state=42 | 101 | ······random_state=42 |
| 102 | ······...·) | 102 | ······...·) |
| 103 | ······>>>·mutual_info_regression(X,·y) | 103 | ······>>>·mutual_info_regression(X,·y) |
| 104 | ······array([0.1...,·2.6...··,·0.0...]) | 104 | ······array([0.1...,·2.6...··,·0.0...]) |
| 105 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.f\x8fe\x8ea\x8at\x8tu\x8ur\x8re\x8e_\x8_s\x8se\x8el\x8le\x8ec\x8ct\x8ti\x8io\x8on\x8n.\x8.m\x8mu\x8ut\x8tu\x8ua\x8al\x8l_\x8_i\x8in\x8nf\x8fo\x8o_\x8_r\x8re\x8eg\x8gr\x8re\x8es\x8ss\x8si\x8io\x8on\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 105 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.f\x8fe\x8ea\x8at\x8tu\x8ur\x8re\x8e_\x8_s\x8se\x8el\x8le\x8ec\x8ct\x8ti\x8io\x8on\x8n.\x8.m\x8mu\x8ut\x8tu\x8ua\x8al\x8l_\x8_i\x8in\x8nf\x8fo\x8o_\x8_r\x8re\x8eg\x8gr\x8re\x8es\x8ss\x8si\x8io\x8on\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 106 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8F_\x8-_\x8t_\x8e_\x8s_\x8t_\x8·_\x8a_\x8n_\x8d_\x8·_\x8m_\x8u_\x8t_\x8u_\x8a_\x8l_\x8·_\x8i_\x8n_\x8f_\x8o_\x8r_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n | 106 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8F_\x8-_\x8t_\x8e_\x8s_\x8t_\x8·_\x8a_\x8n_\x8d_\x8·_\x8m_\x8u_\x8t_\x8u_\x8a_\x8l_\x8·_\x8i_\x8n_\x8f_\x8o_\x8r_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n |
| 107 | Comparison·of·F-test·and·mutual·information | 107 | Comparison·of·F-test·and·mutual·information |
| 108 | ©·2007·-·202 | 108 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 262 | <div·class="clearer"></div></section> | 262 | <div·class="clearer"></div></section> |
| 263 | ······</div> | 263 | ······</div> |
| 264 | ····<div·class="container"> | 264 | ····<div·class="container"> |
| 265 | ······<footer·class="sk-content-footer"> | 265 | ······<footer·class="sk-content-footer"> |
| 266 | ············©·2007·-·202 | 266 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 267 | ··········<a·href="../../_sources/modules/generated/sklearn.feature_selection.r_regression.rst.txt"·rel="nofollow">Show·this·page·source</a> | 267 | ··········<a·href="../../_sources/modules/generated/sklearn.feature_selection.r_regression.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 268 | ······</footer> | 268 | ······</footer> |
| 269 | ····</div> | 269 | ····</div> |
| 270 | ··</div> | 270 | ··</div> |
| 271 | </div> | 271 | </div> |
| 272 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 272 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 77 | ······>>>·from·sklearn.feature_selection·import·r_regression | 77 | ······>>>·from·sklearn.feature_selection·import·r_regression |
| 78 | ······>>>·X,·y·=·make_regression( | 78 | ······>>>·X,·y·=·make_regression( |
| 79 | ······...·····n_samples=50,·n_features=3,·n_informative=1,·noise=1e-4, | 79 | ······...·····n_samples=50,·n_features=3,·n_informative=1,·noise=1e-4, |
| 80 | ······random_state=42 | 80 | ······random_state=42 |
| 81 | ······...·) | 81 | ······...·) |
| 82 | ······>>>·r_regression(X,·y) | 82 | ······>>>·r_regression(X,·y) |
| 83 | ······array([-0.15...,··1.········,·-0.22...]) | 83 | ······array([-0.15...,··1.········,·-0.22...]) |
| 84 | ©·2007·-·202 | 84 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 658 | ······</div> | 658 | ······</div> |
| 659 | ····<div·class="container"> | 659 | ····<div·class="container"> |
| 660 | ······<footer·class="sk-content-footer"> | 660 | ······<footer·class="sk-content-footer"> |
| 661 | ············©·2007·-·202 | 661 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 662 | ··········<a·href="../../_sources/modules/generated/sklearn.gaussian_process.GaussianProcessClassifier.rst.txt"·rel="nofollow">Show·this·page·source</a> | 662 | ··········<a·href="../../_sources/modules/generated/sklearn.gaussian_process.GaussianProcessClassifier.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 663 | ······</footer> | 663 | ······</footer> |
| 664 | ····</div> | 664 | ····</div> |
| 665 | ··</div> | 665 | ··</div> |
| 666 | </div> | 666 | </div> |
| 667 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 667 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 340 | Gaussian·processes·on·discrete·data·structures | 340 | Gaussian·processes·on·discrete·data·structures |
| 341 | _\x8I_\x8l_\x8l_\x8u_\x8s_\x8t_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8p_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8(_\x8G_\x8P_\x8C_\x8)_\x8·_\x8o_\x8n_\x8·_\x8t_\x8h_\x8e_\x8·_\x8X_\x8O_\x8R_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t | 341 | _\x8I_\x8l_\x8l_\x8u_\x8s_\x8t_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8p_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8(_\x8G_\x8P_\x8C_\x8)_\x8·_\x8o_\x8n_\x8·_\x8t_\x8h_\x8e_\x8·_\x8X_\x8O_\x8R_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t |
| 342 | Illustration·of·Gaussian·process·classification·(GPC)·on·the·XOR·dataset | 342 | Illustration·of·Gaussian·process·classification·(GPC)·on·the·XOR·dataset |
| 343 | _\x8I_\x8s_\x8o_\x8-_\x8p_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y_\x8·_\x8l_\x8i_\x8n_\x8e_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8P_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s_\x8e_\x8s_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8(_\x8G_\x8P_\x8C_\x8) | 343 | _\x8I_\x8s_\x8o_\x8-_\x8p_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y_\x8·_\x8l_\x8i_\x8n_\x8e_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8P_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s_\x8e_\x8s_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8(_\x8G_\x8P_\x8C_\x8) |
| 344 | Iso-probability·lines·for·Gaussian·Processes·classification·(GPC) | 344 | Iso-probability·lines·for·Gaussian·Processes·classification·(GPC) |
| 345 | _\x8P_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8s_\x8t_\x8i_\x8c_\x8·_\x8p_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8p_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8(_\x8G_\x8P_\x8C_\x8) | 345 | _\x8P_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8s_\x8t_\x8i_\x8c_\x8·_\x8p_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8p_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8(_\x8G_\x8P_\x8C_\x8) |
| 346 | Probabilistic·predictions·with·Gaussian·process·classification·(GPC) | 346 | Probabilistic·predictions·with·Gaussian·process·classification·(GPC) |
| 347 | ©·2007·-·202 | 347 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 737 | </div></div><div·class="clearer"></div></section> | 737 | </div></div><div·class="clearer"></div></section> |
| 738 | </section> | 738 | </section> |
| 739 | ······</div> | 739 | ······</div> |
| 740 | ····<div·class="container"> | 740 | ····<div·class="container"> |
| 741 | ······<footer·class="sk-content-footer"> | 741 | ······<footer·class="sk-content-footer"> |
| 742 | ············©·2007·-·202 | 742 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 743 | ··········<a·href="../../_sources/modules/generated/sklearn.gaussian_process.GaussianProcessRegressor.rst.txt"·rel="nofollow">Show·this·page·source</a> | 743 | ··········<a·href="../../_sources/modules/generated/sklearn.gaussian_process.GaussianProcessRegressor.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 744 | ······</footer> | 744 | ······</footer> |
| 745 | ····</div> | 745 | ····</div> |
| 746 | ··</div> | 746 | ··</div> |
| 747 | </div> | 747 | </div> |
| 748 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 748 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 421 | (GPR) | 421 | (GPR) |
| 422 | _\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8P_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s_\x8e_\x8s_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8:_\x8·_\x8b_\x8a_\x8s_\x8i_\x8c_\x8·_\x8i_\x8n_\x8t_\x8r_\x8o_\x8d_\x8u_\x8c_\x8t_\x8o_\x8r_\x8y_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e | 422 | _\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8P_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s_\x8e_\x8s_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8:_\x8·_\x8b_\x8a_\x8s_\x8i_\x8c_\x8·_\x8i_\x8n_\x8t_\x8r_\x8o_\x8d_\x8u_\x8c_\x8t_\x8o_\x8r_\x8y_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e |
| 423 | Gaussian·Processes·regression:·basic·introductory·example | 423 | Gaussian·Processes·regression:·basic·introductory·example |
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| 425 | Gaussian·processes·on·discrete·data·structures | 425 | Gaussian·processes·on·discrete·data·structures |
| 426 | _\x8I_\x8l_\x8l_\x8u_\x8s_\x8t_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8p_\x8r_\x8i_\x8o_\x8r_\x8·_\x8a_\x8n_\x8d_\x8·_\x8p_\x8o_\x8s_\x8t_\x8e_\x8r_\x8i_\x8o_\x8r_\x8·_\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8p_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8s | 426 | _\x8I_\x8l_\x8l_\x8u_\x8s_\x8t_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8p_\x8r_\x8i_\x8o_\x8r_\x8·_\x8a_\x8n_\x8d_\x8·_\x8p_\x8o_\x8s_\x8t_\x8e_\x8r_\x8i_\x8o_\x8r_\x8·_\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8p_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8s |
| 427 | Illustration·of·prior·and·posterior·Gaussian·process·for·different·kernels | 427 | Illustration·of·prior·and·posterior·Gaussian·process·for·different·kernels |
| 428 | ©·2007·-·202 | 428 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 435 | <div·class="clearer"></div></section> | 435 | <div·class="clearer"></div></section> |
| 436 | ······</div> | 436 | ······</div> |
| 437 | ····<div·class="container"> | 437 | ····<div·class="container"> |
| 438 | ······<footer·class="sk-content-footer"> | 438 | ······<footer·class="sk-content-footer"> |
| 439 | ············©·2007·-·202 | 439 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 440 | ··········<a·href="../../_sources/modules/generated/sklearn.gaussian_process.kernels.CompoundKernel.rst.txt"·rel="nofollow">Show·this·page·source</a> | 440 | ··········<a·href="../../_sources/modules/generated/sklearn.gaussian_process.kernels.CompoundKernel.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 441 | ······</footer> | 441 | ······</footer> |
| 442 | ····</div> | 442 | ····</div> |
| 443 | ··</div> | 443 | ··</div> |
| 444 | </div> | 444 | </div> |
| 445 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 445 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 159 | ············kernel’s·hyperparameters·as·this·representation·of·the·search·space | 159 | ············kernel’s·hyperparameters·as·this·representation·of·the·search·space |
| 160 | ············is·more·amenable·for·hyperparameter·search,·as·hyperparameters·like | 160 | ············is·more·amenable·for·hyperparameter·search,·as·hyperparameters·like |
| 161 | ············length-scales·naturally·live·on·a·log-scale. | 161 | ············length-scales·naturally·live·on·a·log-scale. |
| 162 | ··············Returns: | 162 | ··············Returns: |
| 163 | ····················t\x8th\x8he\x8et\x8ta\x8andarray·of·shape·(n_dims,) | 163 | ····················t\x8th\x8he\x8et\x8ta\x8andarray·of·shape·(n_dims,) |
| 164 | ························The·non-fixed,·log-transformed·hyperparameters·of·the | 164 | ························The·non-fixed,·log-transformed·hyperparameters·of·the |
| 165 | ························kernel | 165 | ························kernel |
| 166 | ©·2007·-·202 | 166 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 467 | ······</div> | 467 | ······</div> |
| 468 | ····<div·class="container"> | 468 | ····<div·class="container"> |
| 469 | ······<footer·class="sk-content-footer"> | 469 | ······<footer·class="sk-content-footer"> |
| 470 | ············©·2007·-·202 | 470 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 471 | ··········<a·href="../../_sources/modules/generated/sklearn.gaussian_process.kernels.ConstantKernel.rst.txt"·rel="nofollow">Show·this·page·source</a> | 471 | ··········<a·href="../../_sources/modules/generated/sklearn.gaussian_process.kernels.ConstantKernel.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 472 | ······</footer> | 472 | ······</footer> |
| 473 | ····</div> | 473 | ····</div> |
| 474 | ··</div> | 474 | ··</div> |
| 475 | </div> | 475 | </div> |
| 476 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 476 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 181 | ························The·non-fixed,·log-transformed·hyperparameters·of·the | 181 | ························The·non-fixed,·log-transformed·hyperparameters·of·the |
| 182 | ························kernel | 182 | ························kernel |
| 183 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.g\x8ga\x8au\x8us\x8ss\x8si\x8ia\x8an\x8n_\x8_p\x8pr\x8ro\x8oc\x8ce\x8es\x8ss\x8s.\x8.k\x8ke\x8er\x8rn\x8ne\x8el\x8ls\x8s.\x8.C\x8Co\x8on\x8ns\x8st\x8ta\x8an\x8nt\x8tK\x8Ke\x8er\x8rn\x8ne\x8el\x8l_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 183 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.g\x8ga\x8au\x8us\x8ss\x8si\x8ia\x8an\x8n_\x8_p\x8pr\x8ro\x8oc\x8ce\x8es\x8ss\x8s.\x8.k\x8ke\x8er\x8rn\x8ne\x8el\x8ls\x8s.\x8.C\x8Co\x8on\x8ns\x8st\x8ta\x8an\x8nt\x8tK\x8Ke\x8er\x8rn\x8ne\x8el\x8l_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 184 | _\x8I_\x8l_\x8l_\x8u_\x8s_\x8t_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8p_\x8r_\x8i_\x8o_\x8r_\x8·_\x8a_\x8n_\x8d_\x8·_\x8p_\x8o_\x8s_\x8t_\x8e_\x8r_\x8i_\x8o_\x8r_\x8·_\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8p_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8s | 184 | _\x8I_\x8l_\x8l_\x8u_\x8s_\x8t_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8p_\x8r_\x8i_\x8o_\x8r_\x8·_\x8a_\x8n_\x8d_\x8·_\x8p_\x8o_\x8s_\x8t_\x8e_\x8r_\x8i_\x8o_\x8r_\x8·_\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8p_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8s |
| 185 | Illustration·of·prior·and·posterior·Gaussian·process·for·different·kernels | 185 | Illustration·of·prior·and·posterior·Gaussian·process·for·different·kernels |
| 186 | _\x8I_\x8s_\x8o_\x8-_\x8p_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y_\x8·_\x8l_\x8i_\x8n_\x8e_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8P_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s_\x8e_\x8s_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8(_\x8G_\x8P_\x8C_\x8) | 186 | _\x8I_\x8s_\x8o_\x8-_\x8p_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y_\x8·_\x8l_\x8i_\x8n_\x8e_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8P_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s_\x8e_\x8s_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8(_\x8G_\x8P_\x8C_\x8) |
| 187 | Iso-probability·lines·for·Gaussian·Processes·classification·(GPC) | 187 | Iso-probability·lines·for·Gaussian·Processes·classification·(GPC) |
| 188 | ©·2007·-·202 | 188 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 480 | </section> | 480 | </section> |
| 481 | ······</div> | 481 | ······</div> |
| 482 | ····<div·class="container"> | 482 | ····<div·class="container"> |
| 483 | ······<footer·class="sk-content-footer"> | 483 | ······<footer·class="sk-content-footer"> |
| 484 | ············©·2007·-·202 | 484 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 485 | ··········<a·href="../../_sources/modules/generated/sklearn.gaussian_process.kernels.DotProduct.rst.txt"·rel="nofollow">Show·this·page·source</a> | 485 | ··········<a·href="../../_sources/modules/generated/sklearn.gaussian_process.kernels.DotProduct.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 486 | ······</footer> | 486 | ······</footer> |
| 487 | ····</div> | 487 | ····</div> |
| 488 | ··</div> | 488 | ··</div> |
| 489 | </div> | 489 | </div> |
| 490 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 490 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 189 | _\x8I_\x8l_\x8l_\x8u_\x8s_\x8t_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8p_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8(_\x8G_\x8P_\x8C_\x8)_\x8·_\x8o_\x8n_\x8·_\x8t_\x8h_\x8e_\x8·_\x8X_\x8O_\x8R_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t | 189 | _\x8I_\x8l_\x8l_\x8u_\x8s_\x8t_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8p_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8(_\x8G_\x8P_\x8C_\x8)_\x8·_\x8o_\x8n_\x8·_\x8t_\x8h_\x8e_\x8·_\x8X_\x8O_\x8R_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t |
| 190 | Illustration·of·Gaussian·process·classification·(GPC)·on·the·XOR·dataset | 190 | Illustration·of·Gaussian·process·classification·(GPC)·on·the·XOR·dataset |
| 191 | _\x8I_\x8l_\x8l_\x8u_\x8s_\x8t_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8p_\x8r_\x8i_\x8o_\x8r_\x8·_\x8a_\x8n_\x8d_\x8·_\x8p_\x8o_\x8s_\x8t_\x8e_\x8r_\x8i_\x8o_\x8r_\x8·_\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8p_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8s | 191 | _\x8I_\x8l_\x8l_\x8u_\x8s_\x8t_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8p_\x8r_\x8i_\x8o_\x8r_\x8·_\x8a_\x8n_\x8d_\x8·_\x8p_\x8o_\x8s_\x8t_\x8e_\x8r_\x8i_\x8o_\x8r_\x8·_\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8p_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8s |
| 192 | Illustration·of·prior·and·posterior·Gaussian·process·for·different·kernels | 192 | Illustration·of·prior·and·posterior·Gaussian·process·for·different·kernels |
| 193 | _\x8I_\x8s_\x8o_\x8-_\x8p_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y_\x8·_\x8l_\x8i_\x8n_\x8e_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8P_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s_\x8e_\x8s_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8(_\x8G_\x8P_\x8C_\x8) | 193 | _\x8I_\x8s_\x8o_\x8-_\x8p_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y_\x8·_\x8l_\x8i_\x8n_\x8e_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8P_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s_\x8e_\x8s_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8(_\x8G_\x8P_\x8C_\x8) |
| 194 | Iso-probability·lines·for·Gaussian·Processes·classification·(GPC) | 194 | Iso-probability·lines·for·Gaussian·Processes·classification·(GPC) |
| 195 | ©·2007·-·202 | 195 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 484 | ······</div> | 484 | ······</div> |
| 485 | ····<div·class="container"> | 485 | ····<div·class="container"> |
| 486 | ······<footer·class="sk-content-footer"> | 486 | ······<footer·class="sk-content-footer"> |
| 487 | ············©·2007·-·202 | 487 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 488 | ··········<a·href="../../_sources/modules/generated/sklearn.gaussian_process.kernels.ExpSineSquared.rst.txt"·rel="nofollow">Show·this·page·source</a> | 488 | ··········<a·href="../../_sources/modules/generated/sklearn.gaussian_process.kernels.ExpSineSquared.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 489 | ······</footer> | 489 | ······</footer> |
| 490 | ····</div> | 490 | ····</div> |
| 491 | ··</div> | 491 | ··</div> |
| 492 | </div> | 492 | </div> |
| 493 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 493 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 197 | Comparison·of·kernel·ridge·and·Gaussian·process·regression | 197 | Comparison·of·kernel·ridge·and·Gaussian·process·regression |
| 198 | _\x8F_\x8o_\x8r_\x8e_\x8c_\x8a_\x8s_\x8t_\x8i_\x8n_\x8g_\x8·_\x8o_\x8f_\x8·_\x8C_\x8O_\x82_\x8·_\x8l_\x8e_\x8v_\x8e_\x8l_\x8·_\x8o_\x8n_\x8·_\x8M_\x8o_\x8n_\x8a_\x8·_\x8L_\x8o_\x8a_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8p_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8· | 198 | _\x8F_\x8o_\x8r_\x8e_\x8c_\x8a_\x8s_\x8t_\x8i_\x8n_\x8g_\x8·_\x8o_\x8f_\x8·_\x8C_\x8O_\x82_\x8·_\x8l_\x8e_\x8v_\x8e_\x8l_\x8·_\x8o_\x8n_\x8·_\x8M_\x8o_\x8n_\x8a_\x8·_\x8L_\x8o_\x8a_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8p_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8· |
| 199 | _\x8(_\x8G_\x8P_\x8R_\x8) | 199 | _\x8(_\x8G_\x8P_\x8R_\x8) |
| 200 | Forecasting·of·CO2·level·on·Mona·Loa·dataset·using·Gaussian·process·regression | 200 | Forecasting·of·CO2·level·on·Mona·Loa·dataset·using·Gaussian·process·regression |
| 201 | (GPR) | 201 | (GPR) |
| 202 | _\x8I_\x8l_\x8l_\x8u_\x8s_\x8t_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8p_\x8r_\x8i_\x8o_\x8r_\x8·_\x8a_\x8n_\x8d_\x8·_\x8p_\x8o_\x8s_\x8t_\x8e_\x8r_\x8i_\x8o_\x8r_\x8·_\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8p_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8s | 202 | _\x8I_\x8l_\x8l_\x8u_\x8s_\x8t_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8p_\x8r_\x8i_\x8o_\x8r_\x8·_\x8a_\x8n_\x8d_\x8·_\x8p_\x8o_\x8s_\x8t_\x8e_\x8r_\x8i_\x8o_\x8r_\x8·_\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8p_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8s |
| 203 | Illustration·of·prior·and·posterior·Gaussian·process·for·different·kernels | 203 | Illustration·of·prior·and·posterior·Gaussian·process·for·different·kernels |
| 204 | ©·2007·-·202 | 204 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 443 | ······</div> | 443 | ······</div> |
| 444 | ····<div·class="container"> | 444 | ····<div·class="container"> |
| 445 | ······<footer·class="sk-content-footer"> | 445 | ······<footer·class="sk-content-footer"> |
| 446 | ············©·2007·-·202 | 446 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 447 | ··········<a·href="../../_sources/modules/generated/sklearn.gaussian_process.kernels.Exponentiation.rst.txt"·rel="nofollow">Show·this·page·source</a> | 447 | ··········<a·href="../../_sources/modules/generated/sklearn.gaussian_process.kernels.Exponentiation.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 448 | ······</footer> | 448 | ······</footer> |
| 449 | ····</div> | 449 | ····</div> |
| 450 | ··</div> | 450 | ··</div> |
| 451 | </div> | 451 | </div> |
| 452 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 452 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 165 | ············kernel’s·hyperparameters·as·this·representation·of·the·search·space | 165 | ············kernel’s·hyperparameters·as·this·representation·of·the·search·space |
| 166 | ············is·more·amenable·for·hyperparameter·search,·as·hyperparameters·like | 166 | ············is·more·amenable·for·hyperparameter·search,·as·hyperparameters·like |
| 167 | ············length-scales·naturally·live·on·a·log-scale. | 167 | ············length-scales·naturally·live·on·a·log-scale. |
| 168 | ··············Returns: | 168 | ··············Returns: |
| 169 | ····················t\x8th\x8he\x8et\x8ta\x8andarray·of·shape·(n_dims,) | 169 | ····················t\x8th\x8he\x8et\x8ta\x8andarray·of·shape·(n_dims,) |
| 170 | ························The·non-fixed,·log-transformed·hyperparameters·of·the | 170 | ························The·non-fixed,·log-transformed·hyperparameters·of·the |
| 171 | ························kernel | 171 | ························kernel |
| 172 | ©·2007·-·202 | 172 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 330 | </section> | 330 | </section> |
| 331 | ······</div> | 331 | ······</div> |
| 332 | ····<div·class="container"> | 332 | ····<div·class="container"> |
| 333 | ······<footer·class="sk-content-footer"> | 333 | ······<footer·class="sk-content-footer"> |
| 334 | ············©·2007·-·202 | 334 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 335 | ··········<a·href="../../_sources/modules/generated/sklearn.gaussian_process.kernels.Hyperparameter.rst.txt"·rel="nofollow">Show·this·page·source</a> | 335 | ··········<a·href="../../_sources/modules/generated/sklearn.gaussian_process.kernels.Hyperparameter.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 336 | ······</footer> | 336 | ······</footer> |
| 337 | ····</div> | 337 | ····</div> |
| 338 | ··</div> | 338 | ··</div> |
| 339 | </div> | 339 | </div> |
| 340 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 340 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 101 | ········name_\x8[_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8]_\x8¶ | 101 | ········name_\x8[_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8]_\x8¶ |
| 102 | ············Alias·for·field·number·0 | 102 | ············Alias·for·field·number·0 |
| 103 | ········value_type_\x8[_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8]_\x8¶ | 103 | ········value_type_\x8[_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8]_\x8¶ |
| 104 | ············Alias·for·field·number·1 | 104 | ············Alias·for·field·number·1 |
| 105 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.g\x8ga\x8au\x8us\x8ss\x8si\x8ia\x8an\x8n_\x8_p\x8pr\x8ro\x8oc\x8ce\x8es\x8ss\x8s.\x8.k\x8ke\x8er\x8rn\x8ne\x8el\x8ls\x8s.\x8.H\x8Hy\x8yp\x8pe\x8er\x8rp\x8pa\x8ar\x8ra\x8am\x8me\x8et\x8te\x8er\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 105 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.g\x8ga\x8au\x8us\x8ss\x8si\x8ia\x8an\x8n_\x8_p\x8pr\x8ro\x8oc\x8ce\x8es\x8ss\x8s.\x8.k\x8ke\x8er\x8rn\x8ne\x8el\x8ls\x8s.\x8.H\x8Hy\x8yp\x8pe\x8er\x8rp\x8pa\x8ar\x8ra\x8am\x8me\x8et\x8te\x8er\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 106 | _\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8p_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s_\x8e_\x8s_\x8·_\x8o_\x8n_\x8·_\x8d_\x8i_\x8s_\x8c_\x8r_\x8e_\x8t_\x8e_\x8·_\x8d_\x8a_\x8t_\x8a_\x8·_\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8u_\x8r_\x8e_\x8s | 106 | _\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8p_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s_\x8e_\x8s_\x8·_\x8o_\x8n_\x8·_\x8d_\x8i_\x8s_\x8c_\x8r_\x8e_\x8t_\x8e_\x8·_\x8d_\x8a_\x8t_\x8a_\x8·_\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8u_\x8r_\x8e_\x8s |
| 107 | Gaussian·processes·on·discrete·data·structures | 107 | Gaussian·processes·on·discrete·data·structures |
| 108 | ©·2007·-·202 | 108 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 421 | </section> | 421 | </section> |
| 422 | ······</div> | 422 | ······</div> |
| 423 | ····<div·class="container"> | 423 | ····<div·class="container"> |
| 424 | ······<footer·class="sk-content-footer"> | 424 | ······<footer·class="sk-content-footer"> |
| 425 | ············©·2007·-·202 | 425 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 426 | ··········<a·href="../../_sources/modules/generated/sklearn.gaussian_process.kernels.Kernel.rst.txt"·rel="nofollow">Show·this·page·source</a> | 426 | ··········<a·href="../../_sources/modules/generated/sklearn.gaussian_process.kernels.Kernel.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 427 | ······</footer> | 427 | ······</footer> |
| 428 | ····</div> | 428 | ····</div> |
| 429 | ··</div> | 429 | ··</div> |
| 430 | </div> | 430 | </div> |
| 431 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 431 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 146 | ··············Returns: | 146 | ··············Returns: |
| 147 | ····················t\x8th\x8he\x8et\x8ta\x8andarray·of·shape·(n_dims,) | 147 | ····················t\x8th\x8he\x8et\x8ta\x8andarray·of·shape·(n_dims,) |
| 148 | ························The·non-fixed,·log-transformed·hyperparameters·of·the | 148 | ························The·non-fixed,·log-transformed·hyperparameters·of·the |
| 149 | ························kernel | 149 | ························kernel |
| 150 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.g\x8ga\x8au\x8us\x8ss\x8si\x8ia\x8an\x8n_\x8_p\x8pr\x8ro\x8oc\x8ce\x8es\x8ss\x8s.\x8.k\x8ke\x8er\x8rn\x8ne\x8el\x8ls\x8s.\x8.K\x8Ke\x8er\x8rn\x8ne\x8el\x8l_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 150 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.g\x8ga\x8au\x8us\x8ss\x8si\x8ia\x8an\x8n_\x8_p\x8pr\x8ro\x8oc\x8ce\x8es\x8ss\x8s.\x8.k\x8ke\x8er\x8rn\x8ne\x8el\x8ls\x8s.\x8.K\x8Ke\x8er\x8rn\x8ne\x8el\x8l_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 151 | _\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8p_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s_\x8e_\x8s_\x8·_\x8o_\x8n_\x8·_\x8d_\x8i_\x8s_\x8c_\x8r_\x8e_\x8t_\x8e_\x8·_\x8d_\x8a_\x8t_\x8a_\x8·_\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8u_\x8r_\x8e_\x8s | 151 | _\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8p_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s_\x8e_\x8s_\x8·_\x8o_\x8n_\x8·_\x8d_\x8i_\x8s_\x8c_\x8r_\x8e_\x8t_\x8e_\x8·_\x8d_\x8a_\x8t_\x8a_\x8·_\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8u_\x8r_\x8e_\x8s |
| 152 | Gaussian·processes·on·discrete·data·structures | 152 | Gaussian·processes·on·discrete·data·structures |
| 153 | ©·2007·-·202 | 153 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 495 | </section> | 495 | </section> |
| 496 | ······</div> | 496 | ······</div> |
| 497 | ····<div·class="container"> | 497 | ····<div·class="container"> |
| 498 | ······<footer·class="sk-content-footer"> | 498 | ······<footer·class="sk-content-footer"> |
| 499 | ············©·2007·-·202 | 499 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 500 | ··········<a·href="../../_sources/modules/generated/sklearn.gaussian_process.kernels.Matern.rst.txt"·rel="nofollow">Show·this·page·source</a> | 500 | ··········<a·href="../../_sources/modules/generated/sklearn.gaussian_process.kernels.Matern.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 501 | ······</footer> | 501 | ······</footer> |
| 502 | ····</div> | 502 | ····</div> |
| 503 | ··</div> | 503 | ··</div> |
| 504 | </div> | 504 | </div> |
| 505 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 505 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 206 | ··············Returns: | 206 | ··············Returns: |
| 207 | ····················t\x8th\x8he\x8et\x8ta\x8andarray·of·shape·(n_dims,) | 207 | ····················t\x8th\x8he\x8et\x8ta\x8andarray·of·shape·(n_dims,) |
| 208 | ························The·non-fixed,·log-transformed·hyperparameters·of·the | 208 | ························The·non-fixed,·log-transformed·hyperparameters·of·the |
| 209 | ························kernel | 209 | ························kernel |
| 210 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.g\x8ga\x8au\x8us\x8ss\x8si\x8ia\x8an\x8n_\x8_p\x8pr\x8ro\x8oc\x8ce\x8es\x8ss\x8s.\x8.k\x8ke\x8er\x8rn\x8ne\x8el\x8ls\x8s.\x8.M\x8Ma\x8at\x8te\x8er\x8rn\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 210 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.g\x8ga\x8au\x8us\x8ss\x8si\x8ia\x8an\x8n_\x8_p\x8pr\x8ro\x8oc\x8ce\x8es\x8ss\x8s.\x8.k\x8ke\x8er\x8rn\x8ne\x8el\x8ls\x8s.\x8.M\x8Ma\x8at\x8te\x8er\x8rn\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 211 | _\x8I_\x8l_\x8l_\x8u_\x8s_\x8t_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8p_\x8r_\x8i_\x8o_\x8r_\x8·_\x8a_\x8n_\x8d_\x8·_\x8p_\x8o_\x8s_\x8t_\x8e_\x8r_\x8i_\x8o_\x8r_\x8·_\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8p_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8s | 211 | _\x8I_\x8l_\x8l_\x8u_\x8s_\x8t_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8p_\x8r_\x8i_\x8o_\x8r_\x8·_\x8a_\x8n_\x8d_\x8·_\x8p_\x8o_\x8s_\x8t_\x8e_\x8r_\x8i_\x8o_\x8r_\x8·_\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8p_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8s |
| 212 | Illustration·of·prior·and·posterior·Gaussian·process·for·different·kernels | 212 | Illustration·of·prior·and·posterior·Gaussian·process·for·different·kernels |
| 213 | ©·2007·-·202 | 213 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 463 | <div·class="clearer"></div></section> | 463 | <div·class="clearer"></div></section> |
| 464 | ······</div> | 464 | ······</div> |
| 465 | ····<div·class="container"> | 465 | ····<div·class="container"> |
| 466 | ······<footer·class="sk-content-footer"> | 466 | ······<footer·class="sk-content-footer"> |
| 467 | ············©·2007·-·202 | 467 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 468 | ··········<a·href="../../_sources/modules/generated/sklearn.gaussian_process.kernels.PairwiseKernel.rst.txt"·rel="nofollow">Show·this·page·source</a> | 468 | ··········<a·href="../../_sources/modules/generated/sklearn.gaussian_process.kernels.PairwiseKernel.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 469 | ······</footer> | 469 | ······</footer> |
| 470 | ····</div> | 470 | ····</div> |
| 471 | ··</div> | 471 | ··</div> |
| 472 | </div> | 472 | </div> |
| 473 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 473 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 186 | ············kernel’s·hyperparameters·as·this·representation·of·the·search·space | 186 | ············kernel’s·hyperparameters·as·this·representation·of·the·search·space |
| 187 | ············is·more·amenable·for·hyperparameter·search,·as·hyperparameters·like | 187 | ············is·more·amenable·for·hyperparameter·search,·as·hyperparameters·like |
| 188 | ············length-scales·naturally·live·on·a·log-scale. | 188 | ············length-scales·naturally·live·on·a·log-scale. |
| 189 | ··············Returns: | 189 | ··············Returns: |
| 190 | ····················t\x8th\x8he\x8et\x8ta\x8andarray·of·shape·(n_dims,) | 190 | ····················t\x8th\x8he\x8et\x8ta\x8andarray·of·shape·(n_dims,) |
| 191 | ························The·non-fixed,·log-transformed·hyperparameters·of·the | 191 | ························The·non-fixed,·log-transformed·hyperparameters·of·the |
| 192 | ························kernel | 192 | ························kernel |
| 193 | ©·2007·-·202 | 193 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 443 | ······</div> | 443 | ······</div> |
| 444 | ····<div·class="container"> | 444 | ····<div·class="container"> |
| 445 | ······<footer·class="sk-content-footer"> | 445 | ······<footer·class="sk-content-footer"> |
| 446 | ············©·2007·-·202 | 446 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 447 | ··········<a·href="../../_sources/modules/generated/sklearn.gaussian_process.kernels.Product.rst.txt"·rel="nofollow">Show·this·page·source</a> | 447 | ··········<a·href="../../_sources/modules/generated/sklearn.gaussian_process.kernels.Product.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 448 | ······</footer> | 448 | ······</footer> |
| 449 | ····</div> | 449 | ····</div> |
| 450 | ··</div> | 450 | ··</div> |
| 451 | </div> | 451 | </div> |
| 452 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 452 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 164 | ············kernel’s·hyperparameters·as·this·representation·of·the·search·space | 164 | ············kernel’s·hyperparameters·as·this·representation·of·the·search·space |
| 165 | ············is·more·amenable·for·hyperparameter·search,·as·hyperparameters·like | 165 | ············is·more·amenable·for·hyperparameter·search,·as·hyperparameters·like |
| 166 | ············length-scales·naturally·live·on·a·log-scale. | 166 | ············length-scales·naturally·live·on·a·log-scale. |
| 167 | ··············Returns: | 167 | ··············Returns: |
| 168 | ····················t\x8th\x8he\x8et\x8ta\x8andarray·of·shape·(n_dims,) | 168 | ····················t\x8th\x8he\x8et\x8ta\x8andarray·of·shape·(n_dims,) |
| 169 | ························The·non-fixed,·log-transformed·hyperparameters·of·the | 169 | ························The·non-fixed,·log-transformed·hyperparameters·of·the |
| 170 | ························kernel | 170 | ························kernel |
| 171 | ©·2007·-·202 | 171 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 510 | ······</div> | 510 | ······</div> |
| 511 | ····<div·class="container"> | 511 | ····<div·class="container"> |
| 512 | ······<footer·class="sk-content-footer"> | 512 | ······<footer·class="sk-content-footer"> |
| 513 | ············©·2007·-·202 | 513 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 514 | ··········<a·href="../../_sources/modules/generated/sklearn.gaussian_process.kernels.RBF.rst.txt"·rel="nofollow">Show·this·page·source</a> | 514 | ··········<a·href="../../_sources/modules/generated/sklearn.gaussian_process.kernels.RBF.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 515 | ······</footer> | 515 | ······</footer> |
| 516 | ····</div> | 516 | ····</div> |
| 517 | ··</div> | 517 | ··</div> |
| 518 | </div> | 518 | </div> |
| 519 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 519 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 214 | Gaussian·process·classification·(GPC)·on·iris·dataset | 214 | Gaussian·process·classification·(GPC)·on·iris·dataset |
| 215 | _\x8I_\x8l_\x8l_\x8u_\x8s_\x8t_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8p_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8(_\x8G_\x8P_\x8C_\x8)_\x8·_\x8o_\x8n_\x8·_\x8t_\x8h_\x8e_\x8·_\x8X_\x8O_\x8R_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t | 215 | _\x8I_\x8l_\x8l_\x8u_\x8s_\x8t_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8p_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8(_\x8G_\x8P_\x8C_\x8)_\x8·_\x8o_\x8n_\x8·_\x8t_\x8h_\x8e_\x8·_\x8X_\x8O_\x8R_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t |
| 216 | Illustration·of·Gaussian·process·classification·(GPC)·on·the·XOR·dataset | 216 | Illustration·of·Gaussian·process·classification·(GPC)·on·the·XOR·dataset |
| 217 | _\x8I_\x8l_\x8l_\x8u_\x8s_\x8t_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8p_\x8r_\x8i_\x8o_\x8r_\x8·_\x8a_\x8n_\x8d_\x8·_\x8p_\x8o_\x8s_\x8t_\x8e_\x8r_\x8i_\x8o_\x8r_\x8·_\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8p_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8s | 217 | _\x8I_\x8l_\x8l_\x8u_\x8s_\x8t_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8p_\x8r_\x8i_\x8o_\x8r_\x8·_\x8a_\x8n_\x8d_\x8·_\x8p_\x8o_\x8s_\x8t_\x8e_\x8r_\x8i_\x8o_\x8r_\x8·_\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8p_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8s |
| 218 | Illustration·of·prior·and·posterior·Gaussian·process·for·different·kernels | 218 | Illustration·of·prior·and·posterior·Gaussian·process·for·different·kernels |
| 219 | _\x8P_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8s_\x8t_\x8i_\x8c_\x8·_\x8p_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8p_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8(_\x8G_\x8P_\x8C_\x8) | 219 | _\x8P_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8s_\x8t_\x8i_\x8c_\x8·_\x8p_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8p_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8(_\x8G_\x8P_\x8C_\x8) |
| 220 | Probabilistic·predictions·with·Gaussian·process·classification·(GPC) | 220 | Probabilistic·predictions·with·Gaussian·process·classification·(GPC) |
| 221 | ©·2007·-·202 | 221 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 483 | </section> | 483 | </section> |
| 484 | ······</div> | 484 | ······</div> |
| 485 | ····<div·class="container"> | 485 | ····<div·class="container"> |
| 486 | ······<footer·class="sk-content-footer"> | 486 | ······<footer·class="sk-content-footer"> |
| 487 | ············©·2007·-·202 | 487 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 488 | ··········<a·href="../../_sources/modules/generated/sklearn.gaussian_process.kernels.RationalQuadratic.rst.txt"·rel="nofollow">Show·this·page·source</a> | 488 | ··········<a·href="../../_sources/modules/generated/sklearn.gaussian_process.kernels.RationalQuadratic.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 489 | ······</footer> | 489 | ······</footer> |
| 490 | ····</div> | 490 | ····</div> |
| 491 | ··</div> | 491 | ··</div> |
| 492 | </div> | 492 | </div> |
| 493 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 493 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 197 | _\x8(_\x8G_\x8P_\x8R_\x8) | 197 | _\x8(_\x8G_\x8P_\x8R_\x8) |
| 198 | Forecasting·of·CO2·level·on·Mona·Loa·dataset·using·Gaussian·process·regression | 198 | Forecasting·of·CO2·level·on·Mona·Loa·dataset·using·Gaussian·process·regression |
| 199 | (GPR) | 199 | (GPR) |
| 200 | _\x8I_\x8l_\x8l_\x8u_\x8s_\x8t_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8p_\x8r_\x8i_\x8o_\x8r_\x8·_\x8a_\x8n_\x8d_\x8·_\x8p_\x8o_\x8s_\x8t_\x8e_\x8r_\x8i_\x8o_\x8r_\x8·_\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8p_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8s | 200 | _\x8I_\x8l_\x8l_\x8u_\x8s_\x8t_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8p_\x8r_\x8i_\x8o_\x8r_\x8·_\x8a_\x8n_\x8d_\x8·_\x8p_\x8o_\x8s_\x8t_\x8e_\x8r_\x8i_\x8o_\x8r_\x8·_\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8p_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8s |
| 201 | Illustration·of·prior·and·posterior·Gaussian·process·for·different·kernels | 201 | Illustration·of·prior·and·posterior·Gaussian·process·for·different·kernels |
| 202 | ©·2007·-·202 | 202 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 441 | <div·class="clearer"></div></section> | 441 | <div·class="clearer"></div></section> |
| 442 | ······</div> | 442 | ······</div> |
| 443 | ····<div·class="container"> | 443 | ····<div·class="container"> |
| 444 | ······<footer·class="sk-content-footer"> | 444 | ······<footer·class="sk-content-footer"> |
| 445 | ············©·2007·-·202 | 445 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 446 | ··········<a·href="../../_sources/modules/generated/sklearn.gaussian_process.kernels.Sum.rst.txt"·rel="nofollow">Show·this·page·source</a> | 446 | ··········<a·href="../../_sources/modules/generated/sklearn.gaussian_process.kernels.Sum.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 447 | ······</footer> | 447 | ······</footer> |
| 448 | ····</div> | 448 | ····</div> |
| 449 | ··</div> | 449 | ··</div> |
| 450 | </div> | 450 | </div> |
| 451 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 451 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 163 | ············kernel’s·hyperparameters·as·this·representation·of·the·search·space | 163 | ············kernel’s·hyperparameters·as·this·representation·of·the·search·space |
| 164 | ············is·more·amenable·for·hyperparameter·search,·as·hyperparameters·like | 164 | ············is·more·amenable·for·hyperparameter·search,·as·hyperparameters·like |
| 165 | ············length-scales·naturally·live·on·a·log-scale. | 165 | ············length-scales·naturally·live·on·a·log-scale. |
| 166 | ··············Returns: | 166 | ··············Returns: |
| 167 | ····················t\x8th\x8he\x8et\x8ta\x8andarray·of·shape·(n_dims,) | 167 | ····················t\x8th\x8he\x8et\x8ta\x8andarray·of·shape·(n_dims,) |
| 168 | ························The·non-fixed,·log-transformed·hyperparameters·of·the | 168 | ························The·non-fixed,·log-transformed·hyperparameters·of·the |
| 169 | ························kernel | 169 | ························kernel |
| 170 | ©·2007·-·202 | 170 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 461 | </section> | 461 | </section> |
| 462 | ······</div> | 462 | ······</div> |
| 463 | ····<div·class="container"> | 463 | ····<div·class="container"> |
| 464 | ······<footer·class="sk-content-footer"> | 464 | ······<footer·class="sk-content-footer"> |
| 465 | ············©·2007·-·202 | 465 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 466 | ··········<a·href="../../_sources/modules/generated/sklearn.gaussian_process.kernels.WhiteKernel.rst.txt"·rel="nofollow">Show·this·page·source</a> | 466 | ··········<a·href="../../_sources/modules/generated/sklearn.gaussian_process.kernels.WhiteKernel.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 467 | ······</footer> | 467 | ······</footer> |
| 468 | ····</div> | 468 | ····</div> |
| 469 | ··</div> | 469 | ··</div> |
| 470 | </div> | 470 | </div> |
| 471 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 471 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 181 | Ability·of·Gaussian·process·regression·(GPR)·to·estimate·data·noise-level | 181 | Ability·of·Gaussian·process·regression·(GPR)·to·estimate·data·noise-level |
| 182 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8·_\x8r_\x8i_\x8d_\x8g_\x8e_\x8·_\x8a_\x8n_\x8d_\x8·_\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8p_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n | 182 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8·_\x8r_\x8i_\x8d_\x8g_\x8e_\x8·_\x8a_\x8n_\x8d_\x8·_\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8p_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n |
| 183 | Comparison·of·kernel·ridge·and·Gaussian·process·regression | 183 | Comparison·of·kernel·ridge·and·Gaussian·process·regression |
| 184 | _\x8F_\x8o_\x8r_\x8e_\x8c_\x8a_\x8s_\x8t_\x8i_\x8n_\x8g_\x8·_\x8o_\x8f_\x8·_\x8C_\x8O_\x82_\x8·_\x8l_\x8e_\x8v_\x8e_\x8l_\x8·_\x8o_\x8n_\x8·_\x8M_\x8o_\x8n_\x8a_\x8·_\x8L_\x8o_\x8a_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8p_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8· | 184 | _\x8F_\x8o_\x8r_\x8e_\x8c_\x8a_\x8s_\x8t_\x8i_\x8n_\x8g_\x8·_\x8o_\x8f_\x8·_\x8C_\x8O_\x82_\x8·_\x8l_\x8e_\x8v_\x8e_\x8l_\x8·_\x8o_\x8n_\x8·_\x8M_\x8o_\x8n_\x8a_\x8·_\x8L_\x8o_\x8a_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8p_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8· |
| 185 | _\x8(_\x8G_\x8P_\x8R_\x8) | 185 | _\x8(_\x8G_\x8P_\x8R_\x8) |
| 186 | Forecasting·of·CO2·level·on·Mona·Loa·dataset·using·Gaussian·process·regression | 186 | Forecasting·of·CO2·level·on·Mona·Loa·dataset·using·Gaussian·process·regression |
| 187 | (GPR) | 187 | (GPR) |
| 188 | ©·2007·-·202 | 188 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 222 | ······</div> | 222 | ······</div> |
| 223 | ····<div·class="container"> | 223 | ····<div·class="container"> |
| 224 | ······<footer·class="sk-content-footer"> | 224 | ······<footer·class="sk-content-footer"> |
| 225 | ············©·2007·-·202 | 225 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 226 | ··········<a·href="../../_sources/modules/generated/sklearn.get_config.rst.txt"·rel="nofollow">Show·this·page·source</a> | 226 | ··········<a·href="../../_sources/modules/generated/sklearn.get_config.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 227 | ······</footer> | 227 | ······</footer> |
| 228 | ····</div> | 228 | ····</div> |
| 229 | ··</div> | 229 | ··</div> |
| 230 | </div> | 230 | </div> |
| 231 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 231 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 41 | ········_\x8s_\x8e_\x8t_\x8__\x8c_\x8o_\x8n_\x8f_\x8i_\x8g | 41 | ········_\x8s_\x8e_\x8t_\x8__\x8c_\x8o_\x8n_\x8f_\x8i_\x8g |
| 42 | ············Set·global·scikit-learn·configuration. | 42 | ············Set·global·scikit-learn·configuration. |
| 43 | ······Examples | 43 | ······Examples |
| 44 | ······>>>·import·sklearn | 44 | ······>>>·import·sklearn |
| 45 | ······>>>·config·=·sklearn.get_config() | 45 | ······>>>·config·=·sklearn.get_config() |
| 46 | ······>>>·config.keys() | 46 | ······>>>·config.keys() |
| 47 | ······dict_keys([...]) | 47 | ······dict_keys([...]) |
| 48 | ©·2007·-·202 | 48 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 641 | </section> | 641 | </section> |
| 642 | ······</div> | 642 | ······</div> |
| 643 | ····<div·class="container"> | 643 | ····<div·class="container"> |
| 644 | ······<footer·class="sk-content-footer"> | 644 | ······<footer·class="sk-content-footer"> |
| 645 | ············©·2007·-·202 | 645 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 646 | ··········<a·href="../../_sources/modules/generated/sklearn.impute.IterativeImputer.rst.txt"·rel="nofollow">Show·this·page·source</a> | 646 | ··········<a·href="../../_sources/modules/generated/sklearn.impute.IterativeImputer.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 647 | ······</footer> | 647 | ······</footer> |
| 648 | ····</div> | 648 | ····</div> |
| 649 | ··</div> | 649 | ··</div> |
| 650 | </div> | 650 | </div> |
| 651 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 651 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 333 | ····················X\x8Xt\x8tarray-like,·shape·(n_samples,·n_features) | 333 | ····················X\x8Xt\x8tarray-like,·shape·(n_samples,·n_features) |
| 334 | ························The·imputed·input·data. | 334 | ························The·imputed·input·data. |
| 335 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.i\x8im\x8mp\x8pu\x8ut\x8te\x8e.\x8.I\x8It\x8te\x8er\x8ra\x8at\x8ti\x8iv\x8ve\x8eI\x8Im\x8mp\x8pu\x8ut\x8te\x8er\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 335 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.i\x8im\x8mp\x8pu\x8ut\x8te\x8e.\x8.I\x8It\x8te\x8er\x8ra\x8at\x8ti\x8iv\x8ve\x8eI\x8Im\x8mp\x8pu\x8ut\x8te\x8er\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 336 | _\x8I_\x8m_\x8p_\x8u_\x8t_\x8i_\x8n_\x8g_\x8·_\x8m_\x8i_\x8s_\x8s_\x8i_\x8n_\x8g_\x8·_\x8v_\x8a_\x8l_\x8u_\x8e_\x8s_\x8·_\x8b_\x8e_\x8f_\x8o_\x8r_\x8e_\x8·_\x8b_\x8u_\x8i_\x8l_\x8d_\x8i_\x8n_\x8g_\x8·_\x8a_\x8n_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r | 336 | _\x8I_\x8m_\x8p_\x8u_\x8t_\x8i_\x8n_\x8g_\x8·_\x8m_\x8i_\x8s_\x8s_\x8i_\x8n_\x8g_\x8·_\x8v_\x8a_\x8l_\x8u_\x8e_\x8s_\x8·_\x8b_\x8e_\x8f_\x8o_\x8r_\x8e_\x8·_\x8b_\x8u_\x8i_\x8l_\x8d_\x8i_\x8n_\x8g_\x8·_\x8a_\x8n_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r |
| 337 | Imputing·missing·values·before·building·an·estimator | 337 | Imputing·missing·values·before·building·an·estimator |
| 338 | _\x8I_\x8m_\x8p_\x8u_\x8t_\x8i_\x8n_\x8g_\x8·_\x8m_\x8i_\x8s_\x8s_\x8i_\x8n_\x8g_\x8·_\x8v_\x8a_\x8l_\x8u_\x8e_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8t_\x8s_\x8·_\x8o_\x8f_\x8·_\x8I_\x8t_\x8e_\x8r_\x8a_\x8t_\x8i_\x8v_\x8e_\x8I_\x8m_\x8p_\x8u_\x8t_\x8e_\x8r | 338 | _\x8I_\x8m_\x8p_\x8u_\x8t_\x8i_\x8n_\x8g_\x8·_\x8m_\x8i_\x8s_\x8s_\x8i_\x8n_\x8g_\x8·_\x8v_\x8a_\x8l_\x8u_\x8e_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8t_\x8s_\x8·_\x8o_\x8f_\x8·_\x8I_\x8t_\x8e_\x8r_\x8a_\x8t_\x8i_\x8v_\x8e_\x8I_\x8m_\x8p_\x8u_\x8t_\x8e_\x8r |
| 339 | Imputing·missing·values·with·variants·of·IterativeImputer | 339 | Imputing·missing·values·with·variants·of·IterativeImputer |
| 340 | ©·2007·-·202 | 340 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 546 | </section> | 546 | </section> |
| 547 | ······</div> | 547 | ······</div> |
| 548 | ····<div·class="container"> | 548 | ····<div·class="container"> |
| 549 | ······<footer·class="sk-content-footer"> | 549 | ······<footer·class="sk-content-footer"> |
| 550 | ············©·2007·-·202 | 550 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 551 | ··········<a·href="../../_sources/modules/generated/sklearn.impute.KNNImputer.rst.txt"·rel="nofollow">Show·this·page·source</a> | 551 | ··········<a·href="../../_sources/modules/generated/sklearn.impute.KNNImputer.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 552 | ······</footer> | 552 | ······</footer> |
| 553 | ····</div> | 553 | ····</div> |
| 554 | ··</div> | 554 | ··</div> |
| 555 | </div> | 555 | </div> |
| 556 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 556 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 231 | ························The·imputed·dataset.·n_output_features·is·the·number·of | 231 | ························The·imputed·dataset.·n_output_features·is·the·number·of |
| 232 | ························features·that·is·not·always·missing·during·fit. | 232 | ························features·that·is·not·always·missing·during·fit. |
| 233 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.i\x8im\x8mp\x8pu\x8ut\x8te\x8e.\x8.K\x8KN\x8NN\x8NI\x8Im\x8mp\x8pu\x8ut\x8te\x8er\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 233 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.i\x8im\x8mp\x8pu\x8ut\x8te\x8e.\x8.K\x8KN\x8NN\x8NI\x8Im\x8mp\x8pu\x8ut\x8te\x8er\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 234 | _\x8R_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8·_\x8H_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n_\x8·_\x80_\x8._\x82_\x82 | 234 | _\x8R_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8·_\x8H_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n_\x8·_\x80_\x8._\x82_\x82 |
| 235 | Release·Highlights·for·scikit-learn·0.22 | 235 | Release·Highlights·for·scikit-learn·0.22 |
| 236 | _\x8I_\x8m_\x8p_\x8u_\x8t_\x8i_\x8n_\x8g_\x8·_\x8m_\x8i_\x8s_\x8s_\x8i_\x8n_\x8g_\x8·_\x8v_\x8a_\x8l_\x8u_\x8e_\x8s_\x8·_\x8b_\x8e_\x8f_\x8o_\x8r_\x8e_\x8·_\x8b_\x8u_\x8i_\x8l_\x8d_\x8i_\x8n_\x8g_\x8·_\x8a_\x8n_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r | 236 | _\x8I_\x8m_\x8p_\x8u_\x8t_\x8i_\x8n_\x8g_\x8·_\x8m_\x8i_\x8s_\x8s_\x8i_\x8n_\x8g_\x8·_\x8v_\x8a_\x8l_\x8u_\x8e_\x8s_\x8·_\x8b_\x8e_\x8f_\x8o_\x8r_\x8e_\x8·_\x8b_\x8u_\x8i_\x8l_\x8d_\x8i_\x8n_\x8g_\x8·_\x8a_\x8n_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r |
| 237 | Imputing·missing·values·before·building·an·estimator | 237 | Imputing·missing·values·before·building·an·estimator |
| 238 | ©·2007·-·202 | 238 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 512 | ······</div> | 512 | ······</div> |
| 513 | ····<div·class="container"> | 513 | ····<div·class="container"> |
| 514 | ······<footer·class="sk-content-footer"> | 514 | ······<footer·class="sk-content-footer"> |
| 515 | ············©·2007·-·202 | 515 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 516 | ··········<a·href="../../_sources/modules/generated/sklearn.impute.MissingIndicator.rst.txt"·rel="nofollow">Show·this·page·source</a> | 516 | ··········<a·href="../../_sources/modules/generated/sklearn.impute.MissingIndicator.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 517 | ······</footer> | 517 | ······</footer> |
| 518 | ····</div> | 518 | ····</div> |
| 519 | ··</div> | 519 | ··</div> |
| 520 | </div> | 520 | </div> |
| 521 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 521 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 206 | ····················n_features) | 206 | ····················n_features) |
| 207 | ························The·input·data·to·complete. | 207 | ························The·input·data·to·complete. |
| 208 | ··············Returns: | 208 | ··············Returns: |
| 209 | ····················X\x8Xt\x8t{ndarray,·sparse·matrix}·of·shape·(n_samples,·n_features) | 209 | ····················X\x8Xt\x8t{ndarray,·sparse·matrix}·of·shape·(n_samples,·n_features) |
| 210 | ····················or·(n_samples,·n_features_with_missing) | 210 | ····················or·(n_samples,·n_features_with_missing) |
| 211 | ························The·missing·indicator·for·input·data.·The·data·type·of | 211 | ························The·missing·indicator·for·input·data.·The·data·type·of |
| 212 | ························Xt·will·be·boolean. | 212 | ························Xt·will·be·boolean. |
| 213 | ©·2007·-·202 | 213 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 618 | </section> | 618 | </section> |
| 619 | ······</div> | 619 | ······</div> |
| 620 | ····<div·class="container"> | 620 | ····<div·class="container"> |
| 621 | ······<footer·class="sk-content-footer"> | 621 | ······<footer·class="sk-content-footer"> |
| 622 | ············©·2007·-·202 | 622 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 623 | ··········<a·href="../../_sources/modules/generated/sklearn.impute.SimpleImputer.rst.txt"·rel="nofollow">Show·this·page·source</a> | 623 | ··········<a·href="../../_sources/modules/generated/sklearn.impute.SimpleImputer.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 624 | ······</footer> | 624 | ······</footer> |
| 625 | ····</div> | 625 | ····</div> |
| 626 | ··</div> | 626 | ··</div> |
| 627 | </div> | 627 | </div> |
| 628 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 628 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 286 | Introducing·the·set_output·API | 286 | Introducing·the·set_output·API |
| 287 | _\x8I_\x8m_\x8p_\x8u_\x8t_\x8i_\x8n_\x8g_\x8·_\x8m_\x8i_\x8s_\x8s_\x8i_\x8n_\x8g_\x8·_\x8v_\x8a_\x8l_\x8u_\x8e_\x8s_\x8·_\x8b_\x8e_\x8f_\x8o_\x8r_\x8e_\x8·_\x8b_\x8u_\x8i_\x8l_\x8d_\x8i_\x8n_\x8g_\x8·_\x8a_\x8n_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r | 287 | _\x8I_\x8m_\x8p_\x8u_\x8t_\x8i_\x8n_\x8g_\x8·_\x8m_\x8i_\x8s_\x8s_\x8i_\x8n_\x8g_\x8·_\x8v_\x8a_\x8l_\x8u_\x8e_\x8s_\x8·_\x8b_\x8e_\x8f_\x8o_\x8r_\x8e_\x8·_\x8b_\x8u_\x8i_\x8l_\x8d_\x8i_\x8n_\x8g_\x8·_\x8a_\x8n_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r |
| 288 | Imputing·missing·values·before·building·an·estimator | 288 | Imputing·missing·values·before·building·an·estimator |
| 289 | _\x8I_\x8m_\x8p_\x8u_\x8t_\x8i_\x8n_\x8g_\x8·_\x8m_\x8i_\x8s_\x8s_\x8i_\x8n_\x8g_\x8·_\x8v_\x8a_\x8l_\x8u_\x8e_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8t_\x8s_\x8·_\x8o_\x8f_\x8·_\x8I_\x8t_\x8e_\x8r_\x8a_\x8t_\x8i_\x8v_\x8e_\x8I_\x8m_\x8p_\x8u_\x8t_\x8e_\x8r | 289 | _\x8I_\x8m_\x8p_\x8u_\x8t_\x8i_\x8n_\x8g_\x8·_\x8m_\x8i_\x8s_\x8s_\x8i_\x8n_\x8g_\x8·_\x8v_\x8a_\x8l_\x8u_\x8e_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8t_\x8s_\x8·_\x8o_\x8f_\x8·_\x8I_\x8t_\x8e_\x8r_\x8a_\x8t_\x8i_\x8v_\x8e_\x8I_\x8m_\x8p_\x8u_\x8t_\x8e_\x8r |
| 290 | Imputing·missing·values·with·variants·of·IterativeImputer | 290 | Imputing·missing·values·with·variants·of·IterativeImputer |
| 291 | _\x8C_\x8o_\x8l_\x8u_\x8m_\x8n_\x8·_\x8T_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8e_\x8r_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8M_\x8i_\x8x_\x8e_\x8d_\x8·_\x8T_\x8y_\x8p_\x8e_\x8s | 291 | _\x8C_\x8o_\x8l_\x8u_\x8m_\x8n_\x8·_\x8T_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8e_\x8r_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8M_\x8i_\x8x_\x8e_\x8d_\x8·_\x8T_\x8y_\x8p_\x8e_\x8s |
| 292 | Column·Transformer·with·Mixed·Types | 292 | Column·Transformer·with·Mixed·Types |
| 293 | ©·2007·-·202 | 293 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 507 | </section> | 507 | </section> |
| 508 | ······</div> | 508 | ······</div> |
| 509 | ····<div·class="container"> | 509 | ····<div·class="container"> |
| 510 | ······<footer·class="sk-content-footer"> | 510 | ······<footer·class="sk-content-footer"> |
| 511 | ············©·2007·-·202 | 511 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 512 | ··········<a·href="../../_sources/modules/generated/sklearn.inspection.DecisionBoundaryDisplay.rst.txt"·rel="nofollow">Show·this·page·source</a> | 512 | ··········<a·href="../../_sources/modules/generated/sklearn.inspection.DecisionBoundaryDisplay.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 514 | ····</div> | 514 | ····</div> |
| 515 | ··</div> | 515 | ··</div> |
| 516 | </div> | 516 | </div> |
| 517 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 517 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 253 | Plot·the·support·vectors·in·LinearSVC | 253 | Plot·the·support·vectors·in·LinearSVC |
| 254 | _\x8S_\x8V_\x8M_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8c_\x8u_\x8s_\x8t_\x8o_\x8m_\x8·_\x8k_\x8e_\x8r_\x8n_\x8e_\x8l | 254 | _\x8S_\x8V_\x8M_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8c_\x8u_\x8s_\x8t_\x8o_\x8m_\x8·_\x8k_\x8e_\x8r_\x8n_\x8e_\x8l |
| 255 | SVM·with·custom·kernel | 255 | SVM·with·custom·kernel |
| 256 | _\x8S_\x8V_\x8M_\x8:_\x8·_\x8M_\x8a_\x8x_\x8i_\x8m_\x8u_\x8m_\x8·_\x8m_\x8a_\x8r_\x8g_\x8i_\x8n_\x8·_\x8s_\x8e_\x8p_\x8a_\x8r_\x8a_\x8t_\x8i_\x8n_\x8g_\x8·_\x8h_\x8y_\x8p_\x8e_\x8r_\x8p_\x8l_\x8a_\x8n_\x8e | 256 | _\x8S_\x8V_\x8M_\x8:_\x8·_\x8M_\x8a_\x8x_\x8i_\x8m_\x8u_\x8m_\x8·_\x8m_\x8a_\x8r_\x8g_\x8i_\x8n_\x8·_\x8s_\x8e_\x8p_\x8a_\x8r_\x8a_\x8t_\x8i_\x8n_\x8g_\x8·_\x8h_\x8y_\x8p_\x8e_\x8r_\x8p_\x8l_\x8a_\x8n_\x8e |
| 257 | SVM:·Maximum·margin·separating·hyperplane | 257 | SVM:·Maximum·margin·separating·hyperplane |
| 258 | _\x8S_\x8V_\x8M_\x8:_\x8·_\x8S_\x8e_\x8p_\x8a_\x8r_\x8a_\x8t_\x8i_\x8n_\x8g_\x8·_\x8h_\x8y_\x8p_\x8e_\x8r_\x8p_\x8l_\x8a_\x8n_\x8e_\x8·_\x8f_\x8o_\x8r_\x8·_\x8u_\x8n_\x8b_\x8a_\x8l_\x8a_\x8n_\x8c_\x8e_\x8d_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8e_\x8s | 258 | _\x8S_\x8V_\x8M_\x8:_\x8·_\x8S_\x8e_\x8p_\x8a_\x8r_\x8a_\x8t_\x8i_\x8n_\x8g_\x8·_\x8h_\x8y_\x8p_\x8e_\x8r_\x8p_\x8l_\x8a_\x8n_\x8e_\x8·_\x8f_\x8o_\x8r_\x8·_\x8u_\x8n_\x8b_\x8a_\x8l_\x8a_\x8n_\x8c_\x8e_\x8d_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8e_\x8s |
| 259 | SVM:·Separating·hyperplane·for·unbalanced·classes | 259 | SVM:·Separating·hyperplane·for·unbalanced·classes |
| 260 | ©·2007·-·202 | 260 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 780 | </section> | 780 | </section> |
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| 783 | ······<footer·class="sk-content-footer"> | 783 | ······<footer·class="sk-content-footer"> |
| 784 | ············©·2007·-·202 | 784 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 785 | ··········<a·href="../../_sources/modules/generated/sklearn.inspection.PartialDependenceDisplay.rst.txt"·rel="nofollow">Show·this·page·source</a> | 785 | ··········<a·href="../../_sources/modules/generated/sklearn.inspection.PartialDependenceDisplay.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 788 | ··</div> | 788 | ··</div> |
| 789 | </div> | 789 | </div> |
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| 510 | Release·Highlights·for·scikit-learn·0.23 | 510 | Release·Highlights·for·scikit-learn·0.23 |
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| 512 | Monotonic·Constraints | 512 | Monotonic·Constraints |
| 513 | _\x8P_\x8a_\x8r_\x8t_\x8i_\x8a_\x8l_\x8·_\x8D_\x8e_\x8p_\x8e_\x8n_\x8d_\x8e_\x8n_\x8c_\x8e_\x8·_\x8a_\x8n_\x8d_\x8·_\x8I_\x8n_\x8d_\x8i_\x8v_\x8i_\x8d_\x8u_\x8a_\x8l_\x8·_\x8C_\x8o_\x8n_\x8d_\x8i_\x8t_\x8i_\x8o_\x8n_\x8a_\x8l_\x8·_\x8E_\x8x_\x8p_\x8e_\x8c_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8P_\x8l_\x8o_\x8t_\x8s | 513 | _\x8P_\x8a_\x8r_\x8t_\x8i_\x8a_\x8l_\x8·_\x8D_\x8e_\x8p_\x8e_\x8n_\x8d_\x8e_\x8n_\x8c_\x8e_\x8·_\x8a_\x8n_\x8d_\x8·_\x8I_\x8n_\x8d_\x8i_\x8v_\x8i_\x8d_\x8u_\x8a_\x8l_\x8·_\x8C_\x8o_\x8n_\x8d_\x8i_\x8t_\x8i_\x8o_\x8n_\x8a_\x8l_\x8·_\x8E_\x8x_\x8p_\x8e_\x8c_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8P_\x8l_\x8o_\x8t_\x8s |
| 514 | Partial·Dependence·and·Individual·Conditional·Expectation·Plots | 514 | Partial·Dependence·and·Individual·Conditional·Expectation·Plots |
| 515 | _\x8A_\x8d_\x8v_\x8a_\x8n_\x8c_\x8e_\x8d_\x8·_\x8P_\x8l_\x8o_\x8t_\x8t_\x8i_\x8n_\x8g_\x8·_\x8W_\x8i_\x8t_\x8h_\x8·_\x8P_\x8a_\x8r_\x8t_\x8i_\x8a_\x8l_\x8·_\x8D_\x8e_\x8p_\x8e_\x8n_\x8d_\x8e_\x8n_\x8c_\x8e | 515 | _\x8A_\x8d_\x8v_\x8a_\x8n_\x8c_\x8e_\x8d_\x8·_\x8P_\x8l_\x8o_\x8t_\x8t_\x8i_\x8n_\x8g_\x8·_\x8W_\x8i_\x8t_\x8h_\x8·_\x8P_\x8a_\x8r_\x8t_\x8i_\x8a_\x8l_\x8·_\x8D_\x8e_\x8p_\x8e_\x8n_\x8d_\x8e_\x8n_\x8c_\x8e |
| 516 | Advanced·Plotting·With·Partial·Dependence | 516 | Advanced·Plotting·With·Partial·Dependence |
| 517 | ©·2007·-·202 | 517 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 390 | </section> | 390 | </section> |
| 391 | ······</div> | 391 | ······</div> |
| 392 | ····<div·class="container"> | 392 | ····<div·class="container"> |
| 393 | ······<footer·class="sk-content-footer"> | 393 | ······<footer·class="sk-content-footer"> |
| 394 | ············©·2007·-·202 | 394 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 395 | ··········<a·href="../../_sources/modules/generated/sklearn.inspection.partial_dependence.rst.txt"·rel="nofollow">Show·this·page·source</a> | 395 | ··········<a·href="../../_sources/modules/generated/sklearn.inspection.partial_dependence.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 396 | ······</footer> | 396 | ······</footer> |
| 397 | ····</div> | 397 | ····</div> |
| 398 | ··</div> | 398 | ··</div> |
| 399 | </div> | 399 | </div> |
| 400 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 400 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 184 | ······>>>·gb·=·GradientBoostingClassifier(random_state=0).fit(X,·y) | 184 | ······>>>·gb·=·GradientBoostingClassifier(random_state=0).fit(X,·y) |
| 185 | ······>>>·partial_dependence(gb,·features=[0],·X=X,·percentiles=(0,·1), | 185 | ······>>>·partial_dependence(gb,·features=[0],·X=X,·percentiles=(0,·1), |
| 186 | ······...····················grid_resolution=2) | 186 | ······...····················grid_resolution=2) |
| 187 | ······(array([[-4.52...,··4.52...]]),·[array([·0.,··1.])]) | 187 | ······(array([[-4.52...,··4.52...]]),·[array([·0.,··1.])]) |
| 188 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.i\x8in\x8ns\x8sp\x8pe\x8ec\x8ct\x8ti\x8io\x8on\x8n.\x8.p\x8pa\x8ar\x8rt\x8ti\x8ia\x8al\x8l_\x8_d\x8de\x8ep\x8pe\x8en\x8nd\x8de\x8en\x8nc\x8ce\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 188 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.i\x8in\x8ns\x8sp\x8pe\x8ec\x8ct\x8ti\x8io\x8on\x8n.\x8.p\x8pa\x8ar\x8rt\x8ti\x8ia\x8al\x8l_\x8_d\x8de\x8ep\x8pe\x8en\x8nd\x8de\x8en\x8nc\x8ce\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 189 | _\x8P_\x8a_\x8r_\x8t_\x8i_\x8a_\x8l_\x8·_\x8D_\x8e_\x8p_\x8e_\x8n_\x8d_\x8e_\x8n_\x8c_\x8e_\x8·_\x8a_\x8n_\x8d_\x8·_\x8I_\x8n_\x8d_\x8i_\x8v_\x8i_\x8d_\x8u_\x8a_\x8l_\x8·_\x8C_\x8o_\x8n_\x8d_\x8i_\x8t_\x8i_\x8o_\x8n_\x8a_\x8l_\x8·_\x8E_\x8x_\x8p_\x8e_\x8c_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8P_\x8l_\x8o_\x8t_\x8s | 189 | _\x8P_\x8a_\x8r_\x8t_\x8i_\x8a_\x8l_\x8·_\x8D_\x8e_\x8p_\x8e_\x8n_\x8d_\x8e_\x8n_\x8c_\x8e_\x8·_\x8a_\x8n_\x8d_\x8·_\x8I_\x8n_\x8d_\x8i_\x8v_\x8i_\x8d_\x8u_\x8a_\x8l_\x8·_\x8C_\x8o_\x8n_\x8d_\x8i_\x8t_\x8i_\x8o_\x8n_\x8a_\x8l_\x8·_\x8E_\x8x_\x8p_\x8e_\x8c_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8P_\x8l_\x8o_\x8t_\x8s |
| 190 | Partial·Dependence·and·Individual·Conditional·Expectation·Plots | 190 | Partial·Dependence·and·Individual·Conditional·Expectation·Plots |
| 191 | ©·2007·-·202 | 191 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 335 | </div></div><div·class="clearer"></div></section> | 335 | </div></div><div·class="clearer"></div></section> |
| 336 | </section> | 336 | </section> |
| 337 | ······</div> | 337 | ······</div> |
| 338 | ····<div·class="container"> | 338 | ····<div·class="container"> |
| 339 | ······<footer·class="sk-content-footer"> | 339 | ······<footer·class="sk-content-footer"> |
| 340 | ············©·2007·-·202 | 340 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 341 | ··········<a·href="../../_sources/modules/generated/sklearn.inspection.permutation_importance.rst.txt"·rel="nofollow">Show·this·page·source</a> | 341 | ··········<a·href="../../_sources/modules/generated/sklearn.inspection.permutation_importance.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 342 | ······</footer> | 342 | ······</footer> |
| 343 | ····</div> | 343 | ····</div> |
| 344 | ··</div> | 344 | ··</div> |
| 345 | </div> | 345 | </div> |
| 346 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 346 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 135 | Gradient·Boosting·regression | 135 | Gradient·Boosting·regression |
| 136 | _\x8P_\x8i_\x8x_\x8e_\x8l_\x8·_\x8i_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8a_\x8·_\x8p_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l_\x8·_\x8f_\x8o_\x8r_\x8e_\x8s_\x8t_\x8·_\x8o_\x8f_\x8·_\x8t_\x8r_\x8e_\x8e_\x8s | 136 | _\x8P_\x8i_\x8x_\x8e_\x8l_\x8·_\x8i_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8a_\x8·_\x8p_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l_\x8·_\x8f_\x8o_\x8r_\x8e_\x8s_\x8t_\x8·_\x8o_\x8f_\x8·_\x8t_\x8r_\x8e_\x8e_\x8s |
| 137 | Pixel·importances·with·a·parallel·forest·of·trees | 137 | Pixel·importances·with·a·parallel·forest·of·trees |
| 138 | _\x8P_\x8e_\x8r_\x8m_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8I_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8·_\x8v_\x8s_\x8·_\x8R_\x8a_\x8n_\x8d_\x8o_\x8m_\x8·_\x8F_\x8o_\x8r_\x8e_\x8s_\x8t_\x8·_\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8I_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8·_\x8(_\x8M_\x8D_\x8I_\x8) | 138 | _\x8P_\x8e_\x8r_\x8m_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8I_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8·_\x8v_\x8s_\x8·_\x8R_\x8a_\x8n_\x8d_\x8o_\x8m_\x8·_\x8F_\x8o_\x8r_\x8e_\x8s_\x8t_\x8·_\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8I_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8·_\x8(_\x8M_\x8D_\x8I_\x8) |
| 139 | Permutation·Importance·vs·Random·Forest·Feature·Importance·(MDI) | 139 | Permutation·Importance·vs·Random·Forest·Feature·Importance·(MDI) |
| 140 | _\x8P_\x8e_\x8r_\x8m_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8I_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8M_\x8u_\x8l_\x8t_\x8i_\x8c_\x8o_\x8l_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8o_\x8r_\x8·_\x8C_\x8o_\x8r_\x8r_\x8e_\x8l_\x8a_\x8t_\x8e_\x8d_\x8·_\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s | 140 | _\x8P_\x8e_\x8r_\x8m_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8I_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8M_\x8u_\x8l_\x8t_\x8i_\x8c_\x8o_\x8l_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8o_\x8r_\x8·_\x8C_\x8o_\x8r_\x8r_\x8e_\x8l_\x8a_\x8t_\x8e_\x8d_\x8·_\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s |
| 141 | Permutation·Importance·with·Multicollinear·or·Correlated·Features | 141 | Permutation·Importance·with·Multicollinear·or·Correlated·Features |
| 142 | ©·2007·-·202 | 142 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 782 | </div></div><div·class="clearer"></div></section> | 782 | </div></div><div·class="clearer"></div></section> |
| 783 | </section> | 783 | </section> |
| 784 | ······</div> | 784 | ······</div> |
| 785 | ····<div·class="container"> | 785 | ····<div·class="container"> |
| 786 | ······<footer·class="sk-content-footer"> | 786 | ······<footer·class="sk-content-footer"> |
| 787 | ············©·2007·-·202 | 787 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 788 | ··········<a·href="../../_sources/modules/generated/sklearn.isotonic.IsotonicRegression.rst.txt"·rel="nofollow">Show·this·page·source</a> | 788 | ··········<a·href="../../_sources/modules/generated/sklearn.isotonic.IsotonicRegression.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 789 | ······</footer> | 789 | ······</footer> |
| 790 | ····</div> | 790 | ····</div> |
| 791 | ··</div> | 791 | ··</div> |
| 792 | </div> | 792 | </div> |
| 793 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 793 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 385 | ························feature. | 385 | ························feature. |
| 386 | ··············Returns: | 386 | ··············Returns: |
| 387 | ····················y\x8y_\x8_p\x8pr\x8re\x8ed\x8dndarray·of·shape·(n_samples,) | 387 | ····················y\x8y_\x8_p\x8pr\x8re\x8ed\x8dndarray·of·shape·(n_samples,) |
| 388 | ························The·transformed·data. | 388 | ························The·transformed·data. |
| 389 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.i\x8is\x8so\x8ot\x8to\x8on\x8ni\x8ic\x8c.\x8.I\x8Is\x8so\x8ot\x8to\x8on\x8ni\x8ic\x8cR\x8Re\x8eg\x8gr\x8re\x8es\x8ss\x8si\x8io\x8on\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 389 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.i\x8is\x8so\x8ot\x8to\x8on\x8ni\x8ic\x8c.\x8.I\x8Is\x8so\x8ot\x8to\x8on\x8ni\x8ic\x8cR\x8Re\x8eg\x8gr\x8re\x8es\x8ss\x8si\x8io\x8on\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 390 | _\x8I_\x8s_\x8o_\x8t_\x8o_\x8n_\x8i_\x8c_\x8·_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n | 390 | _\x8I_\x8s_\x8o_\x8t_\x8o_\x8n_\x8i_\x8c_\x8·_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n |
| 391 | Isotonic·Regression | 391 | Isotonic·Regression |
| 392 | ©·2007·-·202 | 392 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 233 | <div·class="clearer"></div></section> | 233 | <div·class="clearer"></div></section> |
| 234 | ······</div> | 234 | ······</div> |
| 235 | ····<div·class="container"> | 235 | ····<div·class="container"> |
| 236 | ······<footer·class="sk-content-footer"> | 236 | ······<footer·class="sk-content-footer"> |
| 237 | ············©·2007·-·202 | 237 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 238 | ··········<a·href="../../_sources/modules/generated/sklearn.isotonic.check_increasing.rst.txt"·rel="nofollow">Show·this·page·source</a> | 238 | ··········<a·href="../../_sources/modules/generated/sklearn.isotonic.check_increasing.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 239 | ······</footer> | 239 | ······</footer> |
| 240 | ····</div> | 240 | ····</div> |
| 241 | ··</div> | 241 | ··</div> |
| 242 | </div> | 242 | </div> |
| 243 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 243 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 54 | ······>>>·from·sklearn.isotonic·import·check_increasing | 54 | ······>>>·from·sklearn.isotonic·import·check_increasing |
| 55 | ······>>>·x,·y·=·[1,·2,·3,·4,·5],·[2,·4,·6,·8,·10] | 55 | ······>>>·x,·y·=·[1,·2,·3,·4,·5],·[2,·4,·6,·8,·10] |
| 56 | ······>>>·check_increasing(x,·y) | 56 | ······>>>·check_increasing(x,·y) |
| 57 | ······True | 57 | ······True |
| 58 | ······>>>·y·=·[10,·8,·6,·4,·2] | 58 | ······>>>·y·=·[10,·8,·6,·4,·2] |
| 59 | ······>>>·check_increasing(x,·y) | 59 | ······>>>·check_increasing(x,·y) |
| 60 | ······False | 60 | ······False |
| 61 | ©·2007·-·202 | 61 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 234 | <div·class="clearer"></div></section> | 234 | <div·class="clearer"></div></section> |
| 235 | ······</div> | 235 | ······</div> |
| 236 | ····<div·class="container"> | 236 | ····<div·class="container"> |
| 237 | ······<footer·class="sk-content-footer"> | 237 | ······<footer·class="sk-content-footer"> |
| 238 | ············©·2007·-·202 | 238 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 239 | ··········<a·href="../../_sources/modules/generated/sklearn.isotonic.isotonic_regression.rst.txt"·rel="nofollow">Show·this·page·source</a> | 239 | ··········<a·href="../../_sources/modules/generated/sklearn.isotonic.isotonic_regression.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 240 | ······</footer> | 240 | ······</footer> |
| 241 | ····</div> | 241 | ····</div> |
| 242 | ··</div> | 242 | ··</div> |
| 243 | </div> | 243 | </div> |
| 244 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 244 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 56 | ······“Active·set·algorithms·for·isotonic·regression;·A·unifying·framework”·by | 56 | ······“Active·set·algorithms·for·isotonic·regression;·A·unifying·framework”·by |
| 57 | ······Michael·J.·Best·and·Nilotpal·Chakravarti,·section·3. | 57 | ······Michael·J.·Best·and·Nilotpal·Chakravarti,·section·3. |
| 58 | ······Examples | 58 | ······Examples |
| 59 | ······>>>·from·sklearn.isotonic·import·isotonic_regression | 59 | ······>>>·from·sklearn.isotonic·import·isotonic_regression |
| 60 | ······>>>·isotonic_regression([5,·3,·1,·2,·8,·10,·7,·9,·6,·4]) | 60 | ······>>>·isotonic_regression([5,·3,·1,·2,·8,·10,·7,·9,·6,·4]) |
| 61 | ······array([2.75···,·2.75···,·2.75···,·2.75···,·7.33..., | 61 | ······array([2.75···,·2.75···,·2.75···,·2.75···,·7.33..., |
| 62 | ·············7.33...,·7.33...,·7.33...,·7.33...,·7.33...]) | 62 | ·············7.33...,·7.33...,·7.33...,·7.33...,·7.33...]) |
| 63 | ©·2007·-·202 | 63 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 498 | <div·class="clearer"></div></section> | 498 | <div·class="clearer"></div></section> |
| 499 | ······</div> | 499 | ······</div> |
| 500 | ····<div·class="container"> | 500 | ····<div·class="container"> |
| 501 | ······<footer·class="sk-content-footer"> | 501 | ······<footer·class="sk-content-footer"> |
| 502 | ············©·2007·-·202 | 502 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 503 | ··········<a·href="../../_sources/modules/generated/sklearn.kernel_approximation.AdditiveChi2Sampler.rst.txt"·rel="nofollow">Show·this·page·source</a> | 503 | ··········<a·href="../../_sources/modules/generated/sklearn.kernel_approximation.AdditiveChi2Sampler.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 504 | ······</footer> | 504 | ······</footer> |
| 505 | ····</div> | 505 | ····</div> |
| 506 | ··</div> | 506 | ··</div> |
| 507 | </div> | 507 | </div> |
| 508 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 508 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 196 | ························Training·data,·where·n_samples·is·the·number·of·samples | 196 | ························Training·data,·where·n_samples·is·the·number·of·samples |
| 197 | ························and·n_features·is·the·number·of·features. | 197 | ························and·n_features·is·the·number·of·features. |
| 198 | ··············Returns: | 198 | ··············Returns: |
| 199 | ····················X\x8X_\x8_n\x8ne\x8ew\x8w{ndarray,·sparse·matrix},·shape·=·(n_samples, | 199 | ····················X\x8X_\x8_n\x8ne\x8ew\x8w{ndarray,·sparse·matrix},·shape·=·(n_samples, |
| 200 | ····················n_features·*·(2*sample_steps·-·1)) | 200 | ····················n_features·*·(2*sample_steps·-·1)) |
| 201 | ························Whether·the·return·value·is·an·array·or·sparse·matrix | 201 | ························Whether·the·return·value·is·an·array·or·sparse·matrix |
| 202 | ························depends·on·the·type·of·the·input·X. | 202 | ························depends·on·the·type·of·the·input·X. |
| 203 | ©·2007·-·202 | 203 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 558 | </section> | 558 | </section> |
| 559 | ······</div> | 559 | ······</div> |
| 560 | ····<div·class="container"> | 560 | ····<div·class="container"> |
| 561 | ······<footer·class="sk-content-footer"> | 561 | ······<footer·class="sk-content-footer"> |
| 562 | ············©·2007·-·202 | 562 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 563 | ··········<a·href="../../_sources/modules/generated/sklearn.kernel_approximation.Nystroem.rst.txt"·rel="nofollow">Show·this·page·source</a> | 563 | ··········<a·href="../../_sources/modules/generated/sklearn.kernel_approximation.Nystroem.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 564 | ······</footer> | 564 | ······</footer> |
| 565 | ····</div> | 565 | ····</div> |
| 566 | ··</div> | 566 | ··</div> |
| 567 | </div> | 567 | </div> |
| 568 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 568 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 239 | One-Class·SVM·versus·One-Class·SVM·using·Stochastic·Gradient·Descent | 239 | One-Class·SVM·versus·One-Class·SVM·using·Stochastic·Gradient·Descent |
| 240 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8n_\x8o_\x8m_\x8a_\x8l_\x8y_\x8·_\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8·_\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8t_\x8o_\x8y_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8s | 240 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8n_\x8o_\x8m_\x8a_\x8l_\x8y_\x8·_\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8·_\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8t_\x8o_\x8y_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8s |
| 241 | Comparing·anomaly·detection·algorithms·for·outlier·detection·on·toy·datasets | 241 | Comparing·anomaly·detection·algorithms·for·outlier·detection·on·toy·datasets |
| 242 | _\x8E_\x8x_\x8p_\x8l_\x8i_\x8c_\x8i_\x8t_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8m_\x8a_\x8p_\x8·_\x8a_\x8p_\x8p_\x8r_\x8o_\x8x_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8R_\x8B_\x8F_\x8·_\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8s | 242 | _\x8E_\x8x_\x8p_\x8l_\x8i_\x8c_\x8i_\x8t_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8m_\x8a_\x8p_\x8·_\x8a_\x8p_\x8p_\x8r_\x8o_\x8x_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8R_\x8B_\x8F_\x8·_\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8s |
| 243 | Explicit·feature·map·approximation·for·RBF·kernels | 243 | Explicit·feature·map·approximation·for·RBF·kernels |
| 244 | _\x8I_\x8m_\x8p_\x8u_\x8t_\x8i_\x8n_\x8g_\x8·_\x8m_\x8i_\x8s_\x8s_\x8i_\x8n_\x8g_\x8·_\x8v_\x8a_\x8l_\x8u_\x8e_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8t_\x8s_\x8·_\x8o_\x8f_\x8·_\x8I_\x8t_\x8e_\x8r_\x8a_\x8t_\x8i_\x8v_\x8e_\x8I_\x8m_\x8p_\x8u_\x8t_\x8e_\x8r | 244 | _\x8I_\x8m_\x8p_\x8u_\x8t_\x8i_\x8n_\x8g_\x8·_\x8m_\x8i_\x8s_\x8s_\x8i_\x8n_\x8g_\x8·_\x8v_\x8a_\x8l_\x8u_\x8e_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8t_\x8s_\x8·_\x8o_\x8f_\x8·_\x8I_\x8t_\x8e_\x8r_\x8a_\x8t_\x8i_\x8v_\x8e_\x8I_\x8m_\x8p_\x8u_\x8t_\x8e_\x8r |
| 245 | Imputing·missing·values·with·variants·of·IterativeImputer | 245 | Imputing·missing·values·with·variants·of·IterativeImputer |
| 246 | ©·2007·-·202 | 246 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 524 | </div></div><div·class="clearer"></div></section> | 524 | </div></div><div·class="clearer"></div></section> |
| 525 | </section> | 525 | </section> |
| 526 | ······</div> | 526 | ······</div> |
| 527 | ····<div·class="container"> | 527 | ····<div·class="container"> |
| 528 | ······<footer·class="sk-content-footer"> | 528 | ······<footer·class="sk-content-footer"> |
| 529 | ············©·2007·-·202 | 529 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 530 | ··········<a·href="../../_sources/modules/generated/sklearn.kernel_approximation.PolynomialCountSketch.rst.txt"·rel="nofollow">Show·this·page·source</a> | 530 | ··········<a·href="../../_sources/modules/generated/sklearn.kernel_approximation.PolynomialCountSketch.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 531 | ······</footer> | 531 | ······</footer> |
| 532 | ····</div> | 532 | ····</div> |
| 533 | ··</div> | 533 | ··</div> |
| 534 | </div> | 534 | </div> |
| 535 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 535 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 218 | ····················X\x8X_\x8_n\x8ne\x8ew\x8warray-like,·shape·(n_samples,·n_components) | 218 | ····················X\x8X_\x8_n\x8ne\x8ew\x8warray-like,·shape·(n_samples,·n_components) |
| 219 | ························Returns·the·instance·itself. | 219 | ························Returns·the·instance·itself. |
| 220 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.k\x8ke\x8er\x8rn\x8ne\x8el\x8l_\x8_a\x8ap\x8pp\x8pr\x8ro\x8ox\x8xi\x8im\x8ma\x8at\x8ti\x8io\x8on\x8n.\x8.P\x8Po\x8ol\x8ly\x8yn\x8no\x8om\x8mi\x8ia\x8al\x8lC\x8Co\x8ou\x8un\x8nt\x8tS\x8Sk\x8ke\x8et\x8tc\x8ch\x8h_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 220 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.k\x8ke\x8er\x8rn\x8ne\x8el\x8l_\x8_a\x8ap\x8pp\x8pr\x8ro\x8ox\x8xi\x8im\x8ma\x8at\x8ti\x8io\x8on\x8n.\x8.P\x8Po\x8ol\x8ly\x8yn\x8no\x8om\x8mi\x8ia\x8al\x8lC\x8Co\x8ou\x8un\x8nt\x8tS\x8Sk\x8ke\x8et\x8tc\x8ch\x8h_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 221 | _\x8R_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8·_\x8H_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n_\x8·_\x80_\x8._\x82_\x84 | 221 | _\x8R_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8·_\x8H_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n_\x8·_\x80_\x8._\x82_\x84 |
| 222 | Release·Highlights·for·scikit-learn·0.24 | 222 | Release·Highlights·for·scikit-learn·0.24 |
| 223 | _\x8S_\x8c_\x8a_\x8l_\x8a_\x8b_\x8l_\x8e_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8p_\x8o_\x8l_\x8y_\x8n_\x8o_\x8m_\x8i_\x8a_\x8l_\x8·_\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8·_\x8a_\x8p_\x8p_\x8r_\x8o_\x8x_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n | 223 | _\x8S_\x8c_\x8a_\x8l_\x8a_\x8b_\x8l_\x8e_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8p_\x8o_\x8l_\x8y_\x8n_\x8o_\x8m_\x8i_\x8a_\x8l_\x8·_\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8·_\x8a_\x8p_\x8p_\x8r_\x8o_\x8x_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n |
| 224 | Scalable·learning·with·polynomial·kernel·approximation | 224 | Scalable·learning·with·polynomial·kernel·approximation |
| 225 | ©·2007·-·202 | 225 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 512 | </div></div><div·class="clearer"></div></section> | 512 | </div></div><div·class="clearer"></div></section> |
| 513 | </section> | 513 | </section> |
| 514 | ······</div> | 514 | ······</div> |
| 515 | ····<div·class="container"> | 515 | ····<div·class="container"> |
| 516 | ······<footer·class="sk-content-footer"> | 516 | ······<footer·class="sk-content-footer"> |
| 517 | ············©·2007·-·202 | 517 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 518 | ··········<a·href="../../_sources/modules/generated/sklearn.kernel_approximation.RBFSampler.rst.txt"·rel="nofollow">Show·this·page·source</a> | 518 | ··········<a·href="../../_sources/modules/generated/sklearn.kernel_approximation.RBFSampler.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 519 | ······</footer> | 519 | ······</footer> |
| 520 | ····</div> | 520 | ····</div> |
| 521 | ··</div> | 521 | ··</div> |
| 522 | </div> | 522 | </div> |
| 523 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 523 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 204 | ························n_features·is·the·number·of·features. | 204 | ························n_features·is·the·number·of·features. |
| 205 | ··············Returns: | 205 | ··············Returns: |
| 206 | ····················X\x8X_\x8_n\x8ne\x8ew\x8warray-like,·shape·(n_samples,·n_components) | 206 | ····················X\x8X_\x8_n\x8ne\x8ew\x8warray-like,·shape·(n_samples,·n_components) |
| 207 | ························Returns·the·instance·itself. | 207 | ························Returns·the·instance·itself. |
| 208 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.k\x8ke\x8er\x8rn\x8ne\x8el\x8l_\x8_a\x8ap\x8pp\x8pr\x8ro\x8ox\x8xi\x8im\x8ma\x8at\x8ti\x8io\x8on\x8n.\x8.R\x8RB\x8BF\x8FS\x8Sa\x8am\x8mp\x8pl\x8le\x8er\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 208 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.k\x8ke\x8er\x8rn\x8ne\x8el\x8l_\x8_a\x8ap\x8pp\x8pr\x8ro\x8ox\x8xi\x8im\x8ma\x8at\x8ti\x8io\x8on\x8n.\x8.R\x8RB\x8BF\x8FS\x8Sa\x8am\x8mp\x8pl\x8le\x8er\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 209 | _\x8E_\x8x_\x8p_\x8l_\x8i_\x8c_\x8i_\x8t_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8m_\x8a_\x8p_\x8·_\x8a_\x8p_\x8p_\x8r_\x8o_\x8x_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8R_\x8B_\x8F_\x8·_\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8s | 209 | _\x8E_\x8x_\x8p_\x8l_\x8i_\x8c_\x8i_\x8t_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8m_\x8a_\x8p_\x8·_\x8a_\x8p_\x8p_\x8r_\x8o_\x8x_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8f_\x8o_\x8r_\x8·_\x8R_\x8B_\x8F_\x8·_\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8s |
| 210 | Explicit·feature·map·approximation·for·RBF·kernels | 210 | Explicit·feature·map·approximation·for·RBF·kernels |
| 211 | ©·2007·-·202 | 211 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 498 | <div·class="clearer"></div></section> | 498 | <div·class="clearer"></div></section> |
| 499 | ······</div> | 499 | ······</div> |
| 500 | ····<div·class="container"> | 500 | ····<div·class="container"> |
| 501 | ······<footer·class="sk-content-footer"> | 501 | ······<footer·class="sk-content-footer"> |
| 502 | ············©·2007·-·202 | 502 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 503 | ··········<a·href="../../_sources/modules/generated/sklearn.kernel_approximation.SkewedChi2Sampler.rst.txt"·rel="nofollow">Show·this·page·source</a> | 503 | ··········<a·href="../../_sources/modules/generated/sklearn.kernel_approximation.SkewedChi2Sampler.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 504 | ······</footer> | 504 | ······</footer> |
| 505 | ····</div> | 505 | ····</div> |
| 506 | ··</div> | 506 | ··</div> |
| 507 | </div> | 507 | </div> |
| 508 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 508 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 197 | ····················X\x8Xarray-like,·shape·(n_samples,·n_features) | 197 | ····················X\x8Xarray-like,·shape·(n_samples,·n_features) |
| 198 | ························New·data,·where·n_samples·is·the·number·of·samples·and | 198 | ························New·data,·where·n_samples·is·the·number·of·samples·and |
| 199 | ························n_features·is·the·number·of·features.·All·values·of·X | 199 | ························n_features·is·the·number·of·features.·All·values·of·X |
| 200 | ························must·be·strictly·greater·than·“-skewedness”. | 200 | ························must·be·strictly·greater·than·“-skewedness”. |
| 201 | ··············Returns: | 201 | ··············Returns: |
| 202 | ····················X\x8X_\x8_n\x8ne\x8ew\x8warray-like,·shape·(n_samples,·n_components) | 202 | ····················X\x8X_\x8_n\x8ne\x8ew\x8warray-like,·shape·(n_samples,·n_components) |
| 203 | ························Returns·the·instance·itself. | 203 | ························Returns·the·instance·itself. |
| 204 | ©·2007·-·202 | 204 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 598 | </div></div><div·class="clearer"></div></section> | 598 | </div></div><div·class="clearer"></div></section> |
| 599 | </section> | 599 | </section> |
| 600 | ······</div> | 600 | ······</div> |
| 601 | ····<div·class="container"> | 601 | ····<div·class="container"> |
| 602 | ······<footer·class="sk-content-footer"> | 602 | ······<footer·class="sk-content-footer"> |
| 603 | ············©·2007·-·202 | 603 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
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| 294 | Comparison·of·kernel·ridge·and·Gaussian·process·regression | 294 | Comparison·of·kernel·ridge·and·Gaussian·process·regression |
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| 296 | Comparison·of·kernel·ridge·regression·and·SVR | 296 | Comparison·of·kernel·ridge·regression·and·SVR |
| 297 | ©·2007·-·202 | 297 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 299 | ························The·updated·object. | 299 | ························The·updated·object. |
| 300 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.l\x8li\x8in\x8ne\x8ea\x8ar\x8r_\x8_m\x8mo\x8od\x8de\x8el\x8l.\x8.A\x8AR\x8RD\x8DR\x8Re\x8eg\x8gr\x8re\x8es\x8ss\x8si\x8io\x8on\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 300 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.l\x8li\x8in\x8ne\x8ea\x8ar\x8r_\x8_m\x8mo\x8od\x8de\x8el\x8l.\x8.A\x8AR\x8RD\x8DR\x8Re\x8eg\x8gr\x8re\x8es\x8ss\x8si\x8io\x8on\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 301 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8L_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8B_\x8a_\x8y_\x8e_\x8s_\x8i_\x8a_\x8n_\x8·_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8o_\x8r_\x8s | 301 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8L_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8B_\x8a_\x8y_\x8e_\x8s_\x8i_\x8a_\x8n_\x8·_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8o_\x8r_\x8s |
| 302 | Comparing·Linear·Bayesian·Regressors | 302 | Comparing·Linear·Bayesian·Regressors |
| 303 | _\x8L_\x81_\x8-_\x8b_\x8a_\x8s_\x8e_\x8d_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8S_\x8p_\x8a_\x8r_\x8s_\x8e_\x8·_\x8S_\x8i_\x8g_\x8n_\x8a_\x8l_\x8s | 303 | _\x8L_\x81_\x8-_\x8b_\x8a_\x8s_\x8e_\x8d_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8S_\x8p_\x8a_\x8r_\x8s_\x8e_\x8·_\x8S_\x8i_\x8g_\x8n_\x8a_\x8l_\x8s |
| 304 | L1-based·models·for·Sparse·Signals | 304 | L1-based·models·for·Sparse·Signals |
| 305 | ©·2007·-·202 | 305 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 350 | Comparing·Linear·Bayesian·Regressors | 350 | Comparing·Linear·Bayesian·Regressors |
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| 352 | Curve·Fitting·with·Bayesian·Ridge·Regression | 352 | Curve·Fitting·with·Bayesian·Ridge·Regression |
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| 354 | L1-based·models·for·Sparse·Signals | 354 | L1-based·models·for·Sparse·Signals |
| 355 | _\x8I_\x8m_\x8p_\x8u_\x8t_\x8i_\x8n_\x8g_\x8·_\x8m_\x8i_\x8s_\x8s_\x8i_\x8n_\x8g_\x8·_\x8v_\x8a_\x8l_\x8u_\x8e_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8t_\x8s_\x8·_\x8o_\x8f_\x8·_\x8I_\x8t_\x8e_\x8r_\x8a_\x8t_\x8i_\x8v_\x8e_\x8I_\x8m_\x8p_\x8u_\x8t_\x8e_\x8r | 355 | _\x8I_\x8m_\x8p_\x8u_\x8t_\x8i_\x8n_\x8g_\x8·_\x8m_\x8i_\x8s_\x8s_\x8i_\x8n_\x8g_\x8·_\x8v_\x8a_\x8l_\x8u_\x8e_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8t_\x8s_\x8·_\x8o_\x8f_\x8·_\x8I_\x8t_\x8e_\x8r_\x8a_\x8t_\x8i_\x8v_\x8e_\x8I_\x8m_\x8p_\x8u_\x8t_\x8e_\x8r |
| 356 | Imputing·missing·values·with·variants·of·IterativeImputer | 356 | Imputing·missing·values·with·variants·of·IterativeImputer |
| 357 | ©·2007·-·202 | 357 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 429 | Fitting·an·Elastic·Net·with·a·precomputed·Gram·Matrix·and·Weighted·Samples | 429 | Fitting·an·Elastic·Net·with·a·precomputed·Gram·Matrix·and·Weighted·Samples |
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| 432 | _\x8T_\x8r_\x8a_\x8i_\x8n_\x8·_\x8e_\x8r_\x8r_\x8o_\x8r_\x8·_\x8v_\x8s_\x8·_\x8T_\x8e_\x8s_\x8t_\x8·_\x8e_\x8r_\x8r_\x8o_\x8r | 432 | _\x8T_\x8r_\x8a_\x8i_\x8n_\x8·_\x8e_\x8r_\x8r_\x8o_\x8r_\x8·_\x8v_\x8s_\x8·_\x8T_\x8e_\x8s_\x8t_\x8·_\x8e_\x8r_\x8r_\x8o_\x8r |
| 433 | Train·error·vs·Test·error | 433 | Train·error·vs·Test·error |
| 434 | ©·2007·-·202 | 434 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 442 | ························Metadata·routing·for·sample_weight·parameter·in·score. | 442 | ························Metadata·routing·for·sample_weight·parameter·in·score. |
| 443 | ··············Returns: | 443 | ··············Returns: |
| 444 | ····················s\x8se\x8el\x8lf\x8fobject | 444 | ····················s\x8se\x8el\x8lf\x8fobject |
| 445 | ························The·updated·object. | 445 | ························The·updated·object. |
| 446 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.l\x8li\x8in\x8ne\x8ea\x8ar\x8r_\x8_m\x8mo\x8od\x8de\x8el\x8l.\x8.E\x8El\x8la\x8as\x8st\x8ti\x8ic\x8cN\x8Ne\x8et\x8tC\x8CV\x8V_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 446 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.l\x8li\x8in\x8ne\x8ea\x8ar\x8r_\x8_m\x8mo\x8od\x8de\x8el\x8l.\x8.E\x8El\x8la\x8as\x8st\x8ti\x8ic\x8cN\x8Ne\x8et\x8tC\x8CV\x8V_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 447 | _\x8L_\x81_\x8-_\x8b_\x8a_\x8s_\x8e_\x8d_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8S_\x8p_\x8a_\x8r_\x8s_\x8e_\x8·_\x8S_\x8i_\x8g_\x8n_\x8a_\x8l_\x8s | 447 | _\x8L_\x81_\x8-_\x8b_\x8a_\x8s_\x8e_\x8d_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8S_\x8p_\x8a_\x8r_\x8s_\x8e_\x8·_\x8S_\x8i_\x8g_\x8n_\x8a_\x8l_\x8s |
| 448 | L1-based·models·for·Sparse·Signals | 448 | L1-based·models·for·Sparse·Signals |
| 449 | ©·2007·-·202 | 449 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 574 | </section> | 574 | </section> |
| 575 | ······</div> | 575 | ······</div> |
| 576 | ····<div·class="container"> | 576 | ····<div·class="container"> |
| 577 | ······<footer·class="sk-content-footer"> | 577 | ······<footer·class="sk-content-footer"> |
| 578 | ············©·2007·-·202 | 578 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 579 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.GammaRegressor.rst.txt"·rel="nofollow">Show·this·page·source</a> | 579 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.GammaRegressor.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 580 | ······</footer> | 580 | ······</footer> |
| 581 | ····</div> | 581 | ····</div> |
| 582 | ··</div> | 582 | ··</div> |
| 583 | </div> | 583 | </div> |
| 584 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 584 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 264 | ····················s\x8se\x8el\x8lf\x8fobject | 264 | ····················s\x8se\x8el\x8lf\x8fobject |
| 265 | ························The·updated·object. | 265 | ························The·updated·object. |
| 266 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.l\x8li\x8in\x8ne\x8ea\x8ar\x8r_\x8_m\x8mo\x8od\x8de\x8el\x8l.\x8.G\x8Ga\x8am\x8mm\x8ma\x8aR\x8Re\x8eg\x8gr\x8re\x8es\x8ss\x8so\x8or\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 266 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.l\x8li\x8in\x8ne\x8ea\x8ar\x8r_\x8_m\x8mo\x8od\x8de\x8el\x8l.\x8.G\x8Ga\x8am\x8mm\x8ma\x8aR\x8Re\x8eg\x8gr\x8re\x8es\x8ss\x8so\x8or\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 267 | _\x8R_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8·_\x8H_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n_\x8·_\x80_\x8._\x82_\x83 | 267 | _\x8R_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8·_\x8H_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n_\x8·_\x80_\x8._\x82_\x83 |
| 268 | Release·Highlights·for·scikit-learn·0.23 | 268 | Release·Highlights·for·scikit-learn·0.23 |
| 269 | _\x8T_\x8w_\x8e_\x8e_\x8d_\x8i_\x8e_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8i_\x8n_\x8s_\x8u_\x8r_\x8a_\x8n_\x8c_\x8e_\x8·_\x8c_\x8l_\x8a_\x8i_\x8m_\x8s | 269 | _\x8T_\x8w_\x8e_\x8e_\x8d_\x8i_\x8e_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8i_\x8n_\x8s_\x8u_\x8r_\x8a_\x8n_\x8c_\x8e_\x8·_\x8c_\x8l_\x8a_\x8i_\x8m_\x8s |
| 270 | Tweedie·regression·on·insurance·claims | 270 | Tweedie·regression·on·insurance·claims |
| 271 | ©·2007·-·202 | 271 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 607 | </div></div><div·class="clearer"></div></section> | 607 | </div></div><div·class="clearer"></div></section> |
| 608 | </section> | 608 | </section> |
| 609 | ······</div> | 609 | ······</div> |
| 610 | ····<div·class="container"> | 610 | ····<div·class="container"> |
| 611 | ······<footer·class="sk-content-footer"> | 611 | ······<footer·class="sk-content-footer"> |
| 612 | ············©·2007·-·202 | 612 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 613 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.HuberRegressor.rst.txt"·rel="nofollow">Show·this·page·source</a> | 613 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.HuberRegressor.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 614 | ······</footer> | 614 | ······</footer> |
| 615 | ····</div> | 615 | ····</div> |
| 616 | ··</div> | 616 | ··</div> |
| 617 | </div> | 617 | </div> |
| 618 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 618 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 290 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.l\x8li\x8in\x8ne\x8ea\x8ar\x8r_\x8_m\x8mo\x8od\x8de\x8el\x8l.\x8.H\x8Hu\x8ub\x8be\x8er\x8rR\x8Re\x8eg\x8gr\x8re\x8es\x8ss\x8so\x8or\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 290 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.l\x8li\x8in\x8ne\x8ea\x8ar\x8r_\x8_m\x8mo\x8od\x8de\x8el\x8l.\x8.H\x8Hu\x8ub\x8be\x8er\x8rR\x8Re\x8eg\x8gr\x8re\x8es\x8ss\x8so\x8or\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 291 | _\x8H_\x8u_\x8b_\x8e_\x8r_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8o_\x8r_\x8·_\x8v_\x8s_\x8·_\x8R_\x8i_\x8d_\x8g_\x8e_\x8·_\x8o_\x8n_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8s_\x8t_\x8r_\x8o_\x8n_\x8g_\x8·_\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8s | 291 | _\x8H_\x8u_\x8b_\x8e_\x8r_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8o_\x8r_\x8·_\x8v_\x8s_\x8·_\x8R_\x8i_\x8d_\x8g_\x8e_\x8·_\x8o_\x8n_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8s_\x8t_\x8r_\x8o_\x8n_\x8g_\x8·_\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8s |
| 292 | HuberRegressor·vs·Ridge·on·dataset·with·strong·outliers | 292 | HuberRegressor·vs·Ridge·on·dataset·with·strong·outliers |
| 293 | _\x8R_\x8i_\x8d_\x8g_\x8e_\x8·_\x8c_\x8o_\x8e_\x8f_\x8f_\x8i_\x8c_\x8i_\x8e_\x8n_\x8t_\x8s_\x8·_\x8a_\x8s_\x8·_\x8a_\x8·_\x8f_\x8u_\x8n_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8t_\x8h_\x8e_\x8·_\x8L_\x82_\x8·_\x8R_\x8e_\x8g_\x8u_\x8l_\x8a_\x8r_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n | 293 | _\x8R_\x8i_\x8d_\x8g_\x8e_\x8·_\x8c_\x8o_\x8e_\x8f_\x8f_\x8i_\x8c_\x8i_\x8e_\x8n_\x8t_\x8s_\x8·_\x8a_\x8s_\x8·_\x8a_\x8·_\x8f_\x8u_\x8n_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8t_\x8h_\x8e_\x8·_\x8L_\x82_\x8·_\x8R_\x8e_\x8g_\x8u_\x8l_\x8a_\x8r_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n |
| 294 | Ridge·coefficients·as·a·function·of·the·L2·Regularization | 294 | Ridge·coefficients·as·a·function·of·the·L2·Regularization |
| 295 | _\x8R_\x8o_\x8b_\x8u_\x8s_\x8t_\x8·_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8·_\x8f_\x8i_\x8t_\x8t_\x8i_\x8n_\x8g | 295 | _\x8R_\x8o_\x8b_\x8u_\x8s_\x8t_\x8·_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8·_\x8f_\x8i_\x8t_\x8t_\x8i_\x8n_\x8g |
| 296 | Robust·linear·estimator·fitting | 296 | Robust·linear·estimator·fitting |
| 297 | ©·2007·-·202 | 297 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 572 | <div·class="clearer"></div></section> | 572 | <div·class="clearer"></div></section> |
| 573 | ······</div> | 573 | ······</div> |
| 574 | ····<div·class="container"> | 574 | ····<div·class="container"> |
| 575 | ······<footer·class="sk-content-footer"> | 575 | ······<footer·class="sk-content-footer"> |
| 576 | ············©·2007·-·202 | 576 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 577 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.Lars.rst.txt"·rel="nofollow">Show·this·page·source</a> | 577 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.Lars.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 578 | ······</footer> | 578 | ······</footer> |
| 579 | ····</div> | 579 | ····</div> |
| 580 | ··</div> | 580 | ··</div> |
| 581 | </div> | 581 | </div> |
| 582 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 582 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 270 | ··············Parameters: | 270 | ··············Parameters: |
| 271 | ····················s\x8sa\x8am\x8mp\x8pl\x8le\x8e_\x8_w\x8we\x8ei\x8ig\x8gh\x8ht\x8tstr,·True,·False,·or·None, | 271 | ····················s\x8sa\x8am\x8mp\x8pl\x8le\x8e_\x8_w\x8we\x8ei\x8ig\x8gh\x8ht\x8tstr,·True,·False,·or·None, |
| 272 | ····················default=sklearn.utils.metadata_routing.UNCHANGED | 272 | ····················default=sklearn.utils.metadata_routing.UNCHANGED |
| 273 | ························Metadata·routing·for·sample_weight·parameter·in·score. | 273 | ························Metadata·routing·for·sample_weight·parameter·in·score. |
| 274 | ··············Returns: | 274 | ··············Returns: |
| 275 | ····················s\x8se\x8el\x8lf\x8fobject | 275 | ····················s\x8se\x8el\x8lf\x8fobject |
| 276 | ························The·updated·object. | 276 | ························The·updated·object. |
| 277 | ©·2007·-·202 | 277 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 601 | <div·class="clearer"></div></section> | 601 | <div·class="clearer"></div></section> |
| 602 | ······</div> | 602 | ······</div> |
| 603 | ····<div·class="container"> | 603 | ····<div·class="container"> |
| 604 | ······<footer·class="sk-content-footer"> | 604 | ······<footer·class="sk-content-footer"> |
| 605 | ············©·2007·-·202 | 605 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 606 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.LarsCV.rst.txt"·rel="nofollow">Show·this·page·source</a> | 606 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.LarsCV.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 607 | ······</footer> | 607 | ······</footer> |
| 608 | ····</div> | 608 | ····</div> |
| 609 | ··</div> | 609 | ··</div> |
| 610 | </div> | 610 | </div> |
| 611 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 611 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 294 | ··············Parameters: | 294 | ··············Parameters: |
| 295 | ····················s\x8sa\x8am\x8mp\x8pl\x8le\x8e_\x8_w\x8we\x8ei\x8ig\x8gh\x8ht\x8tstr,·True,·False,·or·None, | 295 | ····················s\x8sa\x8am\x8mp\x8pl\x8le\x8e_\x8_w\x8we\x8ei\x8ig\x8gh\x8ht\x8tstr,·True,·False,·or·None, |
| 296 | ····················default=sklearn.utils.metadata_routing.UNCHANGED | 296 | ····················default=sklearn.utils.metadata_routing.UNCHANGED |
| 297 | ························Metadata·routing·for·sample_weight·parameter·in·score. | 297 | ························Metadata·routing·for·sample_weight·parameter·in·score. |
| 298 | ··············Returns: | 298 | ··············Returns: |
| 299 | ····················s\x8se\x8el\x8lf\x8fobject | 299 | ····················s\x8se\x8el\x8lf\x8fobject |
| 300 | ························The·updated·object. | 300 | ························The·updated·object. |
| 301 | ©·2007·-·202 | 301 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 758 | </div></div><div·class="clearer"></div></section> | 758 | </div></div><div·class="clearer"></div></section> |
| 759 | </section> | 759 | </section> |
| 760 | ······</div> | 760 | ······</div> |
| 761 | ····<div·class="container"> | 761 | ····<div·class="container"> |
| 762 | ······<footer·class="sk-content-footer"> | 762 | ······<footer·class="sk-content-footer"> |
| 763 | ············©·2007·-·202 | 763 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 764 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.Lasso.rst.txt"·rel="nofollow">Show·this·page·source</a> | 764 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.Lasso.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 765 | ······</footer> | 765 | ······</footer> |
| 766 | ····</div> | 766 | ····</div> |
| 767 | ··</div> | 767 | ··</div> |
| 768 | </div> | 768 | </div> |
| 769 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 769 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 434 | Joint·feature·selection·with·multi-task·Lasso | 434 | Joint·feature·selection·with·multi-task·Lasso |
| 435 | _\x8L_\x81_\x8-_\x8b_\x8a_\x8s_\x8e_\x8d_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8S_\x8p_\x8a_\x8r_\x8s_\x8e_\x8·_\x8S_\x8i_\x8g_\x8n_\x8a_\x8l_\x8s | 435 | _\x8L_\x81_\x8-_\x8b_\x8a_\x8s_\x8e_\x8d_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8S_\x8p_\x8a_\x8r_\x8s_\x8e_\x8·_\x8S_\x8i_\x8g_\x8n_\x8a_\x8l_\x8s |
| 436 | L1-based·models·for·Sparse·Signals | 436 | L1-based·models·for·Sparse·Signals |
| 437 | _\x8L_\x8a_\x8s_\x8s_\x8o_\x8·_\x8o_\x8n_\x8·_\x8d_\x8e_\x8n_\x8s_\x8e_\x8·_\x8a_\x8n_\x8d_\x8·_\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8·_\x8d_\x8a_\x8t_\x8a | 437 | _\x8L_\x8a_\x8s_\x8s_\x8o_\x8·_\x8o_\x8n_\x8·_\x8d_\x8e_\x8n_\x8s_\x8e_\x8·_\x8a_\x8n_\x8d_\x8·_\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8·_\x8d_\x8a_\x8t_\x8a |
| 438 | Lasso·on·dense·and·sparse·data | 438 | Lasso·on·dense·and·sparse·data |
| 439 | _\x8C_\x8r_\x8o_\x8s_\x8s_\x8-_\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8d_\x8i_\x8a_\x8b_\x8e_\x8t_\x8e_\x8s_\x8·_\x8D_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8·_\x8E_\x8x_\x8e_\x8r_\x8c_\x8i_\x8s_\x8e | 439 | _\x8C_\x8r_\x8o_\x8s_\x8s_\x8-_\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8d_\x8i_\x8a_\x8b_\x8e_\x8t_\x8e_\x8s_\x8·_\x8D_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8·_\x8E_\x8x_\x8e_\x8r_\x8c_\x8i_\x8s_\x8e |
| 440 | Cross-validation·on·diabetes·Dataset·Exercise | 440 | Cross-validation·on·diabetes·Dataset·Exercise |
| 441 | ©·2007·-·202 | 441 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 785 | </div></div><div·class="clearer"></div></section> | 785 | </div></div><div·class="clearer"></div></section> |
| 786 | </section> | 786 | </section> |
| 787 | ······</div> | 787 | ······</div> |
| 788 | ····<div·class="container"> | 788 | ····<div·class="container"> |
| 789 | ······<footer·class="sk-content-footer"> | 789 | ······<footer·class="sk-content-footer"> |
| 790 | ············©·2007·-·202 | 790 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 791 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.LassoCV.rst.txt"·rel="nofollow">Show·this·page·source</a> | 791 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.LassoCV.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 792 | ······</footer> | 792 | ······</footer> |
| 793 | ····</div> | 793 | ····</div> |
| 794 | ··</div> | 794 | ··</div> |
| 795 | </div> | 795 | </div> |
| 796 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 796 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 458 | L1-based·models·for·Sparse·Signals | 458 | L1-based·models·for·Sparse·Signals |
| 459 | _\x8L_\x8a_\x8s_\x8s_\x8o_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l_\x8·_\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8:_\x8·_\x8A_\x8I_\x8C_\x8-_\x8B_\x8I_\x8C_\x8·_\x8/_\x8·_\x8c_\x8r_\x8o_\x8s_\x8s_\x8-_\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n | 459 | _\x8L_\x8a_\x8s_\x8s_\x8o_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l_\x8·_\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8:_\x8·_\x8A_\x8I_\x8C_\x8-_\x8B_\x8I_\x8C_\x8·_\x8/_\x8·_\x8c_\x8r_\x8o_\x8s_\x8s_\x8-_\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n |
| 460 | Lasso·model·selection:·AIC-BIC·/·cross-validation | 460 | Lasso·model·selection:·AIC-BIC·/·cross-validation |
| 461 | _\x8C_\x8o_\x8m_\x8m_\x8o_\x8n_\x8·_\x8p_\x8i_\x8t_\x8f_\x8a_\x8l_\x8l_\x8s_\x8·_\x8i_\x8n_\x8·_\x8t_\x8h_\x8e_\x8·_\x8i_\x8n_\x8t_\x8e_\x8r_\x8p_\x8r_\x8e_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8c_\x8o_\x8e_\x8f_\x8f_\x8i_\x8c_\x8i_\x8e_\x8n_\x8t_\x8s_\x8·_\x8o_\x8f_\x8·_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l_\x8s | 461 | _\x8C_\x8o_\x8m_\x8m_\x8o_\x8n_\x8·_\x8p_\x8i_\x8t_\x8f_\x8a_\x8l_\x8l_\x8s_\x8·_\x8i_\x8n_\x8·_\x8t_\x8h_\x8e_\x8·_\x8i_\x8n_\x8t_\x8e_\x8r_\x8p_\x8r_\x8e_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8c_\x8o_\x8e_\x8f_\x8f_\x8i_\x8c_\x8i_\x8e_\x8n_\x8t_\x8s_\x8·_\x8o_\x8f_\x8·_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l_\x8s |
| 462 | Common·pitfalls·in·the·interpretation·of·coefficients·of·linear·models | 462 | Common·pitfalls·in·the·interpretation·of·coefficients·of·linear·models |
| 463 | _\x8C_\x8r_\x8o_\x8s_\x8s_\x8-_\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8d_\x8i_\x8a_\x8b_\x8e_\x8t_\x8e_\x8s_\x8·_\x8D_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8·_\x8E_\x8x_\x8e_\x8r_\x8c_\x8i_\x8s_\x8e | 463 | _\x8C_\x8r_\x8o_\x8s_\x8s_\x8-_\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8d_\x8i_\x8a_\x8b_\x8e_\x8t_\x8e_\x8s_\x8·_\x8D_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8·_\x8E_\x8x_\x8e_\x8r_\x8c_\x8i_\x8s_\x8e |
| 464 | Cross-validation·on·diabetes·Dataset·Exercise | 464 | Cross-validation·on·diabetes·Dataset·Exercise |
| 465 | ©·2007·-·202 | 465 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 601 | <div·class="clearer"></div></section> | 601 | <div·class="clearer"></div></section> |
| 602 | ······</div> | 602 | ······</div> |
| 603 | ····<div·class="container"> | 603 | ····<div·class="container"> |
| 604 | ······<footer·class="sk-content-footer"> | 604 | ······<footer·class="sk-content-footer"> |
| 605 | ············©·2007·-·202 | 605 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 606 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.LassoLars.rst.txt"·rel="nofollow">Show·this·page·source</a> | 606 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.LassoLars.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 607 | ······</footer> | 607 | ······</footer> |
| 608 | ····</div> | 608 | ····</div> |
| 609 | ··</div> | 609 | ··</div> |
| 610 | </div> | 610 | </div> |
| 611 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 611 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 299 | ··············Parameters: | 299 | ··············Parameters: |
| 300 | ····················s\x8sa\x8am\x8mp\x8pl\x8le\x8e_\x8_w\x8we\x8ei\x8ig\x8gh\x8ht\x8tstr,·True,·False,·or·None, | 300 | ····················s\x8sa\x8am\x8mp\x8pl\x8le\x8e_\x8_w\x8we\x8ei\x8ig\x8gh\x8ht\x8tstr,·True,·False,·or·None, |
| 301 | ····················default=sklearn.utils.metadata_routing.UNCHANGED | 301 | ····················default=sklearn.utils.metadata_routing.UNCHANGED |
| 302 | ························Metadata·routing·for·sample_weight·parameter·in·score. | 302 | ························Metadata·routing·for·sample_weight·parameter·in·score. |
| 303 | ··············Returns: | 303 | ··············Returns: |
| 304 | ····················s\x8se\x8el\x8lf\x8fobject | 304 | ····················s\x8se\x8el\x8lf\x8fobject |
| 305 | ························The·updated·object. | 305 | ························The·updated·object. |
| 306 | ©·2007·-·202 | 306 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 634 | </section> | 634 | </section> |
| 635 | ······</div> | 635 | ······</div> |
| 636 | ····<div·class="container"> | 636 | ····<div·class="container"> |
| 637 | ······<footer·class="sk-content-footer"> | 637 | ······<footer·class="sk-content-footer"> |
| 638 | ············©·2007·-·202 | 638 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 639 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.LassoLarsCV.rst.txt"·rel="nofollow">Show·this·page·source</a> | 639 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.LassoLarsCV.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 640 | ······</footer> | 640 | ······</footer> |
| 641 | ····</div> | 641 | ····</div> |
| 642 | ··</div> | 642 | ··</div> |
| 643 | </div> | 643 | </div> |
| 644 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 644 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 318 | ························Metadata·routing·for·sample_weight·parameter·in·score. | 318 | ························Metadata·routing·for·sample_weight·parameter·in·score. |
| 319 | ··············Returns: | 319 | ··············Returns: |
| 320 | ····················s\x8se\x8el\x8lf\x8fobject | 320 | ····················s\x8se\x8el\x8lf\x8fobject |
| 321 | ························The·updated·object. | 321 | ························The·updated·object. |
| 322 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.l\x8li\x8in\x8ne\x8ea\x8ar\x8r_\x8_m\x8mo\x8od\x8de\x8el\x8l.\x8.L\x8La\x8as\x8ss\x8so\x8oL\x8La\x8ar\x8rs\x8sC\x8CV\x8V_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 322 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.l\x8li\x8in\x8ne\x8ea\x8ar\x8r_\x8_m\x8mo\x8od\x8de\x8el\x8l.\x8.L\x8La\x8as\x8ss\x8so\x8oL\x8La\x8ar\x8rs\x8sC\x8CV\x8V_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 323 | _\x8L_\x8a_\x8s_\x8s_\x8o_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l_\x8·_\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8:_\x8·_\x8A_\x8I_\x8C_\x8-_\x8B_\x8I_\x8C_\x8·_\x8/_\x8·_\x8c_\x8r_\x8o_\x8s_\x8s_\x8-_\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n | 323 | _\x8L_\x8a_\x8s_\x8s_\x8o_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l_\x8·_\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8:_\x8·_\x8A_\x8I_\x8C_\x8-_\x8B_\x8I_\x8C_\x8·_\x8/_\x8·_\x8c_\x8r_\x8o_\x8s_\x8s_\x8-_\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n |
| 324 | Lasso·model·selection:·AIC-BIC·/·cross-validation | 324 | Lasso·model·selection:·AIC-BIC·/·cross-validation |
| 325 | ©·2007·-·202 | 325 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 633 | </section> | 633 | </section> |
| 634 | ······</div> | 634 | ······</div> |
| 635 | ····<div·class="container"> | 635 | ····<div·class="container"> |
| 636 | ······<footer·class="sk-content-footer"> | 636 | ······<footer·class="sk-content-footer"> |
| 637 | ············©·2007·-·202 | 637 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 638 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.LassoLarsIC.rst.txt"·rel="nofollow">Show·this·page·source</a> | 638 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.LassoLarsIC.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 639 | ······</footer> | 639 | ······</footer> |
| 640 | ····</div> | 640 | ····</div> |
| 641 | ··</div> | 641 | ··</div> |
| 642 | </div> | 642 | </div> |
| 643 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 643 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 312 | ····················s\x8se\x8el\x8lf\x8fobject | 312 | ····················s\x8se\x8el\x8lf\x8fobject |
| 313 | ························The·updated·object. | 313 | ························The·updated·object. |
| 314 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.l\x8li\x8in\x8ne\x8ea\x8ar\x8r_\x8_m\x8mo\x8od\x8de\x8el\x8l.\x8.L\x8La\x8as\x8ss\x8so\x8oL\x8La\x8ar\x8rs\x8sI\x8IC\x8C_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 314 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.l\x8li\x8in\x8ne\x8ea\x8ar\x8r_\x8_m\x8mo\x8od\x8de\x8el\x8l.\x8.L\x8La\x8as\x8ss\x8so\x8oL\x8La\x8ar\x8rs\x8sI\x8IC\x8C_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 315 | _\x8L_\x8a_\x8s_\x8s_\x8o_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l_\x8·_\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8v_\x8i_\x8a_\x8·_\x8i_\x8n_\x8f_\x8o_\x8r_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8c_\x8r_\x8i_\x8t_\x8e_\x8r_\x8i_\x8a | 315 | _\x8L_\x8a_\x8s_\x8s_\x8o_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l_\x8·_\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8v_\x8i_\x8a_\x8·_\x8i_\x8n_\x8f_\x8o_\x8r_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8c_\x8r_\x8i_\x8t_\x8e_\x8r_\x8i_\x8a |
| 316 | Lasso·model·selection·via·information·criteria | 316 | Lasso·model·selection·via·information·criteria |
| 317 | _\x8L_\x8a_\x8s_\x8s_\x8o_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l_\x8·_\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8:_\x8·_\x8A_\x8I_\x8C_\x8-_\x8B_\x8I_\x8C_\x8·_\x8/_\x8·_\x8c_\x8r_\x8o_\x8s_\x8s_\x8-_\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n | 317 | _\x8L_\x8a_\x8s_\x8s_\x8o_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l_\x8·_\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8:_\x8·_\x8A_\x8I_\x8C_\x8-_\x8B_\x8I_\x8C_\x8·_\x8/_\x8·_\x8c_\x8r_\x8o_\x8s_\x8s_\x8-_\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n |
| 318 | Lasso·model·selection:·AIC-BIC·/·cross-validation | 318 | Lasso·model·selection:·AIC-BIC·/·cross-validation |
| 319 | ©·2007·-·202 | 319 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 625 | ······</div> | 625 | ······</div> |
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| 627 | ······<footer·class="sk-content-footer"> | 627 | ······<footer·class="sk-content-footer"> |
| 628 | ············©·2007·-·202 | 628 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 629 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.LinearRegression.rst.txt"·rel="nofollow">Show·this·page·source</a> | 629 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.LinearRegression.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 630 | ······</footer> | 630 | ······</footer> |
| 631 | ····</div> | 631 | ····</div> |
| 632 | ··</div> | 632 | ··</div> |
| 633 | </div> | 633 | </div> |
| 634 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 634 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 298 | Metadata·Routing | 298 | Metadata·Routing |
| 299 | _\x8P_\x8l_\x8o_\x8t_\x8t_\x8i_\x8n_\x8g_\x8·_\x8C_\x8r_\x8o_\x8s_\x8s_\x8-_\x8V_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8e_\x8d_\x8·_\x8P_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8s | 299 | _\x8P_\x8l_\x8o_\x8t_\x8t_\x8i_\x8n_\x8g_\x8·_\x8C_\x8r_\x8o_\x8s_\x8s_\x8-_\x8V_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8e_\x8d_\x8·_\x8P_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8s |
| 300 | Plotting·Cross-Validated·Predictions | 300 | Plotting·Cross-Validated·Predictions |
| 301 | _\x8U_\x8n_\x8d_\x8e_\x8r_\x8f_\x8i_\x8t_\x8t_\x8i_\x8n_\x8g_\x8·_\x8v_\x8s_\x8._\x8·_\x8O_\x8v_\x8e_\x8r_\x8f_\x8i_\x8t_\x8t_\x8i_\x8n_\x8g | 301 | _\x8U_\x8n_\x8d_\x8e_\x8r_\x8f_\x8i_\x8t_\x8t_\x8i_\x8n_\x8g_\x8·_\x8v_\x8s_\x8._\x8·_\x8O_\x8v_\x8e_\x8r_\x8f_\x8i_\x8t_\x8t_\x8i_\x8n_\x8g |
| 302 | Underfitting·vs.·Overfitting | 302 | Underfitting·vs.·Overfitting |
| 303 | _\x8U_\x8s_\x8i_\x8n_\x8g_\x8·_\x8K_\x8B_\x8i_\x8n_\x8s_\x8D_\x8i_\x8s_\x8c_\x8r_\x8e_\x8t_\x8i_\x8z_\x8e_\x8r_\x8·_\x8t_\x8o_\x8·_\x8d_\x8i_\x8s_\x8c_\x8r_\x8e_\x8t_\x8i_\x8z_\x8e_\x8·_\x8c_\x8o_\x8n_\x8t_\x8i_\x8n_\x8u_\x8o_\x8u_\x8s_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s | 303 | _\x8U_\x8s_\x8i_\x8n_\x8g_\x8·_\x8K_\x8B_\x8i_\x8n_\x8s_\x8D_\x8i_\x8s_\x8c_\x8r_\x8e_\x8t_\x8i_\x8z_\x8e_\x8r_\x8·_\x8t_\x8o_\x8·_\x8d_\x8i_\x8s_\x8c_\x8r_\x8e_\x8t_\x8i_\x8z_\x8e_\x8·_\x8c_\x8o_\x8n_\x8t_\x8i_\x8n_\x8u_\x8o_\x8u_\x8s_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s |
| 304 | Using·KBinsDiscretizer·to·discretize·continuous·features | 304 | Using·KBinsDiscretizer·to·discretize·continuous·features |
| 305 | ©·2007·-·202 | 305 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 970 | ······</div> | 970 | ······</div> |
| 971 | ····<div·class="container"> | 971 | ····<div·class="container"> |
| 972 | ······<footer·class="sk-content-footer"> | 972 | ······<footer·class="sk-content-footer"> |
| 973 | ············©·2007·-·202 | 973 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 974 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.LogisticRegression.rst.txt"·rel="nofollow">Show·this·page·source</a> | 974 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.LogisticRegression.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 975 | ······</footer> | 975 | ······</footer> |
| 976 | ····</div> | 976 | ····</div> |
| 977 | ··</div> | 977 | ··</div> |
| 978 | </div> | 978 | </div> |
| 979 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 979 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 568 | Pipelining:·chaining·a·PCA·and·a·logistic·regression | 568 | Pipelining:·chaining·a·PCA·and·a·logistic·regression |
| 569 | _\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8d_\x8i_\x8s_\x8c_\x8r_\x8e_\x8t_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n | 569 | _\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8d_\x8i_\x8s_\x8c_\x8r_\x8e_\x8t_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n |
| 570 | Feature·discretization | 570 | Feature·discretization |
| 571 | _\x8D_\x8i_\x8g_\x8i_\x8t_\x8s_\x8·_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8E_\x8x_\x8e_\x8r_\x8c_\x8i_\x8s_\x8e | 571 | _\x8D_\x8i_\x8g_\x8i_\x8t_\x8s_\x8·_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8E_\x8x_\x8e_\x8r_\x8c_\x8i_\x8s_\x8e |
| 572 | Digits·Classification·Exercise | 572 | Digits·Classification·Exercise |
| 573 | _\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s | 573 | _\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s |
| 574 | Classification·of·text·documents·using·sparse·features | 574 | Classification·of·text·documents·using·sparse·features |
| 575 | ©·2007·-·202 | 575 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 877 | </section> | 877 | </section> |
| 878 | ······</div> | 878 | ······</div> |
| 879 | ····<div·class="container"> | 879 | ····<div·class="container"> |
| 880 | ······<footer·class="sk-content-footer"> | 880 | ······<footer·class="sk-content-footer"> |
| 881 | ············©·2007·-·202 | 881 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 882 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.LogisticRegressionCV.rst.txt"·rel="nofollow">Show·this·page·source</a> | 882 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.LogisticRegressionCV.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 883 | ······</footer> | 883 | ······</footer> |
| 884 | ····</div> | 884 | ····</div> |
| 885 | ··</div> | 885 | ··</div> |
| 886 | </div> | 886 | </div> |
| 887 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 887 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 512 | ············After·calling·this·method,·further·fitting·with·the·partial_fit | 512 | ············After·calling·this·method,·further·fitting·with·the·partial_fit |
| 513 | ············method·(if·any)·will·not·work·until·you·call·densify. | 513 | ············method·(if·any)·will·not·work·until·you·call·densify. |
| 514 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.l\x8li\x8in\x8ne\x8ea\x8ar\x8r_\x8_m\x8mo\x8od\x8de\x8el\x8l.\x8.L\x8Lo\x8og\x8gi\x8is\x8st\x8ti\x8ic\x8cR\x8Re\x8eg\x8gr\x8re\x8es\x8ss\x8si\x8io\x8on\x8nC\x8CV\x8V_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 514 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.l\x8li\x8in\x8ne\x8ea\x8ar\x8r_\x8_m\x8mo\x8od\x8de\x8el\x8l.\x8.L\x8Lo\x8og\x8gi\x8is\x8st\x8ti\x8ic\x8cR\x8Re\x8eg\x8gr\x8re\x8es\x8ss\x8si\x8io\x8on\x8nC\x8CV\x8V_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 515 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8C_\x8a_\x8l_\x8i_\x8b_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r_\x8s | 515 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8C_\x8a_\x8l_\x8i_\x8b_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r_\x8s |
| 516 | Comparison·of·Calibration·of·Classifiers | 516 | Comparison·of·Calibration·of·Classifiers |
| 517 | _\x8I_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8·_\x8o_\x8f_\x8·_\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8S_\x8c_\x8a_\x8l_\x8i_\x8n_\x8g | 517 | _\x8I_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8·_\x8o_\x8f_\x8·_\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8S_\x8c_\x8a_\x8l_\x8i_\x8n_\x8g |
| 518 | Importance·of·Feature·Scaling | 518 | Importance·of·Feature·Scaling |
| 519 | ©·2007·-·202 | 519 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 700 | ····<div·class="container"> | 700 | ····<div·class="container"> |
| 701 | ······<footer·class="sk-content-footer"> | 701 | ······<footer·class="sk-content-footer"> |
| 702 | ············©·2007·-·202 | 702 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 703 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.MultiTaskElasticNet.rst.txt"·rel="nofollow">Show·this·page·source</a> | 703 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.MultiTaskElasticNet.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 704 | ······</footer> | 704 | ······</footer> |
| 705 | ····</div> | 705 | ····</div> |
| 706 | ··</div> | 706 | ··</div> |
| 707 | </div> | 707 | </div> |
| 708 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 708 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 385 | ····················default=sklearn.utils.metadata_routing.UNCHANGED | 385 | ····················default=sklearn.utils.metadata_routing.UNCHANGED |
| 386 | ························Metadata·routing·for·sample_weight·parameter·in·score. | 386 | ························Metadata·routing·for·sample_weight·parameter·in·score. |
| 387 | ··············Returns: | 387 | ··············Returns: |
| 388 | ····················s\x8se\x8el\x8lf\x8fobject | 388 | ····················s\x8se\x8el\x8lf\x8fobject |
| 389 | ························The·updated·object. | 389 | ························The·updated·object. |
| 390 | ········p\x8pr\x8ro\x8op\x8pe\x8er\x8rt\x8ty\x8y·sparse_coef__\x8¶ | 390 | ········p\x8pr\x8ro\x8op\x8pe\x8er\x8rt\x8ty\x8y·sparse_coef__\x8¶ |
| 391 | ············Sparse·representation·of·the·fitted·coef_. | 391 | ············Sparse·representation·of·the·fitted·coef_. |
| 392 | ©·2007·-·202 | 392 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 738 | ······</div> | 738 | ······</div> |
| 739 | ····<div·class="container"> | 739 | ····<div·class="container"> |
| 740 | ······<footer·class="sk-content-footer"> | 740 | ······<footer·class="sk-content-footer"> |
| 741 | ············©·2007·-·202 | 741 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 742 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.MultiTaskElasticNetCV.rst.txt"·rel="nofollow">Show·this·page·source</a> | 742 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.MultiTaskElasticNetCV.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 743 | ······</footer> | 743 | ······</footer> |
| 744 | ····</div> | 744 | ····</div> |
| 745 | ··</div> | 745 | ··</div> |
| 746 | </div> | 746 | </div> |
| 747 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 747 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 420 | ··············Parameters: | 420 | ··············Parameters: |
| 421 | ····················s\x8sa\x8am\x8mp\x8pl\x8le\x8e_\x8_w\x8we\x8ei\x8ig\x8gh\x8ht\x8tstr,·True,·False,·or·None, | 421 | ····················s\x8sa\x8am\x8mp\x8pl\x8le\x8e_\x8_w\x8we\x8ei\x8ig\x8gh\x8ht\x8tstr,·True,·False,·or·None, |
| 422 | ····················default=sklearn.utils.metadata_routing.UNCHANGED | 422 | ····················default=sklearn.utils.metadata_routing.UNCHANGED |
| 423 | ························Metadata·routing·for·sample_weight·parameter·in·score. | 423 | ························Metadata·routing·for·sample_weight·parameter·in·score. |
| 424 | ··············Returns: | 424 | ··············Returns: |
| 425 | ····················s\x8se\x8el\x8lf\x8fobject | 425 | ····················s\x8se\x8el\x8lf\x8fobject |
| 426 | ························The·updated·object. | 426 | ························The·updated·object. |
| 427 | ©·2007·-·202 | 427 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 700 | </section> | 700 | </section> |
| 701 | ······</div> | 701 | ······</div> |
| 702 | ····<div·class="container"> | 702 | ····<div·class="container"> |
| 703 | ······<footer·class="sk-content-footer"> | 703 | ······<footer·class="sk-content-footer"> |
| 704 | ············©·2007·-·202 | 704 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 705 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.MultiTaskLasso.rst.txt"·rel="nofollow">Show·this·page·source</a> | 705 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.MultiTaskLasso.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 706 | ······</footer> | 706 | ······</footer> |
| 707 | ····</div> | 707 | ····</div> |
| 708 | ··</div> | 708 | ··</div> |
| 709 | </div> | 709 | </div> |
| 710 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 710 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 381 | ····················s\x8se\x8el\x8lf\x8fobject | 381 | ····················s\x8se\x8el\x8lf\x8fobject |
| 382 | ························The·updated·object. | 382 | ························The·updated·object. |
| 383 | ········p\x8pr\x8ro\x8op\x8pe\x8er\x8rt\x8ty\x8y·sparse_coef__\x8¶ | 383 | ········p\x8pr\x8ro\x8op\x8pe\x8er\x8rt\x8ty\x8y·sparse_coef__\x8¶ |
| 384 | ············Sparse·representation·of·the·fitted·coef_. | 384 | ············Sparse·representation·of·the·fitted·coef_. |
| 385 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.l\x8li\x8in\x8ne\x8ea\x8ar\x8r_\x8_m\x8mo\x8od\x8de\x8el\x8l.\x8.M\x8Mu\x8ul\x8lt\x8ti\x8iT\x8Ta\x8as\x8sk\x8kL\x8La\x8as\x8ss\x8so\x8o_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 385 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.l\x8li\x8in\x8ne\x8ea\x8ar\x8r_\x8_m\x8mo\x8od\x8de\x8el\x8l.\x8.M\x8Mu\x8ul\x8lt\x8ti\x8iT\x8Ta\x8as\x8sk\x8kL\x8La\x8as\x8ss\x8so\x8o_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 386 | _\x8J_\x8o_\x8i_\x8n_\x8t_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8m_\x8u_\x8l_\x8t_\x8i_\x8-_\x8t_\x8a_\x8s_\x8k_\x8·_\x8L_\x8a_\x8s_\x8s_\x8o | 386 | _\x8J_\x8o_\x8i_\x8n_\x8t_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8m_\x8u_\x8l_\x8t_\x8i_\x8-_\x8t_\x8a_\x8s_\x8k_\x8·_\x8L_\x8a_\x8s_\x8s_\x8o |
| 387 | Joint·feature·selection·with·multi-task·Lasso | 387 | Joint·feature·selection·with·multi-task·Lasso |
| 388 | ©·2007·-·202 | 388 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 746 | <div·class="clearer"></div></section> | 746 | <div·class="clearer"></div></section> |
| 747 | ······</div> | 747 | ······</div> |
| 748 | ····<div·class="container"> | 748 | ····<div·class="container"> |
| 749 | ······<footer·class="sk-content-footer"> | 749 | ······<footer·class="sk-content-footer"> |
| 750 | ············©·2007·-·202 | 750 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 751 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.MultiTaskLassoCV.rst.txt"·rel="nofollow">Show·this·page·source</a> | 751 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.MultiTaskLassoCV.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 752 | ······</footer> | 752 | ······</footer> |
| 753 | ····</div> | 753 | ····</div> |
| 754 | ··</div> | 754 | ··</div> |
| 755 | </div> | 755 | </div> |
| 756 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 756 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 425 | ··············Parameters: | 425 | ··············Parameters: |
| 426 | ····················s\x8sa\x8am\x8mp\x8pl\x8le\x8e_\x8_w\x8we\x8ei\x8ig\x8gh\x8ht\x8tstr,·True,·False,·or·None, | 426 | ····················s\x8sa\x8am\x8mp\x8pl\x8le\x8e_\x8_w\x8we\x8ei\x8ig\x8gh\x8ht\x8tstr,·True,·False,·or·None, |
| 427 | ····················default=sklearn.utils.metadata_routing.UNCHANGED | 427 | ····················default=sklearn.utils.metadata_routing.UNCHANGED |
| 428 | ························Metadata·routing·for·sample_weight·parameter·in·score. | 428 | ························Metadata·routing·for·sample_weight·parameter·in·score. |
| 429 | ··············Returns: | 429 | ··············Returns: |
| 430 | ····················s\x8se\x8el\x8lf\x8fobject | 430 | ····················s\x8se\x8el\x8lf\x8fobject |
| 431 | ························The·updated·object. | 431 | ························The·updated·object. |
| 432 | ©·2007·-·202 | 432 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 515 | </div></div><div·class="clearer"></div></section> | 515 | </div></div><div·class="clearer"></div></section> |
| 516 | </section> | 516 | </section> |
| 517 | ······</div> | 517 | ······</div> |
| 518 | ····<div·class="container"> | 518 | ····<div·class="container"> |
| 519 | ······<footer·class="sk-content-footer"> | 519 | ······<footer·class="sk-content-footer"> |
| 520 | ············©·2007·-·202 | 520 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 521 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.OrthogonalMatchingPursuit.rst.txt"·rel="nofollow">Show·this·page·source</a> | 521 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.OrthogonalMatchingPursuit.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 522 | ······</footer> | 522 | ······</footer> |
| 523 | ····</div> | 523 | ····</div> |
| 524 | ··</div> | 524 | ··</div> |
| 525 | </div> | 525 | </div> |
| 526 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 526 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 224 | ························Metadata·routing·for·sample_weight·parameter·in·score. | 224 | ························Metadata·routing·for·sample_weight·parameter·in·score. |
| 225 | ··············Returns: | 225 | ··············Returns: |
| 226 | ····················s\x8se\x8el\x8lf\x8fobject | 226 | ····················s\x8se\x8el\x8lf\x8fobject |
| 227 | ························The·updated·object. | 227 | ························The·updated·object. |
| 228 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.l\x8li\x8in\x8ne\x8ea\x8ar\x8r_\x8_m\x8mo\x8od\x8de\x8el\x8l.\x8.O\x8Or\x8rt\x8th\x8ho\x8og\x8go\x8on\x8na\x8al\x8lM\x8Ma\x8at\x8tc\x8ch\x8hi\x8in\x8ng\x8gP\x8Pu\x8ur\x8rs\x8su\x8ui\x8it\x8t_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 228 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.l\x8li\x8in\x8ne\x8ea\x8ar\x8r_\x8_m\x8mo\x8od\x8de\x8el\x8l.\x8.O\x8Or\x8rt\x8th\x8ho\x8og\x8go\x8on\x8na\x8al\x8lM\x8Ma\x8at\x8tc\x8ch\x8hi\x8in\x8ng\x8gP\x8Pu\x8ur\x8rs\x8su\x8ui\x8it\x8t_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 229 | _\x8O_\x8r_\x8t_\x8h_\x8o_\x8g_\x8o_\x8n_\x8a_\x8l_\x8·_\x8M_\x8a_\x8t_\x8c_\x8h_\x8i_\x8n_\x8g_\x8·_\x8P_\x8u_\x8r_\x8s_\x8u_\x8i_\x8t | 229 | _\x8O_\x8r_\x8t_\x8h_\x8o_\x8g_\x8o_\x8n_\x8a_\x8l_\x8·_\x8M_\x8a_\x8t_\x8c_\x8h_\x8i_\x8n_\x8g_\x8·_\x8P_\x8u_\x8r_\x8s_\x8u_\x8i_\x8t |
| 230 | Orthogonal·Matching·Pursuit | 230 | Orthogonal·Matching·Pursuit |
| 231 | ©·2007·-·202 | 231 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 548 | </div></div><div·class="clearer"></div></section> | 548 | </div></div><div·class="clearer"></div></section> |
| 549 | </section> | 549 | </section> |
| 550 | ······</div> | 550 | ······</div> |
| 551 | ····<div·class="container"> | 551 | ····<div·class="container"> |
| 552 | ······<footer·class="sk-content-footer"> | 552 | ······<footer·class="sk-content-footer"> |
| 553 | ············©·2007·-·202 | 553 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 554 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.OrthogonalMatchingPursuitCV.rst.txt"·rel="nofollow">Show·this·page·source</a> | 554 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.OrthogonalMatchingPursuitCV.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 555 | ······</footer> | 555 | ······</footer> |
| 556 | ····</div> | 556 | ····</div> |
| 557 | ··</div> | 557 | ··</div> |
| 558 | </div> | 558 | </div> |
| 559 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 559 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 251 | ························Metadata·routing·for·sample_weight·parameter·in·score. | 251 | ························Metadata·routing·for·sample_weight·parameter·in·score. |
| 252 | ··············Returns: | 252 | ··············Returns: |
| 253 | ····················s\x8se\x8el\x8lf\x8fobject | 253 | ····················s\x8se\x8el\x8lf\x8fobject |
| 254 | ························The·updated·object. | 254 | ························The·updated·object. |
| 255 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.l\x8li\x8in\x8ne\x8ea\x8ar\x8r_\x8_m\x8mo\x8od\x8de\x8el\x8l.\x8.O\x8Or\x8rt\x8th\x8ho\x8og\x8go\x8on\x8na\x8al\x8lM\x8Ma\x8at\x8tc\x8ch\x8hi\x8in\x8ng\x8gP\x8Pu\x8ur\x8rs\x8su\x8ui\x8it\x8tC\x8CV\x8V_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 255 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.l\x8li\x8in\x8ne\x8ea\x8ar\x8r_\x8_m\x8mo\x8od\x8de\x8el\x8l.\x8.O\x8Or\x8rt\x8th\x8ho\x8og\x8go\x8on\x8na\x8al\x8lM\x8Ma\x8at\x8tc\x8ch\x8hi\x8in\x8ng\x8gP\x8Pu\x8ur\x8rs\x8su\x8ui\x8it\x8tC\x8CV\x8V_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 256 | _\x8O_\x8r_\x8t_\x8h_\x8o_\x8g_\x8o_\x8n_\x8a_\x8l_\x8·_\x8M_\x8a_\x8t_\x8c_\x8h_\x8i_\x8n_\x8g_\x8·_\x8P_\x8u_\x8r_\x8s_\x8u_\x8i_\x8t | 256 | _\x8O_\x8r_\x8t_\x8h_\x8o_\x8g_\x8o_\x8n_\x8a_\x8l_\x8·_\x8M_\x8a_\x8t_\x8c_\x8h_\x8i_\x8n_\x8g_\x8·_\x8P_\x8u_\x8r_\x8s_\x8u_\x8i_\x8t |
| 257 | Orthogonal·Matching·Pursuit | 257 | Orthogonal·Matching·Pursuit |
| 258 | ©·2007·-·202 | 258 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 780 | </section> | 780 | </section> |
| 781 | ······</div> | 781 | ······</div> |
| 782 | ····<div·class="container"> | 782 | ····<div·class="container"> |
| 783 | ······<footer·class="sk-content-footer"> | 783 | ······<footer·class="sk-content-footer"> |
| 784 | ············©·2007·-·202 | 784 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 785 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.PassiveAggressiveClassifier.rst.txt"·rel="nofollow">Show·this·page·source</a> | 785 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.PassiveAggressiveClassifier.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 786 | ······</footer> | 786 | ······</footer> |
| 787 | ····</div> | 787 | ····</div> |
| 788 | ··</div> | 788 | ··</div> |
| 789 | </div> | 789 | </div> |
| 790 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 790 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 421 | ············After·calling·this·method,·further·fitting·with·the·partial_fit | 421 | ············After·calling·this·method,·further·fitting·with·the·partial_fit |
| 422 | ············method·(if·any)·will·not·work·until·you·call·densify. | 422 | ············method·(if·any)·will·not·work·until·you·call·densify. |
| 423 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.l\x8li\x8in\x8ne\x8ea\x8ar\x8r_\x8_m\x8mo\x8od\x8de\x8el\x8l.\x8.P\x8Pa\x8as\x8ss\x8si\x8iv\x8ve\x8eA\x8Ag\x8gg\x8gr\x8re\x8es\x8ss\x8si\x8iv\x8ve\x8eC\x8Cl\x8la\x8as\x8ss\x8si\x8if\x8fi\x8ie\x8er\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 423 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.l\x8li\x8in\x8ne\x8ea\x8ar\x8r_\x8_m\x8mo\x8od\x8de\x8el\x8l.\x8.P\x8Pa\x8as\x8ss\x8si\x8iv\x8ve\x8eA\x8Ag\x8gg\x8gr\x8re\x8es\x8ss\x8si\x8iv\x8ve\x8eC\x8Cl\x8la\x8as\x8ss\x8si\x8if\x8fi\x8ie\x8er\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 424 | _\x8O_\x8u_\x8t_\x8-_\x8o_\x8f_\x8-_\x8c_\x8o_\x8r_\x8e_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s | 424 | _\x8O_\x8u_\x8t_\x8-_\x8o_\x8f_\x8-_\x8c_\x8o_\x8r_\x8e_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s |
| 425 | Out-of-core·classification·of·text·documents | 425 | Out-of-core·classification·of·text·documents |
| 426 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8v_\x8a_\x8r_\x8i_\x8o_\x8u_\x8s_\x8·_\x8o_\x8n_\x8l_\x8i_\x8n_\x8e_\x8·_\x8s_\x8o_\x8l_\x8v_\x8e_\x8r_\x8s | 426 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8v_\x8a_\x8r_\x8i_\x8o_\x8u_\x8s_\x8·_\x8o_\x8n_\x8l_\x8i_\x8n_\x8e_\x8·_\x8s_\x8o_\x8l_\x8v_\x8e_\x8r_\x8s |
| 427 | Comparing·various·online·solvers | 427 | Comparing·various·online·solvers |
| 428 | ©·2007·-·202 | 428 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 730 | </section> | 730 | </section> |
| 731 | ······</div> | 731 | ······</div> |
| 732 | ····<div·class="container"> | 732 | ····<div·class="container"> |
| 733 | ······<footer·class="sk-content-footer"> | 733 | ······<footer·class="sk-content-footer"> |
| 734 | ············©·2007·-·202 | 734 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 735 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.PassiveAggressiveRegressor.rst.txt"·rel="nofollow">Show·this·page·source</a> | 735 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.PassiveAggressiveRegressor.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 736 | ······</footer> | 736 | ······</footer> |
| 737 | ····</div> | 737 | ····</div> |
| 738 | ··</div> | 738 | ··</div> |
| 739 | </div> | 739 | </div> |
| 740 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 740 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 382 | ············For·non-sparse·models,·i.e.·when·there·are·not·many·zeros·in·coef_, | 382 | ············For·non-sparse·models,·i.e.·when·there·are·not·many·zeros·in·coef_, |
| 383 | ············this·may·actually·i\x8in\x8nc\x8cr\x8re\x8ea\x8as\x8se\x8e·memory·usage,·so·use·this·method·with | 383 | ············this·may·actually·i\x8in\x8nc\x8cr\x8re\x8ea\x8as\x8se\x8e·memory·usage,·so·use·this·method·with |
| 384 | ············care.·A·rule·of·thumb·is·that·the·number·of·zero·elements,·which | 384 | ············care.·A·rule·of·thumb·is·that·the·number·of·zero·elements,·which |
| 385 | ············can·be·computed·with·(coef_·==·0).sum(),·must·be·more·than·50%·for | 385 | ············can·be·computed·with·(coef_·==·0).sum(),·must·be·more·than·50%·for |
| 386 | ············this·to·provide·significant·benefits. | 386 | ············this·to·provide·significant·benefits. |
| 387 | ············After·calling·this·method,·further·fitting·with·the·partial_fit | 387 | ············After·calling·this·method,·further·fitting·with·the·partial_fit |
| 388 | ············method·(if·any)·will·not·work·until·you·call·densify. | 388 | ············method·(if·any)·will·not·work·until·you·call·densify. |
| 389 | ©·2007·-·202 | 389 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 793 | </div></div><div·class="clearer"></div></section> | 793 | </div></div><div·class="clearer"></div></section> |
| 794 | </section> | 794 | </section> |
| 795 | ······</div> | 795 | ······</div> |
| 796 | ····<div·class="container"> | 796 | ····<div·class="container"> |
| 797 | ······<footer·class="sk-content-footer"> | 797 | ······<footer·class="sk-content-footer"> |
| 798 | ············©·2007·-·202 | 798 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 799 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.Perceptron.rst.txt"·rel="nofollow">Show·this·page·source</a> | 799 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.Perceptron.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 800 | ······</footer> | 800 | ······</footer> |
| 801 | ····</div> | 801 | ····</div> |
| 802 | ··</div> | 802 | ··</div> |
| 803 | </div> | 803 | </div> |
| 804 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 804 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 438 | ············After·calling·this·method,·further·fitting·with·the·partial_fit | 438 | ············After·calling·this·method,·further·fitting·with·the·partial_fit |
| 439 | ············method·(if·any)·will·not·work·until·you·call·densify. | 439 | ············method·(if·any)·will·not·work·until·you·call·densify. |
| 440 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.l\x8li\x8in\x8ne\x8ea\x8ar\x8r_\x8_m\x8mo\x8od\x8de\x8el\x8l.\x8.P\x8Pe\x8er\x8rc\x8ce\x8ep\x8pt\x8tr\x8ro\x8on\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 440 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.l\x8li\x8in\x8ne\x8ea\x8ar\x8r_\x8_m\x8mo\x8od\x8de\x8el\x8l.\x8.P\x8Pe\x8er\x8rc\x8ce\x8ep\x8pt\x8tr\x8ro\x8on\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 441 | _\x8O_\x8u_\x8t_\x8-_\x8o_\x8f_\x8-_\x8c_\x8o_\x8r_\x8e_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s | 441 | _\x8O_\x8u_\x8t_\x8-_\x8o_\x8f_\x8-_\x8c_\x8o_\x8r_\x8e_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s |
| 442 | Out-of-core·classification·of·text·documents | 442 | Out-of-core·classification·of·text·documents |
| 443 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8v_\x8a_\x8r_\x8i_\x8o_\x8u_\x8s_\x8·_\x8o_\x8n_\x8l_\x8i_\x8n_\x8e_\x8·_\x8s_\x8o_\x8l_\x8v_\x8e_\x8r_\x8s | 443 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8v_\x8a_\x8r_\x8i_\x8o_\x8u_\x8s_\x8·_\x8o_\x8n_\x8l_\x8i_\x8n_\x8e_\x8·_\x8s_\x8o_\x8l_\x8v_\x8e_\x8r_\x8s |
| 444 | Comparing·various·online·solvers | 444 | Comparing·various·online·solvers |
| 445 | ©·2007·-·202 | 445 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 576 | ······</div> | 576 | ······</div> |
| 577 | ····<div·class="container"> | 577 | ····<div·class="container"> |
| 578 | ······<footer·class="sk-content-footer"> | 578 | ······<footer·class="sk-content-footer"> |
| 579 | ············©·2007·-·202 | 579 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 580 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.PoissonRegressor.rst.txt"·rel="nofollow">Show·this·page·source</a> | 580 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.PoissonRegressor.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 581 | ······</footer> | 581 | ······</footer> |
| 582 | ····</div> | 582 | ····</div> |
| 583 | ··</div> | 583 | ··</div> |
| 584 | </div> | 584 | </div> |
| 585 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 585 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 264 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.l\x8li\x8in\x8ne\x8ea\x8ar\x8r_\x8_m\x8mo\x8od\x8de\x8el\x8l.\x8.P\x8Po\x8oi\x8is\x8ss\x8so\x8on\x8nR\x8Re\x8eg\x8gr\x8re\x8es\x8ss\x8so\x8or\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 264 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.l\x8li\x8in\x8ne\x8ea\x8ar\x8r_\x8_m\x8mo\x8od\x8de\x8el\x8l.\x8.P\x8Po\x8oi\x8is\x8ss\x8so\x8on\x8nR\x8Re\x8eg\x8gr\x8re\x8es\x8ss\x8so\x8or\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 265 | _\x8R_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8·_\x8H_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n_\x8·_\x80_\x8._\x82_\x83 | 265 | _\x8R_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8·_\x8H_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n_\x8·_\x80_\x8._\x82_\x83 |
| 266 | Release·Highlights·for·scikit-learn·0.23 | 266 | Release·Highlights·for·scikit-learn·0.23 |
| 267 | _\x8P_\x8o_\x8i_\x8s_\x8s_\x8o_\x8n_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8a_\x8n_\x8d_\x8·_\x8n_\x8o_\x8n_\x8-_\x8n_\x8o_\x8r_\x8m_\x8a_\x8l_\x8·_\x8l_\x8o_\x8s_\x8s | 267 | _\x8P_\x8o_\x8i_\x8s_\x8s_\x8o_\x8n_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8a_\x8n_\x8d_\x8·_\x8n_\x8o_\x8n_\x8-_\x8n_\x8o_\x8r_\x8m_\x8a_\x8l_\x8·_\x8l_\x8o_\x8s_\x8s |
| 268 | Poisson·regression·and·non-normal·loss | 268 | Poisson·regression·and·non-normal·loss |
| 269 | _\x8T_\x8w_\x8e_\x8e_\x8d_\x8i_\x8e_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8i_\x8n_\x8s_\x8u_\x8r_\x8a_\x8n_\x8c_\x8e_\x8·_\x8c_\x8l_\x8a_\x8i_\x8m_\x8s | 269 | _\x8T_\x8w_\x8e_\x8e_\x8d_\x8i_\x8e_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8i_\x8n_\x8s_\x8u_\x8r_\x8a_\x8n_\x8c_\x8e_\x8·_\x8c_\x8l_\x8a_\x8i_\x8m_\x8s |
| 270 | Tweedie·regression·on·insurance·claims | 270 | Tweedie·regression·on·insurance·claims |
| 271 | ©·2007·-·202 | 271 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 562 | </section> | 562 | </section> |
| 563 | ······</div> | 563 | ······</div> |
| 564 | ····<div·class="container"> | 564 | ····<div·class="container"> |
| 565 | ······<footer·class="sk-content-footer"> | 565 | ······<footer·class="sk-content-footer"> |
| 566 | ············©·2007·-·202 | 566 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 567 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.QuantileRegressor.rst.txt"·rel="nofollow">Show·this·page·source</a> | 567 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.QuantileRegressor.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 568 | ······</footer> | 568 | ······</footer> |
| 569 | ····</div> | 569 | ····</div> |
| 570 | ··</div> | 570 | ··</div> |
| 571 | </div> | 571 | </div> |
| 572 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 572 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 255 | ························Metadata·routing·for·sample_weight·parameter·in·score. | 255 | ························Metadata·routing·for·sample_weight·parameter·in·score. |
| 256 | ··············Returns: | 256 | ··············Returns: |
| 257 | ····················s\x8se\x8el\x8lf\x8fobject | 257 | ····················s\x8se\x8el\x8lf\x8fobject |
| 258 | ························The·updated·object. | 258 | ························The·updated·object. |
| 259 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.l\x8li\x8in\x8ne\x8ea\x8ar\x8r_\x8_m\x8mo\x8od\x8de\x8el\x8l.\x8.Q\x8Qu\x8ua\x8an\x8nt\x8ti\x8il\x8le\x8eR\x8Re\x8eg\x8gr\x8re\x8es\x8ss\x8so\x8or\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 259 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.l\x8li\x8in\x8ne\x8ea\x8ar\x8r_\x8_m\x8mo\x8od\x8de\x8el\x8l.\x8.Q\x8Qu\x8ua\x8an\x8nt\x8ti\x8il\x8le\x8eR\x8Re\x8eg\x8gr\x8re\x8es\x8ss\x8so\x8or\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 260 | _\x8Q_\x8u_\x8a_\x8n_\x8t_\x8i_\x8l_\x8e_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n | 260 | _\x8Q_\x8u_\x8a_\x8n_\x8t_\x8i_\x8l_\x8e_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n |
| 261 | Quantile·regression | 261 | Quantile·regression |
| 262 | ©·2007·-·202 | 262 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 594 | </section> | 594 | </section> |
| 595 | ······</div> | 595 | ······</div> |
| 596 | ····<div·class="container"> | 596 | ····<div·class="container"> |
| 597 | ······<footer·class="sk-content-footer"> | 597 | ······<footer·class="sk-content-footer"> |
| 598 | ············©·2007·-·202 | 598 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 599 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.RANSACRegressor.rst.txt"·rel="nofollow">Show·this·page·source</a> | 599 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.RANSACRegressor.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 600 | ······</footer> | 600 | ······</footer> |
| 601 | ····</div> | 601 | ····</div> |
| 602 | ··</div> | 602 | ··</div> |
| 603 | </div> | 603 | </div> |
| 604 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 604 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 288 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.l\x8li\x8in\x8ne\x8ea\x8ar\x8r_\x8_m\x8mo\x8od\x8de\x8el\x8l.\x8.R\x8RA\x8AN\x8NS\x8SA\x8AC\x8CR\x8Re\x8eg\x8gr\x8re\x8es\x8ss\x8so\x8or\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 288 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.l\x8li\x8in\x8ne\x8ea\x8ar\x8r_\x8_m\x8mo\x8od\x8de\x8el\x8l.\x8.R\x8RA\x8AN\x8NS\x8SA\x8AC\x8CR\x8Re\x8eg\x8gr\x8re\x8es\x8ss\x8so\x8or\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 289 | _\x8R_\x8o_\x8b_\x8u_\x8s_\x8t_\x8·_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8·_\x8f_\x8i_\x8t_\x8t_\x8i_\x8n_\x8g | 289 | _\x8R_\x8o_\x8b_\x8u_\x8s_\x8t_\x8·_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8·_\x8f_\x8i_\x8t_\x8t_\x8i_\x8n_\x8g |
| 290 | Robust·linear·estimator·fitting | 290 | Robust·linear·estimator·fitting |
| 291 | _\x8R_\x8o_\x8b_\x8u_\x8s_\x8t_\x8·_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8R_\x8A_\x8N_\x8S_\x8A_\x8C | 291 | _\x8R_\x8o_\x8b_\x8u_\x8s_\x8t_\x8·_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8R_\x8A_\x8N_\x8S_\x8A_\x8C |
| 292 | Robust·linear·model·estimation·using·RANSAC | 292 | Robust·linear·model·estimation·using·RANSAC |
| 293 | _\x8T_\x8h_\x8e_\x8i_\x8l_\x8-_\x8S_\x8e_\x8n_\x8·_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n | 293 | _\x8T_\x8h_\x8e_\x8i_\x8l_\x8-_\x8S_\x8e_\x8n_\x8·_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n |
| 294 | Theil-Sen·Regression | 294 | Theil-Sen·Regression |
| 295 | ©·2007·-·202 | 295 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 675 | ············©·2007·-·202 | 675 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 676 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.Ridge.rst.txt"·rel="nofollow">Show·this·page·source</a> | 676 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.Ridge.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 346 | Ridge·coefficients·as·a·function·of·the·L2·Regularization | 346 | Ridge·coefficients·as·a·function·of·the·L2·Regularization |
| 347 | _\x8C_\x8o_\x8m_\x8m_\x8o_\x8n_\x8·_\x8p_\x8i_\x8t_\x8f_\x8a_\x8l_\x8l_\x8s_\x8·_\x8i_\x8n_\x8·_\x8t_\x8h_\x8e_\x8·_\x8i_\x8n_\x8t_\x8e_\x8r_\x8p_\x8r_\x8e_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8c_\x8o_\x8e_\x8f_\x8f_\x8i_\x8c_\x8i_\x8e_\x8n_\x8t_\x8s_\x8·_\x8o_\x8f_\x8·_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l_\x8s | 347 | _\x8C_\x8o_\x8m_\x8m_\x8o_\x8n_\x8·_\x8p_\x8i_\x8t_\x8f_\x8a_\x8l_\x8l_\x8s_\x8·_\x8i_\x8n_\x8·_\x8t_\x8h_\x8e_\x8·_\x8i_\x8n_\x8t_\x8e_\x8r_\x8p_\x8r_\x8e_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8c_\x8o_\x8e_\x8f_\x8f_\x8i_\x8c_\x8i_\x8e_\x8n_\x8t_\x8s_\x8·_\x8o_\x8f_\x8·_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l_\x8s |
| 348 | Common·pitfalls·in·the·interpretation·of·coefficients·of·linear·models | 348 | Common·pitfalls·in·the·interpretation·of·coefficients·of·linear·models |
| 349 | _\x8I_\x8m_\x8p_\x8u_\x8t_\x8i_\x8n_\x8g_\x8·_\x8m_\x8i_\x8s_\x8s_\x8i_\x8n_\x8g_\x8·_\x8v_\x8a_\x8l_\x8u_\x8e_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8t_\x8s_\x8·_\x8o_\x8f_\x8·_\x8I_\x8t_\x8e_\x8r_\x8a_\x8t_\x8i_\x8v_\x8e_\x8I_\x8m_\x8p_\x8u_\x8t_\x8e_\x8r | 349 | _\x8I_\x8m_\x8p_\x8u_\x8t_\x8i_\x8n_\x8g_\x8·_\x8m_\x8i_\x8s_\x8s_\x8i_\x8n_\x8g_\x8·_\x8v_\x8a_\x8l_\x8u_\x8e_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8t_\x8s_\x8·_\x8o_\x8f_\x8·_\x8I_\x8t_\x8e_\x8r_\x8a_\x8t_\x8i_\x8v_\x8e_\x8I_\x8m_\x8p_\x8u_\x8t_\x8e_\x8r |
| 350 | Imputing·missing·values·with·variants·of·IterativeImputer | 350 | Imputing·missing·values·with·variants·of·IterativeImputer |
| 351 | _\x8T_\x8a_\x8r_\x8g_\x8e_\x8t_\x8·_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8’_\x8s_\x8·_\x8I_\x8n_\x8t_\x8e_\x8r_\x8n_\x8a_\x8l_\x8·_\x8C_\x8r_\x8o_\x8s_\x8s_\x8·_\x8f_\x8i_\x8t_\x8t_\x8i_\x8n_\x8g | 351 | _\x8T_\x8a_\x8r_\x8g_\x8e_\x8t_\x8·_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8’_\x8s_\x8·_\x8I_\x8n_\x8t_\x8e_\x8r_\x8n_\x8a_\x8l_\x8·_\x8C_\x8r_\x8o_\x8s_\x8s_\x8·_\x8f_\x8i_\x8t_\x8t_\x8i_\x8n_\x8g |
| 352 | Target·Encoder's·Internal·Cross·fitting | 352 | Target·Encoder's·Internal·Cross·fitting |
| 353 | ©·2007·-·202 | 353 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 617 | ······</div> | 617 | ······</div> |
| 618 | ····<div·class="container"> | 618 | ····<div·class="container"> |
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| 620 | ············©·2007·-·202 | 620 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 621 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.RidgeCV.rst.txt"·rel="nofollow">Show·this·page·source</a> | 621 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.RidgeCV.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 623 | ····</div> | 623 | ····</div> |
| 624 | ··</div> | 624 | ··</div> |
| 625 | </div> | 625 | </div> |
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| 308 | Model-based·and·sequential·feature·selection | 308 | Model-based·and·sequential·feature·selection |
| 309 | _\x8C_\x8o_\x8m_\x8m_\x8o_\x8n_\x8·_\x8p_\x8i_\x8t_\x8f_\x8a_\x8l_\x8l_\x8s_\x8·_\x8i_\x8n_\x8·_\x8t_\x8h_\x8e_\x8·_\x8i_\x8n_\x8t_\x8e_\x8r_\x8p_\x8r_\x8e_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8c_\x8o_\x8e_\x8f_\x8f_\x8i_\x8c_\x8i_\x8e_\x8n_\x8t_\x8s_\x8·_\x8o_\x8f_\x8·_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l_\x8s | 309 | _\x8C_\x8o_\x8m_\x8m_\x8o_\x8n_\x8·_\x8p_\x8i_\x8t_\x8f_\x8a_\x8l_\x8l_\x8s_\x8·_\x8i_\x8n_\x8·_\x8t_\x8h_\x8e_\x8·_\x8i_\x8n_\x8t_\x8e_\x8r_\x8p_\x8r_\x8e_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8c_\x8o_\x8e_\x8f_\x8f_\x8i_\x8c_\x8i_\x8e_\x8n_\x8t_\x8s_\x8·_\x8o_\x8f_\x8·_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l_\x8s |
| 310 | Common·pitfalls·in·the·interpretation·of·coefficients·of·linear·models | 310 | Common·pitfalls·in·the·interpretation·of·coefficients·of·linear·models |
| 311 | _\x8F_\x8a_\x8c_\x8e_\x8·_\x8c_\x8o_\x8m_\x8p_\x8l_\x8e_\x8t_\x8i_\x8o_\x8n_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8a_\x8·_\x8m_\x8u_\x8l_\x8t_\x8i_\x8-_\x8o_\x8u_\x8t_\x8p_\x8u_\x8t_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8s | 311 | _\x8F_\x8a_\x8c_\x8e_\x8·_\x8c_\x8o_\x8m_\x8p_\x8l_\x8e_\x8t_\x8i_\x8o_\x8n_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8a_\x8·_\x8m_\x8u_\x8l_\x8t_\x8i_\x8-_\x8o_\x8u_\x8t_\x8p_\x8u_\x8t_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8s |
| 312 | Face·completion·with·a·multi-output·estimators | 312 | Face·completion·with·a·multi-output·estimators |
| 313 | _\x8E_\x8f_\x8f_\x8e_\x8c_\x8t_\x8·_\x8o_\x8f_\x8·_\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8t_\x8a_\x8r_\x8g_\x8e_\x8t_\x8s_\x8·_\x8i_\x8n_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l | 313 | _\x8E_\x8f_\x8f_\x8e_\x8c_\x8t_\x8·_\x8o_\x8f_\x8·_\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8t_\x8a_\x8r_\x8g_\x8e_\x8t_\x8s_\x8·_\x8i_\x8n_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l |
| 314 | Effect·of·transforming·the·targets·in·regression·model | 314 | Effect·of·transforming·the·targets·in·regression·model |
| 315 | ©·2007·-·202 | 315 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 649 | ············©·2007·-·202 | 649 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 650 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.RidgeClassifier.rst.txt"·rel="nofollow">Show·this·page·source</a> | 650 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.RidgeClassifier.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 653 | ··</div> | 653 | ··</div> |
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| 327 | ························Metadata·routing·for·sample_weight·parameter·in·score. | 327 | ························Metadata·routing·for·sample_weight·parameter·in·score. |
| 328 | ··············Returns: | 328 | ··············Returns: |
| 329 | ····················s\x8se\x8el\x8lf\x8fobject | 329 | ····················s\x8se\x8el\x8lf\x8fobject |
| 330 | ························The·updated·object. | 330 | ························The·updated·object. |
| 331 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.l\x8li\x8in\x8ne\x8ea\x8ar\x8r_\x8_m\x8mo\x8od\x8de\x8el\x8l.\x8.R\x8Ri\x8id\x8dg\x8ge\x8eC\x8Cl\x8la\x8as\x8ss\x8si\x8if\x8fi\x8ie\x8er\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 331 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.l\x8li\x8in\x8ne\x8ea\x8ar\x8r_\x8_m\x8mo\x8od\x8de\x8el\x8l.\x8.R\x8Ri\x8id\x8dg\x8ge\x8eC\x8Cl\x8la\x8as\x8ss\x8si\x8if\x8fi\x8ie\x8er\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 332 | _\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s | 332 | _\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s |
| 333 | Classification·of·text·documents·using·sparse·features | 333 | Classification·of·text·documents·using·sparse·features |
| 334 | ©·2007·-·202 | 334 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 594 | ······</div> | 594 | ······</div> |
| 595 | ····<div·class="container"> | 595 | ····<div·class="container"> |
| 596 | ······<footer·class="sk-content-footer"> | 596 | ······<footer·class="sk-content-footer"> |
| 597 | ············©·2007·-·202 | 597 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 598 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.RidgeClassifierCV.rst.txt"·rel="nofollow">Show·this·page·source</a> | 598 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.RidgeClassifierCV.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 599 | ······</footer> | 599 | ······</footer> |
| 600 | ····</div> | 600 | ····</div> |
| 601 | ··</div> | 601 | ··</div> |
| 602 | </div> | 602 | </div> |
| 603 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 603 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 292 | ··············Parameters: | 292 | ··············Parameters: |
| 293 | ····················s\x8sa\x8am\x8mp\x8pl\x8le\x8e_\x8_w\x8we\x8ei\x8ig\x8gh\x8ht\x8tstr,·True,·False,·or·None, | 293 | ····················s\x8sa\x8am\x8mp\x8pl\x8le\x8e_\x8_w\x8we\x8ei\x8ig\x8gh\x8ht\x8tstr,·True,·False,·or·None, |
| 294 | ····················default=sklearn.utils.metadata_routing.UNCHANGED | 294 | ····················default=sklearn.utils.metadata_routing.UNCHANGED |
| 295 | ························Metadata·routing·for·sample_weight·parameter·in·score. | 295 | ························Metadata·routing·for·sample_weight·parameter·in·score. |
| 296 | ··············Returns: | 296 | ··············Returns: |
| 297 | ····················s\x8se\x8el\x8lf\x8fobject | 297 | ····················s\x8se\x8el\x8lf\x8fobject |
| 298 | ························The·updated·object. | 298 | ························The·updated·object. |
| 299 | ©·2007·-·202 | 299 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 990 | ····<div·class="container"> | 990 | ····<div·class="container"> |
| 991 | ······<footer·class="sk-content-footer"> | 991 | ······<footer·class="sk-content-footer"> |
| 992 | ············©·2007·-·202 | 992 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 993 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.SGDClassifier.rst.txt"·rel="nofollow">Show·this·page·source</a> | 993 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.SGDClassifier.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 994 | ······</footer> | 994 | ······</footer> |
| 995 | ····</div> | 995 | ····</div> |
| 996 | ··</div> | 996 | ··</div> |
| 997 | </div> | 997 | </div> |
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| 600 | Explicit·feature·map·approximation·for·RBF·kernels | 600 | Explicit·feature·map·approximation·for·RBF·kernels |
| 601 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8i_\x8z_\x8e_\x8d_\x8·_\x8s_\x8e_\x8a_\x8r_\x8c_\x8h_\x8·_\x8a_\x8n_\x8d_\x8·_\x8g_\x8r_\x8i_\x8d_\x8·_\x8s_\x8e_\x8a_\x8r_\x8c_\x8h_\x8·_\x8f_\x8o_\x8r_\x8·_\x8h_\x8y_\x8p_\x8e_\x8r_\x8p_\x8a_\x8r_\x8a_\x8m_\x8e_\x8t_\x8e_\x8r_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n | 601 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8i_\x8z_\x8e_\x8d_\x8·_\x8s_\x8e_\x8a_\x8r_\x8c_\x8h_\x8·_\x8a_\x8n_\x8d_\x8·_\x8g_\x8r_\x8i_\x8d_\x8·_\x8s_\x8e_\x8a_\x8r_\x8c_\x8h_\x8·_\x8f_\x8o_\x8r_\x8·_\x8h_\x8y_\x8p_\x8e_\x8r_\x8p_\x8a_\x8r_\x8a_\x8m_\x8e_\x8t_\x8e_\x8r_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n |
| 602 | Comparing·randomized·search·and·grid·search·for·hyperparameter·estimation | 602 | Comparing·randomized·search·and·grid·search·for·hyperparameter·estimation |
| 603 | _\x8S_\x8e_\x8m_\x8i_\x8-_\x8s_\x8u_\x8p_\x8e_\x8r_\x8v_\x8i_\x8s_\x8e_\x8d_\x8·_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8a_\x8·_\x8T_\x8e_\x8x_\x8t_\x8·_\x8D_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t | 603 | _\x8S_\x8e_\x8m_\x8i_\x8-_\x8s_\x8u_\x8p_\x8e_\x8r_\x8v_\x8i_\x8s_\x8e_\x8d_\x8·_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8a_\x8·_\x8T_\x8e_\x8x_\x8t_\x8·_\x8D_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t |
| 604 | Semi-supervised·Classification·on·a·Text·Dataset | 604 | Semi-supervised·Classification·on·a·Text·Dataset |
| 605 | _\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s | 605 | _\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s |
| 606 | Classification·of·text·documents·using·sparse·features | 606 | Classification·of·text·documents·using·sparse·features |
| 607 | ©·2007·-·202 | 607 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 750 | ······</div> | 750 | ······</div> |
| 751 | ····<div·class="container"> | 751 | ····<div·class="container"> |
| 752 | ······<footer·class="sk-content-footer"> | 752 | ······<footer·class="sk-content-footer"> |
| 753 | ············©·2007·-·202 | 753 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 754 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.SGDOneClassSVM.rst.txt"·rel="nofollow">Show·this·page·source</a> | 754 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.SGDOneClassSVM.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 755 | ······</footer> | 755 | ······</footer> |
| 756 | ····</div> | 756 | ····</div> |
| 757 | ··</div> | 757 | ··</div> |
| 758 | </div> | 758 | </div> |
| 759 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 759 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 387 | ············After·calling·this·method,·further·fitting·with·the·partial_fit | 387 | ············After·calling·this·method,·further·fitting·with·the·partial_fit |
| 388 | ············method·(if·any)·will·not·work·until·you·call·densify. | 388 | ············method·(if·any)·will·not·work·until·you·call·densify. |
| 389 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.l\x8li\x8in\x8ne\x8ea\x8ar\x8r_\x8_m\x8mo\x8od\x8de\x8el\x8l.\x8.S\x8SG\x8GD\x8DO\x8On\x8ne\x8eC\x8Cl\x8la\x8as\x8ss\x8sS\x8SV\x8VM\x8M_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 389 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.l\x8li\x8in\x8ne\x8ea\x8ar\x8r_\x8_m\x8mo\x8od\x8de\x8el\x8l.\x8.S\x8SG\x8GD\x8DO\x8On\x8ne\x8eC\x8Cl\x8la\x8as\x8ss\x8sS\x8SV\x8VM\x8M_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 390 | _\x8O_\x8n_\x8e_\x8-_\x8C_\x8l_\x8a_\x8s_\x8s_\x8·_\x8S_\x8V_\x8M_\x8·_\x8v_\x8e_\x8r_\x8s_\x8u_\x8s_\x8·_\x8O_\x8n_\x8e_\x8-_\x8C_\x8l_\x8a_\x8s_\x8s_\x8·_\x8S_\x8V_\x8M_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8S_\x8t_\x8o_\x8c_\x8h_\x8a_\x8s_\x8t_\x8i_\x8c_\x8·_\x8G_\x8r_\x8a_\x8d_\x8i_\x8e_\x8n_\x8t_\x8·_\x8D_\x8e_\x8s_\x8c_\x8e_\x8n_\x8t | 390 | _\x8O_\x8n_\x8e_\x8-_\x8C_\x8l_\x8a_\x8s_\x8s_\x8·_\x8S_\x8V_\x8M_\x8·_\x8v_\x8e_\x8r_\x8s_\x8u_\x8s_\x8·_\x8O_\x8n_\x8e_\x8-_\x8C_\x8l_\x8a_\x8s_\x8s_\x8·_\x8S_\x8V_\x8M_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8S_\x8t_\x8o_\x8c_\x8h_\x8a_\x8s_\x8t_\x8i_\x8c_\x8·_\x8G_\x8r_\x8a_\x8d_\x8i_\x8e_\x8n_\x8t_\x8·_\x8D_\x8e_\x8s_\x8c_\x8e_\x8n_\x8t |
| 391 | One-Class·SVM·versus·One-Class·SVM·using·Stochastic·Gradient·Descent | 391 | One-Class·SVM·versus·One-Class·SVM·using·Stochastic·Gradient·Descent |
| 392 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8n_\x8o_\x8m_\x8a_\x8l_\x8y_\x8·_\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8·_\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8t_\x8o_\x8y_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8s | 392 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8n_\x8o_\x8m_\x8a_\x8l_\x8y_\x8·_\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8·_\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8t_\x8o_\x8y_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8s |
| 393 | Comparing·anomaly·detection·algorithms·for·outlier·detection·on·toy·datasets | 393 | Comparing·anomaly·detection·algorithms·for·outlier·detection·on·toy·datasets |
| 394 | ©·2007·-·202 | 394 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 836 | ······</div> | 836 | ······</div> |
| 837 | ····<div·class="container"> | 837 | ····<div·class="container"> |
| 838 | ······<footer·class="sk-content-footer"> | 838 | ······<footer·class="sk-content-footer"> |
| 839 | ············©·2007·-·202 | 839 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 840 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.SGDRegressor.rst.txt"·rel="nofollow">Show·this·page·source</a> | 840 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.SGDRegressor.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 841 | ······</footer> | 841 | ······</footer> |
| 842 | ····</div> | 842 | ····</div> |
| 843 | ··</div> | 843 | ··</div> |
| 844 | </div> | 844 | </div> |
| 845 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 845 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 481 | ············After·calling·this·method,·further·fitting·with·the·partial_fit | 481 | ············After·calling·this·method,·further·fitting·with·the·partial_fit |
| 482 | ············method·(if·any)·will·not·work·until·you·call·densify. | 482 | ············method·(if·any)·will·not·work·until·you·call·densify. |
| 483 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.l\x8li\x8in\x8ne\x8ea\x8ar\x8r_\x8_m\x8mo\x8od\x8de\x8el\x8l.\x8.S\x8SG\x8GD\x8DR\x8Re\x8eg\x8gr\x8re\x8es\x8ss\x8so\x8or\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 483 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.l\x8li\x8in\x8ne\x8ea\x8ar\x8r_\x8_m\x8mo\x8od\x8de\x8el\x8l.\x8.S\x8SG\x8GD\x8DR\x8Re\x8eg\x8gr\x8re\x8es\x8ss\x8so\x8or\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 484 | _\x8P_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8L_\x8a_\x8t_\x8e_\x8n_\x8c_\x8y | 484 | _\x8P_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8L_\x8a_\x8t_\x8e_\x8n_\x8c_\x8y |
| 485 | Prediction·Latency | 485 | Prediction·Latency |
| 486 | _\x8S_\x8G_\x8D_\x8:_\x8·_\x8P_\x8e_\x8n_\x8a_\x8l_\x8t_\x8i_\x8e_\x8s | 486 | _\x8S_\x8G_\x8D_\x8:_\x8·_\x8P_\x8e_\x8n_\x8a_\x8l_\x8t_\x8i_\x8e_\x8s |
| 487 | SGD:·Penalties | 487 | SGD:·Penalties |
| 488 | ©·2007·-·202 | 488 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 542 | </section> | 542 | </section> |
| 543 | ······</div> | 543 | ······</div> |
| 544 | ····<div·class="container"> | 544 | ····<div·class="container"> |
| 545 | ······<footer·class="sk-content-footer"> | 545 | ······<footer·class="sk-content-footer"> |
| 546 | ············©·2007·-·202 | 546 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 547 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.TheilSenRegressor.rst.txt"·rel="nofollow">Show·this·page·source</a> | 547 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.TheilSenRegressor.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 548 | ······</footer> | 548 | ······</footer> |
| 549 | ····</div> | 549 | ····</div> |
| 550 | ··</div> | 550 | ··</div> |
| 551 | </div> | 551 | </div> |
| 552 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 552 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 247 | ····················s\x8se\x8el\x8lf\x8fobject | 247 | ····················s\x8se\x8el\x8lf\x8fobject |
| 248 | ························The·updated·object. | 248 | ························The·updated·object. |
| 249 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.l\x8li\x8in\x8ne\x8ea\x8ar\x8r_\x8_m\x8mo\x8od\x8de\x8el\x8l.\x8.T\x8Th\x8he\x8ei\x8il\x8lS\x8Se\x8en\x8nR\x8Re\x8eg\x8gr\x8re\x8es\x8ss\x8so\x8or\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 249 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.l\x8li\x8in\x8ne\x8ea\x8ar\x8r_\x8_m\x8mo\x8od\x8de\x8el\x8l.\x8.T\x8Th\x8he\x8ei\x8il\x8lS\x8Se\x8en\x8nR\x8Re\x8eg\x8gr\x8re\x8es\x8ss\x8so\x8or\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 250 | _\x8R_\x8o_\x8b_\x8u_\x8s_\x8t_\x8·_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8·_\x8f_\x8i_\x8t_\x8t_\x8i_\x8n_\x8g | 250 | _\x8R_\x8o_\x8b_\x8u_\x8s_\x8t_\x8·_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8·_\x8f_\x8i_\x8t_\x8t_\x8i_\x8n_\x8g |
| 251 | Robust·linear·estimator·fitting | 251 | Robust·linear·estimator·fitting |
| 252 | _\x8T_\x8h_\x8e_\x8i_\x8l_\x8-_\x8S_\x8e_\x8n_\x8·_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n | 252 | _\x8T_\x8h_\x8e_\x8i_\x8l_\x8-_\x8S_\x8e_\x8n_\x8·_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n |
| 253 | Theil-Sen·Regression | 253 | Theil-Sen·Regression |
| 254 | ©·2007·-·202 | 254 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 613 | ······</div> | 613 | ······</div> |
| 614 | ····<div·class="container"> | 614 | ····<div·class="container"> |
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| 616 | ············©·2007·-·202 | 616 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 617 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.TweedieRegressor.rst.txt"·rel="nofollow">Show·this·page·source</a> | 617 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.TweedieRegressor.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 618 | ······</footer> | 618 | ······</footer> |
| 619 | ····</div> | 619 | ····</div> |
| 620 | ··</div> | 620 | ··</div> |
| 621 | </div> | 621 | </div> |
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| 284 | ····················s\x8se\x8el\x8lf\x8fobject | 284 | ····················s\x8se\x8el\x8lf\x8fobject |
| 285 | ························The·updated·object. | 285 | ························The·updated·object. |
| 286 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.l\x8li\x8in\x8ne\x8ea\x8ar\x8r_\x8_m\x8mo\x8od\x8de\x8el\x8l.\x8.T\x8Tw\x8we\x8ee\x8ed\x8di\x8ie\x8eR\x8Re\x8eg\x8gr\x8re\x8es\x8ss\x8so\x8or\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 286 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.l\x8li\x8in\x8ne\x8ea\x8ar\x8r_\x8_m\x8mo\x8od\x8de\x8el\x8l.\x8.T\x8Tw\x8we\x8ee\x8ed\x8di\x8ie\x8eR\x8Re\x8eg\x8gr\x8re\x8es\x8ss\x8so\x8or\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 287 | _\x8R_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8·_\x8H_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n_\x8·_\x80_\x8._\x82_\x83 | 287 | _\x8R_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8·_\x8H_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n_\x8·_\x80_\x8._\x82_\x83 |
| 288 | Release·Highlights·for·scikit-learn·0.23 | 288 | Release·Highlights·for·scikit-learn·0.23 |
| 289 | _\x8T_\x8w_\x8e_\x8e_\x8d_\x8i_\x8e_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8i_\x8n_\x8s_\x8u_\x8r_\x8a_\x8n_\x8c_\x8e_\x8·_\x8c_\x8l_\x8a_\x8i_\x8m_\x8s | 289 | _\x8T_\x8w_\x8e_\x8e_\x8d_\x8i_\x8e_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8i_\x8n_\x8s_\x8u_\x8r_\x8a_\x8n_\x8c_\x8e_\x8·_\x8c_\x8l_\x8a_\x8i_\x8m_\x8s |
| 290 | Tweedie·regression·on·insurance·claims | 290 | Tweedie·regression·on·insurance·claims |
| 291 | ©·2007·-·202 | 291 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 305 | ····<div·class="container"> | 305 | ····<div·class="container"> |
| 306 | ······<footer·class="sk-content-footer"> | 306 | ······<footer·class="sk-content-footer"> |
| 307 | ············©·2007·-·202 | 307 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 308 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.enet_path.rst.txt"·rel="nofollow">Show·this·page·source</a> | 308 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.enet_path.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 309 | ······</footer> | 309 | ······</footer> |
| 310 | ····</div> | 310 | ····</div> |
| 311 | ··</div> | 311 | ··</div> |
| 312 | </div> | 312 | </div> |
| 313 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 313 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 119 | ············path. | 119 | ············path. |
| 120 | ······Notes | 120 | ······Notes |
| 121 | ······For·an·example,·see·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8s_\x8/_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8__\x8m_\x8o_\x8d_\x8e_\x8l_\x8/ | 121 | ······For·an·example,·see·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8s_\x8/_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8__\x8m_\x8o_\x8d_\x8e_\x8l_\x8/ |
| 122 | ······_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8a_\x8s_\x8s_\x8o_\x8__\x8c_\x8o_\x8o_\x8r_\x8d_\x8i_\x8n_\x8a_\x8t_\x8e_\x8__\x8d_\x8e_\x8s_\x8c_\x8e_\x8n_\x8t_\x8__\x8p_\x8a_\x8t_\x8h_\x8._\x8p_\x8y. | 122 | ······_\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8a_\x8s_\x8s_\x8o_\x8__\x8c_\x8o_\x8o_\x8r_\x8d_\x8i_\x8n_\x8a_\x8t_\x8e_\x8__\x8d_\x8e_\x8s_\x8c_\x8e_\x8n_\x8t_\x8__\x8p_\x8a_\x8t_\x8h_\x8._\x8p_\x8y. |
| 123 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.l\x8li\x8in\x8ne\x8ea\x8ar\x8r_\x8_m\x8mo\x8od\x8de\x8el\x8l.\x8.e\x8en\x8ne\x8et\x8t_\x8_p\x8pa\x8at\x8th\x8h_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 123 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.l\x8li\x8in\x8ne\x8ea\x8ar\x8r_\x8_m\x8mo\x8od\x8de\x8el\x8l.\x8.e\x8en\x8ne\x8et\x8t_\x8_p\x8pa\x8at\x8th\x8h_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 124 | _\x8L_\x8a_\x8s_\x8s_\x8o_\x8·_\x8a_\x8n_\x8d_\x8·_\x8E_\x8l_\x8a_\x8s_\x8t_\x8i_\x8c_\x8·_\x8N_\x8e_\x8t | 124 | _\x8L_\x8a_\x8s_\x8s_\x8o_\x8·_\x8a_\x8n_\x8d_\x8·_\x8E_\x8l_\x8a_\x8s_\x8t_\x8i_\x8c_\x8·_\x8N_\x8e_\x8t |
| 125 | Lasso·and·Elastic·Net | 125 | Lasso·and·Elastic·Net |
| 126 | ©·2007·-·202 | 126 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 317 | ······</div> | 317 | ······</div> |
| 318 | ····<div·class="container"> | 318 | ····<div·class="container"> |
| 319 | ······<footer·class="sk-content-footer"> | 319 | ······<footer·class="sk-content-footer"> |
| 320 | ············©·2007·-·202 | 320 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 321 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.lars_path.rst.txt"·rel="nofollow">Show·this·page·source</a> | 321 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.lars_path.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 322 | ······</footer> | 322 | ······</footer> |
| 323 | ····</div> | 323 | ····</div> |
| 324 | ··</div> | 324 | ··</div> |
| 325 | </div> | 325 | </div> |
| 326 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 326 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 127 | ······[2] | 127 | ······[2] |
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| 129 | ······[3] | 129 | ······[3] |
| 130 | ······_\x8W_\x8i_\x8k_\x8i_\x8p_\x8e_\x8d_\x8i_\x8a_\x8·_\x8e_\x8n_\x8t_\x8r_\x8y_\x8·_\x8o_\x8n_\x8·_\x8t_\x8h_\x8e_\x8·_\x8L_\x8a_\x8s_\x8s_\x8o | 130 | ······_\x8W_\x8i_\x8k_\x8i_\x8p_\x8e_\x8d_\x8i_\x8a_\x8·_\x8e_\x8n_\x8t_\x8r_\x8y_\x8·_\x8o_\x8n_\x8·_\x8t_\x8h_\x8e_\x8·_\x8L_\x8a_\x8s_\x8s_\x8o |
| 131 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.l\x8li\x8in\x8ne\x8ea\x8ar\x8r_\x8_m\x8mo\x8od\x8de\x8el\x8l.\x8.l\x8la\x8ar\x8rs\x8s_\x8_p\x8pa\x8at\x8th\x8h_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 131 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.l\x8li\x8in\x8ne\x8ea\x8ar\x8r_\x8_m\x8mo\x8od\x8de\x8el\x8l.\x8.l\x8la\x8ar\x8rs\x8s_\x8_p\x8pa\x8at\x8th\x8h_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 132 | _\x8L_\x8a_\x8s_\x8s_\x8o_\x8·_\x8p_\x8a_\x8t_\x8h_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8L_\x8A_\x8R_\x8S | 132 | _\x8L_\x8a_\x8s_\x8s_\x8o_\x8·_\x8p_\x8a_\x8t_\x8h_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8L_\x8A_\x8R_\x8S |
| 133 | Lasso·path·using·LARS | 133 | Lasso·path·using·LARS |
| 134 | ©·2007·-·202 | 134 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 302 | ····<div·class="container"> | 302 | ····<div·class="container"> |
| 303 | ······<footer·class="sk-content-footer"> | 303 | ······<footer·class="sk-content-footer"> |
| 304 | ············©·2007·-·202 | 304 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 305 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.lars_path_gram.rst.txt"·rel="nofollow">Show·this·page·source</a> | 305 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.lars_path_gram.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 306 | ······</footer> | 306 | ······</footer> |
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| 308 | ··</div> | 308 | ··</div> |
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| 310 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 310 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 114 | ······[1] | 114 | ······[1] |
| 115 | ······“Least·Angle·Regression”,·Efron·et·al.·_\x8h_\x8t_\x8t_\x8p_\x8:_\x8/_\x8/_\x8s_\x8t_\x8a_\x8t_\x8w_\x8e_\x8b_\x8._\x8s_\x8t_\x8a_\x8n_\x8f_\x8o_\x8r_\x8d_\x8._\x8e_\x8d_\x8u_\x8/_\x8~_\x8t_\x8i_\x8b_\x8s_\x8/ | 115 | ······“Least·Angle·Regression”,·Efron·et·al.·_\x8h_\x8t_\x8t_\x8p_\x8:_\x8/_\x8/_\x8s_\x8t_\x8a_\x8t_\x8w_\x8e_\x8b_\x8._\x8s_\x8t_\x8a_\x8n_\x8f_\x8o_\x8r_\x8d_\x8._\x8e_\x8d_\x8u_\x8/_\x8~_\x8t_\x8i_\x8b_\x8s_\x8/ |
| 116 | ······_\x8f_\x8t_\x8p_\x8/_\x8l_\x8a_\x8r_\x8s_\x8._\x8p_\x8d_\x8f | 116 | ······_\x8f_\x8t_\x8p_\x8/_\x8l_\x8a_\x8r_\x8s_\x8._\x8p_\x8d_\x8f |
| 117 | ······[2] | 117 | ······[2] |
| 118 | ······_\x8W_\x8i_\x8k_\x8i_\x8p_\x8e_\x8d_\x8i_\x8a_\x8·_\x8e_\x8n_\x8t_\x8r_\x8y_\x8·_\x8o_\x8n_\x8·_\x8t_\x8h_\x8e_\x8·_\x8L_\x8e_\x8a_\x8s_\x8t_\x8-_\x8a_\x8n_\x8g_\x8l_\x8e_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n | 118 | ······_\x8W_\x8i_\x8k_\x8i_\x8p_\x8e_\x8d_\x8i_\x8a_\x8·_\x8e_\x8n_\x8t_\x8r_\x8y_\x8·_\x8o_\x8n_\x8·_\x8t_\x8h_\x8e_\x8·_\x8L_\x8e_\x8a_\x8s_\x8t_\x8-_\x8a_\x8n_\x8g_\x8l_\x8e_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n |
| 119 | ······[3] | 119 | ······[3] |
| 120 | ······_\x8W_\x8i_\x8k_\x8i_\x8p_\x8e_\x8d_\x8i_\x8a_\x8·_\x8e_\x8n_\x8t_\x8r_\x8y_\x8·_\x8o_\x8n_\x8·_\x8t_\x8h_\x8e_\x8·_\x8L_\x8a_\x8s_\x8s_\x8o | 120 | ······_\x8W_\x8i_\x8k_\x8i_\x8p_\x8e_\x8d_\x8i_\x8a_\x8·_\x8e_\x8n_\x8t_\x8r_\x8y_\x8·_\x8o_\x8n_\x8·_\x8t_\x8h_\x8e_\x8·_\x8L_\x8a_\x8s_\x8s_\x8o |
| 121 | ©·2007·-·202 | 121 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 327 | ······</div> | 327 | ······</div> |
| 328 | ····<div·class="container"> | 328 | ····<div·class="container"> |
| 329 | ······<footer·class="sk-content-footer"> | 329 | ······<footer·class="sk-content-footer"> |
| 330 | ············©·2007·-·202 | 330 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 331 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.lasso_path.rst.txt"·rel="nofollow">Show·this·page·source</a> | 331 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.lasso_path.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 332 | ······</footer> | 332 | ······</footer> |
| 333 | ····</div> | 333 | ····</div> |
| 334 | ··</div> | 334 | ··</div> |
| 335 | </div> | 335 | </div> |
| 336 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 336 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 137 | ······...·············································coef_path_lars[:,·::-1]) | 137 | ······...·············································coef_path_lars[:,·::-1]) |
| 138 | ······>>>·print(coef_path_continuous([5.,·1.,·.5])) | 138 | ······>>>·print(coef_path_continuous([5.,·1.,·.5])) |
| 139 | ······[[0.·········0.·········0.46915237] | 139 | ······[[0.·········0.·········0.46915237] |
| 140 | ·······[0.2159048··0.4425765··0.23668876]] | 140 | ·······[0.2159048··0.4425765··0.23668876]] |
| 141 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.l\x8li\x8in\x8ne\x8ea\x8ar\x8r_\x8_m\x8mo\x8od\x8de\x8el\x8l.\x8.l\x8la\x8as\x8ss\x8so\x8o_\x8_p\x8pa\x8at\x8th\x8h_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 141 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.l\x8li\x8in\x8ne\x8ea\x8ar\x8r_\x8_m\x8mo\x8od\x8de\x8el\x8l.\x8.l\x8la\x8as\x8ss\x8so\x8o_\x8_p\x8pa\x8at\x8th\x8h_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 142 | _\x8L_\x8a_\x8s_\x8s_\x8o_\x8·_\x8a_\x8n_\x8d_\x8·_\x8E_\x8l_\x8a_\x8s_\x8t_\x8i_\x8c_\x8·_\x8N_\x8e_\x8t | 142 | _\x8L_\x8a_\x8s_\x8s_\x8o_\x8·_\x8a_\x8n_\x8d_\x8·_\x8E_\x8l_\x8a_\x8s_\x8t_\x8i_\x8c_\x8·_\x8N_\x8e_\x8t |
| 143 | Lasso·and·Elastic·Net | 143 | Lasso·and·Elastic·Net |
| 144 | ©·2007·-·202 | 144 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 267 | <div·class="clearer"></div></section> | 267 | <div·class="clearer"></div></section> |
| 268 | ······</div> | 268 | ······</div> |
| 269 | ····<div·class="container"> | 269 | ····<div·class="container"> |
| 270 | ······<footer·class="sk-content-footer"> | 270 | ······<footer·class="sk-content-footer"> |
| 271 | ············©·2007·-·202 | 271 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 272 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.orthogonal_mp.rst.txt"·rel="nofollow">Show·this·page·source</a> | 272 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.orthogonal_mp.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 273 | ······</footer> | 273 | ······</footer> |
| 274 | ····</div> | 274 | ····</div> |
| 275 | ··</div> | 275 | ··</div> |
| 276 | </div> | 276 | </div> |
| 277 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 277 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 89 | ······Matching·pursuits·with·time-frequency·dictionaries,·IEEE·Transactions·on | 89 | ······Matching·pursuits·with·time-frequency·dictionaries,·IEEE·Transactions·on |
| 90 | ······Signal·Processing,·Vol.·41,·No.·12.·(December·1993),·pp.·3397-3415. | 90 | ······Signal·Processing,·Vol.·41,·No.·12.·(December·1993),·pp.·3397-3415. |
| 91 | ······(_\x8h_\x8t_\x8t_\x8p_\x8s_\x8:_\x8/_\x8/_\x8w_\x8w_\x8w_\x8._\x8d_\x8i_\x8._\x8e_\x8n_\x8s_\x8._\x8f_\x8r_\x8/_\x8~_\x8m_\x8a_\x8l_\x8l_\x8a_\x8t_\x8/_\x8p_\x8a_\x8p_\x8i_\x8e_\x8r_\x8s_\x8/_\x8M_\x8a_\x8l_\x8l_\x8a_\x8t_\x8P_\x8u_\x8r_\x8s_\x8u_\x8i_\x8t_\x89_\x83_\x8._\x8p_\x8d_\x8f) | 91 | ······(_\x8h_\x8t_\x8t_\x8p_\x8s_\x8:_\x8/_\x8/_\x8w_\x8w_\x8w_\x8._\x8d_\x8i_\x8._\x8e_\x8n_\x8s_\x8._\x8f_\x8r_\x8/_\x8~_\x8m_\x8a_\x8l_\x8l_\x8a_\x8t_\x8/_\x8p_\x8a_\x8p_\x8i_\x8e_\x8r_\x8s_\x8/_\x8M_\x8a_\x8l_\x8l_\x8a_\x8t_\x8P_\x8u_\x8r_\x8s_\x8u_\x8i_\x8t_\x89_\x83_\x8._\x8p_\x8d_\x8f) |
| 92 | ······This·implementation·is·based·on·Rubinstein,·R.,·Zibulevsky,·M.·and·Elad, | 92 | ······This·implementation·is·based·on·Rubinstein,·R.,·Zibulevsky,·M.·and·Elad, |
| 93 | ······M.,·Efficient·Implementation·of·the·K-SVD·Algorithm·using·Batch | 93 | ······M.,·Efficient·Implementation·of·the·K-SVD·Algorithm·using·Batch |
| 94 | ······Orthogonal·Matching·Pursuit·Technical·Report·-·CS·Technion,·April·2008. | 94 | ······Orthogonal·Matching·Pursuit·Technical·Report·-·CS·Technion,·April·2008. |
| 95 | ······_\x8h_\x8t_\x8t_\x8p_\x8s_\x8:_\x8/_\x8/_\x8w_\x8w_\x8w_\x8._\x8c_\x8s_\x8._\x8t_\x8e_\x8c_\x8h_\x8n_\x8i_\x8o_\x8n_\x8._\x8a_\x8c_\x8._\x8i_\x8l_\x8/_\x8~_\x8r_\x8o_\x8n_\x8r_\x8u_\x8b_\x8i_\x8n_\x8/_\x8P_\x8u_\x8b_\x8l_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8s_\x8/_\x8K_\x8S_\x8V_\x8D_\x8-_\x8O_\x8M_\x8P_\x8-_\x8v_\x82_\x8._\x8p_\x8d_\x8f | 95 | ······_\x8h_\x8t_\x8t_\x8p_\x8s_\x8:_\x8/_\x8/_\x8w_\x8w_\x8w_\x8._\x8c_\x8s_\x8._\x8t_\x8e_\x8c_\x8h_\x8n_\x8i_\x8o_\x8n_\x8._\x8a_\x8c_\x8._\x8i_\x8l_\x8/_\x8~_\x8r_\x8o_\x8n_\x8r_\x8u_\x8b_\x8i_\x8n_\x8/_\x8P_\x8u_\x8b_\x8l_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8s_\x8/_\x8K_\x8S_\x8V_\x8D_\x8-_\x8O_\x8M_\x8P_\x8-_\x8v_\x82_\x8._\x8p_\x8d_\x8f |
| 96 | ©·2007·-·202 | 96 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 265 | <div·class="clearer"></div></section> | 265 | <div·class="clearer"></div></section> |
| 266 | ······</div> | 266 | ······</div> |
| 267 | ····<div·class="container"> | 267 | ····<div·class="container"> |
| 268 | ······<footer·class="sk-content-footer"> | 268 | ······<footer·class="sk-content-footer"> |
| 269 | ············©·2007·-·202 | 269 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 270 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.orthogonal_mp_gram.rst.txt"·rel="nofollow">Show·this·page·source</a> | 270 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.orthogonal_mp_gram.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 271 | ······</footer> | 271 | ······</footer> |
| 272 | ····</div> | 272 | ····</div> |
| 273 | ··</div> | 273 | ··</div> |
| 274 | </div> | 274 | </div> |
| 275 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 275 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 88 | ······Matching·pursuits·with·time-frequency·dictionaries,·IEEE·Transactions·on | 88 | ······Matching·pursuits·with·time-frequency·dictionaries,·IEEE·Transactions·on |
| 89 | ······Signal·Processing,·Vol.·41,·No.·12.·(December·1993),·pp.·3397-3415. | 89 | ······Signal·Processing,·Vol.·41,·No.·12.·(December·1993),·pp.·3397-3415. |
| 90 | ······(_\x8h_\x8t_\x8t_\x8p_\x8s_\x8:_\x8/_\x8/_\x8w_\x8w_\x8w_\x8._\x8d_\x8i_\x8._\x8e_\x8n_\x8s_\x8._\x8f_\x8r_\x8/_\x8~_\x8m_\x8a_\x8l_\x8l_\x8a_\x8t_\x8/_\x8p_\x8a_\x8p_\x8i_\x8e_\x8r_\x8s_\x8/_\x8M_\x8a_\x8l_\x8l_\x8a_\x8t_\x8P_\x8u_\x8r_\x8s_\x8u_\x8i_\x8t_\x89_\x83_\x8._\x8p_\x8d_\x8f) | 90 | ······(_\x8h_\x8t_\x8t_\x8p_\x8s_\x8:_\x8/_\x8/_\x8w_\x8w_\x8w_\x8._\x8d_\x8i_\x8._\x8e_\x8n_\x8s_\x8._\x8f_\x8r_\x8/_\x8~_\x8m_\x8a_\x8l_\x8l_\x8a_\x8t_\x8/_\x8p_\x8a_\x8p_\x8i_\x8e_\x8r_\x8s_\x8/_\x8M_\x8a_\x8l_\x8l_\x8a_\x8t_\x8P_\x8u_\x8r_\x8s_\x8u_\x8i_\x8t_\x89_\x83_\x8._\x8p_\x8d_\x8f) |
| 91 | ······This·implementation·is·based·on·Rubinstein,·R.,·Zibulevsky,·M.·and·Elad, | 91 | ······This·implementation·is·based·on·Rubinstein,·R.,·Zibulevsky,·M.·and·Elad, |
| 92 | ······M.,·Efficient·Implementation·of·the·K-SVD·Algorithm·using·Batch | 92 | ······M.,·Efficient·Implementation·of·the·K-SVD·Algorithm·using·Batch |
| 93 | ······Orthogonal·Matching·Pursuit·Technical·Report·-·CS·Technion,·April·2008. | 93 | ······Orthogonal·Matching·Pursuit·Technical·Report·-·CS·Technion,·April·2008. |
| 94 | ······_\x8h_\x8t_\x8t_\x8p_\x8s_\x8:_\x8/_\x8/_\x8w_\x8w_\x8w_\x8._\x8c_\x8s_\x8._\x8t_\x8e_\x8c_\x8h_\x8n_\x8i_\x8o_\x8n_\x8._\x8a_\x8c_\x8._\x8i_\x8l_\x8/_\x8~_\x8r_\x8o_\x8n_\x8r_\x8u_\x8b_\x8i_\x8n_\x8/_\x8P_\x8u_\x8b_\x8l_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8s_\x8/_\x8K_\x8S_\x8V_\x8D_\x8-_\x8O_\x8M_\x8P_\x8-_\x8v_\x82_\x8._\x8p_\x8d_\x8f | 94 | ······_\x8h_\x8t_\x8t_\x8p_\x8s_\x8:_\x8/_\x8/_\x8w_\x8w_\x8w_\x8._\x8c_\x8s_\x8._\x8t_\x8e_\x8c_\x8h_\x8n_\x8i_\x8o_\x8n_\x8._\x8a_\x8c_\x8._\x8i_\x8l_\x8/_\x8~_\x8r_\x8o_\x8n_\x8r_\x8u_\x8b_\x8i_\x8n_\x8/_\x8P_\x8u_\x8b_\x8l_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8s_\x8/_\x8K_\x8S_\x8V_\x8D_\x8-_\x8O_\x8M_\x8P_\x8-_\x8v_\x82_\x8._\x8p_\x8d_\x8f |
| 95 | ©·2007·-·202 | 95 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 336 | <div·class="clearer"></div></section> | 336 | <div·class="clearer"></div></section> |
| 337 | ······</div> | 337 | ······</div> |
| 338 | ····<div·class="container"> | 338 | ····<div·class="container"> |
| 339 | ······<footer·class="sk-content-footer"> | 339 | ······<footer·class="sk-content-footer"> |
| 340 | ············©·2007·-·202 | 340 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 341 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.ridge_regression.rst.txt"·rel="nofollow">Show·this·page·source</a> | 341 | ··········<a·href="../../_sources/modules/generated/sklearn.linear_model.ridge_regression.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 342 | ······</footer> | 342 | ······</footer> |
| 343 | ····</div> | 343 | ····</div> |
| 344 | ··</div> | 344 | ··</div> |
| 345 | </div> | 345 | </div> |
| 346 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 346 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 154 | ······>>>·y·=·2.0·*·X[:,·0]·-·1.0·*·X[:,·1]·+·0.1·*·rng.standard_normal(100) | 154 | ······>>>·y·=·2.0·*·X[:,·0]·-·1.0·*·X[:,·1]·+·0.1·*·rng.standard_normal(100) |
| 155 | ······>>>·coef,·intercept·=·ridge_regression(X,·y,·alpha=1.0, | 155 | ······>>>·coef,·intercept·=·ridge_regression(X,·y,·alpha=1.0, |
| 156 | ······return_intercept=True) | 156 | ······return_intercept=True) |
| 157 | ······>>>·list(coef) | 157 | ······>>>·list(coef) |
| 158 | ······[1.9...,·-1.0...,·-0.0...,·-0.0...] | 158 | ······[1.9...,·-1.0...,·-0.0...,·-0.0...] |
| 159 | ······>>>·intercept | 159 | ······>>>·intercept |
| 160 | ······-0.0... | 160 | ······-0.0... |
| 161 | ©·2007·-·202 | 161 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 601 | </div></div><div·class="clearer"></div></section> | 601 | </div></div><div·class="clearer"></div></section> |
| 602 | </section> | 602 | </section> |
| 603 | ······</div> | 603 | ······</div> |
| 604 | ····<div·class="container"> | 604 | ····<div·class="container"> |
| 605 | ······<footer·class="sk-content-footer"> | 605 | ······<footer·class="sk-content-footer"> |
| 606 | ············©·2007·-·202 | 606 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 607 | ··········<a·href="../../_sources/modules/generated/sklearn.manifold.Isomap.rst.txt"·rel="nofollow">Show·this·page·source</a> | 607 | ··········<a·href="../../_sources/modules/generated/sklearn.manifold.Isomap.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 608 | ······</footer> | 608 | ······</footer> |
| 609 | ····</div> | 609 | ····</div> |
| 610 | ··</div> | 610 | ··</div> |
| 611 | </div> | 611 | </div> |
| 612 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 612 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 273 | Release·Highlights·for·scikit-learn·0.22 | 273 | Release·Highlights·for·scikit-learn·0.22 |
| 274 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8M_\x8a_\x8n_\x8i_\x8f_\x8o_\x8l_\x8d_\x8·_\x8L_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8m_\x8e_\x8t_\x8h_\x8o_\x8d_\x8s | 274 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8M_\x8a_\x8n_\x8i_\x8f_\x8o_\x8l_\x8d_\x8·_\x8L_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8m_\x8e_\x8t_\x8h_\x8o_\x8d_\x8s |
| 275 | Comparison·of·Manifold·Learning·methods | 275 | Comparison·of·Manifold·Learning·methods |
| 276 | _\x8M_\x8a_\x8n_\x8i_\x8f_\x8o_\x8l_\x8d_\x8·_\x8L_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8m_\x8e_\x8t_\x8h_\x8o_\x8d_\x8s_\x8·_\x8o_\x8n_\x8·_\x8a_\x8·_\x8s_\x8e_\x8v_\x8e_\x8r_\x8e_\x8d_\x8·_\x8s_\x8p_\x8h_\x8e_\x8r_\x8e | 276 | _\x8M_\x8a_\x8n_\x8i_\x8f_\x8o_\x8l_\x8d_\x8·_\x8L_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8m_\x8e_\x8t_\x8h_\x8o_\x8d_\x8s_\x8·_\x8o_\x8n_\x8·_\x8a_\x8·_\x8s_\x8e_\x8v_\x8e_\x8r_\x8e_\x8d_\x8·_\x8s_\x8p_\x8h_\x8e_\x8r_\x8e |
| 277 | Manifold·Learning·methods·on·a·severed·sphere | 277 | Manifold·Learning·methods·on·a·severed·sphere |
| 278 | _\x8M_\x8a_\x8n_\x8i_\x8f_\x8o_\x8l_\x8d_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8o_\x8n_\x8·_\x8h_\x8a_\x8n_\x8d_\x8w_\x8r_\x8i_\x8t_\x8t_\x8e_\x8n_\x8·_\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8:_\x8·_\x8L_\x8o_\x8c_\x8a_\x8l_\x8l_\x8y_\x8·_\x8L_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8E_\x8m_\x8b_\x8e_\x8d_\x8d_\x8i_\x8n_\x8g_\x8,_\x8·_\x8I_\x8s_\x8o_\x8m_\x8a_\x8p_\x8… | 278 | _\x8M_\x8a_\x8n_\x8i_\x8f_\x8o_\x8l_\x8d_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8o_\x8n_\x8·_\x8h_\x8a_\x8n_\x8d_\x8w_\x8r_\x8i_\x8t_\x8t_\x8e_\x8n_\x8·_\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8:_\x8·_\x8L_\x8o_\x8c_\x8a_\x8l_\x8l_\x8y_\x8·_\x8L_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8E_\x8m_\x8b_\x8e_\x8d_\x8d_\x8i_\x8n_\x8g_\x8,_\x8·_\x8I_\x8s_\x8o_\x8m_\x8a_\x8p_\x8… |
| 279 | Manifold·learning·on·handwritten·digits:·Locally·Linear·Embedding,·Isomap... | 279 | Manifold·learning·on·handwritten·digits:·Locally·Linear·Embedding,·Isomap... |
| 280 | ©·2007·-·202 | 280 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 573 | </section> | 573 | </section> |
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| 577 | ············©·2007·-·202 | 577 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
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| 257 | Comparison·of·Manifold·Learning·methods | 257 | Comparison·of·Manifold·Learning·methods |
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| 261 | Manifold·learning·on·handwritten·digits:·Locally·Linear·Embedding,·Isomap... | 261 | Manifold·learning·on·handwritten·digits:·Locally·Linear·Embedding,·Isomap... |
| 262 | ©·2007·-·202 | 262 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 552 | ············©·2007·-·202 | 552 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 553 | ··········<a·href="../../_sources/modules/generated/sklearn.manifold.MDS.rst.txt"·rel="nofollow">Show·this·page·source</a> | 553 | ··········<a·href="../../_sources/modules/generated/sklearn.manifold.MDS.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 255 | Manifold·Learning·methods·on·a·severed·sphere | 255 | Manifold·Learning·methods·on·a·severed·sphere |
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| 257 | Manifold·learning·on·handwritten·digits:·Locally·Linear·Embedding,·Isomap... | 257 | Manifold·learning·on·handwritten·digits:·Locally·Linear·Embedding,·Isomap... |
| 258 | _\x8M_\x8u_\x8l_\x8t_\x8i_\x8-_\x8d_\x8i_\x8m_\x8e_\x8n_\x8s_\x8i_\x8o_\x8n_\x8a_\x8l_\x8·_\x8s_\x8c_\x8a_\x8l_\x8i_\x8n_\x8g | 258 | _\x8M_\x8u_\x8l_\x8t_\x8i_\x8-_\x8d_\x8i_\x8m_\x8e_\x8n_\x8s_\x8i_\x8o_\x8n_\x8a_\x8l_\x8·_\x8s_\x8c_\x8a_\x8l_\x8i_\x8n_\x8g |
| 259 | Multi-dimensional·scaling | 259 | Multi-dimensional·scaling |
| 260 | ©·2007·-·202 | 260 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 489 | ············©·2007·-·202 | 489 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 490 | ··········<a·href="../../_sources/modules/generated/sklearn.manifold.SpectralEmbedding.rst.txt"·rel="nofollow">Show·this·page·source</a> | 490 | ··········<a·href="../../_sources/modules/generated/sklearn.manifold.SpectralEmbedding.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 207 | Various·Agglomerative·Clustering·on·a·2D·embedding·of·digits | 207 | Various·Agglomerative·Clustering·on·a·2D·embedding·of·digits |
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| 209 | Comparison·of·Manifold·Learning·methods | 209 | Comparison·of·Manifold·Learning·methods |
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| 211 | Manifold·Learning·methods·on·a·severed·sphere | 211 | Manifold·Learning·methods·on·a·severed·sphere |
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| 213 | Manifold·learning·on·handwritten·digits:·Locally·Linear·Embedding,·Isomap... | 213 | Manifold·learning·on·handwritten·digits:·Locally·Linear·Embedding,·Isomap... |
| 214 | ©·2007·-·202 | 214 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 627 | ············©·2007·-·202 | 627 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 628 | ··········<a·href="../../_sources/modules/generated/sklearn.manifold.TSNE.rst.txt"·rel="nofollow">Show·this·page·source</a> | 628 | ··········<a·href="../../_sources/modules/generated/sklearn.manifold.TSNE.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 328 | _\x8S_\x8w_\x8i_\x8s_\x8s_\x8·_\x8R_\x8o_\x8l_\x8l_\x8·_\x8A_\x8n_\x8d_\x8·_\x8S_\x8w_\x8i_\x8s_\x8s_\x8-_\x8H_\x8o_\x8l_\x8e_\x8·_\x8R_\x8e_\x8d_\x8u_\x8c_\x8t_\x8i_\x8o_\x8n | 328 | _\x8S_\x8w_\x8i_\x8s_\x8s_\x8·_\x8R_\x8o_\x8l_\x8l_\x8·_\x8A_\x8n_\x8d_\x8·_\x8S_\x8w_\x8i_\x8s_\x8s_\x8-_\x8H_\x8o_\x8l_\x8e_\x8·_\x8R_\x8e_\x8d_\x8u_\x8c_\x8t_\x8i_\x8o_\x8n |
| 329 | Swiss·Roll·And·Swiss-Hole·Reduction | 329 | Swiss·Roll·And·Swiss-Hole·Reduction |
| 330 | _\x8t_\x8-_\x8S_\x8N_\x8E_\x8:_\x8·_\x8T_\x8h_\x8e_\x8·_\x8e_\x8f_\x8f_\x8e_\x8c_\x8t_\x8·_\x8o_\x8f_\x8·_\x8v_\x8a_\x8r_\x8i_\x8o_\x8u_\x8s_\x8·_\x8p_\x8e_\x8r_\x8p_\x8l_\x8e_\x8x_\x8i_\x8t_\x8y_\x8·_\x8v_\x8a_\x8l_\x8u_\x8e_\x8s_\x8·_\x8o_\x8n_\x8·_\x8t_\x8h_\x8e_\x8·_\x8s_\x8h_\x8a_\x8p_\x8e | 330 | _\x8t_\x8-_\x8S_\x8N_\x8E_\x8:_\x8·_\x8T_\x8h_\x8e_\x8·_\x8e_\x8f_\x8f_\x8e_\x8c_\x8t_\x8·_\x8o_\x8f_\x8·_\x8v_\x8a_\x8r_\x8i_\x8o_\x8u_\x8s_\x8·_\x8p_\x8e_\x8r_\x8p_\x8l_\x8e_\x8x_\x8i_\x8t_\x8y_\x8·_\x8v_\x8a_\x8l_\x8u_\x8e_\x8s_\x8·_\x8o_\x8n_\x8·_\x8t_\x8h_\x8e_\x8·_\x8s_\x8h_\x8a_\x8p_\x8e |
| 331 | t-SNE:·The·effect·of·various·perplexity·values·on·the·shape | 331 | t-SNE:·The·effect·of·various·perplexity·values·on·the·shape |
| 332 | _\x8A_\x8p_\x8p_\x8r_\x8o_\x8x_\x8i_\x8m_\x8a_\x8t_\x8e_\x8·_\x8n_\x8e_\x8a_\x8r_\x8e_\x8s_\x8t_\x8·_\x8n_\x8e_\x8i_\x8g_\x8h_\x8b_\x8o_\x8r_\x8s_\x8·_\x8i_\x8n_\x8·_\x8T_\x8S_\x8N_\x8E | 332 | _\x8A_\x8p_\x8p_\x8r_\x8o_\x8x_\x8i_\x8m_\x8a_\x8t_\x8e_\x8·_\x8n_\x8e_\x8a_\x8r_\x8e_\x8s_\x8t_\x8·_\x8n_\x8e_\x8i_\x8g_\x8h_\x8b_\x8o_\x8r_\x8s_\x8·_\x8i_\x8n_\x8·_\x8T_\x8S_\x8N_\x8E |
| 333 | Approximate·nearest·neighbors·in·TSNE | 333 | Approximate·nearest·neighbors·in·TSNE |
| 334 | ©·2007·-·202 | 334 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 317 | ······<footer·class="sk-content-footer"> | 317 | ······<footer·class="sk-content-footer"> |
| 318 | ············©·2007·-·202 | 318 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 319 | ··········<a·href="../../_sources/modules/generated/sklearn.manifold.locally_linear_embedding.rst.txt"·rel="nofollow">Show·this·page·source</a> | 319 | ··········<a·href="../../_sources/modules/generated/sklearn.manifold.locally_linear_embedding.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 320 | ······</footer> | 320 | ······</footer> |
| 321 | ····</div> | 321 | ····</div> |
| 322 | ··</div> | 322 | ··</div> |
| 323 | </div> | 323 | </div> |
| 324 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 324 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 125 | ······>>>·embedding,·_·=·locally_linear_embedding(X[:100],n_neighbors=5, | 125 | ······>>>·embedding,·_·=·locally_linear_embedding(X[:100],n_neighbors=5, |
| 126 | ······n_components=2) | 126 | ······n_components=2) |
| 127 | ······>>>·embedding.shape | 127 | ······>>>·embedding.shape |
| 128 | ······(100,·2) | 128 | ······(100,·2) |
| 129 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8ma\x8an\x8ni\x8if\x8fo\x8ol\x8ld\x8d.\x8.l\x8lo\x8oc\x8ca\x8al\x8ll\x8ly\x8y_\x8_l\x8li\x8in\x8ne\x8ea\x8ar\x8r_\x8_e\x8em\x8mb\x8be\x8ed\x8dd\x8di\x8in\x8ng\x8g_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 129 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8ma\x8an\x8ni\x8if\x8fo\x8ol\x8ld\x8d.\x8.l\x8lo\x8oc\x8ca\x8al\x8ll\x8ly\x8y_\x8_l\x8li\x8in\x8ne\x8ea\x8ar\x8r_\x8_e\x8em\x8mb\x8be\x8ed\x8dd\x8di\x8in\x8ng\x8g_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 130 | _\x8S_\x8w_\x8i_\x8s_\x8s_\x8·_\x8R_\x8o_\x8l_\x8l_\x8·_\x8A_\x8n_\x8d_\x8·_\x8S_\x8w_\x8i_\x8s_\x8s_\x8-_\x8H_\x8o_\x8l_\x8e_\x8·_\x8R_\x8e_\x8d_\x8u_\x8c_\x8t_\x8i_\x8o_\x8n | 130 | _\x8S_\x8w_\x8i_\x8s_\x8s_\x8·_\x8R_\x8o_\x8l_\x8l_\x8·_\x8A_\x8n_\x8d_\x8·_\x8S_\x8w_\x8i_\x8s_\x8s_\x8-_\x8H_\x8o_\x8l_\x8e_\x8·_\x8R_\x8e_\x8d_\x8u_\x8c_\x8t_\x8i_\x8o_\x8n |
| 131 | Swiss·Roll·And·Swiss-Hole·Reduction | 131 | Swiss·Roll·And·Swiss-Hole·Reduction |
| 132 | ©·2007·-·202 | 132 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 316 | <div·class="clearer"></div></section> | 316 | <div·class="clearer"></div></section> |
| 317 | ······</div> | 317 | ······</div> |
| 318 | ····<div·class="container"> | 318 | ····<div·class="container"> |
| 319 | ······<footer·class="sk-content-footer"> | 319 | ······<footer·class="sk-content-footer"> |
| 320 | ············©·2007·-·202 | 320 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 321 | ··········<a·href="../../_sources/modules/generated/sklearn.manifold.smacof.rst.txt"·rel="nofollow">Show·this·page·source</a> | 321 | ··········<a·href="../../_sources/modules/generated/sklearn.manifold.smacof.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 322 | ······</footer> | 322 | ······</footer> |
| 323 | ····</div> | 323 | ····</div> |
| 324 | ··</div> | 324 | ··</div> |
| 325 | </div> | 325 | </div> |
| 326 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 326 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 131 | ······random_state=42) | 131 | ······random_state=42) |
| 132 | ······>>>·mds_result | 132 | ······>>>·mds_result |
| 133 | ······array([[·0.05...·-1.07...·], | 133 | ······array([[·0.05...·-1.07...·], |
| 134 | ·············[·1.74...,·-0.75...], | 134 | ·············[·1.74...,·-0.75...], |
| 135 | ·············[-1.79...,··1.83...]]) | 135 | ·············[-1.79...,··1.83...]]) |
| 136 | ······>>>·stress | 136 | ······>>>·stress |
| 137 | ······0.0012... | 137 | ······0.0012... |
| 138 | ©·2007·-·202 | 138 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 295 | <div·class="clearer"></div></section> | 295 | <div·class="clearer"></div></section> |
| 296 | ······</div> | 296 | ······</div> |
| 297 | ····<div·class="container"> | 297 | ····<div·class="container"> |
| 298 | ······<footer·class="sk-content-footer"> | 298 | ······<footer·class="sk-content-footer"> |
| 299 | ············©·2007·-·202 | 299 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 300 | ··········<a·href="../../_sources/modules/generated/sklearn.manifold.spectral_embedding.rst.txt"·rel="nofollow">Show·this·page·source</a> | 300 | ··········<a·href="../../_sources/modules/generated/sklearn.manifold.spectral_embedding.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 301 | ······</footer> | 301 | ······</footer> |
| 302 | ····</div> | 302 | ····</div> |
| 303 | ··</div> | 303 | ··</div> |
| 304 | </div> | 304 | </div> |
| 305 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 305 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 111 | ······...·) | 111 | ······...·) |
| 112 | ······>>>·#·make·the·matrix·symmetric | 112 | ······>>>·#·make·the·matrix·symmetric |
| 113 | ······>>>·affinity_matrix·=·0.5·*·(affinity_matrix·+·affinity_matrix.T) | 113 | ······>>>·affinity_matrix·=·0.5·*·(affinity_matrix·+·affinity_matrix.T) |
| 114 | ······>>>·embedding·=·spectral_embedding(affinity_matrix,·n_components=2, | 114 | ······>>>·embedding·=·spectral_embedding(affinity_matrix,·n_components=2, |
| 115 | ······random_state=42) | 115 | ······random_state=42) |
| 116 | ······>>>·embedding.shape | 116 | ······>>>·embedding.shape |
| 117 | ······(100,·2) | 117 | ······(100,·2) |
| 118 | ©·2007·-·202 | 118 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 265 | <div·class="clearer"></div></section> | 265 | <div·class="clearer"></div></section> |
| 266 | ······</div> | 266 | ······</div> |
| 267 | ····<div·class="container"> | 267 | ····<div·class="container"> |
| 268 | ······<footer·class="sk-content-footer"> | 268 | ······<footer·class="sk-content-footer"> |
| 269 | ············©·2007·-·202 | 269 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 270 | ··········<a·href="../../_sources/modules/generated/sklearn.manifold.trustworthiness.rst.txt"·rel="nofollow">Show·this·page·source</a> | 270 | ··········<a·href="../../_sources/modules/generated/sklearn.manifold.trustworthiness.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 271 | ······</footer> | 271 | ······</footer> |
| 272 | ····</div> | 272 | ····</div> |
| 273 | ··</div> | 273 | ··</div> |
| 274 | </div> | 274 | </div> |
| 275 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 275 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 82 | ······>>>·from·sklearn.decomposition·import·PCA | 82 | ······>>>·from·sklearn.decomposition·import·PCA |
| 83 | ······>>>·from·sklearn.manifold·import·trustworthiness | 83 | ······>>>·from·sklearn.manifold·import·trustworthiness |
| 84 | ······>>>·X,·_·=·make_blobs(n_samples=100,·n_features=10,·centers=3, | 84 | ······>>>·X,·_·=·make_blobs(n_samples=100,·n_features=10,·centers=3, |
| 85 | ······random_state=42) | 85 | ······random_state=42) |
| 86 | ······>>>·X_embedded·=·PCA(n_components=2).fit_transform(X) | 86 | ······>>>·X_embedded·=·PCA(n_components=2).fit_transform(X) |
| 87 | ······>>>·print(f"{trustworthiness(X,·X_embedded,·n_neighbors=5):.2f}") | 87 | ······>>>·print(f"{trustworthiness(X,·X_embedded,·n_neighbors=5):.2f}") |
| 88 | ······0.92 | 88 | ······0.92 |
| 89 | ©·2007·-·202 | 89 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 549 | </div></div><div·class="clearer"></div></section> | 549 | </div></div><div·class="clearer"></div></section> |
| 550 | </section> | 550 | </section> |
| 551 | ······</div> | 551 | ······</div> |
| 552 | ····<div·class="container"> | 552 | ····<div·class="container"> |
| 553 | ······<footer·class="sk-content-footer"> | 553 | ······<footer·class="sk-content-footer"> |
| 554 | ············©·2007·-·202 | 554 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 555 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.ConfusionMatrixDisplay.rst.txt"·rel="nofollow">Show·this·page·source</a> | 555 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.ConfusionMatrixDisplay.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 556 | ······</footer> | 556 | ······</footer> |
| 557 | ····</div> | 557 | ····</div> |
| 558 | ··</div> | 558 | ··</div> |
| 559 | </div> | 559 | </div> |
| 560 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 560 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 308 | *\x8**\x8**\x8**\x8**\x8* | 308 | *\x8**\x8**\x8**\x8**\x8* |
| 309 | _\x8R_\x8e_\x8c_\x8o_\x8g_\x8n_\x8i_\x8z_\x8i_\x8n_\x8g_\x8·_\x8h_\x8a_\x8n_\x8d_\x8-_\x8w_\x8r_\x8i_\x8t_\x8t_\x8e_\x8n_\x8·_\x8d_\x8i_\x8g_\x8i_\x8t_\x8s | 309 | _\x8R_\x8e_\x8c_\x8o_\x8g_\x8n_\x8i_\x8z_\x8i_\x8n_\x8g_\x8·_\x8h_\x8a_\x8n_\x8d_\x8-_\x8w_\x8r_\x8i_\x8t_\x8t_\x8e_\x8n_\x8·_\x8d_\x8i_\x8g_\x8i_\x8t_\x8s |
| 310 | Recognizing·hand-written·digits | 310 | Recognizing·hand-written·digits |
| 311 | _\x8L_\x8a_\x8b_\x8e_\x8l_\x8·_\x8P_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8:_\x8·_\x8D_\x8e_\x8m_\x8o_\x8n_\x8s_\x8t_\x8r_\x8a_\x8t_\x8i_\x8n_\x8g_\x8·_\x8p_\x8e_\x8r_\x8f_\x8o_\x8r_\x8m_\x8a_\x8n_\x8c_\x8e | 311 | _\x8L_\x8a_\x8b_\x8e_\x8l_\x8·_\x8P_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8:_\x8·_\x8D_\x8e_\x8m_\x8o_\x8n_\x8s_\x8t_\x8r_\x8a_\x8t_\x8i_\x8n_\x8g_\x8·_\x8p_\x8e_\x8r_\x8f_\x8o_\x8r_\x8m_\x8a_\x8n_\x8c_\x8e |
| 312 | Label·Propagation·digits:·Demonstrating·performance | 312 | Label·Propagation·digits:·Demonstrating·performance |
| 313 | _\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s | 313 | _\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s |
| 314 | Classification·of·text·documents·using·sparse·features | 314 | Classification·of·text·documents·using·sparse·features |
| 315 | ©·2007·-·202 | 315 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 463 | </div></div><div·class="clearer"></div></section> | 463 | </div></div><div·class="clearer"></div></section> |
| 464 | </section> | 464 | </section> |
| 465 | ······</div> | 465 | ······</div> |
| 466 | ····<div·class="container"> | 466 | ····<div·class="container"> |
| 467 | ······<footer·class="sk-content-footer"> | 467 | ······<footer·class="sk-content-footer"> |
| 468 | ············©·2007·-·202 | 468 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 469 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.DetCurveDisplay.rst.txt"·rel="nofollow">Show·this·page·source</a> | 469 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.DetCurveDisplay.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 470 | ······</footer> | 470 | ······</footer> |
| 471 | ····</div> | 471 | ····</div> |
| 472 | ··</div> | 472 | ··</div> |
| 473 | </div> | 473 | </div> |
| 474 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 474 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 215 | ························function. | 215 | ························function. |
| 216 | ··············Returns: | 216 | ··············Returns: |
| 217 | ····················d\x8di\x8is\x8sp\x8pl\x8la\x8ay\x8y_\x8D_\x8e_\x8t_\x8C_\x8u_\x8r_\x8v_\x8e_\x8D_\x8i_\x8s_\x8p_\x8l_\x8a_\x8y | 217 | ····················d\x8di\x8is\x8sp\x8pl\x8la\x8ay\x8y_\x8D_\x8e_\x8t_\x8C_\x8u_\x8r_\x8v_\x8e_\x8D_\x8i_\x8s_\x8p_\x8l_\x8a_\x8y |
| 218 | ························Object·that·stores·computed·values. | 218 | ························Object·that·stores·computed·values. |
| 219 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.D\x8De\x8et\x8tC\x8Cu\x8ur\x8rv\x8ve\x8eD\x8Di\x8is\x8sp\x8pl\x8la\x8ay\x8y.\x8.f\x8fr\x8ro\x8om\x8m_\x8_e\x8es\x8st\x8ti\x8im\x8ma\x8at\x8to\x8or\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 219 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.D\x8De\x8et\x8tC\x8Cu\x8ur\x8rv\x8ve\x8eD\x8Di\x8is\x8sp\x8pl\x8la\x8ay\x8y.\x8.f\x8fr\x8ro\x8om\x8m_\x8_e\x8es\x8st\x8ti\x8im\x8ma\x8at\x8to\x8or\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 220 | _\x8D_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8e_\x8r_\x8r_\x8o_\x8r_\x8·_\x8t_\x8r_\x8a_\x8d_\x8e_\x8o_\x8f_\x8f_\x8·_\x8(_\x8D_\x8E_\x8T_\x8)_\x8·_\x8c_\x8u_\x8r_\x8v_\x8e | 220 | _\x8D_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8e_\x8r_\x8r_\x8o_\x8r_\x8·_\x8t_\x8r_\x8a_\x8d_\x8e_\x8o_\x8f_\x8f_\x8·_\x8(_\x8D_\x8E_\x8T_\x8)_\x8·_\x8c_\x8u_\x8r_\x8v_\x8e |
| 221 | Detection·error·tradeoff·(DET)·curve | 221 | Detection·error·tradeoff·(DET)·curve |
| 222 | ©·2007·-·202 | 222 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 428 | <div·class="clearer"></div></section> | 428 | <div·class="clearer"></div></section> |
| 429 | ······</div> | 429 | ······</div> |
| 430 | ····<div·class="container"> | 430 | ····<div·class="container"> |
| 431 | ······<footer·class="sk-content-footer"> | 431 | ······<footer·class="sk-content-footer"> |
| 432 | ············©·2007·-·202 | 432 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 433 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.DistanceMetric.rst.txt"·rel="nofollow">Show·this·page·source</a> | 433 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.DistanceMetric.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 434 | ······</footer> | 434 | ······</footer> |
| 435 | ····</div> | 435 | ····</div> |
| 436 | ··</div> | 436 | ··</div> |
| 437 | </div> | 437 | </div> |
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| 129 | ····················*\x8**\x8*k\x8kw\x8wa\x8ar\x8rg\x8gs\x8s | 129 | ····················*\x8**\x8*k\x8kw\x8wa\x8ar\x8rg\x8gs\x8s |
| 130 | ························Additional·keyword·arguments·that·will·be·passed·to·the | 130 | ························Additional·keyword·arguments·that·will·be·passed·to·the |
| 131 | ························requested·metric.·These·arguments·can·be·used·to | 131 | ························requested·metric.·These·arguments·can·be·used·to |
| 132 | ························customize·the·behavior·of·the·specific·metric. | 132 | ························customize·the·behavior·of·the·specific·metric. |
| 133 | ··············Returns: | 133 | ··············Returns: |
| 134 | ····················m\x8me\x8et\x8tr\x8ri\x8ic\x8c_\x8_o\x8ob\x8bj\x8jinstance·of·the·requested·metric | 134 | ····················m\x8me\x8et\x8tr\x8ri\x8ic\x8c_\x8_o\x8ob\x8bj\x8jinstance·of·the·requested·metric |
| 135 | ························An·instance·of·the·requested·distance·metric·class. | 135 | ························An·instance·of·the·requested·distance·metric·class. |
| 136 | ©·2007·-·202 | 136 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 571 | ······</div> | 571 | ······</div> |
| 572 | ····<div·class="container"> | 572 | ····<div·class="container"> |
| 573 | ······<footer·class="sk-content-footer"> | 573 | ······<footer·class="sk-content-footer"> |
| 574 | ············©·2007·-·202 | 574 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 575 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.PrecisionRecallDisplay.rst.txt"·rel="nofollow">Show·this·page·source</a> | 575 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.PrecisionRecallDisplay.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 576 | ······</footer> | 576 | ······</footer> |
| 577 | ····</div> | 577 | ····</div> |
| 578 | ··</div> | 578 | ··</div> |
| 579 | </div> | 579 | </div> |
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| 316 | *\x8**\x8**\x8**\x8**\x8* | 316 | *\x8**\x8**\x8**\x8**\x8* |
| 317 | _\x8P_\x8r_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8-_\x8R_\x8e_\x8c_\x8a_\x8l_\x8l | 317 | _\x8P_\x8r_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8-_\x8R_\x8e_\x8c_\x8a_\x8l_\x8l |
| 318 | Precision-Recall | 318 | Precision-Recall |
| 319 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.P\x8Pr\x8re\x8ec\x8ci\x8is\x8si\x8io\x8on\x8nR\x8Re\x8ec\x8ca\x8al\x8ll\x8lD\x8Di\x8is\x8sp\x8pl\x8la\x8ay\x8y.\x8.f\x8fr\x8ro\x8om\x8m_\x8_p\x8pr\x8re\x8ed\x8di\x8ic\x8ct\x8ti\x8io\x8on\x8ns\x8s_\x8?\x8¶ | 319 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.P\x8Pr\x8re\x8ec\x8ci\x8is\x8si\x8io\x8on\x8nR\x8Re\x8ec\x8ca\x8al\x8ll\x8lD\x8Di\x8is\x8sp\x8pl\x8la\x8ay\x8y.\x8.f\x8fr\x8ro\x8om\x8m_\x8_p\x8pr\x8re\x8ed\x8di\x8ic\x8ct\x8ti\x8io\x8on\x8ns\x8s_\x8?\x8¶ |
| 320 | *\x8**\x8**\x8**\x8**\x8* | 320 | *\x8**\x8**\x8**\x8**\x8* |
| 321 | _\x8P_\x8r_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8-_\x8R_\x8e_\x8c_\x8a_\x8l_\x8l | 321 | _\x8P_\x8r_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8-_\x8R_\x8e_\x8c_\x8a_\x8l_\x8l |
| 322 | Precision-Recall | 322 | Precision-Recall |
| 323 | ©·2007·-·202 | 323 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 521 | ······</div> | 521 | ······</div> |
| 522 | ····<div·class="container"> | 522 | ····<div·class="container"> |
| 523 | ······<footer·class="sk-content-footer"> | 523 | ······<footer·class="sk-content-footer"> |
| 524 | ············©·2007·-·202 | 524 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 525 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.PredictionErrorDisplay.rst.txt"·rel="nofollow">Show·this·page·source</a> | 525 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.PredictionErrorDisplay.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 526 | ······</footer> | 526 | ······</footer> |
| 527 | ····</div> | 527 | ····</div> |
| 528 | ··</div> | 528 | ··</div> |
| 529 | </div> | 529 | </div> |
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| 259 | Time-related·feature·engineering | 259 | Time-related·feature·engineering |
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| 261 | Common·pitfalls·in·the·interpretation·of·coefficients·of·linear·models | 261 | Common·pitfalls·in·the·interpretation·of·coefficients·of·linear·models |
| 262 | _\x8P_\x8l_\x8o_\x8t_\x8t_\x8i_\x8n_\x8g_\x8·_\x8C_\x8r_\x8o_\x8s_\x8s_\x8-_\x8V_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8e_\x8d_\x8·_\x8P_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8s | 262 | _\x8P_\x8l_\x8o_\x8t_\x8t_\x8i_\x8n_\x8g_\x8·_\x8C_\x8r_\x8o_\x8s_\x8s_\x8-_\x8V_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8e_\x8d_\x8·_\x8P_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8s |
| 263 | Plotting·Cross-Validated·Predictions | 263 | Plotting·Cross-Validated·Predictions |
| 264 | _\x8E_\x8f_\x8f_\x8e_\x8c_\x8t_\x8·_\x8o_\x8f_\x8·_\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8t_\x8a_\x8r_\x8g_\x8e_\x8t_\x8s_\x8·_\x8i_\x8n_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l | 264 | _\x8E_\x8f_\x8f_\x8e_\x8c_\x8t_\x8·_\x8o_\x8f_\x8·_\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8t_\x8a_\x8r_\x8g_\x8e_\x8t_\x8s_\x8·_\x8i_\x8n_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l |
| 265 | Effect·of·transforming·the·targets·in·regression·model | 265 | Effect·of·transforming·the·targets·in·regression·model |
| 266 | ©·2007·-·202 | 266 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 546 | ······</div> | 546 | ······</div> |
| 547 | ····<div·class="container"> | 547 | ····<div·class="container"> |
| 548 | ······<footer·class="sk-content-footer"> | 548 | ······<footer·class="sk-content-footer"> |
| 549 | ············©·2007·-·202 | 549 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 550 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.RocCurveDisplay.rst.txt"·rel="nofollow">Show·this·page·source</a> | 550 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.RocCurveDisplay.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 552 | ····</div> | 552 | ····</div> |
| 553 | ··</div> | 553 | ··</div> |
| 554 | </div> | 554 | </div> |
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| 279 | _\x8R_\x8e_\x8c_\x8e_\x8i_\x8v_\x8e_\x8r_\x8·_\x8O_\x8p_\x8e_\x8r_\x8a_\x8t_\x8i_\x8n_\x8g_\x8·_\x8C_\x8h_\x8a_\x8r_\x8a_\x8c_\x8t_\x8e_\x8r_\x8i_\x8s_\x8t_\x8i_\x8c_\x8·_\x8(_\x8R_\x8O_\x8C_\x8)_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8c_\x8r_\x8o_\x8s_\x8s_\x8·_\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n | 279 | _\x8R_\x8e_\x8c_\x8e_\x8i_\x8v_\x8e_\x8r_\x8·_\x8O_\x8p_\x8e_\x8r_\x8a_\x8t_\x8i_\x8n_\x8g_\x8·_\x8C_\x8h_\x8a_\x8r_\x8a_\x8c_\x8t_\x8e_\x8r_\x8i_\x8s_\x8t_\x8i_\x8c_\x8·_\x8(_\x8R_\x8O_\x8C_\x8)_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8c_\x8r_\x8o_\x8s_\x8s_\x8·_\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n |
| 280 | Receiver·Operating·Characteristic·(ROC)·with·cross·validation | 280 | Receiver·Operating·Characteristic·(ROC)·with·cross·validation |
| 281 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.R\x8Ro\x8oc\x8cC\x8Cu\x8ur\x8rv\x8ve\x8eD\x8Di\x8is\x8sp\x8pl\x8la\x8ay\x8y.\x8.f\x8fr\x8ro\x8om\x8m_\x8_p\x8pr\x8re\x8ed\x8di\x8ic\x8ct\x8ti\x8io\x8on\x8ns\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 281 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.R\x8Ro\x8oc\x8cC\x8Cu\x8ur\x8rv\x8ve\x8eD\x8Di\x8is\x8sp\x8pl\x8la\x8ay\x8y.\x8.f\x8fr\x8ro\x8om\x8m_\x8_p\x8pr\x8re\x8ed\x8di\x8ic\x8ct\x8ti\x8io\x8on\x8ns\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 282 | _\x8E_\x8v_\x8a_\x8l_\x8u_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8·_\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8s | 282 | _\x8E_\x8v_\x8a_\x8l_\x8u_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8·_\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8s |
| 283 | Evaluation·of·outlier·detection·estimators | 283 | Evaluation·of·outlier·detection·estimators |
| 284 | _\x8M_\x8u_\x8l_\x8t_\x8i_\x8c_\x8l_\x8a_\x8s_\x8s_\x8·_\x8R_\x8e_\x8c_\x8e_\x8i_\x8v_\x8e_\x8r_\x8·_\x8O_\x8p_\x8e_\x8r_\x8a_\x8t_\x8i_\x8n_\x8g_\x8·_\x8C_\x8h_\x8a_\x8r_\x8a_\x8c_\x8t_\x8e_\x8r_\x8i_\x8s_\x8t_\x8i_\x8c_\x8·_\x8(_\x8R_\x8O_\x8C_\x8) | 284 | _\x8M_\x8u_\x8l_\x8t_\x8i_\x8c_\x8l_\x8a_\x8s_\x8s_\x8·_\x8R_\x8e_\x8c_\x8e_\x8i_\x8v_\x8e_\x8r_\x8·_\x8O_\x8p_\x8e_\x8r_\x8a_\x8t_\x8i_\x8n_\x8g_\x8·_\x8C_\x8h_\x8a_\x8r_\x8a_\x8c_\x8t_\x8e_\x8r_\x8i_\x8s_\x8t_\x8i_\x8c_\x8·_\x8(_\x8R_\x8O_\x8C_\x8) |
| 285 | Multiclass·Receiver·Operating·Characteristic·(ROC) | 285 | Multiclass·Receiver·Operating·Characteristic·(ROC) |
| 286 | ©·2007·-·202 | 286 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 286 | </section> | 286 | </section> |
| 287 | ······</div> | 287 | ······</div> |
| 288 | ····<div·class="container"> | 288 | ····<div·class="container"> |
| 289 | ······<footer·class="sk-content-footer"> | 289 | ······<footer·class="sk-content-footer"> |
| 290 | ············©·2007·-·202 | 290 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 291 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.accuracy_score.rst.txt"·rel="nofollow">Show·this·page·source</a> | 291 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.accuracy_score.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 292 | ······</footer> | 292 | ······</footer> |
| 293 | ····</div> | 293 | ····</div> |
| 294 | ··</div> | 294 | ··</div> |
| 295 | </div> | 295 | </div> |
| 296 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 296 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 93 | Demonstration·of·multi-metric·evaluation·on·cross_val_score·and·GridSearchCV | 93 | Demonstration·of·multi-metric·evaluation·on·cross_val_score·and·GridSearchCV |
| 94 | _\x8I_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8·_\x8o_\x8f_\x8·_\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8S_\x8c_\x8a_\x8l_\x8i_\x8n_\x8g | 94 | _\x8I_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8·_\x8o_\x8f_\x8·_\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8S_\x8c_\x8a_\x8l_\x8i_\x8n_\x8g |
| 95 | Importance·of·Feature·Scaling | 95 | Importance·of·Feature·Scaling |
| 96 | _\x8E_\x8f_\x8f_\x8e_\x8c_\x8t_\x8·_\x8o_\x8f_\x8·_\x8v_\x8a_\x8r_\x8y_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8r_\x8e_\x8s_\x8h_\x8o_\x8l_\x8d_\x8·_\x8f_\x8o_\x8r_\x8·_\x8s_\x8e_\x8l_\x8f_\x8-_\x8t_\x8r_\x8a_\x8i_\x8n_\x8i_\x8n_\x8g | 96 | _\x8E_\x8f_\x8f_\x8e_\x8c_\x8t_\x8·_\x8o_\x8f_\x8·_\x8v_\x8a_\x8r_\x8y_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8r_\x8e_\x8s_\x8h_\x8o_\x8l_\x8d_\x8·_\x8f_\x8o_\x8r_\x8·_\x8s_\x8e_\x8l_\x8f_\x8-_\x8t_\x8r_\x8a_\x8i_\x8n_\x8i_\x8n_\x8g |
| 97 | Effect·of·varying·threshold·for·self-training | 97 | Effect·of·varying·threshold·for·self-training |
| 98 | _\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s | 98 | _\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s |
| 99 | Classification·of·text·documents·using·sparse·features | 99 | Classification·of·text·documents·using·sparse·features |
| 100 | ©·2007·-·202 | 100 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 304 | </div></div><div·class="clearer"></div></section> | 304 | </div></div><div·class="clearer"></div></section> |
| 305 | </section> | 305 | </section> |
| 306 | ······</div> | 306 | ······</div> |
| 307 | ····<div·class="container"> | 307 | ····<div·class="container"> |
| 308 | ······<footer·class="sk-content-footer"> | 308 | ······<footer·class="sk-content-footer"> |
| 309 | ············©·2007·-·202 | 309 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 310 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.adjusted_mutual_info_score.rst.txt"·rel="nofollow">Show·this·page·source</a> | 310 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.adjusted_mutual_info_score.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 311 | ······</footer> | 311 | ······</footer> |
| 312 | ····</div> | 312 | ····</div> |
| 313 | ··</div> | 313 | ··</div> |
| 314 | </div> | 314 | </div> |
| 315 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 315 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 102 | A·demo·of·K-Means·clustering·on·the·handwritten·digits·data | 102 | A·demo·of·K-Means·clustering·on·the·handwritten·digits·data |
| 103 | _\x8A_\x8d_\x8j_\x8u_\x8s_\x8t_\x8m_\x8e_\x8n_\x8t_\x8·_\x8f_\x8o_\x8r_\x8·_\x8c_\x8h_\x8a_\x8n_\x8c_\x8e_\x8·_\x8i_\x8n_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8p_\x8e_\x8r_\x8f_\x8o_\x8r_\x8m_\x8a_\x8n_\x8c_\x8e_\x8·_\x8e_\x8v_\x8a_\x8l_\x8u_\x8a_\x8t_\x8i_\x8o_\x8n | 103 | _\x8A_\x8d_\x8j_\x8u_\x8s_\x8t_\x8m_\x8e_\x8n_\x8t_\x8·_\x8f_\x8o_\x8r_\x8·_\x8c_\x8h_\x8a_\x8n_\x8c_\x8e_\x8·_\x8i_\x8n_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8p_\x8e_\x8r_\x8f_\x8o_\x8r_\x8m_\x8a_\x8n_\x8c_\x8e_\x8·_\x8e_\x8v_\x8a_\x8l_\x8u_\x8a_\x8t_\x8i_\x8o_\x8n |
| 104 | Adjustment·for·chance·in·clustering·performance·evaluation | 104 | Adjustment·for·chance·in·clustering·performance·evaluation |
| 105 | _\x8D_\x8e_\x8m_\x8o_\x8·_\x8o_\x8f_\x8·_\x8D_\x8B_\x8S_\x8C_\x8A_\x8N_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m | 105 | _\x8D_\x8e_\x8m_\x8o_\x8·_\x8o_\x8f_\x8·_\x8D_\x8B_\x8S_\x8C_\x8A_\x8N_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m |
| 106 | Demo·of·DBSCAN·clustering·algorithm | 106 | Demo·of·DBSCAN·clustering·algorithm |
| 107 | _\x8D_\x8e_\x8m_\x8o_\x8·_\x8o_\x8f_\x8·_\x8a_\x8f_\x8f_\x8i_\x8n_\x8i_\x8t_\x8y_\x8·_\x8p_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m | 107 | _\x8D_\x8e_\x8m_\x8o_\x8·_\x8o_\x8f_\x8·_\x8a_\x8f_\x8f_\x8i_\x8n_\x8i_\x8t_\x8y_\x8·_\x8p_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m |
| 108 | Demo·of·affinity·propagation·clustering·algorithm | 108 | Demo·of·affinity·propagation·clustering·algorithm |
| 109 | ©·2007·-·202 | 109 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 317 | </div></div><div·class="clearer"></div></section> | 317 | </div></div><div·class="clearer"></div></section> |
| 318 | </section> | 318 | </section> |
| 319 | ······</div> | 319 | ······</div> |
| 320 | ····<div·class="container"> | 320 | ····<div·class="container"> |
| 321 | ······<footer·class="sk-content-footer"> | 321 | ······<footer·class="sk-content-footer"> |
| 322 | ············©·2007·-·202 | 322 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 323 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.adjusted_rand_score.rst.txt"·rel="nofollow">Show·this·page·source</a> | 323 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.adjusted_rand_score.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 324 | ······</footer> | 324 | ······</footer> |
| 325 | ····</div> | 325 | ····</div> |
| 326 | ··</div> | 326 | ··</div> |
| 327 | </div> | 327 | </div> |
| 328 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 328 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 101 | Adjustment·for·chance·in·clustering·performance·evaluation | 101 | Adjustment·for·chance·in·clustering·performance·evaluation |
| 102 | _\x8D_\x8e_\x8m_\x8o_\x8·_\x8o_\x8f_\x8·_\x8D_\x8B_\x8S_\x8C_\x8A_\x8N_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m | 102 | _\x8D_\x8e_\x8m_\x8o_\x8·_\x8o_\x8f_\x8·_\x8D_\x8B_\x8S_\x8C_\x8A_\x8N_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m |
| 103 | Demo·of·DBSCAN·clustering·algorithm | 103 | Demo·of·DBSCAN·clustering·algorithm |
| 104 | _\x8D_\x8e_\x8m_\x8o_\x8·_\x8o_\x8f_\x8·_\x8a_\x8f_\x8f_\x8i_\x8n_\x8i_\x8t_\x8y_\x8·_\x8p_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m | 104 | _\x8D_\x8e_\x8m_\x8o_\x8·_\x8o_\x8f_\x8·_\x8a_\x8f_\x8f_\x8i_\x8n_\x8i_\x8t_\x8y_\x8·_\x8p_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m |
| 105 | Demo·of·affinity·propagation·clustering·algorithm | 105 | Demo·of·affinity·propagation·clustering·algorithm |
| 106 | _\x8C_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8k_\x8-_\x8m_\x8e_\x8a_\x8n_\x8s | 106 | _\x8C_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8k_\x8-_\x8m_\x8e_\x8a_\x8n_\x8s |
| 107 | Clustering·text·documents·using·k-means | 107 | Clustering·text·documents·using·k-means |
| 108 | ©·2007·-·202 | 108 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 264 | </section> | 264 | </section> |
| 265 | ······</div> | 265 | ······</div> |
| 266 | ····<div·class="container"> | 266 | ····<div·class="container"> |
| 267 | ······<footer·class="sk-content-footer"> | 267 | ······<footer·class="sk-content-footer"> |
| 268 | ············©·2007·-·202 | 268 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 269 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.auc.rst.txt"·rel="nofollow">Show·this·page·source</a> | 269 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.auc.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 270 | ······</footer> | 270 | ······</footer> |
| 271 | ····</div> | 271 | ····</div> |
| 272 | ··</div> | 272 | ··</div> |
| 273 | </div> | 273 | </div> |
| 274 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 274 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 70 | Tweedie·regression·on·insurance·claims | 70 | Tweedie·regression·on·insurance·claims |
| 71 | _\x8M_\x8u_\x8l_\x8t_\x8i_\x8c_\x8l_\x8a_\x8s_\x8s_\x8·_\x8R_\x8e_\x8c_\x8e_\x8i_\x8v_\x8e_\x8r_\x8·_\x8O_\x8p_\x8e_\x8r_\x8a_\x8t_\x8i_\x8n_\x8g_\x8·_\x8C_\x8h_\x8a_\x8r_\x8a_\x8c_\x8t_\x8e_\x8r_\x8i_\x8s_\x8t_\x8i_\x8c_\x8·_\x8(_\x8R_\x8O_\x8C_\x8) | 71 | _\x8M_\x8u_\x8l_\x8t_\x8i_\x8c_\x8l_\x8a_\x8s_\x8s_\x8·_\x8R_\x8e_\x8c_\x8e_\x8i_\x8v_\x8e_\x8r_\x8·_\x8O_\x8p_\x8e_\x8r_\x8a_\x8t_\x8i_\x8n_\x8g_\x8·_\x8C_\x8h_\x8a_\x8r_\x8a_\x8c_\x8t_\x8e_\x8r_\x8i_\x8s_\x8t_\x8i_\x8c_\x8·_\x8(_\x8R_\x8O_\x8C_\x8) |
| 72 | Multiclass·Receiver·Operating·Characteristic·(ROC) | 72 | Multiclass·Receiver·Operating·Characteristic·(ROC) |
| 73 | _\x8P_\x8r_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8-_\x8R_\x8e_\x8c_\x8a_\x8l_\x8l | 73 | _\x8P_\x8r_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8-_\x8R_\x8e_\x8c_\x8a_\x8l_\x8l |
| 74 | Precision-Recall | 74 | Precision-Recall |
| 75 | _\x8R_\x8e_\x8c_\x8e_\x8i_\x8v_\x8e_\x8r_\x8·_\x8O_\x8p_\x8e_\x8r_\x8a_\x8t_\x8i_\x8n_\x8g_\x8·_\x8C_\x8h_\x8a_\x8r_\x8a_\x8c_\x8t_\x8e_\x8r_\x8i_\x8s_\x8t_\x8i_\x8c_\x8·_\x8(_\x8R_\x8O_\x8C_\x8)_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8c_\x8r_\x8o_\x8s_\x8s_\x8·_\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n | 75 | _\x8R_\x8e_\x8c_\x8e_\x8i_\x8v_\x8e_\x8r_\x8·_\x8O_\x8p_\x8e_\x8r_\x8a_\x8t_\x8i_\x8n_\x8g_\x8·_\x8C_\x8h_\x8a_\x8r_\x8a_\x8c_\x8t_\x8e_\x8r_\x8i_\x8s_\x8t_\x8i_\x8c_\x8·_\x8(_\x8R_\x8O_\x8C_\x8)_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8c_\x8r_\x8o_\x8s_\x8s_\x8·_\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n |
| 76 | Receiver·Operating·Characteristic·(ROC)·with·cross·validation | 76 | Receiver·Operating·Characteristic·(ROC)·with·cross·validation |
| 77 | ©·2007·-·202 | 77 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 299 | </section> | 299 | </section> |
| 300 | ······</div> | 300 | ······</div> |
| 301 | ····<div·class="container"> | 301 | ····<div·class="container"> |
| 302 | ······<footer·class="sk-content-footer"> | 302 | ······<footer·class="sk-content-footer"> |
| 303 | ············©·2007·-·202 | 303 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 304 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.average_precision_score.rst.txt"·rel="nofollow">Show·this·page·source</a> | 304 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.average_precision_score.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 305 | ······</footer> | 305 | ······</footer> |
| 306 | ····</div> | 306 | ····</div> |
| 307 | ··</div> | 307 | ··</div> |
| 308 | </div> | 308 | </div> |
| 309 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 309 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 110 | ······...·····[0.1,·0.2,·0.7], | 110 | ······...·····[0.1,·0.2,·0.7], |
| 111 | ······...·]) | 111 | ······...·]) |
| 112 | ······>>>·average_precision_score(y_true,·y_scores) | 112 | ······>>>·average_precision_score(y_true,·y_scores) |
| 113 | ······0.77... | 113 | ······0.77... |
| 114 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.a\x8av\x8ve\x8er\x8ra\x8ag\x8ge\x8e_\x8_p\x8pr\x8re\x8ec\x8ci\x8is\x8si\x8io\x8on\x8n_\x8_s\x8sc\x8co\x8or\x8re\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 114 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.a\x8av\x8ve\x8er\x8ra\x8ag\x8ge\x8e_\x8_p\x8pr\x8re\x8ec\x8ci\x8is\x8si\x8io\x8on\x8n_\x8_s\x8sc\x8co\x8or\x8re\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 115 | _\x8P_\x8r_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8-_\x8R_\x8e_\x8c_\x8a_\x8l_\x8l | 115 | _\x8P_\x8r_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8-_\x8R_\x8e_\x8c_\x8a_\x8l_\x8l |
| 116 | Precision-Recall | 116 | Precision-Recall |
| 117 | ©·2007·-·202 | 117 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 269 | <div·class="clearer"></div></section> | 269 | <div·class="clearer"></div></section> |
| 270 | ······</div> | 270 | ······</div> |
| 271 | ····<div·class="container"> | 271 | ····<div·class="container"> |
| 272 | ······<footer·class="sk-content-footer"> | 272 | ······<footer·class="sk-content-footer"> |
| 273 | ············©·2007·-·202 | 273 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 274 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.balanced_accuracy_score.rst.txt"·rel="nofollow">Show·this·page·source</a> | 274 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.balanced_accuracy_score.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 275 | ······</footer> | 275 | ······</footer> |
| 276 | ····</div> | 276 | ····</div> |
| 277 | ··</div> | 277 | ··</div> |
| 278 | </div> | 278 | </div> |
| 279 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 279 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 79 | ······_\x8E_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8s_\x8,_\x8·_\x8a_\x8n_\x8d_\x8·_\x8C_\x8a_\x8s_\x8e_\x8·_\x8S_\x8t_\x8u_\x8d_\x8i_\x8e_\x8s. | 79 | ······_\x8E_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8s_\x8,_\x8·_\x8a_\x8n_\x8d_\x8·_\x8C_\x8a_\x8s_\x8e_\x8·_\x8S_\x8t_\x8u_\x8d_\x8i_\x8e_\x8s. |
| 80 | ······Examples | 80 | ······Examples |
| 81 | ······>>>·from·sklearn.metrics·import·balanced_accuracy_score | 81 | ······>>>·from·sklearn.metrics·import·balanced_accuracy_score |
| 82 | ······>>>·y_true·=·[0,·1,·0,·0,·1,·0] | 82 | ······>>>·y_true·=·[0,·1,·0,·0,·1,·0] |
| 83 | ······>>>·y_pred·=·[0,·1,·0,·0,·0,·1] | 83 | ······>>>·y_pred·=·[0,·1,·0,·0,·0,·1] |
| 84 | ······>>>·balanced_accuracy_score(y_true,·y_pred) | 84 | ······>>>·balanced_accuracy_score(y_true,·y_pred) |
| 85 | ······0.625 | 85 | ······0.625 |
| 86 | ©·2007·-·202 | 86 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 277 | </div></div><div·class="clearer"></div></section> | 277 | </div></div><div·class="clearer"></div></section> |
| 278 | </section> | 278 | </section> |
| 279 | ······</div> | 279 | ······</div> |
| 280 | ····<div·class="container"> | 280 | ····<div·class="container"> |
| 281 | ······<footer·class="sk-content-footer"> | 281 | ······<footer·class="sk-content-footer"> |
| 282 | ············©·2007·-·202 | 282 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 283 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.brier_score_loss.rst.txt"·rel="nofollow">Show·this·page·source</a> | 283 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.brier_score_loss.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 284 | ······</footer> | 284 | ······</footer> |
| 285 | ····</div> | 285 | ····</div> |
| 286 | ··</div> | 286 | ··</div> |
| 287 | </div> | 287 | </div> |
| 288 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 288 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 88 | ······>>>·brier_score_loss(y_true,·np.array(y_prob)·>·0.5) | 88 | ······>>>·brier_score_loss(y_true,·np.array(y_prob)·>·0.5) |
| 89 | ······0.0 | 89 | ······0.0 |
| 90 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.b\x8br\x8ri\x8ie\x8er\x8r_\x8_s\x8sc\x8co\x8or\x8re\x8e_\x8_l\x8lo\x8os\x8ss\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 90 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.b\x8br\x8ri\x8ie\x8er\x8r_\x8_s\x8sc\x8co\x8or\x8re\x8e_\x8_l\x8lo\x8os\x8ss\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 91 | _\x8P_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y_\x8·_\x8C_\x8a_\x8l_\x8i_\x8b_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8c_\x8u_\x8r_\x8v_\x8e_\x8s | 91 | _\x8P_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y_\x8·_\x8C_\x8a_\x8l_\x8i_\x8b_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8c_\x8u_\x8r_\x8v_\x8e_\x8s |
| 92 | Probability·Calibration·curves | 92 | Probability·Calibration·curves |
| 93 | _\x8P_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y_\x8·_\x8c_\x8a_\x8l_\x8i_\x8b_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r_\x8s | 93 | _\x8P_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y_\x8·_\x8c_\x8a_\x8l_\x8i_\x8b_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r_\x8s |
| 94 | Probability·calibration·of·classifiers | 94 | Probability·calibration·of·classifiers |
| 95 | ©·2007·-·202 | 95 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 236 | <div·class="clearer"></div></section> | 236 | <div·class="clearer"></div></section> |
| 237 | ······</div> | 237 | ······</div> |
| 238 | ····<div·class="container"> | 238 | ····<div·class="container"> |
| 239 | ······<footer·class="sk-content-footer"> | 239 | ······<footer·class="sk-content-footer"> |
| 240 | ············©·2007·-·202 | 240 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 241 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.calinski_harabasz_score.rst.txt"·rel="nofollow">Show·this·page·source</a> | 241 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.calinski_harabasz_score.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 242 | ······</footer> | 242 | ······</footer> |
| 243 | ····</div> | 243 | ····</div> |
| 244 | ··</div> | 244 | ··</div> |
| 245 | </div> | 245 | </div> |
| 246 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 246 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 53 | ······>>>·from·sklearn.datasets·import·make_blobs | 53 | ······>>>·from·sklearn.datasets·import·make_blobs |
| 54 | ······>>>·from·sklearn.cluster·import·KMeans | 54 | ······>>>·from·sklearn.cluster·import·KMeans |
| 55 | ······>>>·from·sklearn.metrics·import·calinski_harabasz_score | 55 | ······>>>·from·sklearn.metrics·import·calinski_harabasz_score |
| 56 | ······>>>·X,·_·=·make_blobs(random_state=0) | 56 | ······>>>·X,·_·=·make_blobs(random_state=0) |
| 57 | ······>>>·kmeans·=·KMeans(n_clusters=3,·random_state=0,).fit(X) | 57 | ······>>>·kmeans·=·KMeans(n_clusters=3,·random_state=0,).fit(X) |
| 58 | ······>>>·calinski_harabasz_score(X,·kmeans.labels_) | 58 | ······>>>·calinski_harabasz_score(X,·kmeans.labels_) |
| 59 | ······114.8... | 59 | ······114.8... |
| 60 | ©·2007·-·202 | 60 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 232 | <div·class="clearer"></div></section> | 232 | <div·class="clearer"></div></section> |
| 233 | ······</div> | 233 | ······</div> |
| 234 | ····<div·class="container"> | 234 | ····<div·class="container"> |
| 235 | ······<footer·class="sk-content-footer"> | 235 | ······<footer·class="sk-content-footer"> |
| 236 | ············©·2007·-·202 | 236 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 237 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.check_scoring.rst.txt"·rel="nofollow">Show·this·page·source</a> | 237 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.check_scoring.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 238 | ······</footer> | 238 | ······</footer> |
| 239 | ····</div> | 239 | ····</div> |
| 240 | ··</div> | 240 | ··</div> |
| 241 | </div> | 241 | </div> |
| 242 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 242 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 54 | ······>>>·from·sklearn.metrics·import·check_scoring | 54 | ······>>>·from·sklearn.metrics·import·check_scoring |
| 55 | ······>>>·from·sklearn.tree·import·DecisionTreeClassifier | 55 | ······>>>·from·sklearn.tree·import·DecisionTreeClassifier |
| 56 | ······>>>·X,·y·=·load_iris(return_X_y=True) | 56 | ······>>>·X,·y·=·load_iris(return_X_y=True) |
| 57 | ······>>>·classifier·=·DecisionTreeClassifier(max_depth=2).fit(X,·y) | 57 | ······>>>·classifier·=·DecisionTreeClassifier(max_depth=2).fit(X,·y) |
| 58 | ······>>>·scorer·=·check_scoring(classifier,·scoring='accuracy') | 58 | ······>>>·scorer·=·check_scoring(classifier,·scoring='accuracy') |
| 59 | ······>>>·scorer(classifier,·X,·y) | 59 | ······>>>·scorer(classifier,·X,·y) |
| 60 | ······0.96... | 60 | ······0.96... |
| 61 | ©·2007·-·202 | 61 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 301 | </div></div><div·class="clearer"></div></section> | 301 | </div></div><div·class="clearer"></div></section> |
| 302 | </section> | 302 | </section> |
| 303 | ······</div> | 303 | ······</div> |
| 304 | ····<div·class="container"> | 304 | ····<div·class="container"> |
| 305 | ······<footer·class="sk-content-footer"> | 305 | ······<footer·class="sk-content-footer"> |
| 306 | ············©·2007·-·202 | 306 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 307 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.class_likelihood_ratios.rst.txt"·rel="nofollow">Show·this·page·source</a> | 307 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.class_likelihood_ratios.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 308 | ······</footer> | 308 | ······</footer> |
| 309 | ····</div> | 309 | ····</div> |
| 310 | ··</div> | 310 | ··</div> |
| 311 | </div> | 311 | </div> |
| 312 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 312 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 116 | ······>>>·y_true·=·np.array(["non-cat",·"cat",·"non-cat",·"cat",·"non-cat"]) | 116 | ······>>>·y_true·=·np.array(["non-cat",·"cat",·"non-cat",·"cat",·"non-cat"]) |
| 117 | ······>>>·y_pred·=·np.array(["cat",·"cat",·"non-cat",·"non-cat",·"non-cat"]) | 117 | ······>>>·y_pred·=·np.array(["cat",·"cat",·"non-cat",·"non-cat",·"non-cat"]) |
| 118 | ······>>>·class_likelihood_ratios(y_true,·y_pred,·labels=["non-cat",·"cat"]) | 118 | ······>>>·class_likelihood_ratios(y_true,·y_pred,·labels=["non-cat",·"cat"]) |
| 119 | ······(1.5,·0.75) | 119 | ······(1.5,·0.75) |
| 120 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.c\x8cl\x8la\x8as\x8ss\x8s_\x8_l\x8li\x8ik\x8ke\x8el\x8li\x8ih\x8ho\x8oo\x8od\x8d_\x8_r\x8ra\x8at\x8ti\x8io\x8os\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 120 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.c\x8cl\x8la\x8as\x8ss\x8s_\x8_l\x8li\x8ik\x8ke\x8el\x8li\x8ih\x8ho\x8oo\x8od\x8d_\x8_r\x8ra\x8at\x8ti\x8io\x8os\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 121 | _\x8C_\x8l_\x8a_\x8s_\x8s_\x8·_\x8L_\x8i_\x8k_\x8e_\x8l_\x8i_\x8h_\x8o_\x8o_\x8d_\x8·_\x8R_\x8a_\x8t_\x8i_\x8o_\x8s_\x8·_\x8t_\x8o_\x8·_\x8m_\x8e_\x8a_\x8s_\x8u_\x8r_\x8e_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8p_\x8e_\x8r_\x8f_\x8o_\x8r_\x8m_\x8a_\x8n_\x8c_\x8e | 121 | _\x8C_\x8l_\x8a_\x8s_\x8s_\x8·_\x8L_\x8i_\x8k_\x8e_\x8l_\x8i_\x8h_\x8o_\x8o_\x8d_\x8·_\x8R_\x8a_\x8t_\x8i_\x8o_\x8s_\x8·_\x8t_\x8o_\x8·_\x8m_\x8e_\x8a_\x8s_\x8u_\x8r_\x8e_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8p_\x8e_\x8r_\x8f_\x8o_\x8r_\x8m_\x8a_\x8n_\x8c_\x8e |
| 122 | Class·Likelihood·Ratios·to·measure·classification·performance | 122 | Class·Likelihood·Ratios·to·measure·classification·performance |
| 123 | ©·2007·-·202 | 123 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 329 | </div></div><div·class="clearer"></div></section> | 329 | </div></div><div·class="clearer"></div></section> |
| 330 | </section> | 330 | </section> |
| 331 | ······</div> | 331 | ······</div> |
| 332 | ····<div·class="container"> | 332 | ····<div·class="container"> |
| 333 | ······<footer·class="sk-content-footer"> | 333 | ······<footer·class="sk-content-footer"> |
| 334 | ············©·2007·-·202 | 334 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 335 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.classification_report.rst.txt"·rel="nofollow">Show·this·page·source</a> | 335 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.classification_report.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 336 | ······</footer> | 336 | ······</footer> |
| 337 | ····</div> | 337 | ····</div> |
| 338 | ··</div> | 338 | ··</div> |
| 339 | </div> | 339 | </div> |
| 340 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 340 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 132 | Restricted·Boltzmann·Machine·features·for·digit·classification | 132 | Restricted·Boltzmann·Machine·features·for·digit·classification |
| 133 | _\x8C_\x8o_\x8l_\x8u_\x8m_\x8n_\x8·_\x8T_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8e_\x8r_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8H_\x8e_\x8t_\x8e_\x8r_\x8o_\x8g_\x8e_\x8n_\x8e_\x8o_\x8u_\x8s_\x8·_\x8D_\x8a_\x8t_\x8a_\x8·_\x8S_\x8o_\x8u_\x8r_\x8c_\x8e_\x8s | 133 | _\x8C_\x8o_\x8l_\x8u_\x8m_\x8n_\x8·_\x8T_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8e_\x8r_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8H_\x8e_\x8t_\x8e_\x8r_\x8o_\x8g_\x8e_\x8n_\x8e_\x8o_\x8u_\x8s_\x8·_\x8D_\x8a_\x8t_\x8a_\x8·_\x8S_\x8o_\x8u_\x8r_\x8c_\x8e_\x8s |
| 134 | Column·Transformer·with·Heterogeneous·Data·Sources | 134 | Column·Transformer·with·Heterogeneous·Data·Sources |
| 135 | _\x8L_\x8a_\x8b_\x8e_\x8l_\x8·_\x8P_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8·_\x8a_\x8c_\x8t_\x8i_\x8v_\x8e_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g | 135 | _\x8L_\x8a_\x8b_\x8e_\x8l_\x8·_\x8P_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8·_\x8a_\x8c_\x8t_\x8i_\x8v_\x8e_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g |
| 136 | Label·Propagation·digits·active·learning | 136 | Label·Propagation·digits·active·learning |
| 137 | _\x8L_\x8a_\x8b_\x8e_\x8l_\x8·_\x8P_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8:_\x8·_\x8D_\x8e_\x8m_\x8o_\x8n_\x8s_\x8t_\x8r_\x8a_\x8t_\x8i_\x8n_\x8g_\x8·_\x8p_\x8e_\x8r_\x8f_\x8o_\x8r_\x8m_\x8a_\x8n_\x8c_\x8e | 137 | _\x8L_\x8a_\x8b_\x8e_\x8l_\x8·_\x8P_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8:_\x8·_\x8D_\x8e_\x8m_\x8o_\x8n_\x8s_\x8t_\x8r_\x8a_\x8t_\x8i_\x8n_\x8g_\x8·_\x8p_\x8e_\x8r_\x8f_\x8o_\x8r_\x8m_\x8a_\x8n_\x8c_\x8e |
| 138 | Label·Propagation·digits:·Demonstrating·performance | 138 | Label·Propagation·digits:·Demonstrating·performance |
| 139 | ©·2007·-·202 | 139 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 243 | <div·class="clearer"></div></section> | 243 | <div·class="clearer"></div></section> |
| 244 | ······</div> | 244 | ······</div> |
| 245 | ····<div·class="container"> | 245 | ····<div·class="container"> |
| 246 | ······<footer·class="sk-content-footer"> | 246 | ······<footer·class="sk-content-footer"> |
| 247 | ············©·2007·-·202 | 247 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 248 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.cluster.contingency_matrix.rst.txt"·rel="nofollow">Show·this·page·source</a> | 248 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.cluster.contingency_matrix.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 249 | ······</footer> | 249 | ······</footer> |
| 250 | ····</div> | 250 | ····</div> |
| 251 | ··</div> | 251 | ··</div> |
| 252 | </div> | 252 | </div> |
| 253 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 253 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 62 | ······>>>·from·sklearn.metrics.cluster·import·contingency_matrix | 62 | ······>>>·from·sklearn.metrics.cluster·import·contingency_matrix |
| 63 | ······>>>·labels_true·=·[0,·0,·1,·1,·2,·2] | 63 | ······>>>·labels_true·=·[0,·0,·1,·1,·2,·2] |
| 64 | ······>>>·labels_pred·=·[1,·0,·2,·1,·0,·2] | 64 | ······>>>·labels_pred·=·[1,·0,·2,·1,·0,·2] |
| 65 | ······>>>·contingency_matrix(labels_true,·labels_pred) | 65 | ······>>>·contingency_matrix(labels_true,·labels_pred) |
| 66 | ······array([[1,·1,·0], | 66 | ······array([[1,·1,·0], |
| 67 | ·············[0,·1,·1], | 67 | ·············[0,·1,·1], |
| 68 | ·············[1,·0,·1]]) | 68 | ·············[1,·0,·1]]) |
| 69 | ©·2007·-·202 | 69 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 259 | <div·class="clearer"></div></section> | 259 | <div·class="clearer"></div></section> |
| 260 | ······</div> | 260 | ······</div> |
| 261 | ····<div·class="container"> | 261 | ····<div·class="container"> |
| 262 | ······<footer·class="sk-content-footer"> | 262 | ······<footer·class="sk-content-footer"> |
| 263 | ············©·2007·-·202 | 263 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 264 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.cluster.pair_confusion_matrix.rst.txt"·rel="nofollow">Show·this·page·source</a> | 264 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.cluster.pair_confusion_matrix.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 265 | ······</footer> | 265 | ······</footer> |
| 266 | ····</div> | 266 | ····</div> |
| 267 | ··</div> | 267 | ··</div> |
| 268 | </div> | 268 | </div> |
| 269 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 269 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 71 | ······Labelings·that·assign·all·classes·members·to·the·same·clusters·are | 71 | ······Labelings·that·assign·all·classes·members·to·the·same·clusters·are |
| 72 | ······complete·but·may·be·not·always·pure,·hence·penalized,·and·have·some·off- | 72 | ······complete·but·may·be·not·always·pure,·hence·penalized,·and·have·some·off- |
| 73 | ······diagonal·non-zero·entries: | 73 | ······diagonal·non-zero·entries: |
| 74 | ······>>>·pair_confusion_matrix([0,·0,·1,·2],·[0,·0,·1,·1]) | 74 | ······>>>·pair_confusion_matrix([0,·0,·1,·2],·[0,·0,·1,·1]) |
| 75 | ······array([[8,·2], | 75 | ······array([[8,·2], |
| 76 | ·············[0,·2]]... | 76 | ·············[0,·2]]... |
| 77 | ······Note·that·the·matrix·is·not·symmetric. | 77 | ······Note·that·the·matrix·is·not·symmetric. |
| 78 | ©·2007·-·202 | 78 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 260 | <div·class="clearer"></div></section> | 260 | <div·class="clearer"></div></section> |
| 261 | ······</div> | 261 | ······</div> |
| 262 | ····<div·class="container"> | 262 | ····<div·class="container"> |
| 263 | ······<footer·class="sk-content-footer"> | 263 | ······<footer·class="sk-content-footer"> |
| 264 | ············©·2007·-·202 | 264 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 265 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.cohen_kappa_score.rst.txt"·rel="nofollow">Show·this·page·source</a> | 265 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.cohen_kappa_score.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 266 | ······</footer> | 266 | ······</footer> |
| 267 | ····</div> | 267 | ····</div> |
| 268 | ··</div> | 268 | ··</div> |
| 269 | </div> | 269 | </div> |
| 270 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 270 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 76 | ······_\x8W_\x8i_\x8k_\x8i_\x8p_\x8e_\x8d_\x8i_\x8a_\x8·_\x8e_\x8n_\x8t_\x8r_\x8y_\x8·_\x8f_\x8o_\x8r_\x8·_\x8t_\x8h_\x8e_\x8·_\x8C_\x8o_\x8h_\x8e_\x8n_\x8’_\x8s_\x8·_\x8k_\x8a_\x8p_\x8p_\x8a. | 76 | ······_\x8W_\x8i_\x8k_\x8i_\x8p_\x8e_\x8d_\x8i_\x8a_\x8·_\x8e_\x8n_\x8t_\x8r_\x8y_\x8·_\x8f_\x8o_\x8r_\x8·_\x8t_\x8h_\x8e_\x8·_\x8C_\x8o_\x8h_\x8e_\x8n_\x8’_\x8s_\x8·_\x8k_\x8a_\x8p_\x8p_\x8a. |
| 77 | ······Examples | 77 | ······Examples |
| 78 | ······>>>·from·sklearn.metrics·import·cohen_kappa_score | 78 | ······>>>·from·sklearn.metrics·import·cohen_kappa_score |
| 79 | ······>>>·y1·=·["negative",·"positive",·"negative",·"neutral",·"positive"] | 79 | ······>>>·y1·=·["negative",·"positive",·"negative",·"neutral",·"positive"] |
| 80 | ······>>>·y2·=·["negative",·"positive",·"negative",·"neutral",·"negative"] | 80 | ······>>>·y2·=·["negative",·"positive",·"negative",·"neutral",·"negative"] |
| 81 | ······>>>·cohen_kappa_score(y1,·y2) | 81 | ······>>>·cohen_kappa_score(y1,·y2) |
| 82 | ······0.6875 | 82 | ······0.6875 |
| 83 | ©·2007·-·202 | 83 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 283 | </div></div><div·class="clearer"></div></section> | 283 | </div></div><div·class="clearer"></div></section> |
| 284 | </section> | 284 | </section> |
| 285 | ······</div> | 285 | ······</div> |
| 286 | ····<div·class="container"> | 286 | ····<div·class="container"> |
| 287 | ······<footer·class="sk-content-footer"> | 287 | ······<footer·class="sk-content-footer"> |
| 288 | ············©·2007·-·202 | 288 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 289 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.completeness_score.rst.txt"·rel="nofollow">Show·this·page·source</a> | 289 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.completeness_score.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 290 | ······</footer> | 290 | ······</footer> |
| 291 | ····</div> | 291 | ····</div> |
| 292 | ··</div> | 292 | ··</div> |
| 293 | </div> | 293 | </div> |
| 294 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 294 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 83 | A·demo·of·K-Means·clustering·on·the·handwritten·digits·data | 83 | A·demo·of·K-Means·clustering·on·the·handwritten·digits·data |
| 84 | _\x8D_\x8e_\x8m_\x8o_\x8·_\x8o_\x8f_\x8·_\x8D_\x8B_\x8S_\x8C_\x8A_\x8N_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m | 84 | _\x8D_\x8e_\x8m_\x8o_\x8·_\x8o_\x8f_\x8·_\x8D_\x8B_\x8S_\x8C_\x8A_\x8N_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m |
| 85 | Demo·of·DBSCAN·clustering·algorithm | 85 | Demo·of·DBSCAN·clustering·algorithm |
| 86 | _\x8D_\x8e_\x8m_\x8o_\x8·_\x8o_\x8f_\x8·_\x8a_\x8f_\x8f_\x8i_\x8n_\x8i_\x8t_\x8y_\x8·_\x8p_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m | 86 | _\x8D_\x8e_\x8m_\x8o_\x8·_\x8o_\x8f_\x8·_\x8a_\x8f_\x8f_\x8i_\x8n_\x8i_\x8t_\x8y_\x8·_\x8p_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m |
| 87 | Demo·of·affinity·propagation·clustering·algorithm | 87 | Demo·of·affinity·propagation·clustering·algorithm |
| 88 | _\x8C_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8k_\x8-_\x8m_\x8e_\x8a_\x8n_\x8s | 88 | _\x8C_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8k_\x8-_\x8m_\x8e_\x8a_\x8n_\x8s |
| 89 | Clustering·text·documents·using·k-means | 89 | Clustering·text·documents·using·k-means |
| 90 | ©·2007·-·202 | 90 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 293 | </div></div><div·class="clearer"></div></section> | 293 | </div></div><div·class="clearer"></div></section> |
| 294 | </section> | 294 | </section> |
| 295 | ······</div> | 295 | ······</div> |
| 296 | ····<div·class="container"> | 296 | ····<div·class="container"> |
| 297 | ······<footer·class="sk-content-footer"> | 297 | ······<footer·class="sk-content-footer"> |
| 298 | ············©·2007·-·202 | 298 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 299 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.confusion_matrix.rst.txt"·rel="nofollow">Show·this·page·source</a> | 299 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.confusion_matrix.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 300 | ······</footer> | 300 | ······</footer> |
| 301 | ····</div> | 301 | ····</div> |
| 302 | ··</div> | 302 | ··</div> |
| 303 | </div> | 303 | </div> |
| 304 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 304 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 94 | ······>>>·(tn,·fp,·fn,·tp) | 94 | ······>>>·(tn,·fp,·fn,·tp) |
| 95 | ······(0,·2,·1,·1) | 95 | ······(0,·2,·1,·1) |
| 96 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.c\x8co\x8on\x8nf\x8fu\x8us\x8si\x8io\x8on\x8n_\x8_m\x8ma\x8at\x8tr\x8ri\x8ix\x8x_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 96 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.c\x8co\x8on\x8nf\x8fu\x8us\x8si\x8io\x8on\x8n_\x8_m\x8ma\x8at\x8tr\x8ri\x8ix\x8x_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 97 | _\x8V_\x8i_\x8s_\x8u_\x8a_\x8l_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8D_\x8i_\x8s_\x8p_\x8l_\x8a_\x8y_\x8·_\x8O_\x8b_\x8j_\x8e_\x8c_\x8t_\x8s | 97 | _\x8V_\x8i_\x8s_\x8u_\x8a_\x8l_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8D_\x8i_\x8s_\x8p_\x8l_\x8a_\x8y_\x8·_\x8O_\x8b_\x8j_\x8e_\x8c_\x8t_\x8s |
| 98 | Visualizations·with·Display·Objects | 98 | Visualizations·with·Display·Objects |
| 99 | _\x8L_\x8a_\x8b_\x8e_\x8l_\x8·_\x8P_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8·_\x8a_\x8c_\x8t_\x8i_\x8v_\x8e_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g | 99 | _\x8L_\x8a_\x8b_\x8e_\x8l_\x8·_\x8P_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8·_\x8a_\x8c_\x8t_\x8i_\x8v_\x8e_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g |
| 100 | Label·Propagation·digits·active·learning | 100 | Label·Propagation·digits·active·learning |
| 101 | ©·2007·-·202 | 101 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 248 | </div></div><div·class="clearer"></div></section> | 248 | </div></div><div·class="clearer"></div></section> |
| 249 | </section> | 249 | </section> |
| 250 | ······</div> | 250 | ······</div> |
| 251 | ····<div·class="container"> | 251 | ····<div·class="container"> |
| 252 | ······<footer·class="sk-content-footer"> | 252 | ······<footer·class="sk-content-footer"> |
| 253 | ············©·2007·-·202 | 253 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 254 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.consensus_score.rst.txt"·rel="nofollow">Show·this·page·source</a> | 254 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.consensus_score.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 255 | ······</footer> | 255 | ······</footer> |
| 256 | ····</div> | 256 | ····</div> |
| 257 | ··</div> | 257 | ··</div> |
| 258 | </div> | 258 | </div> |
| 259 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 259 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 60 | ······>>>·consensus_score(a,·b,·similarity='jaccard') | 60 | ······>>>·consensus_score(a,·b,·similarity='jaccard') |
| 61 | ······1.0 | 61 | ······1.0 |
| 62 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.c\x8co\x8on\x8ns\x8se\x8en\x8ns\x8su\x8us\x8s_\x8_s\x8sc\x8co\x8or\x8re\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 62 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.c\x8co\x8on\x8ns\x8se\x8en\x8ns\x8su\x8us\x8s_\x8_s\x8sc\x8co\x8or\x8re\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 63 | _\x8A_\x8·_\x8d_\x8e_\x8m_\x8o_\x8·_\x8o_\x8f_\x8·_\x8t_\x8h_\x8e_\x8·_\x8S_\x8p_\x8e_\x8c_\x8t_\x8r_\x8a_\x8l_\x8·_\x8B_\x8i_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m | 63 | _\x8A_\x8·_\x8d_\x8e_\x8m_\x8o_\x8·_\x8o_\x8f_\x8·_\x8t_\x8h_\x8e_\x8·_\x8S_\x8p_\x8e_\x8c_\x8t_\x8r_\x8a_\x8l_\x8·_\x8B_\x8i_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m |
| 64 | A·demo·of·the·Spectral·Biclustering·algorithm | 64 | A·demo·of·the·Spectral·Biclustering·algorithm |
| 65 | _\x8A_\x8·_\x8d_\x8e_\x8m_\x8o_\x8·_\x8o_\x8f_\x8·_\x8t_\x8h_\x8e_\x8·_\x8S_\x8p_\x8e_\x8c_\x8t_\x8r_\x8a_\x8l_\x8·_\x8C_\x8o_\x8-_\x8C_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m | 65 | _\x8A_\x8·_\x8d_\x8e_\x8m_\x8o_\x8·_\x8o_\x8f_\x8·_\x8t_\x8h_\x8e_\x8·_\x8S_\x8p_\x8e_\x8c_\x8t_\x8r_\x8a_\x8l_\x8·_\x8C_\x8o_\x8-_\x8C_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m |
| 66 | A·demo·of·the·Spectral·Co-Clustering·algorithm | 66 | A·demo·of·the·Spectral·Co-Clustering·algorithm |
| 67 | ©·2007·-·202 | 67 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 243 | <div·class="clearer"></div></section> | 243 | <div·class="clearer"></div></section> |
| 244 | ······</div> | 244 | ······</div> |
| 245 | ····<div·class="container"> | 245 | ····<div·class="container"> |
| 246 | ······<footer·class="sk-content-footer"> | 246 | ······<footer·class="sk-content-footer"> |
| 247 | ············©·2007·-·202 | 247 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 248 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.coverage_error.rst.txt"·rel="nofollow">Show·this·page·source</a> | 248 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.coverage_error.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 249 | ······</footer> | 249 | ······</footer> |
| 250 | ····</div> | 250 | ····</div> |
| 251 | ··</div> | 251 | ··</div> |
| 252 | </div> | 252 | </div> |
| 253 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 253 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 62 | ······Springer·US. | 62 | ······Springer·US. |
| 63 | ······Examples | 63 | ······Examples |
| 64 | ······>>>·from·sklearn.metrics·import·coverage_error | 64 | ······>>>·from·sklearn.metrics·import·coverage_error |
| 65 | ······>>>·y_true·=·[[1,·0,·0],·[0,·1,·1]] | 65 | ······>>>·y_true·=·[[1,·0,·0],·[0,·1,·1]] |
| 66 | ······>>>·y_score·=·[[1,·0,·0],·[0,·1,·1]] | 66 | ······>>>·y_score·=·[[1,·0,·0],·[0,·1,·1]] |
| 67 | ······>>>·coverage_error(y_true,·y_score) | 67 | ······>>>·coverage_error(y_true,·y_score) |
| 68 | ······1.5 | 68 | ······1.5 |
| 69 | ©·2007·-·202 | 69 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 273 | <div·class="clearer"></div></section> | 273 | <div·class="clearer"></div></section> |
| 274 | ······</div> | 274 | ······</div> |
| 275 | ····<div·class="container"> | 275 | ····<div·class="container"> |
| 276 | ······<footer·class="sk-content-footer"> | 276 | ······<footer·class="sk-content-footer"> |
| 277 | ············©·2007·-·202 | 277 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 278 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.d2_absolute_error_score.rst.txt"·rel="nofollow">Show·this·page·source</a> | 278 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.d2_absolute_error_score.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 279 | ······</footer> | 279 | ······</footer> |
| 280 | ····</div> | 280 | ····</div> |
| 281 | ··</div> | 281 | ··</div> |
| 282 | </div> | 282 | </div> |
| 283 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 283 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 90 | ······>>>·y_pred·=·[2,·2,·2] | 90 | ······>>>·y_pred·=·[2,·2,·2] |
| 91 | ······>>>·d2_absolute_error_score(y_true,·y_pred) | 91 | ······>>>·d2_absolute_error_score(y_true,·y_pred) |
| 92 | ······0.0 | 92 | ······0.0 |
| 93 | ······>>>·y_true·=·[1,·2,·3] | 93 | ······>>>·y_true·=·[1,·2,·3] |
| 94 | ······>>>·y_pred·=·[3,·2,·1] | 94 | ······>>>·y_pred·=·[3,·2,·1] |
| 95 | ······>>>·d2_absolute_error_score(y_true,·y_pred) | 95 | ······>>>·d2_absolute_error_score(y_true,·y_pred) |
| 96 | ······-1.0 | 96 | ······-1.0 |
| 97 | ©·2007·-·202 | 97 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 270 | <div·class="clearer"></div></section> | 270 | <div·class="clearer"></div></section> |
| 271 | ······</div> | 271 | ······</div> |
| 272 | ····<div·class="container"> | 272 | ····<div·class="container"> |
| 273 | ······<footer·class="sk-content-footer"> | 273 | ······<footer·class="sk-content-footer"> |
| 274 | ············©·2007·-·202 | 274 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 275 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.d2_pinball_score.rst.txt"·rel="nofollow">Show·this·page·source</a> | 275 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.d2_pinball_score.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 276 | ······</footer> | 276 | ······</footer> |
| 277 | ····</div> | 277 | ····</div> |
| 278 | ··</div> | 278 | ··</div> |
| 279 | </div> | 279 | </div> |
| 280 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 280 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 85 | ······0.5 | 85 | ······0.5 |
| 86 | ······>>>·d2_pinball_score(y_true,·y_pred,·alpha=0.9) | 86 | ······>>>·d2_pinball_score(y_true,·y_pred,·alpha=0.9) |
| 87 | ······0.772... | 87 | ······0.772... |
| 88 | ······>>>·d2_pinball_score(y_true,·y_pred,·alpha=0.1) | 88 | ······>>>·d2_pinball_score(y_true,·y_pred,·alpha=0.1) |
| 89 | ······-1.045... | 89 | ······-1.045... |
| 90 | ······>>>·d2_pinball_score(y_true,·y_true,·alpha=0.1) | 90 | ······>>>·d2_pinball_score(y_true,·y_true,·alpha=0.1) |
| 91 | ······1.0 | 91 | ······1.0 |
| 92 | ©·2007·-·202 | 92 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 269 | <div·class="clearer"></div></section> | 269 | <div·class="clearer"></div></section> |
| 270 | ······</div> | 270 | ······</div> |
| 271 | ····<div·class="container"> | 271 | ····<div·class="container"> |
| 272 | ······<footer·class="sk-content-footer"> | 272 | ······<footer·class="sk-content-footer"> |
| 273 | ············©·2007·-·202 | 273 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 274 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.d2_tweedie_score.rst.txt"·rel="nofollow">Show·this·page·source</a> | 274 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.d2_tweedie_score.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 275 | ······</footer> | 275 | ······</footer> |
| 276 | ····</div> | 276 | ····</div> |
| 277 | ··</div> | 277 | ··</div> |
| 278 | </div> | 278 | </div> |
| 279 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 279 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 87 | ······0.285... | 87 | ······0.285... |
| 88 | ······>>>·d2_tweedie_score(y_true,·y_pred,·power=1) | 88 | ······>>>·d2_tweedie_score(y_true,·y_pred,·power=1) |
| 89 | ······0.487... | 89 | ······0.487... |
| 90 | ······>>>·d2_tweedie_score(y_true,·y_pred,·power=2) | 90 | ······>>>·d2_tweedie_score(y_true,·y_pred,·power=2) |
| 91 | ······0.630... | 91 | ······0.630... |
| 92 | ······>>>·d2_tweedie_score(y_true,·y_true,·power=2) | 92 | ······>>>·d2_tweedie_score(y_true,·y_true,·power=2) |
| 93 | ······1.0 | 93 | ······1.0 |
| 94 | ©·2007·-·202 | 94 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 241 | <div·class="clearer"></div></section> | 241 | <div·class="clearer"></div></section> |
| 242 | ······</div> | 242 | ······</div> |
| 243 | ····<div·class="container"> | 243 | ····<div·class="container"> |
| 244 | ······<footer·class="sk-content-footer"> | 244 | ······<footer·class="sk-content-footer"> |
| 245 | ············©·2007·-·202 | 245 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 246 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.davies_bouldin_score.rst.txt"·rel="nofollow">Show·this·page·source</a> | 246 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.davies_bouldin_score.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 247 | ······</footer> | 247 | ······</footer> |
| 248 | ····</div> | 248 | ····</div> |
| 249 | ··</div> | 249 | ··</div> |
| 250 | </div> | 250 | </div> |
| 251 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 251 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 56 | ······PAMI-1·(2):·224-227 | 56 | ······PAMI-1·(2):·224-227 |
| 57 | ······Examples | 57 | ······Examples |
| 58 | ······>>>·from·sklearn.metrics·import·davies_bouldin_score | 58 | ······>>>·from·sklearn.metrics·import·davies_bouldin_score |
| 59 | ······>>>·X·=·[[0,·1],·[1,·1],·[3,·4]] | 59 | ······>>>·X·=·[[0,·1],·[1,·1],·[3,·4]] |
| 60 | ······>>>·labels·=·[0,·0,·1] | 60 | ······>>>·labels·=·[0,·0,·1] |
| 61 | ······>>>·davies_bouldin_score(X,·labels) | 61 | ······>>>·davies_bouldin_score(X,·labels) |
| 62 | ······0.12... | 62 | ······0.12... |
| 63 | ©·2007·-·202 | 63 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 278 | <div·class="clearer"></div></section> | 278 | <div·class="clearer"></div></section> |
| 279 | ······</div> | 279 | ······</div> |
| 280 | ····<div·class="container"> | 280 | ····<div·class="container"> |
| 281 | ······<footer·class="sk-content-footer"> | 281 | ······<footer·class="sk-content-footer"> |
| 282 | ············©·2007·-·202 | 282 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 283 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.dcg_score.rst.txt"·rel="nofollow">Show·this·page·source</a> | 283 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.dcg_score.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 284 | ······</footer> | 284 | ······</footer> |
| 285 | ····</div> | 285 | ····</div> |
| 286 | ··</div> | 286 | ··</div> |
| 287 | </div> | 287 | </div> |
| 288 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 288 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 99 | ······7.5 | 99 | ······7.5 |
| 100 | ······>>>·#·we·can·choose·to·ignore·ties·for·faster·results,·but·only | 100 | ······>>>·#·we·can·choose·to·ignore·ties·for·faster·results,·but·only |
| 101 | ······>>>·#·if·we·know·there·aren't·ties·in·our·scores,·otherwise·we·get | 101 | ······>>>·#·if·we·know·there·aren't·ties·in·our·scores,·otherwise·we·get |
| 102 | ······>>>·#·wrong·results: | 102 | ······>>>·#·wrong·results: |
| 103 | ······>>>·dcg_score(true_relevance, | 103 | ······>>>·dcg_score(true_relevance, |
| 104 | ······...···········scores,·k=1,·ignore_ties=True) | 104 | ······...···········scores,·k=1,·ignore_ties=True) |
| 105 | ······5.0 | 105 | ······5.0 |
| 106 | ©·2007·-·202 | 106 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 277 | </div></div><div·class="clearer"></div></section> | 277 | </div></div><div·class="clearer"></div></section> |
| 278 | </section> | 278 | </section> |
| 279 | ······</div> | 279 | ······</div> |
| 280 | ····<div·class="container"> | 280 | ····<div·class="container"> |
| 281 | ······<footer·class="sk-content-footer"> | 281 | ······<footer·class="sk-content-footer"> |
| 282 | ············©·2007·-·202 | 282 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 283 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.det_curve.rst.txt"·rel="nofollow">Show·this·page·source</a> | 283 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.det_curve.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 284 | ······</footer> | 284 | ······</footer> |
| 285 | ····</div> | 285 | ····</div> |
| 286 | ··</div> | 286 | ··</div> |
| 287 | </div> | 287 | </div> |
| 288 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 288 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 89 | ······>>>·fnr | 89 | ······>>>·fnr |
| 90 | ······array([0.·,·0.5,·0.5]) | 90 | ······array([0.·,·0.5,·0.5]) |
| 91 | ······>>>·thresholds | 91 | ······>>>·thresholds |
| 92 | ······array([0.35,·0.4·,·0.8·]) | 92 | ······array([0.35,·0.4·,·0.8·]) |
| 93 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.d\x8de\x8et\x8t_\x8_c\x8cu\x8ur\x8rv\x8ve\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 93 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.d\x8de\x8et\x8t_\x8_c\x8cu\x8ur\x8rv\x8ve\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 94 | _\x8D_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8e_\x8r_\x8r_\x8o_\x8r_\x8·_\x8t_\x8r_\x8a_\x8d_\x8e_\x8o_\x8f_\x8f_\x8·_\x8(_\x8D_\x8E_\x8T_\x8)_\x8·_\x8c_\x8u_\x8r_\x8v_\x8e | 94 | _\x8D_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8e_\x8r_\x8r_\x8o_\x8r_\x8·_\x8t_\x8r_\x8a_\x8d_\x8e_\x8o_\x8f_\x8f_\x8·_\x8(_\x8D_\x8E_\x8T_\x8)_\x8·_\x8c_\x8u_\x8r_\x8v_\x8e |
| 95 | Detection·error·tradeoff·(DET)·curve | 95 | Detection·error·tradeoff·(DET)·curve |
| 96 | ©·2007·-·202 | 96 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 286 | <div·class="clearer"></div></section> | 286 | <div·class="clearer"></div></section> |
| 287 | ······</div> | 287 | ······</div> |
| 288 | ····<div·class="container"> | 288 | ····<div·class="container"> |
| 289 | ······<footer·class="sk-content-footer"> | 289 | ······<footer·class="sk-content-footer"> |
| 290 | ············©·2007·-·202 | 290 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 291 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.explained_variance_score.rst.txt"·rel="nofollow">Show·this·page·source</a> | 291 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.explained_variance_score.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 292 | ······</footer> | 292 | ······</footer> |
| 293 | ····</div> | 293 | ····</div> |
| 294 | ··</div> | 294 | ··</div> |
| 295 | </div> | 295 | </div> |
| 296 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 296 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 102 | ······nan | 102 | ······nan |
| 103 | ······>>>·y_true·=·[-2,·-2,·-2] | 103 | ······>>>·y_true·=·[-2,·-2,·-2] |
| 104 | ······>>>·y_pred·=·[-2,·-2,·-2·+·1e-8] | 104 | ······>>>·y_pred·=·[-2,·-2,·-2·+·1e-8] |
| 105 | ······>>>·explained_variance_score(y_true,·y_pred) | 105 | ······>>>·explained_variance_score(y_true,·y_pred) |
| 106 | ······0.0 | 106 | ······0.0 |
| 107 | ······>>>·explained_variance_score(y_true,·y_pred,·force_finite=False) | 107 | ······>>>·explained_variance_score(y_true,·y_pred,·force_finite=False) |
| 108 | ······-inf | 108 | ······-inf |
| 109 | ©·2007·-·202 | 109 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 359 | </div></div><div·class="clearer"></div></section> | 359 | </div></div><div·class="clearer"></div></section> |
| 360 | </section> | 360 | </section> |
| 361 | ······</div> | 361 | ······</div> |
| 362 | ····<div·class="container"> | 362 | ····<div·class="container"> |
| 363 | ······<footer·class="sk-content-footer"> | 363 | ······<footer·class="sk-content-footer"> |
| 364 | ············©·2007·-·202 | 364 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 365 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.f1_score.rst.txt"·rel="nofollow">Show·this·page·source</a> | 365 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.f1_score.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 366 | ······</footer> | 366 | ······</footer> |
| 367 | ····</div> | 367 | ····</div> |
| 368 | ··</div> | 368 | ··</div> |
| 369 | </div> | 369 | </div> |
| 370 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 370 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 162 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.f\x8f1\x81_\x8_s\x8sc\x8co\x8or\x8re\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 162 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.f\x8f1\x81_\x8_s\x8sc\x8co\x8or\x8re\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 163 | _\x8P_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y_\x8·_\x8C_\x8a_\x8l_\x8i_\x8b_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8c_\x8u_\x8r_\x8v_\x8e_\x8s | 163 | _\x8P_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y_\x8·_\x8C_\x8a_\x8l_\x8i_\x8b_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8c_\x8u_\x8r_\x8v_\x8e_\x8s |
| 164 | Probability·Calibration·curves | 164 | Probability·Calibration·curves |
| 165 | _\x8P_\x8r_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8-_\x8R_\x8e_\x8c_\x8a_\x8l_\x8l | 165 | _\x8P_\x8r_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8-_\x8R_\x8e_\x8c_\x8a_\x8l_\x8l |
| 166 | Precision-Recall | 166 | Precision-Recall |
| 167 | _\x8S_\x8e_\x8m_\x8i_\x8-_\x8s_\x8u_\x8p_\x8e_\x8r_\x8v_\x8i_\x8s_\x8e_\x8d_\x8·_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8a_\x8·_\x8T_\x8e_\x8x_\x8t_\x8·_\x8D_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t | 167 | _\x8S_\x8e_\x8m_\x8i_\x8-_\x8s_\x8u_\x8p_\x8e_\x8r_\x8v_\x8i_\x8s_\x8e_\x8d_\x8·_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8a_\x8·_\x8T_\x8e_\x8x_\x8t_\x8·_\x8D_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t |
| 168 | Semi-supervised·Classification·on·a·Text·Dataset | 168 | Semi-supervised·Classification·on·a·Text·Dataset |
| 169 | ©·2007·-·202 | 169 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 334 | <div·class="clearer"></div></section> | 334 | <div·class="clearer"></div></section> |
| 335 | ······</div> | 335 | ······</div> |
| 336 | ····<div·class="container"> | 336 | ····<div·class="container"> |
| 337 | ······<footer·class="sk-content-footer"> | 337 | ······<footer·class="sk-content-footer"> |
| 338 | ············©·2007·-·202 | 338 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 339 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.fbeta_score.rst.txt"·rel="nofollow">Show·this·page·source</a> | 339 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.fbeta_score.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 340 | ······</footer> | 340 | ······</footer> |
| 341 | ····</div> | 341 | ····</div> |
| 342 | ··</div> | 342 | ··</div> |
| 343 | </div> | 343 | </div> |
| 344 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 344 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 148 | ······0.23... | 148 | ······0.23... |
| 149 | ······>>>·fbeta_score(y_true,·y_pred,·average=None,·beta=0.5) | 149 | ······>>>·fbeta_score(y_true,·y_pred,·average=None,·beta=0.5) |
| 150 | ······array([0.71...,·0.········,·0.········]) | 150 | ······array([0.71...,·0.········,·0.········]) |
| 151 | ······>>>·y_pred_empty·=·[0,·0,·0,·0,·0,·0] | 151 | ······>>>·y_pred_empty·=·[0,·0,·0,·0,·0,·0] |
| 152 | ······>>>·fbeta_score(y_true,·y_pred_empty, | 152 | ······>>>·fbeta_score(y_true,·y_pred_empty, |
| 153 | ······...·············average="macro",·zero_division=np.nan,·beta=0.5) | 153 | ······...·············average="macro",·zero_division=np.nan,·beta=0.5) |
| 154 | ······0.12... | 154 | ······0.12... |
| 155 | ©·2007·-·202 | 155 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 262 | <div·class="clearer"></div></section> | 262 | <div·class="clearer"></div></section> |
| 263 | ······</div> | 263 | ······</div> |
| 264 | ····<div·class="container"> | 264 | ····<div·class="container"> |
| 265 | ······<footer·class="sk-content-footer"> | 265 | ······<footer·class="sk-content-footer"> |
| 266 | ············©·2007·-·202 | 266 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 267 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.fowlkes_mallows_score.rst.txt"·rel="nofollow">Show·this·page·source</a> | 267 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.fowlkes_mallows_score.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 268 | ······</footer> | 268 | ······</footer> |
| 269 | ····</div> | 269 | ····</div> |
| 270 | ··</div> | 270 | ··</div> |
| 271 | </div> | 271 | </div> |
| 272 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 272 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 72 | ······1.0 | 72 | ······1.0 |
| 73 | ······>>>·fowlkes_mallows_score([0,·0,·1,·1],·[1,·1,·0,·0]) | 73 | ······>>>·fowlkes_mallows_score([0,·0,·1,·1],·[1,·1,·0,·0]) |
| 74 | ······1.0 | 74 | ······1.0 |
| 75 | ······If·classes·members·are·completely·split·across·different·clusters,·the | 75 | ······If·classes·members·are·completely·split·across·different·clusters,·the |
| 76 | ······assignment·is·totally·random,·hence·the·FMI·is·null: | 76 | ······assignment·is·totally·random,·hence·the·FMI·is·null: |
| 77 | ······>>>·fowlkes_mallows_score([0,·0,·0,·0],·[0,·1,·2,·3]) | 77 | ······>>>·fowlkes_mallows_score([0,·0,·0,·0],·[0,·1,·2,·3]) |
| 78 | ······0.0 | 78 | ······0.0 |
| 79 | ©·2007·-·202 | 79 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 240 | </div></div><div·class="clearer"></div></section> | 240 | </div></div><div·class="clearer"></div></section> |
| 241 | </section> | 241 | </section> |
| 242 | ······</div> | 242 | ······</div> |
| 243 | ····<div·class="container"> | 243 | ····<div·class="container"> |
| 244 | ······<footer·class="sk-content-footer"> | 244 | ······<footer·class="sk-content-footer"> |
| 245 | ············©·2007·-·202 | 245 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 246 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.get_scorer.rst.txt"·rel="nofollow">Show·this·page·source</a> | 246 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.get_scorer.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 247 | ······</footer> | 247 | ······</footer> |
| 248 | ····</div> | 248 | ····</div> |
| 249 | ··</div> | 249 | ··</div> |
| 250 | </div> | 250 | </div> |
| 251 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 251 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 56 | ······y) | 56 | ······y) |
| 57 | ······>>>·accuracy·=·get_scorer("accuracy") | 57 | ······>>>·accuracy·=·get_scorer("accuracy") |
| 58 | ······>>>·accuracy(classifier,·X,·y) | 58 | ······>>>·accuracy(classifier,·X,·y) |
| 59 | ······0.4 | 59 | ······0.4 |
| 60 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.g\x8ge\x8et\x8t_\x8_s\x8sc\x8co\x8or\x8re\x8er\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 60 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.g\x8ge\x8et\x8t_\x8_s\x8sc\x8co\x8or\x8re\x8er\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 61 | _\x8R_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8·_\x8H_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n_\x8·_\x81_\x8._\x84 | 61 | _\x8R_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8·_\x8H_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n_\x8·_\x81_\x8._\x84 |
| 62 | Release·Highlights·for·scikit-learn·1.4 | 62 | Release·Highlights·for·scikit-learn·1.4 |
| 63 | ©·2007·-·202 | 63 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 218 | <div·class="clearer"></div></section> | 218 | <div·class="clearer"></div></section> |
| 219 | ······</div> | 219 | ······</div> |
| 220 | ····<div·class="container"> | 220 | ····<div·class="container"> |
| 221 | ······<footer·class="sk-content-footer"> | 221 | ······<footer·class="sk-content-footer"> |
| 222 | ············©·2007·-·202 | 222 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 223 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.get_scorer_names.rst.txt"·rel="nofollow">Show·this·page·source</a> | 223 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.get_scorer_names.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 224 | ······</footer> | 224 | ······</footer> |
| 225 | ····</div> | 225 | ····</div> |
| 226 | ··</div> | 226 | ··</div> |
| 227 | </div> | 227 | </div> |
| 228 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 228 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 41 | ······>>>·all_scorers·=·get_scorer_names() | 41 | ······>>>·all_scorers·=·get_scorer_names() |
| 42 | ······>>>·type(all_scorers) | 42 | ······>>>·type(all_scorers) |
| 43 | ······<class·'list'> | 43 | ······<class·'list'> |
| 44 | ······>>>·all_scorers[:3] | 44 | ······>>>·all_scorers[:3] |
| 45 | ······['accuracy',·'adjusted_mutual_info_score',·'adjusted_rand_score'] | 45 | ······['accuracy',·'adjusted_mutual_info_score',·'adjusted_rand_score'] |
| 46 | ······>>>·"roc_auc"·in·all_scorers | 46 | ······>>>·"roc_auc"·in·all_scorers |
| 47 | ······True | 47 | ······True |
| 48 | ©·2007·-·202 | 48 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 281 | </div></div><div·class="clearer"></div></section> | 281 | </div></div><div·class="clearer"></div></section> |
| 282 | </section> | 282 | </section> |
| 283 | ······</div> | 283 | ······</div> |
| 284 | ····<div·class="container"> | 284 | ····<div·class="container"> |
| 285 | ······<footer·class="sk-content-footer"> | 285 | ······<footer·class="sk-content-footer"> |
| 286 | ············©·2007·-·202 | 286 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 287 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.hamming_loss.rst.txt"·rel="nofollow">Show·this·page·source</a> | 287 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.hamming_loss.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 288 | ······</footer> | 288 | ······</footer> |
| 289 | ····</div> | 289 | ····</div> |
| 290 | ··</div> | 290 | ··</div> |
| 291 | </div> | 291 | </div> |
| 292 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 292 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 86 | ······In·the·multilabel·case·with·binary·label·indicators: | 86 | ······In·the·multilabel·case·with·binary·label·indicators: |
| 87 | ······>>>·import·numpy·as·np | 87 | ······>>>·import·numpy·as·np |
| 88 | ······>>>·hamming_loss(np.array([[0,·1],·[1,·1]]),·np.zeros((2,·2))) | 88 | ······>>>·hamming_loss(np.array([[0,·1],·[1,·1]]),·np.zeros((2,·2))) |
| 89 | ······0.75 | 89 | ······0.75 |
| 90 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.h\x8ha\x8am\x8mm\x8mi\x8in\x8ng\x8g_\x8_l\x8lo\x8os\x8ss\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 90 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.h\x8ha\x8am\x8mm\x8mi\x8in\x8ng\x8g_\x8_l\x8lo\x8os\x8ss\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 91 | _\x8M_\x8o_\x8d_\x8e_\x8l_\x8·_\x8C_\x8o_\x8m_\x8p_\x8l_\x8e_\x8x_\x8i_\x8t_\x8y_\x8·_\x8I_\x8n_\x8f_\x8l_\x8u_\x8e_\x8n_\x8c_\x8e | 91 | _\x8M_\x8o_\x8d_\x8e_\x8l_\x8·_\x8C_\x8o_\x8m_\x8p_\x8l_\x8e_\x8x_\x8i_\x8t_\x8y_\x8·_\x8I_\x8n_\x8f_\x8l_\x8u_\x8e_\x8n_\x8c_\x8e |
| 92 | Model·Complexity·Influence | 92 | Model·Complexity·Influence |
| 93 | ©·2007·-·202 | 93 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 286 | </div></div><div·class="clearer"></div></section> | 286 | </div></div><div·class="clearer"></div></section> |
| 287 | </section> | 287 | </section> |
| 288 | ······</div> | 288 | ······</div> |
| 289 | ····<div·class="container"> | 289 | ····<div·class="container"> |
| 290 | ······<footer·class="sk-content-footer"> | 290 | ······<footer·class="sk-content-footer"> |
| 291 | ············©·2007·-·202 | 291 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 292 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.hinge_loss.rst.txt"·rel="nofollow">Show·this·page·source</a> | 292 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.hinge_loss.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 293 | ······</footer> | 293 | ······</footer> |
| 294 | ····</div> | 294 | ····</div> |
| 295 | ··</div> | 295 | ··</div> |
| 296 | </div> | 296 | </div> |
| 297 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 297 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 94 | ······>>>·pred_decision·=·est.decision_function([[-1],·[2],·[3]]) | 94 | ······>>>·pred_decision·=·est.decision_function([[-1],·[2],·[3]]) |
| 95 | ······>>>·y_true·=·[0,·2,·3] | 95 | ······>>>·y_true·=·[0,·2,·3] |
| 96 | ······>>>·hinge_loss(y_true,·pred_decision,·labels=labels) | 96 | ······>>>·hinge_loss(y_true,·pred_decision,·labels=labels) |
| 97 | ······0.56... | 97 | ······0.56... |
| 98 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.h\x8hi\x8in\x8ng\x8ge\x8e_\x8_l\x8lo\x8os\x8ss\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 98 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.h\x8hi\x8in\x8ng\x8ge\x8e_\x8_l\x8lo\x8os\x8ss\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 99 | _\x8P_\x8l_\x8o_\x8t_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8b_\x8o_\x8u_\x8n_\x8d_\x8a_\x8r_\x8i_\x8e_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8S_\x8V_\x8M_\x8·_\x8K_\x8e_\x8r_\x8n_\x8e_\x8l_\x8s | 99 | _\x8P_\x8l_\x8o_\x8t_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8b_\x8o_\x8u_\x8n_\x8d_\x8a_\x8r_\x8i_\x8e_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8S_\x8V_\x8M_\x8·_\x8K_\x8e_\x8r_\x8n_\x8e_\x8l_\x8s |
| 100 | Plot·classification·boundaries·with·different·SVM·Kernels | 100 | Plot·classification·boundaries·with·different·SVM·Kernels |
| 101 | ©·2007·-·202 | 101 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 258 | <div·class="clearer"></div></section> | 258 | <div·class="clearer"></div></section> |
| 259 | ······</div> | 259 | ······</div> |
| 260 | ····<div·class="container"> | 260 | ····<div·class="container"> |
| 261 | ······<footer·class="sk-content-footer"> | 261 | ······<footer·class="sk-content-footer"> |
| 262 | ············©·2007·-·202 | 262 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 263 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.homogeneity_completeness_v_measure.rst.txt"·rel="nofollow">Show·this·page·source</a> | 263 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.homogeneity_completeness_v_measure.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 264 | ······</footer> | 264 | ······</footer> |
| 265 | ····</div> | 265 | ····</div> |
| 266 | ··</div> | 266 | ··</div> |
| 267 | </div> | 267 | </div> |
| 268 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 268 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 77 | ········_\x8v_\x8__\x8m_\x8e_\x8a_\x8s_\x8u_\x8r_\x8e_\x8__\x8s_\x8c_\x8o_\x8r_\x8e | 77 | ········_\x8v_\x8__\x8m_\x8e_\x8a_\x8s_\x8u_\x8r_\x8e_\x8__\x8s_\x8c_\x8o_\x8r_\x8e |
| 78 | ············V-Measure·(NMI·with·arithmetic·mean·option). | 78 | ············V-Measure·(NMI·with·arithmetic·mean·option). |
| 79 | ······Examples | 79 | ······Examples |
| 80 | ······>>>·from·sklearn.metrics·import·homogeneity_completeness_v_measure | 80 | ······>>>·from·sklearn.metrics·import·homogeneity_completeness_v_measure |
| 81 | ······>>>·y_true,·y_pred·=·[0,·0,·1,·1,·2,·2],·[0,·0,·1,·2,·2,·2] | 81 | ······>>>·y_true,·y_pred·=·[0,·0,·1,·1,·2,·2],·[0,·0,·1,·2,·2,·2] |
| 82 | ······>>>·homogeneity_completeness_v_measure(y_true,·y_pred) | 82 | ······>>>·homogeneity_completeness_v_measure(y_true,·y_pred) |
| 83 | ······(0.71...,·0.77...,·0.73...) | 83 | ······(0.71...,·0.77...,·0.73...) |
| 84 | ©·2007·-·202 | 84 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 281 | </section> | 281 | </section> |
| 282 | ······</div> | 282 | ······</div> |
| 283 | ····<div·class="container"> | 283 | ····<div·class="container"> |
| 284 | ······<footer·class="sk-content-footer"> | 284 | ······<footer·class="sk-content-footer"> |
| 285 | ············©·2007·-·202 | 285 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 286 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.homogeneity_score.rst.txt"·rel="nofollow">Show·this·page·source</a> | 286 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.homogeneity_score.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 287 | ······</footer> | 287 | ······</footer> |
| 288 | ····</div> | 288 | ····</div> |
| 289 | ··</div> | 289 | ··</div> |
| 290 | </div> | 290 | </div> |
| 291 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 291 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 81 | A·demo·of·K-Means·clustering·on·the·handwritten·digits·data | 81 | A·demo·of·K-Means·clustering·on·the·handwritten·digits·data |
| 82 | _\x8D_\x8e_\x8m_\x8o_\x8·_\x8o_\x8f_\x8·_\x8D_\x8B_\x8S_\x8C_\x8A_\x8N_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m | 82 | _\x8D_\x8e_\x8m_\x8o_\x8·_\x8o_\x8f_\x8·_\x8D_\x8B_\x8S_\x8C_\x8A_\x8N_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m |
| 83 | Demo·of·DBSCAN·clustering·algorithm | 83 | Demo·of·DBSCAN·clustering·algorithm |
| 84 | _\x8D_\x8e_\x8m_\x8o_\x8·_\x8o_\x8f_\x8·_\x8a_\x8f_\x8f_\x8i_\x8n_\x8i_\x8t_\x8y_\x8·_\x8p_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m | 84 | _\x8D_\x8e_\x8m_\x8o_\x8·_\x8o_\x8f_\x8·_\x8a_\x8f_\x8f_\x8i_\x8n_\x8i_\x8t_\x8y_\x8·_\x8p_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m |
| 85 | Demo·of·affinity·propagation·clustering·algorithm | 85 | Demo·of·affinity·propagation·clustering·algorithm |
| 86 | _\x8C_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8k_\x8-_\x8m_\x8e_\x8a_\x8n_\x8s | 86 | _\x8C_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8k_\x8-_\x8m_\x8e_\x8a_\x8n_\x8s |
| 87 | Clustering·text·documents·using·k-means | 87 | Clustering·text·documents·using·k-means |
| 88 | ©·2007·-·202 | 88 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 334 | </div></div><div·class="clearer"></div></section> | 334 | </div></div><div·class="clearer"></div></section> |
| 335 | </section> | 335 | </section> |
| 336 | ······</div> | 336 | ······</div> |
| 337 | ····<div·class="container"> | 337 | ····<div·class="container"> |
| 338 | ······<footer·class="sk-content-footer"> | 338 | ······<footer·class="sk-content-footer"> |
| 339 | ············©·2007·-·202 | 339 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 340 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.jaccard_score.rst.txt"·rel="nofollow">Show·this·page·source</a> | 340 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.jaccard_score.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 341 | ······</footer> | 341 | ······</footer> |
| 342 | ····</div> | 342 | ····</div> |
| 343 | ··</div> | 343 | ··</div> |
| 344 | </div> | 344 | </div> |
| 345 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 345 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 141 | ······>>>·y_pred·=·[0,·2,·1,·2] | 141 | ······>>>·y_pred·=·[0,·2,·1,·2] |
| 142 | ······>>>·y_true·=·[0,·1,·2,·2] | 142 | ······>>>·y_true·=·[0,·1,·2,·2] |
| 143 | ······>>>·jaccard_score(y_true,·y_pred,·average=None) | 143 | ······>>>·jaccard_score(y_true,·y_pred,·average=None) |
| 144 | ······array([1.·,·0.·,·0.33...]) | 144 | ······array([1.·,·0.·,·0.33...]) |
| 145 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.j\x8ja\x8ac\x8cc\x8ca\x8ar\x8rd\x8d_\x8_s\x8sc\x8co\x8or\x8re\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 145 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.j\x8ja\x8ac\x8cc\x8ca\x8ar\x8rd\x8d_\x8_s\x8sc\x8co\x8or\x8re\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 146 | _\x8M_\x8u_\x8l_\x8t_\x8i_\x8l_\x8a_\x8b_\x8e_\x8l_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8a_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r_\x8·_\x8c_\x8h_\x8a_\x8i_\x8n | 146 | _\x8M_\x8u_\x8l_\x8t_\x8i_\x8l_\x8a_\x8b_\x8e_\x8l_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8a_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r_\x8·_\x8c_\x8h_\x8a_\x8i_\x8n |
| 147 | Multilabel·classification·using·a·classifier·chain | 147 | Multilabel·classification·using·a·classifier·chain |
| 148 | ©·2007·-·202 | 148 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 237 | <div·class="clearer"></div></section> | 237 | <div·class="clearer"></div></section> |
| 238 | ······</div> | 238 | ······</div> |
| 239 | ····<div·class="container"> | 239 | ····<div·class="container"> |
| 240 | ······<footer·class="sk-content-footer"> | 240 | ······<footer·class="sk-content-footer"> |
| 241 | ············©·2007·-·202 | 241 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 242 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.label_ranking_average_precision_score.rst.txt"·rel="nofollow">Show·this·page·source</a> | 242 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.label_ranking_average_precision_score.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 243 | ······</footer> | 243 | ······</footer> |
| 244 | ····</div> | 244 | ····</div> |
| 245 | ··</div> | 245 | ··</div> |
| 246 | </div> | 246 | </div> |
| 247 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 247 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 58 | ······Examples | 58 | ······Examples |
| 59 | ······>>>·import·numpy·as·np | 59 | ······>>>·import·numpy·as·np |
| 60 | ······>>>·from·sklearn.metrics·import·label_ranking_average_precision_score | 60 | ······>>>·from·sklearn.metrics·import·label_ranking_average_precision_score |
| 61 | ······>>>·y_true·=·np.array([[1,·0,·0],·[0,·0,·1]]) | 61 | ······>>>·y_true·=·np.array([[1,·0,·0],·[0,·0,·1]]) |
| 62 | ······>>>·y_score·=·np.array([[0.75,·0.5,·1],·[1,·0.2,·0.1]]) | 62 | ······>>>·y_score·=·np.array([[0.75,·0.5,·1],·[1,·0.2,·0.1]]) |
| 63 | ······>>>·label_ranking_average_precision_score(y_true,·y_score) | 63 | ······>>>·label_ranking_average_precision_score(y_true,·y_score) |
| 64 | ······0.416... | 64 | ······0.416... |
| 65 | ©·2007·-·202 | 65 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 246 | <div·class="clearer"></div></section> | 246 | <div·class="clearer"></div></section> |
| 247 | ······</div> | 247 | ······</div> |
| 248 | ····<div·class="container"> | 248 | ····<div·class="container"> |
| 249 | ······<footer·class="sk-content-footer"> | 249 | ······<footer·class="sk-content-footer"> |
| 250 | ············©·2007·-·202 | 250 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 251 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.label_ranking_loss.rst.txt"·rel="nofollow">Show·this·page·source</a> | 251 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.label_ranking_loss.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 252 | ······</footer> | 252 | ······</footer> |
| 253 | ····</div> | 253 | ····</div> |
| 254 | ··</div> | 254 | ··</div> |
| 255 | </div> | 255 | </div> |
| 256 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 256 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 63 | ······Springer·US. | 63 | ······Springer·US. |
| 64 | ······Examples | 64 | ······Examples |
| 65 | ······>>>·from·sklearn.metrics·import·label_ranking_loss | 65 | ······>>>·from·sklearn.metrics·import·label_ranking_loss |
| 66 | ······>>>·y_true·=·[[1,·0,·0],·[0,·0,·1]] | 66 | ······>>>·y_true·=·[[1,·0,·0],·[0,·0,·1]] |
| 67 | ······>>>·y_score·=·[[0.75,·0.5,·1],·[1,·0.2,·0.1]] | 67 | ······>>>·y_score·=·[[0.75,·0.5,·1],·[1,·0.2,·0.1]] |
| 68 | ······>>>·label_ranking_loss(y_true,·y_score) | 68 | ······>>>·label_ranking_loss(y_true,·y_score) |
| 69 | ······0.75... | 69 | ······0.75... |
| 70 | ©·2007·-·202 | 70 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 292 | </section> | 292 | </section> |
| 293 | ······</div> | 293 | ······</div> |
| 294 | ····<div·class="container"> | 294 | ····<div·class="container"> |
| 295 | ······<footer·class="sk-content-footer"> | 295 | ······<footer·class="sk-content-footer"> |
| 296 | ············©·2007·-·202 | 296 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 297 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.log_loss.rst.txt"·rel="nofollow">Show·this·page·source</a> | 297 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.log_loss.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 298 | ······</footer> | 298 | ······</footer> |
| 299 | ····</div> | 299 | ····</div> |
| 300 | ··</div> | 300 | ··</div> |
| 301 | </div> | 301 | </div> |
| 302 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 302 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 94 | Gradient·Boosting·Out-of-Bag·estimates | 94 | Gradient·Boosting·Out-of-Bag·estimates |
| 95 | _\x8G_\x8r_\x8a_\x8d_\x8i_\x8e_\x8n_\x8t_\x8·_\x8B_\x8o_\x8o_\x8s_\x8t_\x8i_\x8n_\x8g_\x8·_\x8r_\x8e_\x8g_\x8u_\x8l_\x8a_\x8r_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n | 95 | _\x8G_\x8r_\x8a_\x8d_\x8i_\x8e_\x8n_\x8t_\x8·_\x8B_\x8o_\x8o_\x8s_\x8t_\x8i_\x8n_\x8g_\x8·_\x8r_\x8e_\x8g_\x8u_\x8l_\x8a_\x8r_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n |
| 96 | Gradient·Boosting·regularization | 96 | Gradient·Boosting·regularization |
| 97 | _\x8P_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8s_\x8t_\x8i_\x8c_\x8·_\x8p_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8p_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8(_\x8G_\x8P_\x8C_\x8) | 97 | _\x8P_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8s_\x8t_\x8i_\x8c_\x8·_\x8p_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8p_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8(_\x8G_\x8P_\x8C_\x8) |
| 98 | Probabilistic·predictions·with·Gaussian·process·classification·(GPC) | 98 | Probabilistic·predictions·with·Gaussian·process·classification·(GPC) |
| 99 | _\x8I_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8·_\x8o_\x8f_\x8·_\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8S_\x8c_\x8a_\x8l_\x8i_\x8n_\x8g | 99 | _\x8I_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8·_\x8o_\x8f_\x8·_\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8S_\x8c_\x8a_\x8l_\x8i_\x8n_\x8g |
| 100 | Importance·of·Feature·Scaling | 100 | Importance·of·Feature·Scaling |
| 101 | ©·2007·-·202 | 101 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 289 | </div></div><div·class="clearer"></div></section> | 289 | </div></div><div·class="clearer"></div></section> |
| 290 | </section> | 290 | </section> |
| 291 | ······</div> | 291 | ······</div> |
| 292 | ····<div·class="container"> | 292 | ····<div·class="container"> |
| 293 | ······<footer·class="sk-content-footer"> | 293 | ······<footer·class="sk-content-footer"> |
| 294 | ············©·2007·-·202 | 294 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 295 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.make_scorer.rst.txt"·rel="nofollow">Show·this·page·source</a> | 295 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.make_scorer.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 296 | ······</footer> | 296 | ······</footer> |
| 297 | ····</div> | 297 | ····</div> |
| 298 | ··</div> | 298 | ··</div> |
| 299 | </div> | 299 | </div> |
| 300 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 300 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 104 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.m\x8ma\x8ak\x8ke\x8e_\x8_s\x8sc\x8co\x8or\x8re\x8er\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 104 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.m\x8ma\x8ak\x8ke\x8e_\x8_s\x8sc\x8co\x8or\x8re\x8er\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 105 | _\x8P_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8I_\x8n_\x8t_\x8e_\x8r_\x8v_\x8a_\x8l_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8G_\x8r_\x8a_\x8d_\x8i_\x8e_\x8n_\x8t_\x8·_\x8B_\x8o_\x8o_\x8s_\x8t_\x8i_\x8n_\x8g_\x8·_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n | 105 | _\x8P_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8I_\x8n_\x8t_\x8e_\x8r_\x8v_\x8a_\x8l_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8G_\x8r_\x8a_\x8d_\x8i_\x8e_\x8n_\x8t_\x8·_\x8B_\x8o_\x8o_\x8s_\x8t_\x8i_\x8n_\x8g_\x8·_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n |
| 106 | Prediction·Intervals·for·Gradient·Boosting·Regression | 106 | Prediction·Intervals·for·Gradient·Boosting·Regression |
| 107 | _\x8L_\x8a_\x8g_\x8g_\x8e_\x8d_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8t_\x8i_\x8m_\x8e_\x8·_\x8s_\x8e_\x8r_\x8i_\x8e_\x8s_\x8·_\x8f_\x8o_\x8r_\x8e_\x8c_\x8a_\x8s_\x8t_\x8i_\x8n_\x8g | 107 | _\x8L_\x8a_\x8g_\x8g_\x8e_\x8d_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8t_\x8i_\x8m_\x8e_\x8·_\x8s_\x8e_\x8r_\x8i_\x8e_\x8s_\x8·_\x8f_\x8o_\x8r_\x8e_\x8c_\x8a_\x8s_\x8t_\x8i_\x8n_\x8g |
| 108 | Lagged·features·for·time·series·forecasting | 108 | Lagged·features·for·time·series·forecasting |
| 109 | _\x8D_\x8e_\x8m_\x8o_\x8n_\x8s_\x8t_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8m_\x8u_\x8l_\x8t_\x8i_\x8-_\x8m_\x8e_\x8t_\x8r_\x8i_\x8c_\x8·_\x8e_\x8v_\x8a_\x8l_\x8u_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8c_\x8r_\x8o_\x8s_\x8s_\x8__\x8v_\x8a_\x8l_\x8__\x8s_\x8c_\x8o_\x8r_\x8e_\x8·_\x8a_\x8n_\x8d_\x8·_\x8G_\x8r_\x8i_\x8d_\x8S_\x8e_\x8a_\x8r_\x8c_\x8h_\x8C_\x8V | 109 | _\x8D_\x8e_\x8m_\x8o_\x8n_\x8s_\x8t_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8m_\x8u_\x8l_\x8t_\x8i_\x8-_\x8m_\x8e_\x8t_\x8r_\x8i_\x8c_\x8·_\x8e_\x8v_\x8a_\x8l_\x8u_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8c_\x8r_\x8o_\x8s_\x8s_\x8__\x8v_\x8a_\x8l_\x8__\x8s_\x8c_\x8o_\x8r_\x8e_\x8·_\x8a_\x8n_\x8d_\x8·_\x8G_\x8r_\x8i_\x8d_\x8S_\x8e_\x8a_\x8r_\x8c_\x8h_\x8C_\x8V |
| 110 | Demonstration·of·multi-metric·evaluation·on·cross_val_score·and·GridSearchCV | 110 | Demonstration·of·multi-metric·evaluation·on·cross_val_score·and·GridSearchCV |
| 111 | ©·2007·-·202 | 111 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 262 | <div·class="clearer"></div></section> | 262 | <div·class="clearer"></div></section> |
| 263 | ······</div> | 263 | ······</div> |
| 264 | ····<div·class="container"> | 264 | ····<div·class="container"> |
| 265 | ······<footer·class="sk-content-footer"> | 265 | ······<footer·class="sk-content-footer"> |
| 266 | ············©·2007·-·202 | 266 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 267 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.matthews_corrcoef.rst.txt"·rel="nofollow">Show·this·page·source</a> | 267 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.matthews_corrcoef.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 268 | ······</footer> | 268 | ······</footer> |
| 269 | ····</div> | 269 | ····</div> |
| 270 | ··</div> | 270 | ··</div> |
| 271 | </div> | 271 | </div> |
| 272 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 272 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 72 | ······_\x8M_\x8e_\x8a_\x8s_\x8u_\x8r_\x8e_\x8s_\x8·_\x8i_\x8n_\x8·_\x8M_\x8u_\x8l_\x8t_\x8i_\x8C_\x8l_\x8a_\x8s_\x8s_\x8·_\x8P_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n. | 72 | ······_\x8M_\x8e_\x8a_\x8s_\x8u_\x8r_\x8e_\x8s_\x8·_\x8i_\x8n_\x8·_\x8M_\x8u_\x8l_\x8t_\x8i_\x8C_\x8l_\x8a_\x8s_\x8s_\x8·_\x8P_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n. |
| 73 | ······Examples | 73 | ······Examples |
| 74 | ······>>>·from·sklearn.metrics·import·matthews_corrcoef | 74 | ······>>>·from·sklearn.metrics·import·matthews_corrcoef |
| 75 | ······>>>·y_true·=·[+1,·+1,·+1,·-1] | 75 | ······>>>·y_true·=·[+1,·+1,·+1,·-1] |
| 76 | ······>>>·y_pred·=·[+1,·-1,·+1,·+1] | 76 | ······>>>·y_pred·=·[+1,·-1,·+1,·+1] |
| 77 | ······>>>·matthews_corrcoef(y_true,·y_pred) | 77 | ······>>>·matthews_corrcoef(y_true,·y_pred) |
| 78 | ······-0.33... | 78 | ······-0.33... |
| 79 | ©·2007·-·202 | 79 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 222 | <div·class="clearer"></div></section> | 222 | <div·class="clearer"></div></section> |
| 223 | ······</div> | 223 | ······</div> |
| 224 | ····<div·class="container"> | 224 | ····<div·class="container"> |
| 225 | ······<footer·class="sk-content-footer"> | 225 | ······<footer·class="sk-content-footer"> |
| 226 | ············©·2007·-·202 | 226 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 227 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.max_error.rst.txt"·rel="nofollow">Show·this·page·source</a> | 227 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.max_error.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 228 | ······</footer> | 228 | ······</footer> |
| 229 | ····</div> | 229 | ····</div> |
| 230 | ··</div> | 230 | ··</div> |
| 231 | </div> | 231 | </div> |
| 232 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 232 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 43 | ··················A·positive·floating·point·value·(the·best·value·is·0.0). | 43 | ··················A·positive·floating·point·value·(the·best·value·is·0.0). |
| 44 | ······Examples | 44 | ······Examples |
| 45 | ······>>>·from·sklearn.metrics·import·max_error | 45 | ······>>>·from·sklearn.metrics·import·max_error |
| 46 | ······>>>·y_true·=·[3,·2,·7,·1] | 46 | ······>>>·y_true·=·[3,·2,·7,·1] |
| 47 | ······>>>·y_pred·=·[4,·2,·7,·1] | 47 | ······>>>·y_pred·=·[4,·2,·7,·1] |
| 48 | ······>>>·max_error(y_true,·y_pred) | 48 | ······>>>·max_error(y_true,·y_pred) |
| 49 | ······1 | 49 | ······1 |
| 50 | ©·2007·-·202 | 50 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 263 | </div></div><div·class="clearer"></div></section> | 263 | </div></div><div·class="clearer"></div></section> |
| 264 | </section> | 264 | </section> |
| 265 | ······</div> | 265 | ······</div> |
| 266 | ····<div·class="container"> | 266 | ····<div·class="container"> |
| 267 | ······<footer·class="sk-content-footer"> | 267 | ······<footer·class="sk-content-footer"> |
| 268 | ············©·2007·-·202 | 268 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 269 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.mean_absolute_error.rst.txt"·rel="nofollow">Show·this·page·source</a> | 269 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.mean_absolute_error.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 270 | ······</footer> | 270 | ······</footer> |
| 271 | ····</div> | 271 | ····</div> |
| 272 | ··</div> | 272 | ··</div> |
| 273 | </div> | 273 | </div> |
| 274 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 274 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 78 | Lagged·features·for·time·series·forecasting | 78 | Lagged·features·for·time·series·forecasting |
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| 80 | Poisson·regression·and·non-normal·loss | 80 | Poisson·regression·and·non-normal·loss |
| 81 | _\x8Q_\x8u_\x8a_\x8n_\x8t_\x8i_\x8l_\x8e_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n | 81 | _\x8Q_\x8u_\x8a_\x8n_\x8t_\x8i_\x8l_\x8e_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n |
| 82 | Quantile·regression | 82 | Quantile·regression |
| 83 | _\x8T_\x8w_\x8e_\x8e_\x8d_\x8i_\x8e_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8i_\x8n_\x8s_\x8u_\x8r_\x8a_\x8n_\x8c_\x8e_\x8·_\x8c_\x8l_\x8a_\x8i_\x8m_\x8s | 83 | _\x8T_\x8w_\x8e_\x8e_\x8d_\x8i_\x8e_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8i_\x8n_\x8s_\x8u_\x8r_\x8a_\x8n_\x8c_\x8e_\x8·_\x8c_\x8l_\x8a_\x8i_\x8m_\x8s |
| 84 | Tweedie·regression·on·insurance·claims | 84 | Tweedie·regression·on·insurance·claims |
| 85 | ©·2007·-·202 | 85 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 270 | </div></div><div·class="clearer"></div></section> | 270 | </div></div><div·class="clearer"></div></section> |
| 271 | </section> | 271 | </section> |
| 272 | ······</div> | 272 | ······</div> |
| 273 | ····<div·class="container"> | 273 | ····<div·class="container"> |
| 274 | ······<footer·class="sk-content-footer"> | 274 | ······<footer·class="sk-content-footer"> |
| 275 | ············©·2007·-·202 | 275 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 276 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.mean_absolute_percentage_error.rst.txt"·rel="nofollow">Show·this·page·source</a> | 276 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.mean_absolute_percentage_error.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 277 | ······</footer> | 277 | ······</footer> |
| 278 | ····</div> | 278 | ····</div> |
| 279 | ··</div> | 279 | ··</div> |
| 280 | </div> | 280 | </div> |
| 281 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 281 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 86 | ······>>>·y_true·=·[1.,·0.,·2.4,·7.] | 86 | ······>>>·y_true·=·[1.,·0.,·2.4,·7.] |
| 87 | ······>>>·y_pred·=·[1.2,·0.1,·2.4,·8.] | 87 | ······>>>·y_pred·=·[1.2,·0.1,·2.4,·8.] |
| 88 | ······>>>·mean_absolute_percentage_error(y_true,·y_pred) | 88 | ······>>>·mean_absolute_percentage_error(y_true,·y_pred) |
| 89 | ······112589990684262.48 | 89 | ······112589990684262.48 |
| 90 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.m\x8me\x8ea\x8an\x8n_\x8_a\x8ab\x8bs\x8so\x8ol\x8lu\x8ut\x8te\x8e_\x8_p\x8pe\x8er\x8rc\x8ce\x8en\x8nt\x8ta\x8ag\x8ge\x8e_\x8_e\x8er\x8rr\x8ro\x8or\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 90 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.m\x8me\x8ea\x8an\x8n_\x8_a\x8ab\x8bs\x8so\x8ol\x8lu\x8ut\x8te\x8e_\x8_p\x8pe\x8er\x8rc\x8ce\x8en\x8nt\x8ta\x8ag\x8ge\x8e_\x8_e\x8er\x8rr\x8ro\x8or\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 91 | _\x8L_\x8a_\x8g_\x8g_\x8e_\x8d_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8t_\x8i_\x8m_\x8e_\x8·_\x8s_\x8e_\x8r_\x8i_\x8e_\x8s_\x8·_\x8f_\x8o_\x8r_\x8e_\x8c_\x8a_\x8s_\x8t_\x8i_\x8n_\x8g | 91 | _\x8L_\x8a_\x8g_\x8g_\x8e_\x8d_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8t_\x8i_\x8m_\x8e_\x8·_\x8s_\x8e_\x8r_\x8i_\x8e_\x8s_\x8·_\x8f_\x8o_\x8r_\x8e_\x8c_\x8a_\x8s_\x8t_\x8i_\x8n_\x8g |
| 92 | Lagged·features·for·time·series·forecasting | 92 | Lagged·features·for·time·series·forecasting |
| 93 | ©·2007·-·202 | 93 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 227 | <div·class="clearer"></div></section> | 227 | <div·class="clearer"></div></section> |
| 228 | ······</div> | 228 | ······</div> |
| 229 | ····<div·class="container"> | 229 | ····<div·class="container"> |
| 230 | ······<footer·class="sk-content-footer"> | 230 | ······<footer·class="sk-content-footer"> |
| 231 | ············©·2007·-·202 | 231 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 232 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.mean_gamma_deviance.rst.txt"·rel="nofollow">Show·this·page·source</a> | 232 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.mean_gamma_deviance.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 233 | ······</footer> | 233 | ······</footer> |
| 234 | ····</div> | 234 | ····</div> |
| 235 | ··</div> | 235 | ··</div> |
| 236 | </div> | 236 | </div> |
| 237 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 237 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 49 | ··················A·non-negative·floating·point·value·(the·best·value·is·0.0). | 49 | ··················A·non-negative·floating·point·value·(the·best·value·is·0.0). |
| 50 | ······Examples | 50 | ······Examples |
| 51 | ······>>>·from·sklearn.metrics·import·mean_gamma_deviance | 51 | ······>>>·from·sklearn.metrics·import·mean_gamma_deviance |
| 52 | ······>>>·y_true·=·[2,·0.5,·1,·4] | 52 | ······>>>·y_true·=·[2,·0.5,·1,·4] |
| 53 | ······>>>·y_pred·=·[0.5,·0.5,·2.,·2.] | 53 | ······>>>·y_pred·=·[0.5,·0.5,·2.,·2.] |
| 54 | ······>>>·mean_gamma_deviance(y_true,·y_pred) | 54 | ······>>>·mean_gamma_deviance(y_true,·y_pred) |
| 55 | ······1.0568... | 55 | ······1.0568... |
| 56 | ©·2007·-·202 | 56 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 265 | </div></div><div·class="clearer"></div></section> | 265 | </div></div><div·class="clearer"></div></section> |
| 266 | </section> | 266 | </section> |
| 267 | ······</div> | 267 | ······</div> |
| 268 | ····<div·class="container"> | 268 | ····<div·class="container"> |
| 269 | ······<footer·class="sk-content-footer"> | 269 | ······<footer·class="sk-content-footer"> |
| 270 | ············©·2007·-·202 | 270 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 271 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.mean_pinball_loss.rst.txt"·rel="nofollow">Show·this·page·source</a> | 271 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.mean_pinball_loss.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 272 | ······</footer> | 272 | ······</footer> |
| 273 | ····</div> | 273 | ····</div> |
| 274 | ··</div> | 274 | ··</div> |
| 275 | </div> | 275 | </div> |
| 276 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 276 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 82 | _\x8R_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8·_\x8H_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n_\x8·_\x81_\x8._\x80 | 82 | _\x8R_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8·_\x8H_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n_\x8·_\x81_\x8._\x80 |
| 83 | Release·Highlights·for·scikit-learn·1.0 | 83 | Release·Highlights·for·scikit-learn·1.0 |
| 84 | _\x8P_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8I_\x8n_\x8t_\x8e_\x8r_\x8v_\x8a_\x8l_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8G_\x8r_\x8a_\x8d_\x8i_\x8e_\x8n_\x8t_\x8·_\x8B_\x8o_\x8o_\x8s_\x8t_\x8i_\x8n_\x8g_\x8·_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n | 84 | _\x8P_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8I_\x8n_\x8t_\x8e_\x8r_\x8v_\x8a_\x8l_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8G_\x8r_\x8a_\x8d_\x8i_\x8e_\x8n_\x8t_\x8·_\x8B_\x8o_\x8o_\x8s_\x8t_\x8i_\x8n_\x8g_\x8·_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n |
| 85 | Prediction·Intervals·for·Gradient·Boosting·Regression | 85 | Prediction·Intervals·for·Gradient·Boosting·Regression |
| 86 | _\x8L_\x8a_\x8g_\x8g_\x8e_\x8d_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8t_\x8i_\x8m_\x8e_\x8·_\x8s_\x8e_\x8r_\x8i_\x8e_\x8s_\x8·_\x8f_\x8o_\x8r_\x8e_\x8c_\x8a_\x8s_\x8t_\x8i_\x8n_\x8g | 86 | _\x8L_\x8a_\x8g_\x8g_\x8e_\x8d_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8t_\x8i_\x8m_\x8e_\x8·_\x8s_\x8e_\x8r_\x8i_\x8e_\x8s_\x8·_\x8f_\x8o_\x8r_\x8e_\x8c_\x8a_\x8s_\x8t_\x8i_\x8n_\x8g |
| 87 | Lagged·features·for·time·series·forecasting | 87 | Lagged·features·for·time·series·forecasting |
| 88 | ©·2007·-·202 | 88 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 235 | </div></div><div·class="clearer"></div></section> | 235 | </div></div><div·class="clearer"></div></section> |
| 236 | </section> | 236 | </section> |
| 237 | ······</div> | 237 | ······</div> |
| 238 | ····<div·class="container"> | 238 | ····<div·class="container"> |
| 239 | ······<footer·class="sk-content-footer"> | 239 | ······<footer·class="sk-content-footer"> |
| 240 | ············©·2007·-·202 | 240 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 241 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.mean_poisson_deviance.rst.txt"·rel="nofollow">Show·this·page·source</a> | 241 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.mean_poisson_deviance.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 242 | ······</footer> | 242 | ······</footer> |
| 243 | ····</div> | 243 | ····</div> |
| 244 | ··</div> | 244 | ··</div> |
| 245 | </div> | 245 | </div> |
| 246 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 246 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 52 | ······>>>·y_true·=·[2,·0,·1,·4] | 52 | ······>>>·y_true·=·[2,·0,·1,·4] |
| 53 | ······>>>·y_pred·=·[0.5,·0.5,·2.,·2.] | 53 | ······>>>·y_pred·=·[0.5,·0.5,·2.,·2.] |
| 54 | ······>>>·mean_poisson_deviance(y_true,·y_pred) | 54 | ······>>>·mean_poisson_deviance(y_true,·y_pred) |
| 55 | ······1.4260... | 55 | ······1.4260... |
| 56 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.m\x8me\x8ea\x8an\x8n_\x8_p\x8po\x8oi\x8is\x8ss\x8so\x8on\x8n_\x8_d\x8de\x8ev\x8vi\x8ia\x8an\x8nc\x8ce\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 56 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.m\x8me\x8ea\x8an\x8n_\x8_p\x8po\x8oi\x8is\x8ss\x8so\x8on\x8n_\x8_d\x8de\x8ev\x8vi\x8ia\x8an\x8nc\x8ce\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 57 | _\x8P_\x8o_\x8i_\x8s_\x8s_\x8o_\x8n_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8a_\x8n_\x8d_\x8·_\x8n_\x8o_\x8n_\x8-_\x8n_\x8o_\x8r_\x8m_\x8a_\x8l_\x8·_\x8l_\x8o_\x8s_\x8s | 57 | _\x8P_\x8o_\x8i_\x8s_\x8s_\x8o_\x8n_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8a_\x8n_\x8d_\x8·_\x8n_\x8o_\x8n_\x8-_\x8n_\x8o_\x8r_\x8m_\x8a_\x8l_\x8·_\x8l_\x8o_\x8s_\x8s |
| 58 | Poisson·regression·and·non-normal·loss | 58 | Poisson·regression·and·non-normal·loss |
| 59 | ©·2007·-·202 | 59 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 285 | </div></div><div·class="clearer"></div></section> | 285 | </div></div><div·class="clearer"></div></section> |
| 286 | </section> | 286 | </section> |
| 287 | ······</div> | 287 | ······</div> |
| 288 | ····<div·class="container"> | 288 | ····<div·class="container"> |
| 289 | ······<footer·class="sk-content-footer"> | 289 | ······<footer·class="sk-content-footer"> |
| 290 | ············©·2007·-·202 | 290 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 291 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.mean_squared_error.rst.txt"·rel="nofollow">Show·this·page·source</a> | 291 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.mean_squared_error.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 292 | ······</footer> | 292 | ······</footer> |
| 293 | ····</div> | 293 | ····</div> |
| 294 | ··</div> | 294 | ··</div> |
| 295 | </div> | 295 | </div> |
| 296 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 296 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 92 | Quantile·regression | 92 | Quantile·regression |
| 93 | _\x8R_\x8i_\x8d_\x8g_\x8e_\x8·_\x8c_\x8o_\x8e_\x8f_\x8f_\x8i_\x8c_\x8i_\x8e_\x8n_\x8t_\x8s_\x8·_\x8a_\x8s_\x8·_\x8a_\x8·_\x8f_\x8u_\x8n_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8t_\x8h_\x8e_\x8·_\x8L_\x82_\x8·_\x8R_\x8e_\x8g_\x8u_\x8l_\x8a_\x8r_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n | 93 | _\x8R_\x8i_\x8d_\x8g_\x8e_\x8·_\x8c_\x8o_\x8e_\x8f_\x8f_\x8i_\x8c_\x8i_\x8e_\x8n_\x8t_\x8s_\x8·_\x8a_\x8s_\x8·_\x8a_\x8·_\x8f_\x8u_\x8n_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8t_\x8h_\x8e_\x8·_\x8L_\x82_\x8·_\x8R_\x8e_\x8g_\x8u_\x8l_\x8a_\x8r_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n |
| 94 | Ridge·coefficients·as·a·function·of·the·L2·Regularization | 94 | Ridge·coefficients·as·a·function·of·the·L2·Regularization |
| 95 | _\x8R_\x8o_\x8b_\x8u_\x8s_\x8t_\x8·_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8·_\x8f_\x8i_\x8t_\x8t_\x8i_\x8n_\x8g | 95 | _\x8R_\x8o_\x8b_\x8u_\x8s_\x8t_\x8·_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8·_\x8f_\x8i_\x8t_\x8t_\x8i_\x8n_\x8g |
| 96 | Robust·linear·estimator·fitting | 96 | Robust·linear·estimator·fitting |
| 97 | _\x8T_\x8w_\x8e_\x8e_\x8d_\x8i_\x8e_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8i_\x8n_\x8s_\x8u_\x8r_\x8a_\x8n_\x8c_\x8e_\x8·_\x8c_\x8l_\x8a_\x8i_\x8m_\x8s | 97 | _\x8T_\x8w_\x8e_\x8e_\x8d_\x8i_\x8e_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8i_\x8n_\x8s_\x8u_\x8r_\x8a_\x8n_\x8c_\x8e_\x8·_\x8c_\x8l_\x8a_\x8i_\x8m_\x8s |
| 98 | Tweedie·regression·on·insurance·claims | 98 | Tweedie·regression·on·insurance·claims |
| 99 | ©·2007·-·202 | 99 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 251 | <div·class="clearer"></div></section> | 251 | <div·class="clearer"></div></section> |
| 252 | ······</div> | 252 | ······</div> |
| 253 | ····<div·class="container"> | 253 | ····<div·class="container"> |
| 254 | ······<footer·class="sk-content-footer"> | 254 | ······<footer·class="sk-content-footer"> |
| 255 | ············©·2007·-·202 | 255 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 256 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.mean_squared_log_error.rst.txt"·rel="nofollow">Show·this·page·source</a> | 256 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.mean_squared_log_error.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 257 | ······</footer> | 257 | ······</footer> |
| 258 | ····</div> | 258 | ····</div> |
| 259 | ··</div> | 259 | ··</div> |
| 260 | </div> | 260 | </div> |
| 261 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 261 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 71 | ······>>>·y_pred·=·[[0.5,·2],·[1,·2.5],·[8,·8]] | 71 | ······>>>·y_pred·=·[[0.5,·2],·[1,·2.5],·[8,·8]] |
| 72 | ······>>>·mean_squared_log_error(y_true,·y_pred) | 72 | ······>>>·mean_squared_log_error(y_true,·y_pred) |
| 73 | ······0.044... | 73 | ······0.044... |
| 74 | ······>>>·mean_squared_log_error(y_true,·y_pred,·multioutput='raw_values') | 74 | ······>>>·mean_squared_log_error(y_true,·y_pred,·multioutput='raw_values') |
| 75 | ······array([0.00462428,·0.08377444]) | 75 | ······array([0.00462428,·0.08377444]) |
| 76 | ······>>>·mean_squared_log_error(y_true,·y_pred,·multioutput=[0.3,·0.7]) | 76 | ······>>>·mean_squared_log_error(y_true,·y_pred,·multioutput=[0.3,·0.7]) |
| 77 | ······0.060... | 77 | ······0.060... |
| 78 | ©·2007·-·202 | 78 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 252 | </section> | 252 | </section> |
| 253 | ······</div> | 253 | ······</div> |
| 254 | ····<div·class="container"> | 254 | ····<div·class="container"> |
| 255 | ······<footer·class="sk-content-footer"> | 255 | ······<footer·class="sk-content-footer"> |
| 256 | ············©·2007·-·202 | 256 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 257 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.mean_tweedie_deviance.rst.txt"·rel="nofollow">Show·this·page·source</a> | 257 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.mean_tweedie_deviance.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 258 | ······</footer> | 258 | ······</footer> |
| 259 | ····</div> | 259 | ····</div> |
| 260 | ··</div> | 260 | ··</div> |
| 261 | </div> | 261 | </div> |
| 262 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 262 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 69 | ······>>>·y_true·=·[2,·0,·1,·4] | 69 | ······>>>·y_true·=·[2,·0,·1,·4] |
| 70 | ······>>>·y_pred·=·[0.5,·0.5,·2.,·2.] | 70 | ······>>>·y_pred·=·[0.5,·0.5,·2.,·2.] |
| 71 | ······>>>·mean_tweedie_deviance(y_true,·y_pred,·power=1) | 71 | ······>>>·mean_tweedie_deviance(y_true,·y_pred,·power=1) |
| 72 | ······1.4260... | 72 | ······1.4260... |
| 73 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.m\x8me\x8ea\x8an\x8n_\x8_t\x8tw\x8we\x8ee\x8ed\x8di\x8ie\x8e_\x8_d\x8de\x8ev\x8vi\x8ia\x8an\x8nc\x8ce\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 73 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.m\x8me\x8ea\x8an\x8n_\x8_t\x8tw\x8we\x8ee\x8ed\x8di\x8ie\x8e_\x8_d\x8de\x8ev\x8vi\x8ia\x8an\x8nc\x8ce\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 74 | _\x8T_\x8w_\x8e_\x8e_\x8d_\x8i_\x8e_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8i_\x8n_\x8s_\x8u_\x8r_\x8a_\x8n_\x8c_\x8e_\x8·_\x8c_\x8l_\x8a_\x8i_\x8m_\x8s | 74 | _\x8T_\x8w_\x8e_\x8e_\x8d_\x8i_\x8e_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8i_\x8n_\x8s_\x8u_\x8r_\x8a_\x8n_\x8c_\x8e_\x8·_\x8c_\x8l_\x8a_\x8i_\x8m_\x8s |
| 75 | Tweedie·regression·on·insurance·claims | 75 | Tweedie·regression·on·insurance·claims |
| 76 | ©·2007·-·202 | 76 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 260 | </div></div><div·class="clearer"></div></section> | 260 | </div></div><div·class="clearer"></div></section> |
| 261 | </section> | 261 | </section> |
| 262 | ······</div> | 262 | ······</div> |
| 263 | ····<div·class="container"> | 263 | ····<div·class="container"> |
| 264 | ······<footer·class="sk-content-footer"> | 264 | ······<footer·class="sk-content-footer"> |
| 265 | ············©·2007·-·202 | 265 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 266 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.median_absolute_error.rst.txt"·rel="nofollow">Show·this·page·source</a> | 266 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.median_absolute_error.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 267 | ······</footer> | 267 | ······</footer> |
| 268 | ····</div> | 268 | ····</div> |
| 269 | ··</div> | 269 | ··</div> |
| 270 | </div> | 270 | </div> |
| 271 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 271 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 74 | ······>>>·median_absolute_error(y_true,·y_pred,·multioutput=[0.3,·0.7]) | 74 | ······>>>·median_absolute_error(y_true,·y_pred,·multioutput=[0.3,·0.7]) |
| 75 | ······0.85 | 75 | ······0.85 |
| 76 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.m\x8me\x8ed\x8di\x8ia\x8an\x8n_\x8_a\x8ab\x8bs\x8so\x8ol\x8lu\x8ut\x8te\x8e_\x8_e\x8er\x8rr\x8ro\x8or\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 76 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.m\x8me\x8ed\x8di\x8ia\x8an\x8n_\x8_a\x8ab\x8bs\x8so\x8ol\x8lu\x8ut\x8te\x8e_\x8_e\x8er\x8rr\x8ro\x8or\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 77 | _\x8C_\x8o_\x8m_\x8m_\x8o_\x8n_\x8·_\x8p_\x8i_\x8t_\x8f_\x8a_\x8l_\x8l_\x8s_\x8·_\x8i_\x8n_\x8·_\x8t_\x8h_\x8e_\x8·_\x8i_\x8n_\x8t_\x8e_\x8r_\x8p_\x8r_\x8e_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8c_\x8o_\x8e_\x8f_\x8f_\x8i_\x8c_\x8i_\x8e_\x8n_\x8t_\x8s_\x8·_\x8o_\x8f_\x8·_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l_\x8s | 77 | _\x8C_\x8o_\x8m_\x8m_\x8o_\x8n_\x8·_\x8p_\x8i_\x8t_\x8f_\x8a_\x8l_\x8l_\x8s_\x8·_\x8i_\x8n_\x8·_\x8t_\x8h_\x8e_\x8·_\x8i_\x8n_\x8t_\x8e_\x8r_\x8p_\x8r_\x8e_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8c_\x8o_\x8e_\x8f_\x8f_\x8i_\x8c_\x8i_\x8e_\x8n_\x8t_\x8s_\x8·_\x8o_\x8f_\x8·_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l_\x8s |
| 78 | Common·pitfalls·in·the·interpretation·of·coefficients·of·linear·models | 78 | Common·pitfalls·in·the·interpretation·of·coefficients·of·linear·models |
| 79 | _\x8E_\x8f_\x8f_\x8e_\x8c_\x8t_\x8·_\x8o_\x8f_\x8·_\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8t_\x8a_\x8r_\x8g_\x8e_\x8t_\x8s_\x8·_\x8i_\x8n_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l | 79 | _\x8E_\x8f_\x8f_\x8e_\x8c_\x8t_\x8·_\x8o_\x8f_\x8·_\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8t_\x8a_\x8r_\x8g_\x8e_\x8t_\x8s_\x8·_\x8i_\x8n_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l |
| 80 | Effect·of·transforming·the·targets·in·regression·model | 80 | Effect·of·transforming·the·targets·in·regression·model |
| 81 | ©·2007·-·202 | 81 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 286 | <div·class="clearer"></div></section> | 286 | <div·class="clearer"></div></section> |
| 287 | ······</div> | 287 | ······</div> |
| 288 | ····<div·class="container"> | 288 | ····<div·class="container"> |
| 289 | ······<footer·class="sk-content-footer"> | 289 | ······<footer·class="sk-content-footer"> |
| 290 | ············©·2007·-·202 | 290 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 291 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.multilabel_confusion_matrix.rst.txt"·rel="nofollow">Show·this·page·source</a> | 291 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.multilabel_confusion_matrix.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 292 | ······</footer> | 292 | ······</footer> |
| 293 | ····</div> | 293 | ····</div> |
| 294 | ··</div> | 294 | ··</div> |
| 295 | </div> | 295 | </div> |
| 296 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 296 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 102 | ··············[0,·2]], | 102 | ··············[0,·2]], |
| 103 | ·············[[5,·0], | 103 | ·············[[5,·0], |
| 104 | ··············[1,·0]], | 104 | ··············[1,·0]], |
| 105 | ·············[[2,·1], | 105 | ·············[[2,·1], |
| 106 | ··············[1,·2]]]) | 106 | ··············[1,·2]]]) |
| 107 | ©·2007·-·202 | 107 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 266 | </div></div><div·class="clearer"></div></section> | 266 | </div></div><div·class="clearer"></div></section> |
| 267 | </section> | 267 | </section> |
| 268 | ······</div> | 268 | ······</div> |
| 269 | ····<div·class="container"> | 269 | ····<div·class="container"> |
| 270 | ······<footer·class="sk-content-footer"> | 270 | ······<footer·class="sk-content-footer"> |
| 271 | ············©·2007·-·202 | 271 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 272 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.mutual_info_score.rst.txt"·rel="nofollow">Show·this·page·source</a> | 272 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.mutual_info_score.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 273 | ······</footer> | 273 | ······</footer> |
| 274 | ····</div> | 274 | ····</div> |
| 275 | ··</div> | 275 | ··</div> |
| 276 | </div> | 276 | </div> |
| 277 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 277 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 77 | ······>>>·labels_true·=·[0,·1,·1,·0,·1,·0] | 77 | ······>>>·labels_true·=·[0,·1,·1,·0,·1,·0] |
| 78 | ······>>>·labels_pred·=·[0,·1,·0,·0,·1,·1] | 78 | ······>>>·labels_pred·=·[0,·1,·0,·0,·1,·1] |
| 79 | ······>>>·mutual_info_score(labels_true,·labels_pred) | 79 | ······>>>·mutual_info_score(labels_true,·labels_pred) |
| 80 | ······0.056... | 80 | ······0.056... |
| 81 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.m\x8mu\x8ut\x8tu\x8ua\x8al\x8l_\x8_i\x8in\x8nf\x8fo\x8o_\x8_s\x8sc\x8co\x8or\x8re\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 81 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.m\x8mu\x8ut\x8tu\x8ua\x8al\x8l_\x8_i\x8in\x8nf\x8fo\x8o_\x8_s\x8sc\x8co\x8or\x8re\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 82 | _\x8A_\x8d_\x8j_\x8u_\x8s_\x8t_\x8m_\x8e_\x8n_\x8t_\x8·_\x8f_\x8o_\x8r_\x8·_\x8c_\x8h_\x8a_\x8n_\x8c_\x8e_\x8·_\x8i_\x8n_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8p_\x8e_\x8r_\x8f_\x8o_\x8r_\x8m_\x8a_\x8n_\x8c_\x8e_\x8·_\x8e_\x8v_\x8a_\x8l_\x8u_\x8a_\x8t_\x8i_\x8o_\x8n | 82 | _\x8A_\x8d_\x8j_\x8u_\x8s_\x8t_\x8m_\x8e_\x8n_\x8t_\x8·_\x8f_\x8o_\x8r_\x8·_\x8c_\x8h_\x8a_\x8n_\x8c_\x8e_\x8·_\x8i_\x8n_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8p_\x8e_\x8r_\x8f_\x8o_\x8r_\x8m_\x8a_\x8n_\x8c_\x8e_\x8·_\x8e_\x8v_\x8a_\x8l_\x8u_\x8a_\x8t_\x8i_\x8o_\x8n |
| 83 | Adjustment·for·chance·in·clustering·performance·evaluation | 83 | Adjustment·for·chance·in·clustering·performance·evaluation |
| 84 | ©·2007·-·202 | 84 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 283 | <div·class="clearer"></div></section> | 283 | <div·class="clearer"></div></section> |
| 284 | ······</div> | 284 | ······</div> |
| 285 | ····<div·class="container"> | 285 | ····<div·class="container"> |
| 286 | ······<footer·class="sk-content-footer"> | 286 | ······<footer·class="sk-content-footer"> |
| 287 | ············©·2007·-·202 | 287 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 288 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.ndcg_score.rst.txt"·rel="nofollow">Show·this·page·source</a> | 288 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.ndcg_score.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 289 | ······</footer> | 289 | ······</footer> |
| 290 | ····</div> | 290 | ····</div> |
| 291 | ··</div> | 291 | ··</div> |
| 292 | </div> | 292 | </div> |
| 293 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 293 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 103 | ······0.75... | 103 | ······0.75... |
| 104 | ······>>>·#·we·can·choose·to·ignore·ties·for·faster·results,·but·only | 104 | ······>>>·#·we·can·choose·to·ignore·ties·for·faster·results,·but·only |
| 105 | ······>>>·#·if·we·know·there·aren't·ties·in·our·scores,·otherwise·we·get | 105 | ······>>>·#·if·we·know·there·aren't·ties·in·our·scores,·otherwise·we·get |
| 106 | ······>>>·#·wrong·results: | 106 | ······>>>·#·wrong·results: |
| 107 | ······>>>·ndcg_score(true_relevance, | 107 | ······>>>·ndcg_score(true_relevance, |
| 108 | ······...···········scores,·k=1,·ignore_ties=True) | 108 | ······...···········scores,·k=1,·ignore_ties=True) |
| 109 | ······0.5... | 109 | ······0.5... |
| 110 | ©·2007·-·202 | 110 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 277 | </div></div><div·class="clearer"></div></section> | 277 | </div></div><div·class="clearer"></div></section> |
| 278 | </section> | 278 | </section> |
| 279 | ······</div> | 279 | ······</div> |
| 280 | ····<div·class="container"> | 280 | ····<div·class="container"> |
| 281 | ······<footer·class="sk-content-footer"> | 281 | ······<footer·class="sk-content-footer"> |
| 282 | ············©·2007·-·202 | 282 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 283 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.normalized_mutual_info_score.rst.txt"·rel="nofollow">Show·this·page·source</a> | 283 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.normalized_mutual_info_score.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 284 | ······</footer> | 284 | ······</footer> |
| 285 | ····</div> | 285 | ····</div> |
| 286 | ··</div> | 286 | ··</div> |
| 287 | </div> | 287 | </div> |
| 288 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 288 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 86 | ······assignment·is·totally·in-complete,·hence·the·NMI·is·null: | 86 | ······assignment·is·totally·in-complete,·hence·the·NMI·is·null: |
| 87 | ······>>>·normalized_mutual_info_score([0,·0,·0,·0],·[0,·1,·2,·3]) | 87 | ······>>>·normalized_mutual_info_score([0,·0,·0,·0],·[0,·1,·2,·3]) |
| 88 | ······... | 88 | ······... |
| 89 | ······0.0 | 89 | ······0.0 |
| 90 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.n\x8no\x8or\x8rm\x8ma\x8al\x8li\x8iz\x8ze\x8ed\x8d_\x8_m\x8mu\x8ut\x8tu\x8ua\x8al\x8l_\x8_i\x8in\x8nf\x8fo\x8o_\x8_s\x8sc\x8co\x8or\x8re\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 90 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.n\x8no\x8or\x8rm\x8ma\x8al\x8li\x8iz\x8ze\x8ed\x8d_\x8_m\x8mu\x8ut\x8tu\x8ua\x8al\x8l_\x8_i\x8in\x8nf\x8fo\x8o_\x8_s\x8sc\x8co\x8or\x8re\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 91 | _\x8A_\x8d_\x8j_\x8u_\x8s_\x8t_\x8m_\x8e_\x8n_\x8t_\x8·_\x8f_\x8o_\x8r_\x8·_\x8c_\x8h_\x8a_\x8n_\x8c_\x8e_\x8·_\x8i_\x8n_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8p_\x8e_\x8r_\x8f_\x8o_\x8r_\x8m_\x8a_\x8n_\x8c_\x8e_\x8·_\x8e_\x8v_\x8a_\x8l_\x8u_\x8a_\x8t_\x8i_\x8o_\x8n | 91 | _\x8A_\x8d_\x8j_\x8u_\x8s_\x8t_\x8m_\x8e_\x8n_\x8t_\x8·_\x8f_\x8o_\x8r_\x8·_\x8c_\x8h_\x8a_\x8n_\x8c_\x8e_\x8·_\x8i_\x8n_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8p_\x8e_\x8r_\x8f_\x8o_\x8r_\x8m_\x8a_\x8n_\x8c_\x8e_\x8·_\x8e_\x8v_\x8a_\x8l_\x8u_\x8a_\x8t_\x8i_\x8o_\x8n |
| 92 | Adjustment·for·chance·in·clustering·performance·evaluation | 92 | Adjustment·for·chance·in·clustering·performance·evaluation |
| 93 | ©·2007·-·202 | 93 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 251 | <div·class="clearer"></div></section> | 251 | <div·class="clearer"></div></section> |
| 252 | ······</div> | 252 | ······</div> |
| 253 | ····<div·class="container"> | 253 | ····<div·class="container"> |
| 254 | ······<footer·class="sk-content-footer"> | 254 | ······<footer·class="sk-content-footer"> |
| 255 | ············©·2007·-·202 | 255 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 256 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.pairwise.additive_chi2_kernel.rst.txt"·rel="nofollow">Show·this·page·source</a> | 256 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.pairwise.additive_chi2_kernel.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 257 | ······</footer> | 257 | ······</footer> |
| 258 | ····</div> | 258 | ····</div> |
| 259 | ··</div> | 259 | ··</div> |
| 260 | </div> | 260 | </div> |
| 261 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 261 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 64 | ······Examples | 64 | ······Examples |
| 65 | ······>>>·from·sklearn.metrics.pairwise·import·additive_chi2_kernel | 65 | ······>>>·from·sklearn.metrics.pairwise·import·additive_chi2_kernel |
| 66 | ······>>>·X·=·[[0,·0,·0],·[1,·1,·1]] | 66 | ······>>>·X·=·[[0,·0,·0],·[1,·1,·1]] |
| 67 | ······>>>·Y·=·[[1,·0,·0],·[1,·1,·0]] | 67 | ······>>>·Y·=·[[1,·0,·0],·[1,·1,·0]] |
| 68 | ······>>>·additive_chi2_kernel(X,·Y) | 68 | ······>>>·additive_chi2_kernel(X,·Y) |
| 69 | ······array([[-1.,·-2.], | 69 | ······array([[-1.,·-2.], |
| 70 | ·············[-2.,·-1.]]) | 70 | ·············[-2.,·-1.]]) |
| 71 | ©·2007·-·202 | 71 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 250 | <div·class="clearer"></div></section> | 250 | <div·class="clearer"></div></section> |
| 251 | ······</div> | 251 | ······</div> |
| 252 | ····<div·class="container"> | 252 | ····<div·class="container"> |
| 253 | ······<footer·class="sk-content-footer"> | 253 | ······<footer·class="sk-content-footer"> |
| 254 | ············©·2007·-·202 | 254 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 255 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.pairwise.chi2_kernel.rst.txt"·rel="nofollow">Show·this·page·source</a> | 255 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.pairwise.chi2_kernel.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 256 | ······</footer> | 256 | ······</footer> |
| 257 | ····</div> | 257 | ····</div> |
| 258 | ··</div> | 258 | ··</div> |
| 259 | </div> | 259 | </div> |
| 260 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 260 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 62 | ······Examples | 62 | ······Examples |
| 63 | ······>>>·from·sklearn.metrics.pairwise·import·chi2_kernel | 63 | ······>>>·from·sklearn.metrics.pairwise·import·chi2_kernel |
| 64 | ······>>>·X·=·[[0,·0,·0],·[1,·1,·1]] | 64 | ······>>>·X·=·[[0,·0,·0],·[1,·1,·1]] |
| 65 | ······>>>·Y·=·[[1,·0,·0],·[1,·1,·0]] | 65 | ······>>>·Y·=·[[1,·0,·0],·[1,·1,·0]] |
| 66 | ······>>>·chi2_kernel(X,·Y) | 66 | ······>>>·chi2_kernel(X,·Y) |
| 67 | ······array([[0.36...,·0.13...], | 67 | ······array([[0.36...,·0.13...], |
| 68 | ·············[0.13...,·0.36...]]) | 68 | ·············[0.13...,·0.36...]]) |
| 69 | ©·2007·-·202 | 69 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 233 | <div·class="clearer"></div></section> | 233 | <div·class="clearer"></div></section> |
| 234 | ······</div> | 234 | ······</div> |
| 235 | ····<div·class="container"> | 235 | ····<div·class="container"> |
| 236 | ······<footer·class="sk-content-footer"> | 236 | ······<footer·class="sk-content-footer"> |
| 237 | ············©·2007·-·202 | 237 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 238 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.pairwise.cosine_distances.rst.txt"·rel="nofollow">Show·this·page·source</a> | 238 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.pairwise.cosine_distances.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 239 | ······</footer> | 239 | ······</footer> |
| 240 | ····</div> | 240 | ····</div> |
| 241 | ··</div> | 241 | ··</div> |
| 242 | </div> | 242 | </div> |
| 243 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 243 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 51 | ······Examples | 51 | ······Examples |
| 52 | ······>>>·from·sklearn.metrics.pairwise·import·cosine_distances | 52 | ······>>>·from·sklearn.metrics.pairwise·import·cosine_distances |
| 53 | ······>>>·X·=·[[0,·0,·0],·[1,·1,·1]] | 53 | ······>>>·X·=·[[0,·0,·0],·[1,·1,·1]] |
| 54 | ······>>>·Y·=·[[1,·0,·0],·[1,·1,·0]] | 54 | ······>>>·Y·=·[[1,·0,·0],·[1,·1,·0]] |
| 55 | ······>>>·cosine_distances(X,·Y) | 55 | ······>>>·cosine_distances(X,·Y) |
| 56 | ······array([[1.·····,·1.·····], | 56 | ······array([[1.·····,·1.·····], |
| 57 | ·············[0.42...,·0.18...]]) | 57 | ·············[0.42...,·0.18...]]) |
| 58 | ©·2007·-·202 | 58 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 245 | </div></div><div·class="clearer"></div></section> | 245 | </div></div><div·class="clearer"></div></section> |
| 246 | </section> | 246 | </section> |
| 247 | ······</div> | 247 | ······</div> |
| 248 | ····<div·class="container"> | 248 | ····<div·class="container"> |
| 249 | ······<footer·class="sk-content-footer"> | 249 | ······<footer·class="sk-content-footer"> |
| 250 | ············©·2007·-·202 | 250 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 251 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.pairwise.cosine_similarity.rst.txt"·rel="nofollow">Show·this·page·source</a> | 251 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.pairwise.cosine_similarity.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 252 | ······</footer> | 252 | ······</footer> |
| 253 | ····</div> | 253 | ····</div> |
| 254 | ··</div> | 254 | ··</div> |
| 255 | </div> | 255 | </div> |
| 256 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 256 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 61 | ······>>>·Y·=·[[1,·0,·0],·[1,·1,·0]] | 61 | ······>>>·Y·=·[[1,·0,·0],·[1,·1,·0]] |
| 62 | ······>>>·cosine_similarity(X,·Y) | 62 | ······>>>·cosine_similarity(X,·Y) |
| 63 | ······array([[0.·····,·0.·····], | 63 | ······array([[0.·····,·0.·····], |
| 64 | ·············[0.57...,·0.81...]]) | 64 | ·············[0.57...,·0.81...]]) |
| 65 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.p\x8pa\x8ai\x8ir\x8rw\x8wi\x8is\x8se\x8e.\x8.c\x8co\x8os\x8si\x8in\x8ne\x8e_\x8_s\x8si\x8im\x8mi\x8il\x8la\x8ar\x8ri\x8it\x8ty\x8y_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 65 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.p\x8pa\x8ai\x8ir\x8rw\x8wi\x8is\x8se\x8e.\x8.c\x8co\x8os\x8si\x8in\x8ne\x8e_\x8_s\x8si\x8im\x8mi\x8il\x8la\x8ar\x8ri\x8it\x8ty\x8y_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 66 | _\x8P_\x8l_\x8o_\x8t_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8b_\x8o_\x8u_\x8n_\x8d_\x8a_\x8r_\x8i_\x8e_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8S_\x8V_\x8M_\x8·_\x8K_\x8e_\x8r_\x8n_\x8e_\x8l_\x8s | 66 | _\x8P_\x8l_\x8o_\x8t_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8b_\x8o_\x8u_\x8n_\x8d_\x8a_\x8r_\x8i_\x8e_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8S_\x8V_\x8M_\x8·_\x8K_\x8e_\x8r_\x8n_\x8e_\x8l_\x8s |
| 67 | Plot·classification·boundaries·with·different·SVM·Kernels | 67 | Plot·classification·boundaries·with·different·SVM·Kernels |
| 68 | ©·2007·-·202 | 68 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 243 | <div·class="clearer"></div></section> | 243 | <div·class="clearer"></div></section> |
| 244 | ······</div> | 244 | ······</div> |
| 245 | ····<div·class="container"> | 245 | ····<div·class="container"> |
| 246 | ······<footer·class="sk-content-footer"> | 246 | ······<footer·class="sk-content-footer"> |
| 247 | ············©·2007·-·202 | 247 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 248 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.pairwise.distance_metrics.rst.txt"·rel="nofollow">Show·this·page·source</a> | 248 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.pairwise.distance_metrics.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 249 | ······</footer> | 249 | ······</footer> |
| 250 | ····</div> | 250 | ····</div> |
| 251 | ··</div> | 251 | ··</div> |
| 252 | </div> | 252 | </div> |
| 253 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 253 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 45 | ······‘l2’············metrics.pairwise.euclidean_distances | 45 | ······‘l2’············metrics.pairwise.euclidean_distances |
| 46 | ······‘manhattan’·····metrics.pairwise.manhattan_distances | 46 | ······‘manhattan’·····metrics.pairwise.manhattan_distances |
| 47 | ······‘nan_euclidean’·metrics.pairwise.nan_euclidean_distances | 47 | ······‘nan_euclidean’·metrics.pairwise.nan_euclidean_distances |
| 48 | ······Read·more·in·the·_\x8U_\x8s_\x8e_\x8r_\x8·_\x8G_\x8u_\x8i_\x8d_\x8e. | 48 | ······Read·more·in·the·_\x8U_\x8s_\x8e_\x8r_\x8·_\x8G_\x8u_\x8i_\x8d_\x8e. |
| 49 | ········Returns: | 49 | ········Returns: |
| 50 | ··············d\x8di\x8is\x8st\x8ta\x8an\x8nc\x8ce\x8e_\x8_m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8sdict | 50 | ··············d\x8di\x8is\x8st\x8ta\x8an\x8nc\x8ce\x8e_\x8_m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8sdict |
| 51 | ··················Returns·valid·metrics·for·pairwise_distances. | 51 | ··················Returns·valid·metrics·for·pairwise_distances. |
| 52 | ©·2007·-·202 | 52 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 262 | <div·class="clearer"></div></section> | 262 | <div·class="clearer"></div></section> |
| 263 | ······</div> | 263 | ······</div> |
| 264 | ····<div·class="container"> | 264 | ····<div·class="container"> |
| 265 | ······<footer·class="sk-content-footer"> | 265 | ······<footer·class="sk-content-footer"> |
| 266 | ············©·2007·-·202 | 266 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 267 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.pairwise.euclidean_distances.rst.txt"·rel="nofollow">Show·this·page·source</a> | 267 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.pairwise.euclidean_distances.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 268 | ······</footer> | 268 | ······</footer> |
| 269 | ····</div> | 269 | ····</div> |
| 270 | ··</div> | 270 | ··</div> |
| 271 | </div> | 271 | </div> |
| 272 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 272 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 82 | ······>>>·euclidean_distances(X,·X) | 82 | ······>>>·euclidean_distances(X,·X) |
| 83 | ······array([[0.,·1.], | 83 | ······array([[0.,·1.], |
| 84 | ·············[1.,·0.]]) | 84 | ·············[1.,·0.]]) |
| 85 | ······>>>·#·get·distance·to·origin | 85 | ······>>>·#·get·distance·to·origin |
| 86 | ······>>>·euclidean_distances(X,·[[0,·0]]) | 86 | ······>>>·euclidean_distances(X,·[[0,·0]]) |
| 87 | ······array([[1.········], | 87 | ······array([[1.········], |
| 88 | ·············[1.41421356]]) | 88 | ·············[1.41421356]]) |
| 89 | ©·2007·-·202 | 89 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 241 | <div·class="clearer"></div></section> | 241 | <div·class="clearer"></div></section> |
| 242 | ······</div> | 242 | ······</div> |
| 243 | ····<div·class="container"> | 243 | ····<div·class="container"> |
| 244 | ······<footer·class="sk-content-footer"> | 244 | ······<footer·class="sk-content-footer"> |
| 245 | ············©·2007·-·202 | 245 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 246 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.pairwise.haversine_distances.rst.txt"·rel="nofollow">Show·this·page·source</a> | 246 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.pairwise.haversine_distances.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 247 | ······</footer> | 247 | ······</footer> |
| 248 | ····</div> | 248 | ····</div> |
| 249 | ··</div> | 249 | ··</div> |
| 250 | </div> | 250 | </div> |
| 251 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 251 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 60 | ······>>>·paris·=·[49.0083899664,·2.53844117956] | 60 | ······>>>·paris·=·[49.0083899664,·2.53844117956] |
| 61 | ······>>>·bsas_in_radians·=·[radians(_)·for·_·in·bsas] | 61 | ······>>>·bsas_in_radians·=·[radians(_)·for·_·in·bsas] |
| 62 | ······>>>·paris_in_radians·=·[radians(_)·for·_·in·paris] | 62 | ······>>>·paris_in_radians·=·[radians(_)·for·_·in·paris] |
| 63 | ······>>>·result·=·haversine_distances([bsas_in_radians,·paris_in_radians]) | 63 | ······>>>·result·=·haversine_distances([bsas_in_radians,·paris_in_radians]) |
| 64 | ······>>>·result·*·6371000/1000··#·multiply·by·Earth·radius·to·get·kilometers | 64 | ······>>>·result·*·6371000/1000··#·multiply·by·Earth·radius·to·get·kilometers |
| 65 | ······array([[····0.········,·11099.54035582], | 65 | ······array([[····0.········,·11099.54035582], |
| 66 | ·············[11099.54035582,·····0.········]]) | 66 | ·············[11099.54035582,·····0.········]]) |
| 67 | ©·2007·-·202 | 67 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 248 | <div·class="clearer"></div></section> | 248 | <div·class="clearer"></div></section> |
| 249 | ······</div> | 249 | ······</div> |
| 250 | ····<div·class="container"> | 250 | ····<div·class="container"> |
| 251 | ······<footer·class="sk-content-footer"> | 251 | ······<footer·class="sk-content-footer"> |
| 252 | ············©·2007·-·202 | 252 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 253 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.pairwise.kernel_metrics.rst.txt"·rel="nofollow">Show·this·page·source</a> | 253 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.pairwise.kernel_metrics.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 254 | ······</footer> | 254 | ······</footer> |
| 255 | ····</div> | 255 | ····</div> |
| 256 | ··</div> | 256 | ··</div> |
| 257 | </div> | 257 | </div> |
| 258 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 258 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 46 | ············‘laplacian’·····sklearn.pairwise.laplacian_kernel | 46 | ············‘laplacian’·····sklearn.pairwise.laplacian_kernel |
| 47 | ············‘sigmoid’·······sklearn.pairwise.sigmoid_kernel | 47 | ············‘sigmoid’·······sklearn.pairwise.sigmoid_kernel |
| 48 | ············‘cosine’········sklearn.pairwise.cosine_similarity | 48 | ············‘cosine’········sklearn.pairwise.cosine_similarity |
| 49 | ······Read·more·in·the·_\x8U_\x8s_\x8e_\x8r_\x8·_\x8G_\x8u_\x8i_\x8d_\x8e. | 49 | ······Read·more·in·the·_\x8U_\x8s_\x8e_\x8r_\x8·_\x8G_\x8u_\x8i_\x8d_\x8e. |
| 50 | ········Returns: | 50 | ········Returns: |
| 51 | ··············k\x8ke\x8er\x8rn\x8ne\x8el\x8l_\x8_m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8sdict | 51 | ··············k\x8ke\x8er\x8rn\x8ne\x8el\x8l_\x8_m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8sdict |
| 52 | ··················Returns·valid·metrics·for·pairwise_kernels. | 52 | ··················Returns·valid·metrics·for·pairwise_kernels. |
| 53 | ©·2007·-·202 | 53 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 233 | <div·class="clearer"></div></section> | 233 | <div·class="clearer"></div></section> |
| 234 | ······</div> | 234 | ······</div> |
| 235 | ····<div·class="container"> | 235 | ····<div·class="container"> |
| 236 | ······<footer·class="sk-content-footer"> | 236 | ······<footer·class="sk-content-footer"> |
| 237 | ············©·2007·-·202 | 237 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 238 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.pairwise.laplacian_kernel.rst.txt"·rel="nofollow">Show·this·page·source</a> | 238 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.pairwise.laplacian_kernel.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 239 | ······</footer> | 239 | ······</footer> |
| 240 | ····</div> | 240 | ····</div> |
| 241 | ··</div> | 241 | ··</div> |
| 242 | </div> | 242 | </div> |
| 243 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 243 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 51 | ······Examples | 51 | ······Examples |
| 52 | ······>>>·from·sklearn.metrics.pairwise·import·laplacian_kernel | 52 | ······>>>·from·sklearn.metrics.pairwise·import·laplacian_kernel |
| 53 | ······>>>·X·=·[[0,·0,·0],·[1,·1,·1]] | 53 | ······>>>·X·=·[[0,·0,·0],·[1,·1,·1]] |
| 54 | ······>>>·Y·=·[[1,·0,·0],·[1,·1,·0]] | 54 | ······>>>·Y·=·[[1,·0,·0],·[1,·1,·0]] |
| 55 | ······>>>·laplacian_kernel(X,·Y) | 55 | ······>>>·laplacian_kernel(X,·Y) |
| 56 | ······array([[0.71...,·0.51...], | 56 | ······array([[0.71...,·0.51...], |
| 57 | ·············[0.51...,·0.71...]]) | 57 | ·············[0.51...,·0.71...]]) |
| 58 | ©·2007·-·202 | 58 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 229 | <div·class="clearer"></div></section> | 229 | <div·class="clearer"></div></section> |
| 230 | ······</div> | 230 | ······</div> |
| 231 | ····<div·class="container"> | 231 | ····<div·class="container"> |
| 232 | ······<footer·class="sk-content-footer"> | 232 | ······<footer·class="sk-content-footer"> |
| 233 | ············©·2007·-·202 | 233 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 234 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.pairwise.linear_kernel.rst.txt"·rel="nofollow">Show·this·page·source</a> | 234 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.pairwise.linear_kernel.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 235 | ······</footer> | 235 | ······</footer> |
| 236 | ····</div> | 236 | ····</div> |
| 237 | ··</div> | 237 | ··</div> |
| 238 | </div> | 238 | </div> |
| 239 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 239 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 50 | ······Examples | 50 | ······Examples |
| 51 | ······>>>·from·sklearn.metrics.pairwise·import·linear_kernel | 51 | ······>>>·from·sklearn.metrics.pairwise·import·linear_kernel |
| 52 | ······>>>·X·=·[[0,·0,·0],·[1,·1,·1]] | 52 | ······>>>·X·=·[[0,·0,·0],·[1,·1,·1]] |
| 53 | ······>>>·Y·=·[[1,·0,·0],·[1,·1,·0]] | 53 | ······>>>·Y·=·[[1,·0,·0],·[1,·1,·0]] |
| 54 | ······>>>·linear_kernel(X,·Y) | 54 | ······>>>·linear_kernel(X,·Y) |
| 55 | ······array([[0.,·0.], | 55 | ······array([[0.,·0.], |
| 56 | ·············[1.,·2.]]) | 56 | ·············[1.,·2.]]) |
| 57 | ©·2007·-·202 | 57 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 232 | <div·class="clearer"></div></section> | 232 | <div·class="clearer"></div></section> |
| 233 | ······</div> | 233 | ······</div> |
| 234 | ····<div·class="container"> | 234 | ····<div·class="container"> |
| 235 | ······<footer·class="sk-content-footer"> | 235 | ······<footer·class="sk-content-footer"> |
| 236 | ············©·2007·-·202 | 236 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 237 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.pairwise.manhattan_distances.rst.txt"·rel="nofollow">Show·this·page·source</a> | 237 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.pairwise.manhattan_distances.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 238 | ······</footer> | 238 | ······</footer> |
| 239 | ····</div> | 239 | ····</div> |
| 240 | ··</div> | 240 | ··</div> |
| 241 | </div> | 241 | </div> |
| 242 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 242 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 55 | ······>>>·manhattan_distances([[3]],·[[2]]) | 55 | ······>>>·manhattan_distances([[3]],·[[2]]) |
| 56 | ······array([[1.]]) | 56 | ······array([[1.]]) |
| 57 | ······>>>·manhattan_distances([[2]],·[[3]]) | 57 | ······>>>·manhattan_distances([[2]],·[[3]]) |
| 58 | ······array([[1.]]) | 58 | ······array([[1.]]) |
| 59 | ······>>>·manhattan_distances([[1,·2],·[3,·4]],·········[[1,·2],·[0,·3]]) | 59 | ······>>>·manhattan_distances([[1,·2],·[3,·4]],·········[[1,·2],·[0,·3]]) |
| 60 | ······array([[0.,·2.], | 60 | ······array([[0.,·2.], |
| 61 | ·············[4.,·4.]]) | 61 | ·············[4.,·4.]]) |
| 62 | ©·2007·-·202 | 62 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 272 | <div·class="clearer"></div></section> | 272 | <div·class="clearer"></div></section> |
| 273 | ······</div> | 273 | ······</div> |
| 274 | ····<div·class="container"> | 274 | ····<div·class="container"> |
| 275 | ······<footer·class="sk-content-footer"> | 275 | ······<footer·class="sk-content-footer"> |
| 276 | ············©·2007·-·202 | 276 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 277 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.pairwise.nan_euclidean_distances.rst.txt"·rel="nofollow">Show·this·page·source</a> | 277 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.pairwise.nan_euclidean_distances.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 278 | ······</footer> | 278 | ······</footer> |
| 279 | ····</div> | 279 | ····</div> |
| 280 | ··</div> | 280 | ··</div> |
| 281 | </div> | 281 | </div> |
| 282 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 282 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 79 | ······>>>·nan_euclidean_distances(X,·X)·#·distance·between·rows·of·X | 79 | ······>>>·nan_euclidean_distances(X,·X)·#·distance·between·rows·of·X |
| 80 | ······array([[0.········,·1.41421356], | 80 | ······array([[0.········,·1.41421356], |
| 81 | ·············[1.41421356,·0.········]]) | 81 | ·············[1.41421356,·0.········]]) |
| 82 | ······>>>·#·get·distance·to·origin | 82 | ······>>>·#·get·distance·to·origin |
| 83 | ······>>>·nan_euclidean_distances(X,·[[0,·0]]) | 83 | ······>>>·nan_euclidean_distances(X,·[[0,·0]]) |
| 84 | ······array([[1.········], | 84 | ······array([[1.········], |
| 85 | ·············[1.41421356]]) | 85 | ·············[1.41421356]]) |
| 86 | ©·2007·-·202 | 86 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 227 | <div·class="clearer"></div></section> | 227 | <div·class="clearer"></div></section> |
| 228 | ······</div> | 228 | ······</div> |
| 229 | ····<div·class="container"> | 229 | ····<div·class="container"> |
| 230 | ······<footer·class="sk-content-footer"> | 230 | ······<footer·class="sk-content-footer"> |
| 231 | ············©·2007·-·202 | 231 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 232 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.pairwise.paired_cosine_distances.rst.txt"·rel="nofollow">Show·this·page·source</a> | 232 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.pairwise.paired_cosine_distances.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 233 | ······</footer> | 233 | ······</footer> |
| 234 | ····</div> | 234 | ····</div> |
| 235 | ··</div> | 235 | ··</div> |
| 236 | </div> | 236 | </div> |
| 237 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 237 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 50 | ······distance·if·each·sample·is·normalized·to·unit·norm. | 50 | ······distance·if·each·sample·is·normalized·to·unit·norm. |
| 51 | ······Examples | 51 | ······Examples |
| 52 | ······>>>·from·sklearn.metrics.pairwise·import·paired_cosine_distances | 52 | ······>>>·from·sklearn.metrics.pairwise·import·paired_cosine_distances |
| 53 | ······>>>·X·=·[[0,·0,·0],·[1,·1,·1]] | 53 | ······>>>·X·=·[[0,·0,·0],·[1,·1,·1]] |
| 54 | ······>>>·Y·=·[[1,·0,·0],·[1,·1,·0]] | 54 | ······>>>·Y·=·[[1,·0,·0],·[1,·1,·0]] |
| 55 | ······>>>·paired_cosine_distances(X,·Y) | 55 | ······>>>·paired_cosine_distances(X,·Y) |
| 56 | ······array([0.5·······,·0.18...]) | 56 | ······array([0.5·······,·0.18...]) |
| 57 | ©·2007·-·202 | 57 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 242 | <div·class="clearer"></div></section> | 242 | <div·class="clearer"></div></section> |
| 243 | ······</div> | 243 | ······</div> |
| 244 | ····<div·class="container"> | 244 | ····<div·class="container"> |
| 245 | ······<footer·class="sk-content-footer"> | 245 | ······<footer·class="sk-content-footer"> |
| 246 | ············©·2007·-·202 | 246 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 247 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.pairwise.paired_distances.rst.txt"·rel="nofollow">Show·this·page·source</a> | 247 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.pairwise.paired_distances.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 248 | ······</footer> | 248 | ······</footer> |
| 249 | ····</div> | 249 | ····</div> |
| 250 | ··</div> | 250 | ··</div> |
| 251 | </div> | 251 | </div> |
| 252 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 252 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 60 | ············Computes·the·distance·between·every·pair·of·samples. | 60 | ············Computes·the·distance·between·every·pair·of·samples. |
| 61 | ······Examples | 61 | ······Examples |
| 62 | ······>>>·from·sklearn.metrics.pairwise·import·paired_distances | 62 | ······>>>·from·sklearn.metrics.pairwise·import·paired_distances |
| 63 | ······>>>·X·=·[[0,·1],·[1,·1]] | 63 | ······>>>·X·=·[[0,·1],·[1,·1]] |
| 64 | ······>>>·Y·=·[[0,·1],·[2,·1]] | 64 | ······>>>·Y·=·[[0,·1],·[2,·1]] |
| 65 | ······>>>·paired_distances(X,·Y) | 65 | ······>>>·paired_distances(X,·Y) |
| 66 | ······array([0.,·1.]) | 66 | ······array([0.,·1.]) |
| 67 | ©·2007·-·202 | 67 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 223 | <div·class="clearer"></div></section> | 223 | <div·class="clearer"></div></section> |
| 224 | ······</div> | 224 | ······</div> |
| 225 | ····<div·class="container"> | 225 | ····<div·class="container"> |
| 226 | ······<footer·class="sk-content-footer"> | 226 | ······<footer·class="sk-content-footer"> |
| 227 | ············©·2007·-·202 | 227 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 228 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.pairwise.paired_euclidean_distances.rst.txt"·rel="nofollow">Show·this·page·source</a> | 228 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.pairwise.paired_euclidean_distances.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 229 | ······</footer> | 229 | ······</footer> |
| 230 | ····</div> | 230 | ····</div> |
| 231 | ··</div> | 231 | ··</div> |
| 232 | </div> | 232 | </div> |
| 233 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 233 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 44 | ··················euclidean·distances. | 44 | ··················euclidean·distances. |
| 45 | ······Examples | 45 | ······Examples |
| 46 | ······>>>·from·sklearn.metrics.pairwise·import·paired_euclidean_distances | 46 | ······>>>·from·sklearn.metrics.pairwise·import·paired_euclidean_distances |
| 47 | ······>>>·X·=·[[0,·0,·0],·[1,·1,·1]] | 47 | ······>>>·X·=·[[0,·0,·0],·[1,·1,·1]] |
| 48 | ······>>>·Y·=·[[1,·0,·0],·[1,·1,·0]] | 48 | ······>>>·Y·=·[[1,·0,·0],·[1,·1,·0]] |
| 49 | ······>>>·paired_euclidean_distances(X,·Y) | 49 | ······>>>·paired_euclidean_distances(X,·Y) |
| 50 | ······array([1.,·1.]) | 50 | ······array([1.,·1.]) |
| 51 | ©·2007·-·202 | 51 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 226 | <div·class="clearer"></div></section> | 226 | <div·class="clearer"></div></section> |
| 227 | ······</div> | 227 | ······</div> |
| 228 | ····<div·class="container"> | 228 | ····<div·class="container"> |
| 229 | ······<footer·class="sk-content-footer"> | 229 | ······<footer·class="sk-content-footer"> |
| 230 | ············©·2007·-·202 | 230 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 231 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.pairwise.paired_manhattan_distances.rst.txt"·rel="nofollow">Show·this·page·source</a> | 231 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.pairwise.paired_manhattan_distances.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 232 | ······</footer> | 232 | ······</footer> |
| 233 | ····</div> | 233 | ····</div> |
| 234 | ··</div> | 234 | ··</div> |
| 235 | </div> | 235 | </div> |
| 236 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 236 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 49 | ······Examples | 49 | ······Examples |
| 50 | ······>>>·from·sklearn.metrics.pairwise·import·paired_manhattan_distances | 50 | ······>>>·from·sklearn.metrics.pairwise·import·paired_manhattan_distances |
| 51 | ······>>>·import·numpy·as·np | 51 | ······>>>·import·numpy·as·np |
| 52 | ······>>>·X·=·np.array([[1,·1,·0],·[0,·1,·0],·[0,·0,·1]]) | 52 | ······>>>·X·=·np.array([[1,·1,·0],·[0,·1,·0],·[0,·0,·1]]) |
| 53 | ······>>>·Y·=·np.array([[0,·1,·0],·[0,·0,·1],·[0,·0,·0]]) | 53 | ······>>>·Y·=·np.array([[0,·1,·0],·[0,·0,·1],·[0,·0,·0]]) |
| 54 | ······>>>·paired_manhattan_distances(X,·Y) | 54 | ······>>>·paired_manhattan_distances(X,·Y) |
| 55 | ······array([1.,·2.,·1.]) | 55 | ······array([1.,·2.,·1.]) |
| 56 | ©·2007·-·202 | 56 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 266 | <div·class="clearer"></div></section> | 266 | <div·class="clearer"></div></section> |
| 267 | ······</div> | 267 | ······</div> |
| 268 | ····<div·class="container"> | 268 | ····<div·class="container"> |
| 269 | ······<footer·class="sk-content-footer"> | 269 | ······<footer·class="sk-content-footer"> |
| 270 | ············©·2007·-·202 | 270 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 271 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.pairwise.pairwise_kernels.rst.txt"·rel="nofollow">Show·this·page·source</a> | 271 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.pairwise.pairwise_kernels.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 272 | ······</footer> | 272 | ······</footer> |
| 273 | ····</div> | 273 | ····</div> |
| 274 | ··</div> | 274 | ··</div> |
| 275 | </div> | 275 | </div> |
| 276 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 276 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 91 | ······Examples | 91 | ······Examples |
| 92 | ······>>>·from·sklearn.metrics.pairwise·import·pairwise_kernels | 92 | ······>>>·from·sklearn.metrics.pairwise·import·pairwise_kernels |
| 93 | ······>>>·X·=·[[0,·0,·0],·[1,·1,·1]] | 93 | ······>>>·X·=·[[0,·0,·0],·[1,·1,·1]] |
| 94 | ······>>>·Y·=·[[1,·0,·0],·[1,·1,·0]] | 94 | ······>>>·Y·=·[[1,·0,·0],·[1,·1,·0]] |
| 95 | ······>>>·pairwise_kernels(X,·Y,·metric='linear') | 95 | ······>>>·pairwise_kernels(X,·Y,·metric='linear') |
| 96 | ······array([[0.,·0.], | 96 | ······array([[0.,·0.], |
| 97 | ·············[1.,·2.]]) | 97 | ·············[1.,·2.]]) |
| 98 | ©·2007·-·202 | 98 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 232 | <div·class="clearer"></div></section> | 232 | <div·class="clearer"></div></section> |
| 233 | ······</div> | 233 | ······</div> |
| 234 | ····<div·class="container"> | 234 | ····<div·class="container"> |
| 235 | ······<footer·class="sk-content-footer"> | 235 | ······<footer·class="sk-content-footer"> |
| 236 | ············©·2007·-·202 | 236 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 237 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.pairwise.polynomial_kernel.rst.txt"·rel="nofollow">Show·this·page·source</a> | 237 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.pairwise.polynomial_kernel.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 238 | ······</footer> | 238 | ······</footer> |
| 239 | ····</div> | 239 | ····</div> |
| 240 | ··</div> | 240 | ··</div> |
| 241 | </div> | 241 | </div> |
| 242 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 242 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 54 | ······Examples | 54 | ······Examples |
| 55 | ······>>>·from·sklearn.metrics.pairwise·import·polynomial_kernel | 55 | ······>>>·from·sklearn.metrics.pairwise·import·polynomial_kernel |
| 56 | ······>>>·X·=·[[0,·0,·0],·[1,·1,·1]] | 56 | ······>>>·X·=·[[0,·0,·0],·[1,·1,·1]] |
| 57 | ······>>>·Y·=·[[1,·0,·0],·[1,·1,·0]] | 57 | ······>>>·Y·=·[[1,·0,·0],·[1,·1,·0]] |
| 58 | ······>>>·polynomial_kernel(X,·Y,·degree=2) | 58 | ······>>>·polynomial_kernel(X,·Y,·degree=2) |
| 59 | ······array([[1.·····,·1.·····], | 59 | ······array([[1.·····,·1.·····], |
| 60 | ·············[1.77...,·2.77...]]) | 60 | ·············[1.77...,·2.77...]]) |
| 61 | ©·2007·-·202 | 61 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 229 | <div·class="clearer"></div></section> | 229 | <div·class="clearer"></div></section> |
| 230 | ······</div> | 230 | ······</div> |
| 231 | ····<div·class="container"> | 231 | ····<div·class="container"> |
| 232 | ······<footer·class="sk-content-footer"> | 232 | ······<footer·class="sk-content-footer"> |
| 233 | ············©·2007·-·202 | 233 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 234 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.pairwise.rbf_kernel.rst.txt"·rel="nofollow">Show·this·page·source</a> | 234 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.pairwise.rbf_kernel.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 235 | ······</footer> | 235 | ······</footer> |
| 236 | ····</div> | 236 | ····</div> |
| 237 | ··</div> | 237 | ··</div> |
| 238 | </div> | 238 | </div> |
| 239 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 239 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 49 | ······Examples | 49 | ······Examples |
| 50 | ······>>>·from·sklearn.metrics.pairwise·import·rbf_kernel | 50 | ······>>>·from·sklearn.metrics.pairwise·import·rbf_kernel |
| 51 | ······>>>·X·=·[[0,·0,·0],·[1,·1,·1]] | 51 | ······>>>·X·=·[[0,·0,·0],·[1,·1,·1]] |
| 52 | ······>>>·Y·=·[[1,·0,·0],·[1,·1,·0]] | 52 | ······>>>·Y·=·[[1,·0,·0],·[1,·1,·0]] |
| 53 | ······>>>·rbf_kernel(X,·Y) | 53 | ······>>>·rbf_kernel(X,·Y) |
| 54 | ······array([[0.71...,·0.51...], | 54 | ······array([[0.71...,·0.51...], |
| 55 | ·············[0.51...,·0.71...]]) | 55 | ·············[0.51...,·0.71...]]) |
| 56 | ©·2007·-·202 | 56 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 230 | <div·class="clearer"></div></section> | 230 | <div·class="clearer"></div></section> |
| 231 | ······</div> | 231 | ······</div> |
| 232 | ····<div·class="container"> | 232 | ····<div·class="container"> |
| 233 | ······<footer·class="sk-content-footer"> | 233 | ······<footer·class="sk-content-footer"> |
| 234 | ············©·2007·-·202 | 234 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 235 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.pairwise.sigmoid_kernel.rst.txt"·rel="nofollow">Show·this·page·source</a> | 235 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.pairwise.sigmoid_kernel.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 236 | ······</footer> | 236 | ······</footer> |
| 237 | ····</div> | 237 | ····</div> |
| 238 | ··</div> | 238 | ··</div> |
| 239 | </div> | 239 | </div> |
| 240 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 240 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 52 | ······Examples | 52 | ······Examples |
| 53 | ······>>>·from·sklearn.metrics.pairwise·import·sigmoid_kernel | 53 | ······>>>·from·sklearn.metrics.pairwise·import·sigmoid_kernel |
| 54 | ······>>>·X·=·[[0,·0,·0],·[1,·1,·1]] | 54 | ······>>>·X·=·[[0,·0,·0],·[1,·1,·1]] |
| 55 | ······>>>·Y·=·[[1,·0,·0],·[1,·1,·0]] | 55 | ······>>>·Y·=·[[1,·0,·0],·[1,·1,·0]] |
| 56 | ······>>>·sigmoid_kernel(X,·Y) | 56 | ······>>>·sigmoid_kernel(X,·Y) |
| 57 | ······array([[0.76...,·0.76...], | 57 | ······array([[0.76...,·0.76...], |
| 58 | ·············[0.87...,·0.93...]]) | 58 | ·············[0.87...,·0.93...]]) |
| 59 | ©·2007·-·202 | 59 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 319 | </div></div><div·class="clearer"></div></section> | 319 | </div></div><div·class="clearer"></div></section> |
| 320 | </section> | 320 | </section> |
| 321 | ······</div> | 321 | ······</div> |
| 322 | ····<div·class="container"> | 322 | ····<div·class="container"> |
| 323 | ······<footer·class="sk-content-footer"> | 323 | ······<footer·class="sk-content-footer"> |
| 324 | ············©·2007·-·202 | 324 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 325 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.pairwise_distances.rst.txt"·rel="nofollow">Show·this·page·source</a> | 325 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.pairwise_distances.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 326 | ······</footer> | 326 | ······</footer> |
| 327 | ····</div> | 327 | ····</div> |
| 328 | ··</div> | 328 | ··</div> |
| 329 | </div> | 329 | </div> |
| 330 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 330 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 130 | ······>>>·Y·=·[[1,·0,·0],·[1,·1,·0]] | 130 | ······>>>·Y·=·[[1,·0,·0],·[1,·1,·0]] |
| 131 | ······>>>·pairwise_distances(X,·Y,·metric='sqeuclidean') | 131 | ······>>>·pairwise_distances(X,·Y,·metric='sqeuclidean') |
| 132 | ······array([[1.,·2.], | 132 | ······array([[1.,·2.], |
| 133 | ·············[2.,·1.]]) | 133 | ·············[2.,·1.]]) |
| 134 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.p\x8pa\x8ai\x8ir\x8rw\x8wi\x8is\x8se\x8e_\x8_d\x8di\x8is\x8st\x8ta\x8an\x8nc\x8ce\x8es\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 134 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.p\x8pa\x8ai\x8ir\x8rw\x8wi\x8is\x8se\x8e_\x8_d\x8di\x8is\x8st\x8ta\x8an\x8nc\x8ce\x8es\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 135 | _\x8A_\x8g_\x8g_\x8l_\x8o_\x8m_\x8e_\x8r_\x8a_\x8t_\x8i_\x8v_\x8e_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8m_\x8e_\x8t_\x8r_\x8i_\x8c_\x8s | 135 | _\x8A_\x8g_\x8g_\x8l_\x8o_\x8m_\x8e_\x8r_\x8a_\x8t_\x8i_\x8v_\x8e_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8m_\x8e_\x8t_\x8r_\x8i_\x8c_\x8s |
| 136 | Agglomerative·clustering·with·different·metrics | 136 | Agglomerative·clustering·with·different·metrics |
| 137 | ©·2007·-·202 | 137 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 283 | </div></div><div·class="clearer"></div></section> | 283 | </div></div><div·class="clearer"></div></section> |
| 284 | </section> | 284 | </section> |
| 285 | ······</div> | 285 | ······</div> |
| 286 | ····<div·class="container"> | 286 | ····<div·class="container"> |
| 287 | ······<footer·class="sk-content-footer"> | 287 | ······<footer·class="sk-content-footer"> |
| 288 | ············©·2007·-·202 | 288 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 289 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.pairwise_distances_argmin.rst.txt"·rel="nofollow">Show·this·page·source</a> | 289 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.pairwise_distances_argmin.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 290 | ······</footer> | 290 | ······</footer> |
| 291 | ····</div> | 291 | ····</div> |
| 292 | ··</div> | 292 | ··</div> |
| 293 | </div> | 293 | </div> |
| 294 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 294 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 90 | ······>>>·pairwise_distances_argmin(X,·Y) | 90 | ······>>>·pairwise_distances_argmin(X,·Y) |
| 91 | ······array([0,·1]) | 91 | ······array([0,·1]) |
| 92 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.p\x8pa\x8ai\x8ir\x8rw\x8wi\x8is\x8se\x8e_\x8_d\x8di\x8is\x8st\x8ta\x8an\x8nc\x8ce\x8es\x8s_\x8_a\x8ar\x8rg\x8gm\x8mi\x8in\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 92 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.p\x8pa\x8ai\x8ir\x8rw\x8wi\x8is\x8se\x8e_\x8_d\x8di\x8is\x8st\x8ta\x8an\x8nc\x8ce\x8es\x8s_\x8_a\x8ar\x8rg\x8gm\x8mi\x8in\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 93 | _\x8C_\x8o_\x8l_\x8o_\x8r_\x8·_\x8Q_\x8u_\x8a_\x8n_\x8t_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8K_\x8-_\x8M_\x8e_\x8a_\x8n_\x8s | 93 | _\x8C_\x8o_\x8l_\x8o_\x8r_\x8·_\x8Q_\x8u_\x8a_\x8n_\x8t_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8K_\x8-_\x8M_\x8e_\x8a_\x8n_\x8s |
| 94 | Color·Quantization·using·K-Means | 94 | Color·Quantization·using·K-Means |
| 95 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8t_\x8h_\x8e_\x8·_\x8K_\x8-_\x8M_\x8e_\x8a_\x8n_\x8s_\x8·_\x8a_\x8n_\x8d_\x8·_\x8M_\x8i_\x8n_\x8i_\x8B_\x8a_\x8t_\x8c_\x8h_\x8K_\x8M_\x8e_\x8a_\x8n_\x8s_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m_\x8s | 95 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8t_\x8h_\x8e_\x8·_\x8K_\x8-_\x8M_\x8e_\x8a_\x8n_\x8s_\x8·_\x8a_\x8n_\x8d_\x8·_\x8M_\x8i_\x8n_\x8i_\x8B_\x8a_\x8t_\x8c_\x8h_\x8K_\x8M_\x8e_\x8a_\x8n_\x8s_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m_\x8s |
| 96 | Comparison·of·the·K-Means·and·MiniBatchKMeans·clustering·algorithms | 96 | Comparison·of·the·K-Means·and·MiniBatchKMeans·clustering·algorithms |
| 97 | ©·2007·-·202 | 97 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 280 | <div·class="clearer"></div></section> | 280 | <div·class="clearer"></div></section> |
| 281 | ······</div> | 281 | ······</div> |
| 282 | ····<div·class="container"> | 282 | ····<div·class="container"> |
| 283 | ······<footer·class="sk-content-footer"> | 283 | ······<footer·class="sk-content-footer"> |
| 284 | ············©·2007·-·202 | 284 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 285 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.pairwise_distances_argmin_min.rst.txt"·rel="nofollow">Show·this·page·source</a> | 285 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.pairwise_distances_argmin_min.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 286 | ······</footer> | 286 | ······</footer> |
| 287 | ····</div> | 287 | ····</div> |
| 288 | ··</div> | 288 | ··</div> |
| 289 | </div> | 289 | </div> |
| 290 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 290 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 91 | ······>>>·X·=·[[0,·0,·0],·[1,·1,·1]] | 91 | ······>>>·X·=·[[0,·0,·0],·[1,·1,·1]] |
| 92 | ······>>>·Y·=·[[1,·0,·0],·[1,·1,·0]] | 92 | ······>>>·Y·=·[[1,·0,·0],·[1,·1,·0]] |
| 93 | ······>>>·argmin,·distances·=·pairwise_distances_argmin_min(X,·Y) | 93 | ······>>>·argmin,·distances·=·pairwise_distances_argmin_min(X,·Y) |
| 94 | ······>>>·argmin | 94 | ······>>>·argmin |
| 95 | ······array([0,·1]) | 95 | ······array([0,·1]) |
| 96 | ······>>>·distances | 96 | ······>>>·distances |
| 97 | ······array([1.,·1.]) | 97 | ······array([1.,·1.]) |
| 98 | ©·2007·-·202 | 98 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 306 | <div·class="clearer"></div></section> | 306 | <div·class="clearer"></div></section> |
| 307 | ······</div> | 307 | ······</div> |
| 308 | ····<div·class="container"> | 308 | ····<div·class="container"> |
| 309 | ······<footer·class="sk-content-footer"> | 309 | ······<footer·class="sk-content-footer"> |
| 310 | ············©·2007·-·202 | 310 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 311 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.pairwise_distances_chunked.rst.txt"·rel="nofollow">Show·this·page·source</a> | 311 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.pairwise_distances_chunked.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 312 | ······</footer> | 312 | ······</footer> |
| 313 | ····</div> | 313 | ····</div> |
| 314 | ··</div> | 314 | ··</div> |
| 315 | </div> | 315 | </div> |
| 316 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 316 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 125 | ······Force·row-by-row·generation·by·reducing·working_memory: | 125 | ······Force·row-by-row·generation·by·reducing·working_memory: |
| 126 | ······>>>·gen·=·pairwise_distances_chunked(X,·reduce_func=reduce_func, | 126 | ······>>>·gen·=·pairwise_distances_chunked(X,·reduce_func=reduce_func, |
| 127 | ······...··································working_memory=0) | 127 | ······...··································working_memory=0) |
| 128 | ······>>>·next(gen) | 128 | ······>>>·next(gen) |
| 129 | ······[array([0,·3])] | 129 | ······[array([0,·3])] |
| 130 | ······>>>·next(gen) | 130 | ······>>>·next(gen) |
| 131 | ······[array([0,·1])] | 131 | ······[array([0,·1])] |
| 132 | ©·2007·-·202 | 132 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 292 | </div></div><div·class="clearer"></div></section> | 292 | </div></div><div·class="clearer"></div></section> |
| 293 | </section> | 293 | </section> |
| 294 | ······</div> | 294 | ······</div> |
| 295 | ····<div·class="container"> | 295 | ····<div·class="container"> |
| 296 | ······<footer·class="sk-content-footer"> | 296 | ······<footer·class="sk-content-footer"> |
| 297 | ············©·2007·-·202 | 297 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 298 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.precision_recall_curve.rst.txt"·rel="nofollow">Show·this·page·source</a> | 298 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.precision_recall_curve.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 299 | ······</footer> | 299 | ······</footer> |
| 300 | ····</div> | 300 | ····</div> |
| 301 | ··</div> | 301 | ··</div> |
| 302 | </div> | 302 | </div> |
| 303 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 303 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 108 | ······>>>·thresholds | 108 | ······>>>·thresholds |
| 109 | ······array([0.1·,·0.35,·0.4·,·0.8·]) | 109 | ······array([0.1·,·0.35,·0.4·,·0.8·]) |
| 110 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.p\x8pr\x8re\x8ec\x8ci\x8is\x8si\x8io\x8on\x8n_\x8_r\x8re\x8ec\x8ca\x8al\x8ll\x8l_\x8_c\x8cu\x8ur\x8rv\x8ve\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 110 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.p\x8pr\x8re\x8ec\x8ci\x8is\x8si\x8io\x8on\x8n_\x8_r\x8re\x8ec\x8ca\x8al\x8ll\x8l_\x8_c\x8cu\x8ur\x8rv\x8ve\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 111 | _\x8V_\x8i_\x8s_\x8u_\x8a_\x8l_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8D_\x8i_\x8s_\x8p_\x8l_\x8a_\x8y_\x8·_\x8O_\x8b_\x8j_\x8e_\x8c_\x8t_\x8s | 111 | _\x8V_\x8i_\x8s_\x8u_\x8a_\x8l_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8D_\x8i_\x8s_\x8p_\x8l_\x8a_\x8y_\x8·_\x8O_\x8b_\x8j_\x8e_\x8c_\x8t_\x8s |
| 112 | Visualizations·with·Display·Objects | 112 | Visualizations·with·Display·Objects |
| 113 | _\x8P_\x8r_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8-_\x8R_\x8e_\x8c_\x8a_\x8l_\x8l | 113 | _\x8P_\x8r_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8-_\x8R_\x8e_\x8c_\x8a_\x8l_\x8l |
| 114 | Precision-Recall | 114 | Precision-Recall |
| 115 | ©·2007·-·202 | 115 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 344 | <div·class="clearer"></div></section> | 344 | <div·class="clearer"></div></section> |
| 345 | ······</div> | 345 | ······</div> |
| 346 | ····<div·class="container"> | 346 | ····<div·class="container"> |
| 347 | ······<footer·class="sk-content-footer"> | 347 | ······<footer·class="sk-content-footer"> |
| 348 | ············©·2007·-·202 | 348 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 349 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.precision_recall_fscore_support.rst.txt"·rel="nofollow">Show·this·page·source</a> | 349 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.precision_recall_fscore_support.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 350 | ······</footer> | 350 | ······</footer> |
| 351 | ····</div> | 351 | ····</div> |
| 352 | ··</div> | 352 | ··</div> |
| 353 | </div> | 353 | </div> |
| 354 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 354 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 159 | ······It·is·possible·to·compute·per-label·precisions,·recalls,·F1-scores·and | 159 | ······It·is·possible·to·compute·per-label·precisions,·recalls,·F1-scores·and |
| 160 | ······supports·instead·of·averaging: | 160 | ······supports·instead·of·averaging: |
| 161 | ······>>>·precision_recall_fscore_support(y_true,·y_pred,·average=None, | 161 | ······>>>·precision_recall_fscore_support(y_true,·y_pred,·average=None, |
| 162 | ······...·labels=['pig',·'dog',·'cat']) | 162 | ······...·labels=['pig',·'dog',·'cat']) |
| 163 | ······(array([0.········,·0.········,·0.66...]), | 163 | ······(array([0.········,·0.········,·0.66...]), |
| 164 | ·······array([0.,·0.,·1.]),·array([0.·,·0.·,·0.8]), | 164 | ·······array([0.,·0.,·1.]),·array([0.·,·0.·,·0.8]), |
| 165 | ·······array([2,·2,·2])) | 165 | ·······array([2,·2,·2])) |
| 166 | ©·2007·-·202 | 166 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 338 | </div></div><div·class="clearer"></div></section> | 338 | </div></div><div·class="clearer"></div></section> |
| 339 | </section> | 339 | </section> |
| 340 | ······</div> | 340 | ······</div> |
| 341 | ····<div·class="container"> | 341 | ····<div·class="container"> |
| 342 | ······<footer·class="sk-content-footer"> | 342 | ······<footer·class="sk-content-footer"> |
| 343 | ············©·2007·-·202 | 343 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 344 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.precision_score.rst.txt"·rel="nofollow">Show·this·page·source</a> | 344 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.precision_score.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 345 | ······</footer> | 345 | ······</footer> |
| 346 | ····</div> | 346 | ····</div> |
| 347 | ··</div> | 347 | ··</div> |
| 348 | </div> | 348 | </div> |
| 349 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 349 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 150 | ······>>>·precision_score(y_true,·y_pred,·average=None) | 150 | ······>>>·precision_score(y_true,·y_pred,·average=None) |
| 151 | ······array([0.5,·1.·,·1.·]) | 151 | ······array([0.5,·1.·,·1.·]) |
| 152 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.p\x8pr\x8re\x8ec\x8ci\x8is\x8si\x8io\x8on\x8n_\x8_s\x8sc\x8co\x8or\x8re\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 152 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.p\x8pr\x8re\x8ec\x8ci\x8is\x8si\x8io\x8on\x8n_\x8_s\x8sc\x8co\x8or\x8re\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 153 | _\x8P_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y_\x8·_\x8C_\x8a_\x8l_\x8i_\x8b_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8c_\x8u_\x8r_\x8v_\x8e_\x8s | 153 | _\x8P_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y_\x8·_\x8C_\x8a_\x8l_\x8i_\x8b_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8c_\x8u_\x8r_\x8v_\x8e_\x8s |
| 154 | Probability·Calibration·curves | 154 | Probability·Calibration·curves |
| 155 | _\x8P_\x8r_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8-_\x8R_\x8e_\x8c_\x8a_\x8l_\x8l | 155 | _\x8P_\x8r_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8-_\x8R_\x8e_\x8c_\x8a_\x8l_\x8l |
| 156 | Precision-Recall | 156 | Precision-Recall |
| 157 | ©·2007·-·202 | 157 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 327 | </div></div><div·class="clearer"></div></section> | 327 | </div></div><div·class="clearer"></div></section> |
| 328 | </section> | 328 | </section> |
| 329 | ······</div> | 329 | ······</div> |
| 330 | ····<div·class="container"> | 330 | ····<div·class="container"> |
| 331 | ······<footer·class="sk-content-footer"> | 331 | ······<footer·class="sk-content-footer"> |
| 332 | ············©·2007·-·202 | 332 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 333 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.r2_score.rst.txt"·rel="nofollow">Show·this·page·source</a> | 333 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.r2_score.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 334 | ······</footer> | 334 | ······</footer> |
| 335 | ····</div> | 335 | ····</div> |
| 336 | ··</div> | 336 | ··</div> |
| 337 | </div> | 337 | </div> |
| 338 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 338 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 133 | Linear·Regression·Example | 133 | Linear·Regression·Example |
| 134 | _\x8N_\x8o_\x8n_\x8-_\x8n_\x8e_\x8g_\x8a_\x8t_\x8i_\x8v_\x8e_\x8·_\x8l_\x8e_\x8a_\x8s_\x8t_\x8·_\x8s_\x8q_\x8u_\x8a_\x8r_\x8e_\x8s | 134 | _\x8N_\x8o_\x8n_\x8-_\x8n_\x8e_\x8g_\x8a_\x8t_\x8i_\x8v_\x8e_\x8·_\x8l_\x8e_\x8a_\x8s_\x8t_\x8·_\x8s_\x8q_\x8u_\x8a_\x8r_\x8e_\x8s |
| 135 | Non-negative·least·squares | 135 | Non-negative·least·squares |
| 136 | _\x8F_\x8a_\x8i_\x8l_\x8u_\x8r_\x8e_\x8·_\x8o_\x8f_\x8·_\x8M_\x8a_\x8c_\x8h_\x8i_\x8n_\x8e_\x8·_\x8L_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8t_\x8o_\x8·_\x8i_\x8n_\x8f_\x8e_\x8r_\x8·_\x8c_\x8a_\x8u_\x8s_\x8a_\x8l_\x8·_\x8e_\x8f_\x8f_\x8e_\x8c_\x8t_\x8s | 136 | _\x8F_\x8a_\x8i_\x8l_\x8u_\x8r_\x8e_\x8·_\x8o_\x8f_\x8·_\x8M_\x8a_\x8c_\x8h_\x8i_\x8n_\x8e_\x8·_\x8L_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8t_\x8o_\x8·_\x8i_\x8n_\x8f_\x8e_\x8r_\x8·_\x8c_\x8a_\x8u_\x8s_\x8a_\x8l_\x8·_\x8e_\x8f_\x8f_\x8e_\x8c_\x8t_\x8s |
| 137 | Failure·of·Machine·Learning·to·infer·causal·effects | 137 | Failure·of·Machine·Learning·to·infer·causal·effects |
| 138 | _\x8E_\x8f_\x8f_\x8e_\x8c_\x8t_\x8·_\x8o_\x8f_\x8·_\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8t_\x8a_\x8r_\x8g_\x8e_\x8t_\x8s_\x8·_\x8i_\x8n_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l | 138 | _\x8E_\x8f_\x8f_\x8e_\x8c_\x8t_\x8·_\x8o_\x8f_\x8·_\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8t_\x8a_\x8r_\x8g_\x8e_\x8t_\x8s_\x8·_\x8i_\x8n_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l |
| 139 | Effect·of·transforming·the·targets·in·regression·model | 139 | Effect·of·transforming·the·targets·in·regression·model |
| 140 | ©·2007·-·202 | 140 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 270 | </div></div><div·class="clearer"></div></section> | 270 | </div></div><div·class="clearer"></div></section> |
| 271 | </section> | 271 | </section> |
| 272 | ······</div> | 272 | ······</div> |
| 273 | ····<div·class="container"> | 273 | ····<div·class="container"> |
| 274 | ······<footer·class="sk-content-footer"> | 274 | ······<footer·class="sk-content-footer"> |
| 275 | ············©·2007·-·202 | 275 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 276 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.rand_score.rst.txt"·rel="nofollow">Show·this·page·source</a> | 276 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.rand_score.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 277 | ······</footer> | 277 | ······</footer> |
| 278 | ····</div> | 278 | ····</div> |
| 279 | ··</div> | 279 | ··</div> |
| 280 | </div> | 280 | </div> |
| 281 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 281 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 70 | ······Labelings·that·assign·all·classes·members·to·the·same·clusters·are | 70 | ······Labelings·that·assign·all·classes·members·to·the·same·clusters·are |
| 71 | ······complete·but·may·not·always·be·pure,·hence·penalized: | 71 | ······complete·but·may·not·always·be·pure,·hence·penalized: |
| 72 | ······>>>·rand_score([0,·0,·1,·2],·[0,·0,·1,·1]) | 72 | ······>>>·rand_score([0,·0,·1,·2],·[0,·0,·1,·1]) |
| 73 | ······0.83... | 73 | ······0.83... |
| 74 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.r\x8ra\x8an\x8nd\x8d_\x8_s\x8sc\x8co\x8or\x8re\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 74 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.r\x8ra\x8an\x8nd\x8d_\x8_s\x8sc\x8co\x8or\x8re\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 75 | _\x8A_\x8d_\x8j_\x8u_\x8s_\x8t_\x8m_\x8e_\x8n_\x8t_\x8·_\x8f_\x8o_\x8r_\x8·_\x8c_\x8h_\x8a_\x8n_\x8c_\x8e_\x8·_\x8i_\x8n_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8p_\x8e_\x8r_\x8f_\x8o_\x8r_\x8m_\x8a_\x8n_\x8c_\x8e_\x8·_\x8e_\x8v_\x8a_\x8l_\x8u_\x8a_\x8t_\x8i_\x8o_\x8n | 75 | _\x8A_\x8d_\x8j_\x8u_\x8s_\x8t_\x8m_\x8e_\x8n_\x8t_\x8·_\x8f_\x8o_\x8r_\x8·_\x8c_\x8h_\x8a_\x8n_\x8c_\x8e_\x8·_\x8i_\x8n_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8p_\x8e_\x8r_\x8f_\x8o_\x8r_\x8m_\x8a_\x8n_\x8c_\x8e_\x8·_\x8e_\x8v_\x8a_\x8l_\x8u_\x8a_\x8t_\x8i_\x8o_\x8n |
| 76 | Adjustment·for·chance·in·clustering·performance·evaluation | 76 | Adjustment·for·chance·in·clustering·performance·evaluation |
| 77 | ©·2007·-·202 | 77 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 339 | </div></div><div·class="clearer"></div></section> | 339 | </div></div><div·class="clearer"></div></section> |
| 340 | </section> | 340 | </section> |
| 341 | ······</div> | 341 | ······</div> |
| 342 | ····<div·class="container"> | 342 | ····<div·class="container"> |
| 343 | ······<footer·class="sk-content-footer"> | 343 | ······<footer·class="sk-content-footer"> |
| 344 | ············©·2007·-·202 | 344 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 345 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.recall_score.rst.txt"·rel="nofollow">Show·this·page·source</a> | 345 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.recall_score.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 346 | ······</footer> | 346 | ······</footer> |
| 347 | ····</div> | 347 | ····</div> |
| 348 | ··</div> | 348 | ··</div> |
| 349 | </div> | 349 | </div> |
| 350 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 350 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 151 | ······>>>·recall_score(y_true,·y_pred,·average=None) | 151 | ······>>>·recall_score(y_true,·y_pred,·average=None) |
| 152 | ······array([1.·,·1.·,·0.5]) | 152 | ······array([1.·,·1.·,·0.5]) |
| 153 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.r\x8re\x8ec\x8ca\x8al\x8ll\x8l_\x8_s\x8sc\x8co\x8or\x8re\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 153 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.r\x8re\x8ec\x8ca\x8al\x8ll\x8l_\x8_s\x8sc\x8co\x8or\x8re\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 154 | _\x8P_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y_\x8·_\x8C_\x8a_\x8l_\x8i_\x8b_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8c_\x8u_\x8r_\x8v_\x8e_\x8s | 154 | _\x8P_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y_\x8·_\x8C_\x8a_\x8l_\x8i_\x8b_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8c_\x8u_\x8r_\x8v_\x8e_\x8s |
| 155 | Probability·Calibration·curves | 155 | Probability·Calibration·curves |
| 156 | _\x8P_\x8r_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8-_\x8R_\x8e_\x8c_\x8a_\x8l_\x8l | 156 | _\x8P_\x8r_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8-_\x8R_\x8e_\x8c_\x8a_\x8l_\x8l |
| 157 | Precision-Recall | 157 | Precision-Recall |
| 158 | ©·2007·-·202 | 158 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 409 | </div></div><div·class="clearer"></div></section> | 409 | </div></div><div·class="clearer"></div></section> |
| 410 | </section> | 410 | </section> |
| 411 | ······</div> | 411 | ······</div> |
| 412 | ····<div·class="container"> | 412 | ····<div·class="container"> |
| 413 | ······<footer·class="sk-content-footer"> | 413 | ······<footer·class="sk-content-footer"> |
| 414 | ············©·2007·-·202 | 414 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 415 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.roc_auc_score.rst.txt"·rel="nofollow">Show·this·page·source</a> | 415 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.roc_auc_score.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 416 | ······</footer> | 416 | ······</footer> |
| 417 | ····</div> | 417 | ····</div> |
| 418 | ··</div> | 418 | ··</div> |
| 419 | </div> | 419 | </div> |
| 420 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 420 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 204 | Probability·Calibration·curves | 204 | Probability·Calibration·curves |
| 205 | _\x8M_\x8o_\x8d_\x8e_\x8l_\x8-_\x8b_\x8a_\x8s_\x8e_\x8d_\x8·_\x8a_\x8n_\x8d_\x8·_\x8s_\x8e_\x8q_\x8u_\x8e_\x8n_\x8t_\x8i_\x8a_\x8l_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n | 205 | _\x8M_\x8o_\x8d_\x8e_\x8l_\x8-_\x8b_\x8a_\x8s_\x8e_\x8d_\x8·_\x8a_\x8n_\x8d_\x8·_\x8s_\x8e_\x8q_\x8u_\x8e_\x8n_\x8t_\x8i_\x8a_\x8l_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n |
| 206 | Model-based·and·sequential·feature·selection | 206 | Model-based·and·sequential·feature·selection |
| 207 | _\x8M_\x8u_\x8l_\x8t_\x8i_\x8c_\x8l_\x8a_\x8s_\x8s_\x8·_\x8R_\x8e_\x8c_\x8e_\x8i_\x8v_\x8e_\x8r_\x8·_\x8O_\x8p_\x8e_\x8r_\x8a_\x8t_\x8i_\x8n_\x8g_\x8·_\x8C_\x8h_\x8a_\x8r_\x8a_\x8c_\x8t_\x8e_\x8r_\x8i_\x8s_\x8t_\x8i_\x8c_\x8·_\x8(_\x8R_\x8O_\x8C_\x8) | 207 | _\x8M_\x8u_\x8l_\x8t_\x8i_\x8c_\x8l_\x8a_\x8s_\x8s_\x8·_\x8R_\x8e_\x8c_\x8e_\x8i_\x8v_\x8e_\x8r_\x8·_\x8O_\x8p_\x8e_\x8r_\x8a_\x8t_\x8i_\x8n_\x8g_\x8·_\x8C_\x8h_\x8a_\x8r_\x8a_\x8c_\x8t_\x8e_\x8r_\x8i_\x8s_\x8t_\x8i_\x8c_\x8·_\x8(_\x8R_\x8O_\x8C_\x8) |
| 208 | Multiclass·Receiver·Operating·Characteristic·(ROC) | 208 | Multiclass·Receiver·Operating·Characteristic·(ROC) |
| 209 | _\x8S_\x8t_\x8a_\x8t_\x8i_\x8s_\x8t_\x8i_\x8c_\x8a_\x8l_\x8·_\x8c_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8g_\x8r_\x8i_\x8d_\x8·_\x8s_\x8e_\x8a_\x8r_\x8c_\x8h | 209 | _\x8S_\x8t_\x8a_\x8t_\x8i_\x8s_\x8t_\x8i_\x8c_\x8a_\x8l_\x8·_\x8c_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8g_\x8r_\x8i_\x8d_\x8·_\x8s_\x8e_\x8a_\x8r_\x8c_\x8h |
| 210 | Statistical·comparison·of·models·using·grid·search | 210 | Statistical·comparison·of·models·using·grid·search |
| 211 | ©·2007·-·202 | 211 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 304 | </section> | 304 | </section> |
| 305 | ······</div> | 305 | ······</div> |
| 306 | ····<div·class="container"> | 306 | ····<div·class="container"> |
| 307 | ······<footer·class="sk-content-footer"> | 307 | ······<footer·class="sk-content-footer"> |
| 308 | ············©·2007·-·202 | 308 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 309 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.roc_curve.rst.txt"·rel="nofollow">Show·this·page·source</a> | 309 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.roc_curve.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 310 | ······</footer> | 310 | ······</footer> |
| 311 | ····</div> | 311 | ····</div> |
| 312 | ··</div> | 312 | ··</div> |
| 313 | </div> | 313 | </div> |
| 314 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 314 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 111 | Species·distribution·modeling | 111 | Species·distribution·modeling |
| 112 | _\x8V_\x8i_\x8s_\x8u_\x8a_\x8l_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8D_\x8i_\x8s_\x8p_\x8l_\x8a_\x8y_\x8·_\x8O_\x8b_\x8j_\x8e_\x8c_\x8t_\x8s | 112 | _\x8V_\x8i_\x8s_\x8u_\x8a_\x8l_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8D_\x8i_\x8s_\x8p_\x8l_\x8a_\x8y_\x8·_\x8O_\x8b_\x8j_\x8e_\x8c_\x8t_\x8s |
| 113 | Visualizations·with·Display·Objects | 113 | Visualizations·with·Display·Objects |
| 114 | _\x8D_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8e_\x8r_\x8r_\x8o_\x8r_\x8·_\x8t_\x8r_\x8a_\x8d_\x8e_\x8o_\x8f_\x8f_\x8·_\x8(_\x8D_\x8E_\x8T_\x8)_\x8·_\x8c_\x8u_\x8r_\x8v_\x8e | 114 | _\x8D_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8e_\x8r_\x8r_\x8o_\x8r_\x8·_\x8t_\x8r_\x8a_\x8d_\x8e_\x8o_\x8f_\x8f_\x8·_\x8(_\x8D_\x8E_\x8T_\x8)_\x8·_\x8c_\x8u_\x8r_\x8v_\x8e |
| 115 | Detection·error·tradeoff·(DET)·curve | 115 | Detection·error·tradeoff·(DET)·curve |
| 116 | _\x8M_\x8u_\x8l_\x8t_\x8i_\x8c_\x8l_\x8a_\x8s_\x8s_\x8·_\x8R_\x8e_\x8c_\x8e_\x8i_\x8v_\x8e_\x8r_\x8·_\x8O_\x8p_\x8e_\x8r_\x8a_\x8t_\x8i_\x8n_\x8g_\x8·_\x8C_\x8h_\x8a_\x8r_\x8a_\x8c_\x8t_\x8e_\x8r_\x8i_\x8s_\x8t_\x8i_\x8c_\x8·_\x8(_\x8R_\x8O_\x8C_\x8) | 116 | _\x8M_\x8u_\x8l_\x8t_\x8i_\x8c_\x8l_\x8a_\x8s_\x8s_\x8·_\x8R_\x8e_\x8c_\x8e_\x8i_\x8v_\x8e_\x8r_\x8·_\x8O_\x8p_\x8e_\x8r_\x8a_\x8t_\x8i_\x8n_\x8g_\x8·_\x8C_\x8h_\x8a_\x8r_\x8a_\x8c_\x8t_\x8e_\x8r_\x8i_\x8s_\x8t_\x8i_\x8c_\x8·_\x8(_\x8R_\x8O_\x8C_\x8) |
| 117 | Multiclass·Receiver·Operating·Characteristic·(ROC) | 117 | Multiclass·Receiver·Operating·Characteristic·(ROC) |
| 118 | ©·2007·-·202 | 118 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 251 | </section> | 251 | </section> |
| 252 | ······</div> | 252 | ······</div> |
| 253 | ····<div·class="container"> | 253 | ····<div·class="container"> |
| 254 | ······<footer·class="sk-content-footer"> | 254 | ······<footer·class="sk-content-footer"> |
| 255 | ············©·2007·-·202 | 255 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 256 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.root_mean_squared_error.rst.txt"·rel="nofollow">Show·this·page·source</a> | 256 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.root_mean_squared_error.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 257 | ······</footer> | 257 | ······</footer> |
| 258 | ····</div> | 258 | ····</div> |
| 259 | ··</div> | 259 | ··</div> |
| 260 | </div> | 260 | </div> |
| 261 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 261 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 66 | ······>>>·y_true·=·[[0.5,·1],[-1,·1],[7,·-6]] | 66 | ······>>>·y_true·=·[[0.5,·1],[-1,·1],[7,·-6]] |
| 67 | ······>>>·y_pred·=·[[0,·2],[-1,·2],[8,·-5]] | 67 | ······>>>·y_pred·=·[[0,·2],[-1,·2],[8,·-5]] |
| 68 | ······>>>·root_mean_squared_error(y_true,·y_pred) | 68 | ······>>>·root_mean_squared_error(y_true,·y_pred) |
| 69 | ······0.822... | 69 | ······0.822... |
| 70 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.r\x8ro\x8oo\x8ot\x8t_\x8_m\x8me\x8ea\x8an\x8n_\x8_s\x8sq\x8qu\x8ua\x8ar\x8re\x8ed\x8d_\x8_e\x8er\x8rr\x8ro\x8or\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 70 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.r\x8ro\x8oo\x8ot\x8t_\x8_m\x8me\x8ea\x8an\x8n_\x8_s\x8sq\x8qu\x8ua\x8ar\x8re\x8ed\x8d_\x8_e\x8er\x8rr\x8ro\x8or\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 71 | _\x8L_\x8a_\x8g_\x8g_\x8e_\x8d_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8t_\x8i_\x8m_\x8e_\x8·_\x8s_\x8e_\x8r_\x8i_\x8e_\x8s_\x8·_\x8f_\x8o_\x8r_\x8e_\x8c_\x8a_\x8s_\x8t_\x8i_\x8n_\x8g | 71 | _\x8L_\x8a_\x8g_\x8g_\x8e_\x8d_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8t_\x8i_\x8m_\x8e_\x8·_\x8s_\x8e_\x8r_\x8i_\x8e_\x8s_\x8·_\x8f_\x8o_\x8r_\x8e_\x8c_\x8a_\x8s_\x8t_\x8i_\x8n_\x8g |
| 72 | Lagged·features·for·time·series·forecasting | 72 | Lagged·features·for·time·series·forecasting |
| 73 | ©·2007·-·202 | 73 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 238 | <div·class="clearer"></div></section> | 238 | <div·class="clearer"></div></section> |
| 239 | ······</div> | 239 | ······</div> |
| 240 | ····<div·class="container"> | 240 | ····<div·class="container"> |
| 241 | ······<footer·class="sk-content-footer"> | 241 | ······<footer·class="sk-content-footer"> |
| 242 | ············©·2007·-·202 | 242 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 243 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.root_mean_squared_log_error.rst.txt"·rel="nofollow">Show·this·page·source</a> | 243 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.root_mean_squared_log_error.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 244 | ······</footer> | 244 | ······</footer> |
| 245 | ····</div> | 245 | ····</div> |
| 246 | ··</div> | 246 | ··</div> |
| 247 | </div> | 247 | </div> |
| 248 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 248 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 58 | ··················target. | 58 | ··················target. |
| 59 | ······Examples | 59 | ······Examples |
| 60 | ······>>>·from·sklearn.metrics·import·root_mean_squared_log_error | 60 | ······>>>·from·sklearn.metrics·import·root_mean_squared_log_error |
| 61 | ······>>>·y_true·=·[3,·5,·2.5,·7] | 61 | ······>>>·y_true·=·[3,·5,·2.5,·7] |
| 62 | ······>>>·y_pred·=·[2.5,·5,·4,·8] | 62 | ······>>>·y_pred·=·[2.5,·5,·4,·8] |
| 63 | ······>>>·root_mean_squared_log_error(y_true,·y_pred) | 63 | ······>>>·root_mean_squared_log_error(y_true,·y_pred) |
| 64 | ······0.199... | 64 | ······0.199... |
| 65 | ©·2007·-·202 | 65 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 274 | </section> | 274 | </section> |
| 275 | ······</div> | 275 | ······</div> |
| 276 | ····<div·class="container"> | 276 | ····<div·class="container"> |
| 277 | ······<footer·class="sk-content-footer"> | 277 | ······<footer·class="sk-content-footer"> |
| 278 | ············©·2007·-·202 | 278 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 279 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.silhouette_samples.rst.txt"·rel="nofollow">Show·this·page·source</a> | 279 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.silhouette_samples.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 280 | ······</footer> | 280 | ······</footer> |
| 281 | ····</div> | 281 | ····</div> |
| 282 | ··</div> | 282 | ··</div> |
| 283 | </div> | 283 | </div> |
| 284 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 284 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 85 | ······>>>·kmeans·=·KMeans(n_clusters=3,·random_state=42) | 85 | ······>>>·kmeans·=·KMeans(n_clusters=3,·random_state=42) |
| 86 | ······>>>·labels·=·kmeans.fit_predict(X) | 86 | ······>>>·labels·=·kmeans.fit_predict(X) |
| 87 | ······>>>·silhouette_samples(X,·labels) | 87 | ······>>>·silhouette_samples(X,·labels) |
| 88 | ······array([...]) | 88 | ······array([...]) |
| 89 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.s\x8si\x8il\x8lh\x8ho\x8ou\x8ue\x8et\x8tt\x8te\x8e_\x8_s\x8sa\x8am\x8mp\x8pl\x8le\x8es\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 89 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8me\x8et\x8tr\x8ri\x8ic\x8cs\x8s.\x8.s\x8si\x8il\x8lh\x8ho\x8ou\x8ue\x8et\x8tt\x8te\x8e_\x8_s\x8sa\x8am\x8mp\x8pl\x8le\x8es\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 90 | _\x8S_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8n_\x8u_\x8m_\x8b_\x8e_\x8r_\x8·_\x8o_\x8f_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8s_\x8i_\x8l_\x8h_\x8o_\x8u_\x8e_\x8t_\x8t_\x8e_\x8·_\x8a_\x8n_\x8a_\x8l_\x8y_\x8s_\x8i_\x8s_\x8·_\x8o_\x8n_\x8·_\x8K_\x8M_\x8e_\x8a_\x8n_\x8s_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g | 90 | _\x8S_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8n_\x8u_\x8m_\x8b_\x8e_\x8r_\x8·_\x8o_\x8f_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8s_\x8i_\x8l_\x8h_\x8o_\x8u_\x8e_\x8t_\x8t_\x8e_\x8·_\x8a_\x8n_\x8a_\x8l_\x8y_\x8s_\x8i_\x8s_\x8·_\x8o_\x8n_\x8·_\x8K_\x8M_\x8e_\x8a_\x8n_\x8s_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g |
| 91 | Selecting·the·number·of·clusters·with·silhouette·analysis·on·KMeans·clustering | 91 | Selecting·the·number·of·clusters·with·silhouette·analysis·on·KMeans·clustering |
| 92 | ©·2007·-·202 | 92 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 289 | </section> | 289 | </section> |
| 290 | ······</div> | 290 | ······</div> |
| 291 | ····<div·class="container"> | 291 | ····<div·class="container"> |
| 292 | ······<footer·class="sk-content-footer"> | 292 | ······<footer·class="sk-content-footer"> |
| 293 | ············©·2007·-·202 | 293 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 294 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.silhouette_score.rst.txt"·rel="nofollow">Show·this·page·source</a> | 294 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.silhouette_score.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 295 | ······</footer> | 295 | ······</footer> |
| 296 | ····</div> | 296 | ····</div> |
| 297 | ··</div> | 297 | ··</div> |
| 298 | </div> | 298 | </div> |
| 299 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 299 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 98 | Demo·of·DBSCAN·clustering·algorithm | 98 | Demo·of·DBSCAN·clustering·algorithm |
| 99 | _\x8D_\x8e_\x8m_\x8o_\x8·_\x8o_\x8f_\x8·_\x8a_\x8f_\x8f_\x8i_\x8n_\x8i_\x8t_\x8y_\x8·_\x8p_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m | 99 | _\x8D_\x8e_\x8m_\x8o_\x8·_\x8o_\x8f_\x8·_\x8a_\x8f_\x8f_\x8i_\x8n_\x8i_\x8t_\x8y_\x8·_\x8p_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m |
| 100 | Demo·of·affinity·propagation·clustering·algorithm | 100 | Demo·of·affinity·propagation·clustering·algorithm |
| 101 | _\x8S_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8n_\x8u_\x8m_\x8b_\x8e_\x8r_\x8·_\x8o_\x8f_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8s_\x8i_\x8l_\x8h_\x8o_\x8u_\x8e_\x8t_\x8t_\x8e_\x8·_\x8a_\x8n_\x8a_\x8l_\x8y_\x8s_\x8i_\x8s_\x8·_\x8o_\x8n_\x8·_\x8K_\x8M_\x8e_\x8a_\x8n_\x8s_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g | 101 | _\x8S_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8n_\x8u_\x8m_\x8b_\x8e_\x8r_\x8·_\x8o_\x8f_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8s_\x8i_\x8l_\x8h_\x8o_\x8u_\x8e_\x8t_\x8t_\x8e_\x8·_\x8a_\x8n_\x8a_\x8l_\x8y_\x8s_\x8i_\x8s_\x8·_\x8o_\x8n_\x8·_\x8K_\x8M_\x8e_\x8a_\x8n_\x8s_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g |
| 102 | Selecting·the·number·of·clusters·with·silhouette·analysis·on·KMeans·clustering | 102 | Selecting·the·number·of·clusters·with·silhouette·analysis·on·KMeans·clustering |
| 103 | _\x8C_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8k_\x8-_\x8m_\x8e_\x8a_\x8n_\x8s | 103 | _\x8C_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8k_\x8-_\x8m_\x8e_\x8a_\x8n_\x8s |
| 104 | Clustering·text·documents·using·k-means | 104 | Clustering·text·documents·using·k-means |
| 105 | ©·2007·-·202 | 105 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 267 | <div·class="clearer"></div></section> | 267 | <div·class="clearer"></div></section> |
| 268 | ······</div> | 268 | ······</div> |
| 269 | ····<div·class="container"> | 269 | ····<div·class="container"> |
| 270 | ······<footer·class="sk-content-footer"> | 270 | ······<footer·class="sk-content-footer"> |
| 271 | ············©·2007·-·202 | 271 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 272 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.top_k_accuracy_score.rst.txt"·rel="nofollow">Show·this·page·source</a> | 272 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.top_k_accuracy_score.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 273 | ······</footer> | 273 | ······</footer> |
| 274 | ····</div> | 274 | ····</div> |
| 275 | ··</div> | 275 | ··</div> |
| 276 | </div> | 276 | </div> |
| 277 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 277 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 89 | ······...·····················[0.2,·0.4,·0.3],··#·2·is·in·top·2 | 89 | ······...·····················[0.2,·0.4,·0.3],··#·2·is·in·top·2 |
| 90 | ······...·····················[0.7,·0.2,·0.1]])·#·2·isn't·in·top·2 | 90 | ······...·····················[0.7,·0.2,·0.1]])·#·2·isn't·in·top·2 |
| 91 | ······>>>·top_k_accuracy_score(y_true,·y_score,·k=2) | 91 | ······>>>·top_k_accuracy_score(y_true,·y_score,·k=2) |
| 92 | ······0.75 | 92 | ······0.75 |
| 93 | ······>>>·#·Not·normalizing·gives·the·number·of·"correctly"·classified·samples | 93 | ······>>>·#·Not·normalizing·gives·the·number·of·"correctly"·classified·samples |
| 94 | ······>>>·top_k_accuracy_score(y_true,·y_score,·k=2,·normalize=False) | 94 | ······>>>·top_k_accuracy_score(y_true,·y_score,·k=2,·normalize=False) |
| 95 | ······3 | 95 | ······3 |
| 96 | ©·2007·-·202 | 96 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 318 | </section> | 318 | </section> |
| 319 | ······</div> | 319 | ······</div> |
| 320 | ····<div·class="container"> | 320 | ····<div·class="container"> |
| 321 | ······<footer·class="sk-content-footer"> | 321 | ······<footer·class="sk-content-footer"> |
| 322 | ············©·2007·-·202 | 322 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 323 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.v_measure_score.rst.txt"·rel="nofollow">Show·this·page·source</a> | 323 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.v_measure_score.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 324 | ······</footer> | 324 | ······</footer> |
| 325 | ····</div> | 325 | ····</div> |
| 326 | ··</div> | 326 | ··</div> |
| 327 | </div> | 327 | </div> |
| 328 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 328 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 112 | Adjustment·for·chance·in·clustering·performance·evaluation | 112 | Adjustment·for·chance·in·clustering·performance·evaluation |
| 113 | _\x8D_\x8e_\x8m_\x8o_\x8·_\x8o_\x8f_\x8·_\x8D_\x8B_\x8S_\x8C_\x8A_\x8N_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m | 113 | _\x8D_\x8e_\x8m_\x8o_\x8·_\x8o_\x8f_\x8·_\x8D_\x8B_\x8S_\x8C_\x8A_\x8N_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m |
| 114 | Demo·of·DBSCAN·clustering·algorithm | 114 | Demo·of·DBSCAN·clustering·algorithm |
| 115 | _\x8D_\x8e_\x8m_\x8o_\x8·_\x8o_\x8f_\x8·_\x8a_\x8f_\x8f_\x8i_\x8n_\x8i_\x8t_\x8y_\x8·_\x8p_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m | 115 | _\x8D_\x8e_\x8m_\x8o_\x8·_\x8o_\x8f_\x8·_\x8a_\x8f_\x8f_\x8i_\x8n_\x8i_\x8t_\x8y_\x8·_\x8p_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m |
| 116 | Demo·of·affinity·propagation·clustering·algorithm | 116 | Demo·of·affinity·propagation·clustering·algorithm |
| 117 | _\x8C_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8k_\x8-_\x8m_\x8e_\x8a_\x8n_\x8s | 117 | _\x8C_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8k_\x8-_\x8m_\x8e_\x8a_\x8n_\x8s |
| 118 | Clustering·text·documents·using·k-means | 118 | Clustering·text·documents·using·k-means |
| 119 | ©·2007·-·202 | 119 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 254 | <div·class="clearer"></div></section> | 254 | <div·class="clearer"></div></section> |
| 255 | ······</div> | 255 | ······</div> |
| 256 | ····<div·class="container"> | 256 | ····<div·class="container"> |
| 257 | ······<footer·class="sk-content-footer"> | 257 | ······<footer·class="sk-content-footer"> |
| 258 | ············©·2007·-·202 | 258 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 259 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.zero_one_loss.rst.txt"·rel="nofollow">Show·this·page·source</a> | 259 | ··········<a·href="../../_sources/modules/generated/sklearn.metrics.zero_one_loss.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 260 | ······</footer> | 260 | ······</footer> |
| 261 | ····</div> | 261 | ····</div> |
| 262 | ··</div> | 262 | ··</div> |
| 263 | </div> | 263 | </div> |
| 264 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 264 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 75 | ······0.25 | 75 | ······0.25 |
| 76 | ······>>>·zero_one_loss(y_true,·y_pred,·normalize=False) | 76 | ······>>>·zero_one_loss(y_true,·y_pred,·normalize=False) |
| 77 | ······1.0 | 77 | ······1.0 |
| 78 | ······In·the·multilabel·case·with·binary·label·indicators: | 78 | ······In·the·multilabel·case·with·binary·label·indicators: |
| 79 | ······>>>·import·numpy·as·np | 79 | ······>>>·import·numpy·as·np |
| 80 | ······>>>·zero_one_loss(np.array([[0,·1],·[1,·1]]),·np.ones((2,·2))) | 80 | ······>>>·zero_one_loss(np.array([[0,·1],·[1,·1]]),·np.ones((2,·2))) |
| 81 | ······0.5 | 81 | ······0.5 |
| 82 | ©·2007·-·202 | 82 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 745 | </div></div><div·class="clearer"></div></section> | 745 | </div></div><div·class="clearer"></div></section> |
| 746 | </section> | 746 | </section> |
| 747 | ······</div> | 747 | ······</div> |
| 748 | ····<div·class="container"> | 748 | ····<div·class="container"> |
| 749 | ······<footer·class="sk-content-footer"> | 749 | ······<footer·class="sk-content-footer"> |
| 750 | ············©·2007·-·202 | 750 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 751 | ··········<a·href="../../_sources/modules/generated/sklearn.mixture.BayesianGaussianMixture.rst.txt"·rel="nofollow">Show·this·page·source</a> | 751 | ··········<a·href="../../_sources/modules/generated/sklearn.mixture.BayesianGaussianMixture.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 752 | ······</footer> | 752 | ······</footer> |
| 753 | ····</div> | 753 | ····</div> |
| 754 | ··</div> | 754 | ··</div> |
| 755 | </div> | 755 | </div> |
| 756 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 756 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 401 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8mi\x8ix\x8xt\x8tu\x8ur\x8re\x8e.\x8.B\x8Ba\x8ay\x8ye\x8es\x8si\x8ia\x8an\x8nG\x8Ga\x8au\x8us\x8ss\x8si\x8ia\x8an\x8nM\x8Mi\x8ix\x8xt\x8tu\x8ur\x8re\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 401 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8mi\x8ix\x8xt\x8tu\x8ur\x8re\x8e.\x8.B\x8Ba\x8ay\x8ye\x8es\x8si\x8ia\x8an\x8nG\x8Ga\x8au\x8us\x8ss\x8si\x8ia\x8an\x8nM\x8Mi\x8ix\x8xt\x8tu\x8ur\x8re\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 402 | _\x8C_\x8o_\x8n_\x8c_\x8e_\x8n_\x8t_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8P_\x8r_\x8i_\x8o_\x8r_\x8·_\x8T_\x8y_\x8p_\x8e_\x8·_\x8A_\x8n_\x8a_\x8l_\x8y_\x8s_\x8i_\x8s_\x8·_\x8o_\x8f_\x8·_\x8V_\x8a_\x8r_\x8i_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8B_\x8a_\x8y_\x8e_\x8s_\x8i_\x8a_\x8n_\x8·_\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8M_\x8i_\x8x_\x8t_\x8u_\x8r_\x8e | 402 | _\x8C_\x8o_\x8n_\x8c_\x8e_\x8n_\x8t_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8P_\x8r_\x8i_\x8o_\x8r_\x8·_\x8T_\x8y_\x8p_\x8e_\x8·_\x8A_\x8n_\x8a_\x8l_\x8y_\x8s_\x8i_\x8s_\x8·_\x8o_\x8f_\x8·_\x8V_\x8a_\x8r_\x8i_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8B_\x8a_\x8y_\x8e_\x8s_\x8i_\x8a_\x8n_\x8·_\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8M_\x8i_\x8x_\x8t_\x8u_\x8r_\x8e |
| 403 | Concentration·Prior·Type·Analysis·of·Variation·Bayesian·Gaussian·Mixture | 403 | Concentration·Prior·Type·Analysis·of·Variation·Bayesian·Gaussian·Mixture |
| 404 | _\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8M_\x8i_\x8x_\x8t_\x8u_\x8r_\x8e_\x8·_\x8M_\x8o_\x8d_\x8e_\x8l_\x8·_\x8E_\x8l_\x8l_\x8i_\x8p_\x8s_\x8o_\x8i_\x8d_\x8s | 404 | _\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8M_\x8i_\x8x_\x8t_\x8u_\x8r_\x8e_\x8·_\x8M_\x8o_\x8d_\x8e_\x8l_\x8·_\x8E_\x8l_\x8l_\x8i_\x8p_\x8s_\x8o_\x8i_\x8d_\x8s |
| 405 | Gaussian·Mixture·Model·Ellipsoids | 405 | Gaussian·Mixture·Model·Ellipsoids |
| 406 | _\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8M_\x8i_\x8x_\x8t_\x8u_\x8r_\x8e_\x8·_\x8M_\x8o_\x8d_\x8e_\x8l_\x8·_\x8S_\x8i_\x8n_\x8e_\x8·_\x8C_\x8u_\x8r_\x8v_\x8e | 406 | _\x8G_\x8a_\x8u_\x8s_\x8s_\x8i_\x8a_\x8n_\x8·_\x8M_\x8i_\x8x_\x8t_\x8u_\x8r_\x8e_\x8·_\x8M_\x8o_\x8d_\x8e_\x8l_\x8·_\x8S_\x8i_\x8n_\x8e_\x8·_\x8C_\x8u_\x8r_\x8v_\x8e |
| 407 | Gaussian·Mixture·Model·Sine·Curve | 407 | Gaussian·Mixture·Model·Sine·Curve |
| 408 | ©·2007·-·202 | 408 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 729 | </div></div><div·class="clearer"></div></section> | 729 | </div></div><div·class="clearer"></div></section> |
| 730 | </section> | 730 | </section> |
| 731 | ······</div> | 731 | ······</div> |
| 732 | ····<div·class="container"> | 732 | ····<div·class="container"> |
| 733 | ······<footer·class="sk-content-footer"> | 733 | ······<footer·class="sk-content-footer"> |
| 734 | ············©·2007·-·202 | 734 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 735 | ··········<a·href="../../_sources/modules/generated/sklearn.mixture.GaussianMixture.rst.txt"·rel="nofollow">Show·this·page·source</a> | 735 | ··········<a·href="../../_sources/modules/generated/sklearn.mixture.GaussianMixture.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 364 | GMM·covariances | 364 | GMM·covariances |
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| 366 | Gaussian·Mixture·Model·Ellipsoids | 366 | Gaussian·Mixture·Model·Ellipsoids |
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| 368 | Gaussian·Mixture·Model·Selection | 368 | Gaussian·Mixture·Model·Selection |
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| 370 | Gaussian·Mixture·Model·Sine·Curve | 370 | Gaussian·Mixture·Model·Sine·Curve |
| 371 | ©·2007·-·202 | 371 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 976 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.GridSearchCV.rst.txt"·rel="nofollow">Show·this·page·source</a> | 976 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.GridSearchCV.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 547 | Feature·discretization | 547 | Feature·discretization |
| 548 | _\x8P_\x8l_\x8o_\x8t_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8b_\x8o_\x8u_\x8n_\x8d_\x8a_\x8r_\x8i_\x8e_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8S_\x8V_\x8M_\x8·_\x8K_\x8e_\x8r_\x8n_\x8e_\x8l_\x8s | 548 | _\x8P_\x8l_\x8o_\x8t_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8b_\x8o_\x8u_\x8n_\x8d_\x8a_\x8r_\x8i_\x8e_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8S_\x8V_\x8M_\x8·_\x8K_\x8e_\x8r_\x8n_\x8e_\x8l_\x8s |
| 549 | Plot·classification·boundaries·with·different·SVM·Kernels | 549 | Plot·classification·boundaries·with·different·SVM·Kernels |
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| 551 | RBF·SVM·parameters | 551 | RBF·SVM·parameters |
| 552 | _\x8C_\x8r_\x8o_\x8s_\x8s_\x8-_\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8d_\x8i_\x8a_\x8b_\x8e_\x8t_\x8e_\x8s_\x8·_\x8D_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8·_\x8E_\x8x_\x8e_\x8r_\x8c_\x8i_\x8s_\x8e | 552 | _\x8C_\x8r_\x8o_\x8s_\x8s_\x8-_\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8d_\x8i_\x8a_\x8b_\x8e_\x8t_\x8e_\x8s_\x8·_\x8D_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8·_\x8E_\x8x_\x8e_\x8r_\x8c_\x8i_\x8s_\x8e |
| 553 | Cross-validation·on·diabetes·Dataset·Exercise | 553 | Cross-validation·on·diabetes·Dataset·Exercise |
| 554 | ©·2007·-·202 | 554 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 402 | ············©·2007·-·202 | 402 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 403 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.GroupKFold.rst.txt"·rel="nofollow">Show·this·page·source</a> | 403 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.GroupKFold.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 406 | ··</div> | 406 | ··</div> |
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| 159 | ························The·testing·set·indices·for·that·split. | 159 | ························The·testing·set·indices·for·that·split. |
| 160 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8mo\x8od\x8de\x8el\x8l_\x8_s\x8se\x8el\x8le\x8ec\x8ct\x8ti\x8io\x8on\x8n.\x8.G\x8Gr\x8ro\x8ou\x8up\x8pK\x8KF\x8Fo\x8ol\x8ld\x8d_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 160 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8mo\x8od\x8de\x8el\x8l_\x8_s\x8se\x8el\x8le\x8ec\x8ct\x8ti\x8io\x8on\x8n.\x8.G\x8Gr\x8ro\x8ou\x8up\x8pK\x8KF\x8Fo\x8ol\x8ld\x8d_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 161 | _\x8R_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8·_\x8H_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n_\x8·_\x81_\x8._\x84 | 161 | _\x8R_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8·_\x8H_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n_\x8·_\x81_\x8._\x84 |
| 162 | Release·Highlights·for·scikit-learn·1.4 | 162 | Release·Highlights·for·scikit-learn·1.4 |
| 163 | _\x8V_\x8i_\x8s_\x8u_\x8a_\x8l_\x8i_\x8z_\x8i_\x8n_\x8g_\x8·_\x8c_\x8r_\x8o_\x8s_\x8s_\x8-_\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8b_\x8e_\x8h_\x8a_\x8v_\x8i_\x8o_\x8r_\x8·_\x8i_\x8n_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n | 163 | _\x8V_\x8i_\x8s_\x8u_\x8a_\x8l_\x8i_\x8z_\x8i_\x8n_\x8g_\x8·_\x8c_\x8r_\x8o_\x8s_\x8s_\x8-_\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8b_\x8e_\x8h_\x8a_\x8v_\x8i_\x8o_\x8r_\x8·_\x8i_\x8n_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n |
| 164 | Visualizing·cross-validation·behavior·in·scikit-learn | 164 | Visualizing·cross-validation·behavior·in·scikit-learn |
| 165 | ©·2007·-·202 | 165 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 427 | ············©·2007·-·202 | 427 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 428 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.GroupShuffleSplit.rst.txt"·rel="nofollow">Show·this·page·source</a> | 428 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.GroupShuffleSplit.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 431 | ··</div> | 431 | ··</div> |
| 432 | </div> | 432 | </div> |
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| 184 | ············Notes | 184 | ············Notes |
| 185 | ············Randomized·CV·splitters·may·return·different·results·for·each·call | 185 | ············Randomized·CV·splitters·may·return·different·results·for·each·call |
| 186 | ············of·split.·You·can·make·the·results·identical·by·setting | 186 | ············of·split.·You·can·make·the·results·identical·by·setting |
| 187 | ············random_state·to·an·integer. | 187 | ············random_state·to·an·integer. |
| 188 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8mo\x8od\x8de\x8el\x8l_\x8_s\x8se\x8el\x8le\x8ec\x8ct\x8ti\x8io\x8on\x8n.\x8.G\x8Gr\x8ro\x8ou\x8up\x8pS\x8Sh\x8hu\x8uf\x8ff\x8fl\x8le\x8eS\x8Sp\x8pl\x8li\x8it\x8t_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 188 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8mo\x8od\x8de\x8el\x8l_\x8_s\x8se\x8el\x8le\x8ec\x8ct\x8ti\x8io\x8on\x8n.\x8.G\x8Gr\x8ro\x8ou\x8up\x8pS\x8Sh\x8hu\x8uf\x8ff\x8fl\x8le\x8eS\x8Sp\x8pl\x8li\x8it\x8t_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
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| 190 | Visualizing·cross-validation·behavior·in·scikit-learn | 190 | Visualizing·cross-validation·behavior·in·scikit-learn |
| 191 | ©·2007·-·202 | 191 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 828 | ····<div·class="container"> | 828 | ····<div·class="container"> |
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| 830 | ············©·2007·-·202 | 830 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 831 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.HalvingGridSearchCV.rst.txt"·rel="nofollow">Show·this·page·source</a> | 831 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.HalvingGridSearchCV.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 834 | ··</div> | 834 | ··</div> |
| 835 | </div> | 835 | </div> |
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| 469 | Release·Highlights·for·scikit-learn·0.24 | 469 | Release·Highlights·for·scikit-learn·0.24 |
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| 471 | Comparison·between·grid·search·and·successive·halving | 471 | Comparison·between·grid·search·and·successive·halving |
| 472 | _\x8S_\x8u_\x8c_\x8c_\x8e_\x8s_\x8s_\x8i_\x8v_\x8e_\x8·_\x8H_\x8a_\x8l_\x8v_\x8i_\x8n_\x8g_\x8·_\x8I_\x8t_\x8e_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8s | 472 | _\x8S_\x8u_\x8c_\x8c_\x8e_\x8s_\x8s_\x8i_\x8v_\x8e_\x8·_\x8H_\x8a_\x8l_\x8v_\x8i_\x8n_\x8g_\x8·_\x8I_\x8t_\x8e_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8s |
| 473 | Successive·Halving·Iterations | 473 | Successive·Halving·Iterations |
| 474 | ©·2007·-·202 | 474 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 845 | ············©·2007·-·202 | 845 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 846 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.HalvingRandomSearchCV.rst.txt"·rel="nofollow">Show·this·page·source</a> | 846 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.HalvingRandomSearchCV.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 849 | ··</div> | 849 | ··</div> |
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| 485 | Release·Highlights·for·scikit-learn·0.24 | 485 | Release·Highlights·for·scikit-learn·0.24 |
| 486 | _\x8P_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8I_\x8n_\x8t_\x8e_\x8r_\x8v_\x8a_\x8l_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8G_\x8r_\x8a_\x8d_\x8i_\x8e_\x8n_\x8t_\x8·_\x8B_\x8o_\x8o_\x8s_\x8t_\x8i_\x8n_\x8g_\x8·_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n | 486 | _\x8P_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8I_\x8n_\x8t_\x8e_\x8r_\x8v_\x8a_\x8l_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8G_\x8r_\x8a_\x8d_\x8i_\x8e_\x8n_\x8t_\x8·_\x8B_\x8o_\x8o_\x8s_\x8t_\x8i_\x8n_\x8g_\x8·_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n |
| 487 | Prediction·Intervals·for·Gradient·Boosting·Regression | 487 | Prediction·Intervals·for·Gradient·Boosting·Regression |
| 488 | _\x8S_\x8u_\x8c_\x8c_\x8e_\x8s_\x8s_\x8i_\x8v_\x8e_\x8·_\x8H_\x8a_\x8l_\x8v_\x8i_\x8n_\x8g_\x8·_\x8I_\x8t_\x8e_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8s | 488 | _\x8S_\x8u_\x8c_\x8c_\x8e_\x8s_\x8s_\x8i_\x8v_\x8e_\x8·_\x8H_\x8a_\x8l_\x8v_\x8i_\x8n_\x8g_\x8·_\x8I_\x8t_\x8e_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8s |
| 489 | Successive·Halving·Iterations | 489 | Successive·Halving·Iterations |
| 490 | ©·2007·-·202 | 490 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 380 | ····<div·class="container"> | 380 | ····<div·class="container"> |
| 381 | ······<footer·class="sk-content-footer"> | 381 | ······<footer·class="sk-content-footer"> |
| 382 | ············©·2007·-·202 | 382 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 383 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.KFold.rst.txt"·rel="nofollow">Show·this·page·source</a> | 383 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.KFold.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 385 | ····</div> | 385 | ····</div> |
| 386 | ··</div> | 386 | ··</div> |
| 387 | </div> | 387 | </div> |
| 388 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 388 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 145 | Gradient·Boosting·Out-of-Bag·estimates | 145 | Gradient·Boosting·Out-of-Bag·estimates |
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| 147 | Nested·versus·non-nested·cross-validation | 147 | Nested·versus·non-nested·cross-validation |
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| 149 | Visualizing·cross-validation·behavior·in·scikit-learn | 149 | Visualizing·cross-validation·behavior·in·scikit-learn |
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| 151 | Cross-validation·on·diabetes·Dataset·Exercise | 151 | Cross-validation·on·diabetes·Dataset·Exercise |
| 152 | ©·2007·-·202 | 152 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 514 | ······</div> | 514 | ······</div> |
| 515 | ····<div·class="container"> | 515 | ····<div·class="container"> |
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| 517 | ············©·2007·-·202 | 517 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 518 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.LearningCurveDisplay.rst.txt"·rel="nofollow">Show·this·page·source</a> | 518 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.LearningCurveDisplay.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 308 | Release·Highlights·for·scikit-learn·1.2 | 308 | Release·Highlights·for·scikit-learn·1.2 |
| 309 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8·_\x8r_\x8i_\x8d_\x8g_\x8e_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8a_\x8n_\x8d_\x8·_\x8S_\x8V_\x8R | 309 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8·_\x8r_\x8i_\x8d_\x8g_\x8e_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8a_\x8n_\x8d_\x8·_\x8S_\x8V_\x8R |
| 310 | Comparison·of·kernel·ridge·regression·and·SVR | 310 | Comparison·of·kernel·ridge·regression·and·SVR |
| 311 | _\x8P_\x8l_\x8o_\x8t_\x8t_\x8i_\x8n_\x8g_\x8·_\x8L_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8C_\x8u_\x8r_\x8v_\x8e_\x8s_\x8·_\x8a_\x8n_\x8d_\x8·_\x8C_\x8h_\x8e_\x8c_\x8k_\x8i_\x8n_\x8g_\x8·_\x8M_\x8o_\x8d_\x8e_\x8l_\x8s_\x8’_\x8·_\x8S_\x8c_\x8a_\x8l_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y | 311 | _\x8P_\x8l_\x8o_\x8t_\x8t_\x8i_\x8n_\x8g_\x8·_\x8L_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8C_\x8u_\x8r_\x8v_\x8e_\x8s_\x8·_\x8a_\x8n_\x8d_\x8·_\x8C_\x8h_\x8e_\x8c_\x8k_\x8i_\x8n_\x8g_\x8·_\x8M_\x8o_\x8d_\x8e_\x8l_\x8s_\x8’_\x8·_\x8S_\x8c_\x8a_\x8l_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y |
| 312 | Plotting·Learning·Curves·and·Checking·Models'·Scalability | 312 | Plotting·Learning·Curves·and·Checking·Models'·Scalability |
| 313 | ©·2007·-·202 | 313 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 378 | <div·class="clearer"></div></section> | 378 | <div·class="clearer"></div></section> |
| 379 | ······</div> | 379 | ······</div> |
| 380 | ····<div·class="container"> | 380 | ····<div·class="container"> |
| 381 | ······<footer·class="sk-content-footer"> | 381 | ······<footer·class="sk-content-footer"> |
| 382 | ············©·2007·-·202 | 382 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 383 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.LeaveOneGroupOut.rst.txt"·rel="nofollow">Show·this·page·source</a> | 383 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.LeaveOneGroupOut.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 384 | ······</footer> | 384 | ······</footer> |
| 385 | ····</div> | 385 | ····</div> |
| 386 | ··</div> | 386 | ··</div> |
| 387 | </div> | 387 | </div> |
| 388 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 388 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 147 | ························Group·labels·for·the·samples·used·while·splitting·the | 147 | ························Group·labels·for·the·samples·used·while·splitting·the |
| 148 | ························dataset·into·train/test·set. | 148 | ························dataset·into·train/test·set. |
| 149 | ··············Yields: | 149 | ··············Yields: |
| 150 | ····················t\x8tr\x8ra\x8ai\x8in\x8nndarray | 150 | ····················t\x8tr\x8ra\x8ai\x8in\x8nndarray |
| 151 | ························The·training·set·indices·for·that·split. | 151 | ························The·training·set·indices·for·that·split. |
| 152 | ····················t\x8te\x8es\x8st\x8tndarray | 152 | ····················t\x8te\x8es\x8st\x8tndarray |
| 153 | ························The·testing·set·indices·for·that·split. | 153 | ························The·testing·set·indices·for·that·split. |
| 154 | ©·2007·-·202 | 154 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 327 | <div·class="clearer"></div></section> | 327 | <div·class="clearer"></div></section> |
| 328 | ······</div> | 328 | ······</div> |
| 329 | ····<div·class="container"> | 329 | ····<div·class="container"> |
| 330 | ······<footer·class="sk-content-footer"> | 330 | ······<footer·class="sk-content-footer"> |
| 331 | ············©·2007·-·202 | 331 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 332 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.LeaveOneOut.rst.txt"·rel="nofollow">Show·this·page·source</a> | 332 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.LeaveOneOut.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 333 | ······</footer> | 333 | ······</footer> |
| 334 | ····</div> | 334 | ····</div> |
| 335 | ··</div> | 335 | ··</div> |
| 336 | </div> | 336 | </div> |
| 337 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 337 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 108 | ························Group·labels·for·the·samples·used·while·splitting·the | 108 | ························Group·labels·for·the·samples·used·while·splitting·the |
| 109 | ························dataset·into·train/test·set. | 109 | ························dataset·into·train/test·set. |
| 110 | ··············Yields: | 110 | ··············Yields: |
| 111 | ····················t\x8tr\x8ra\x8ai\x8in\x8nndarray | 111 | ····················t\x8tr\x8ra\x8ai\x8in\x8nndarray |
| 112 | ························The·training·set·indices·for·that·split. | 112 | ························The·training·set·indices·for·that·split. |
| 113 | ····················t\x8te\x8es\x8st\x8tndarray | 113 | ····················t\x8te\x8es\x8st\x8tndarray |
| 114 | ························The·testing·set·indices·for·that·split. | 114 | ························The·testing·set·indices·for·that·split. |
| 115 | ©·2007·-·202 | 115 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 388 | <div·class="clearer"></div></section> | 388 | <div·class="clearer"></div></section> |
| 389 | ······</div> | 389 | ······</div> |
| 390 | ····<div·class="container"> | 390 | ····<div·class="container"> |
| 391 | ······<footer·class="sk-content-footer"> | 391 | ······<footer·class="sk-content-footer"> |
| 392 | ············©·2007·-·202 | 392 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 393 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.LeavePGroupsOut.rst.txt"·rel="nofollow">Show·this·page·source</a> | 393 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.LeavePGroupsOut.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 394 | ······</footer> | 394 | ······</footer> |
| 395 | ····</div> | 395 | ····</div> |
| 396 | ··</div> | 396 | ··</div> |
| 397 | </div> | 397 | </div> |
| 398 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 398 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 152 | ························Group·labels·for·the·samples·used·while·splitting·the | 152 | ························Group·labels·for·the·samples·used·while·splitting·the |
| 153 | ························dataset·into·train/test·set. | 153 | ························dataset·into·train/test·set. |
| 154 | ··············Yields: | 154 | ··············Yields: |
| 155 | ····················t\x8tr\x8ra\x8ai\x8in\x8nndarray | 155 | ····················t\x8tr\x8ra\x8ai\x8in\x8nndarray |
| 156 | ························The·training·set·indices·for·that·split. | 156 | ························The·training·set·indices·for·that·split. |
| 157 | ····················t\x8te\x8es\x8st\x8tndarray | 157 | ····················t\x8te\x8es\x8st\x8tndarray |
| 158 | ························The·testing·set·indices·for·that·split. | 158 | ························The·testing·set·indices·for·that·split. |
| 159 | ©·2007·-·202 | 159 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 333 | <div·class="clearer"></div></section> | 333 | <div·class="clearer"></div></section> |
| 334 | ······</div> | 334 | ······</div> |
| 335 | ····<div·class="container"> | 335 | ····<div·class="container"> |
| 336 | ······<footer·class="sk-content-footer"> | 336 | ······<footer·class="sk-content-footer"> |
| 337 | ············©·2007·-·202 | 337 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 338 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.LeavePOut.rst.txt"·rel="nofollow">Show·this·page·source</a> | 338 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.LeavePOut.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 339 | ······</footer> | 339 | ······</footer> |
| 340 | ····</div> | 340 | ····</div> |
| 341 | ··</div> | 341 | ··</div> |
| 342 | </div> | 342 | </div> |
| 343 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 343 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 115 | ························Group·labels·for·the·samples·used·while·splitting·the | 115 | ························Group·labels·for·the·samples·used·while·splitting·the |
| 116 | ························dataset·into·train/test·set. | 116 | ························dataset·into·train/test·set. |
| 117 | ··············Yields: | 117 | ··············Yields: |
| 118 | ····················t\x8tr\x8ra\x8ai\x8in\x8nndarray | 118 | ····················t\x8tr\x8ra\x8ai\x8in\x8nndarray |
| 119 | ························The·training·set·indices·for·that·split. | 119 | ························The·training·set·indices·for·that·split. |
| 120 | ····················t\x8te\x8es\x8st\x8tndarray | 120 | ····················t\x8te\x8es\x8st\x8tndarray |
| 121 | ························The·testing·set·indices·for·that·split. | 121 | ························The·testing·set·indices·for·that·split. |
| 122 | ©·2007·-·202 | 122 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 239 | <div·class="clearer"></div></section> | 239 | <div·class="clearer"></div></section> |
| 240 | ······</div> | 240 | ······</div> |
| 241 | ····<div·class="container"> | 241 | ····<div·class="container"> |
| 242 | ······<footer·class="sk-content-footer"> | 242 | ······<footer·class="sk-content-footer"> |
| 243 | ············©·2007·-·202 | 243 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 244 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.ParameterGrid.rst.txt"·rel="nofollow">Show·this·page·source</a> | 244 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.ParameterGrid.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 245 | ······</footer> | 245 | ······</footer> |
| 246 | ····</div> | 246 | ····</div> |
| 247 | ··</div> | 247 | ··</div> |
| 248 | </div> | 248 | </div> |
| 249 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 249 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 58 | ······10]}] | 58 | ······10]}] |
| 59 | ······>>>·list(ParameterGrid(grid))·==·[{'kernel':·'linear'}, | 59 | ······>>>·list(ParameterGrid(grid))·==·[{'kernel':·'linear'}, |
| 60 | ······...·······························{'kernel':·'rbf',·'gamma':·1}, | 60 | ······...·······························{'kernel':·'rbf',·'gamma':·1}, |
| 61 | ······...·······························{'kernel':·'rbf',·'gamma':·10}] | 61 | ······...·······························{'kernel':·'rbf',·'gamma':·10}] |
| 62 | ······True | 62 | ······True |
| 63 | ······>>>·ParameterGrid(grid)[1]·==·{'kernel':·'rbf',·'gamma':·1} | 63 | ······>>>·ParameterGrid(grid)[1]·==·{'kernel':·'rbf',·'gamma':·1} |
| 64 | ······True | 64 | ······True |
| 65 | ©·2007·-·202 | 65 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 249 | <div·class="clearer"></div></section> | 249 | <div·class="clearer"></div></section> |
| 250 | ······</div> | 250 | ······</div> |
| 251 | ····<div·class="container"> | 251 | ····<div·class="container"> |
| 252 | ······<footer·class="sk-content-footer"> | 252 | ······<footer·class="sk-content-footer"> |
| 253 | ············©·2007·-·202 | 253 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 254 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.ParameterSampler.rst.txt"·rel="nofollow">Show·this·page·source</a> | 254 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.ParameterSampler.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 255 | ······</footer> | 255 | ······</footer> |
| 256 | ····</div> | 256 | ····</div> |
| 257 | ··</div> | 257 | ··</div> |
| 258 | </div> | 258 | </div> |
| 259 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 259 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 70 | ······>>>·rounded_list·=·[dict((k,·round(v,·6))·for·(k,·v)·in·d.items()) | 70 | ······>>>·rounded_list·=·[dict((k,·round(v,·6))·for·(k,·v)·in·d.items()) |
| 71 | ······...·················for·d·in·param_list] | 71 | ······...·················for·d·in·param_list] |
| 72 | ······>>>·rounded_list·==·[{'b':·0.89856,·'a':·1}, | 72 | ······>>>·rounded_list·==·[{'b':·0.89856,·'a':·1}, |
| 73 | ······...··················{'b':·0.923223,·'a':·1}, | 73 | ······...··················{'b':·0.923223,·'a':·1}, |
| 74 | ······...··················{'b':·1.878964,·'a':·2}, | 74 | ······...··················{'b':·1.878964,·'a':·2}, |
| 75 | ······...··················{'b':·1.038159,·'a':·2}] | 75 | ······...··················{'b':·1.038159,·'a':·2}] |
| 76 | ······True | 76 | ······True |
| 77 | ©·2007·-·202 | 77 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 323 | <div·class="clearer"></div></section> | 323 | <div·class="clearer"></div></section> |
| 324 | ······</div> | 324 | ······</div> |
| 325 | ····<div·class="container"> | 325 | ····<div·class="container"> |
| 326 | ······<footer·class="sk-content-footer"> | 326 | ······<footer·class="sk-content-footer"> |
| 327 | ············©·2007·-·202 | 327 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 328 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.PredefinedSplit.rst.txt"·rel="nofollow">Show·this·page·source</a> | 328 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.PredefinedSplit.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 329 | ······</footer> | 329 | ······</footer> |
| 330 | ····</div> | 330 | ····</div> |
| 331 | ··</div> | 331 | ··</div> |
| 332 | </div> | 332 | </div> |
| 333 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 333 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 101 | ····················g\x8gr\x8ro\x8ou\x8up\x8ps\x8sobject | 101 | ····················g\x8gr\x8ro\x8ou\x8up\x8ps\x8sobject |
| 102 | ························Always·ignored,·exists·for·compatibility. | 102 | ························Always·ignored,·exists·for·compatibility. |
| 103 | ··············Yields: | 103 | ··············Yields: |
| 104 | ····················t\x8tr\x8ra\x8ai\x8in\x8nndarray | 104 | ····················t\x8tr\x8ra\x8ai\x8in\x8nndarray |
| 105 | ························The·training·set·indices·for·that·split. | 105 | ························The·training·set·indices·for·that·split. |
| 106 | ····················t\x8te\x8es\x8st\x8tndarray | 106 | ····················t\x8te\x8es\x8st\x8tndarray |
| 107 | ························The·testing·set·indices·for·that·split. | 107 | ························The·testing·set·indices·for·that·split. |
| 108 | ©·2007·-·202 | 108 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 908 | </div></div><div·class="clearer"></div></section> | 908 | </div></div><div·class="clearer"></div></section> |
| 909 | </section> | 909 | </section> |
| 910 | ······</div> | 910 | ······</div> |
| 911 | ····<div·class="container"> | 911 | ····<div·class="container"> |
| 912 | ······<footer·class="sk-content-footer"> | 912 | ······<footer·class="sk-content-footer"> |
| 913 | ············©·2007·-·202 | 913 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 914 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.RandomizedSearchCV.rst.txt"·rel="nofollow">Show·this·page·source</a> | 914 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.RandomizedSearchCV.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 512 | Comparing·randomized·search·and·grid·search·for·hyperparameter·estimation | 512 | Comparing·randomized·search·and·grid·search·for·hyperparameter·estimation |
| 513 | _\x8S_\x8a_\x8m_\x8p_\x8l_\x8e_\x8·_\x8p_\x8i_\x8p_\x8e_\x8l_\x8i_\x8n_\x8e_\x8·_\x8f_\x8o_\x8r_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8e_\x8x_\x8t_\x8r_\x8a_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8a_\x8n_\x8d_\x8·_\x8e_\x8v_\x8a_\x8l_\x8u_\x8a_\x8t_\x8i_\x8o_\x8n | 513 | _\x8S_\x8a_\x8m_\x8p_\x8l_\x8e_\x8·_\x8p_\x8i_\x8p_\x8e_\x8l_\x8i_\x8n_\x8e_\x8·_\x8f_\x8o_\x8r_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8e_\x8x_\x8t_\x8r_\x8a_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8a_\x8n_\x8d_\x8·_\x8e_\x8v_\x8a_\x8l_\x8u_\x8a_\x8t_\x8i_\x8o_\x8n |
| 514 | Sample·pipeline·for·text·feature·extraction·and·evaluation | 514 | Sample·pipeline·for·text·feature·extraction·and·evaluation |
| 515 | _\x8C_\x8o_\x8l_\x8u_\x8m_\x8n_\x8·_\x8T_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8e_\x8r_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8M_\x8i_\x8x_\x8e_\x8d_\x8·_\x8T_\x8y_\x8p_\x8e_\x8s | 515 | _\x8C_\x8o_\x8l_\x8u_\x8m_\x8n_\x8·_\x8T_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8e_\x8r_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8M_\x8i_\x8x_\x8e_\x8d_\x8·_\x8T_\x8y_\x8p_\x8e_\x8s |
| 516 | Column·Transformer·with·Mixed·Types | 516 | Column·Transformer·with·Mixed·Types |
| 517 | ©·2007·-·202 | 517 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 355 | ······</div> | 355 | ······</div> |
| 356 | ····<div·class="container"> | 356 | ····<div·class="container"> |
| 357 | ······<footer·class="sk-content-footer"> | 357 | ······<footer·class="sk-content-footer"> |
| 358 | ············©·2007·-·202 | 358 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 359 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.RepeatedKFold.rst.txt"·rel="nofollow">Show·this·page·source</a> | 359 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.RepeatedKFold.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 361 | ····</div> | 361 | ····</div> |
| 362 | ··</div> | 362 | ··</div> |
| 363 | </div> | 363 | </div> |
| 364 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 364 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 126 | ························The·training·set·indices·for·that·split. | 126 | ························The·training·set·indices·for·that·split. |
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| 128 | ························The·testing·set·indices·for·that·split. | 128 | ························The·testing·set·indices·for·that·split. |
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| 130 | _\x8C_\x8o_\x8m_\x8m_\x8o_\x8n_\x8·_\x8p_\x8i_\x8t_\x8f_\x8a_\x8l_\x8l_\x8s_\x8·_\x8i_\x8n_\x8·_\x8t_\x8h_\x8e_\x8·_\x8i_\x8n_\x8t_\x8e_\x8r_\x8p_\x8r_\x8e_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8c_\x8o_\x8e_\x8f_\x8f_\x8i_\x8c_\x8i_\x8e_\x8n_\x8t_\x8s_\x8·_\x8o_\x8f_\x8·_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l_\x8s | 130 | _\x8C_\x8o_\x8m_\x8m_\x8o_\x8n_\x8·_\x8p_\x8i_\x8t_\x8f_\x8a_\x8l_\x8l_\x8s_\x8·_\x8i_\x8n_\x8·_\x8t_\x8h_\x8e_\x8·_\x8i_\x8n_\x8t_\x8e_\x8r_\x8p_\x8r_\x8e_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8c_\x8o_\x8e_\x8f_\x8f_\x8i_\x8c_\x8i_\x8e_\x8n_\x8t_\x8s_\x8·_\x8o_\x8f_\x8·_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l_\x8s |
| 131 | Common·pitfalls·in·the·interpretation·of·coefficients·of·linear·models | 131 | Common·pitfalls·in·the·interpretation·of·coefficients·of·linear·models |
| 132 | ©·2007·-·202 | 132 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 359 | </section> | 359 | </section> |
| 360 | ······</div> | 360 | ······</div> |
| 361 | ····<div·class="container"> | 361 | ····<div·class="container"> |
| 362 | ······<footer·class="sk-content-footer"> | 362 | ······<footer·class="sk-content-footer"> |
| 363 | ············©·2007·-·202 | 363 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 364 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.RepeatedStratifiedKFold.rst.txt"·rel="nofollow">Show·this·page·source</a> | 364 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.RepeatedStratifiedKFold.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 365 | ······</footer> | 365 | ······</footer> |
| 366 | ····</div> | 366 | ····</div> |
| 367 | ··</div> | 367 | ··</div> |
| 368 | </div> | 368 | </div> |
| 369 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 369 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 130 | ························The·testing·set·indices·for·that·split. | 130 | ························The·testing·set·indices·for·that·split. |
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| 132 | _\x8S_\x8t_\x8a_\x8t_\x8i_\x8s_\x8t_\x8i_\x8c_\x8a_\x8l_\x8·_\x8c_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8g_\x8r_\x8i_\x8d_\x8·_\x8s_\x8e_\x8a_\x8r_\x8c_\x8h | 132 | _\x8S_\x8t_\x8a_\x8t_\x8i_\x8s_\x8t_\x8i_\x8c_\x8a_\x8l_\x8·_\x8c_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8g_\x8r_\x8i_\x8d_\x8·_\x8s_\x8e_\x8a_\x8r_\x8c_\x8h |
| 133 | Statistical·comparison·of·models·using·grid·search | 133 | Statistical·comparison·of·models·using·grid·search |
| 134 | _\x8O_\x8v_\x8e_\x8r_\x8v_\x8i_\x8e_\x8w_\x8·_\x8o_\x8f_\x8·_\x8m_\x8u_\x8l_\x8t_\x8i_\x8c_\x8l_\x8a_\x8s_\x8s_\x8·_\x8t_\x8r_\x8a_\x8i_\x8n_\x8i_\x8n_\x8g_\x8·_\x8m_\x8e_\x8t_\x8a_\x8-_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8s | 134 | _\x8O_\x8v_\x8e_\x8r_\x8v_\x8i_\x8e_\x8w_\x8·_\x8o_\x8f_\x8·_\x8m_\x8u_\x8l_\x8t_\x8i_\x8c_\x8l_\x8a_\x8s_\x8s_\x8·_\x8t_\x8r_\x8a_\x8i_\x8n_\x8i_\x8n_\x8g_\x8·_\x8m_\x8e_\x8t_\x8a_\x8-_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8s |
| 135 | Overview·of·multiclass·training·meta-estimators | 135 | Overview·of·multiclass·training·meta-estimators |
| 136 | ©·2007·-·202 | 136 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 389 | </section> | 389 | </section> |
| 390 | ······</div> | 390 | ······</div> |
| 391 | ····<div·class="container"> | 391 | ····<div·class="container"> |
| 392 | ······<footer·class="sk-content-footer"> | 392 | ······<footer·class="sk-content-footer"> |
| 393 | ············©·2007·-·202 | 393 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 394 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.ShuffleSplit.rst.txt"·rel="nofollow">Show·this·page·source</a> | 394 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.ShuffleSplit.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 395 | ······</footer> | 395 | ······</footer> |
| 396 | ····</div> | 396 | ····</div> |
| 397 | ··</div> | 397 | ··</div> |
| 398 | </div> | 398 | </div> |
| 399 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 399 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 164 | _\x8P_\x8l_\x8o_\x8t_\x8t_\x8i_\x8n_\x8g_\x8·_\x8L_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8C_\x8u_\x8r_\x8v_\x8e_\x8s_\x8·_\x8a_\x8n_\x8d_\x8·_\x8C_\x8h_\x8e_\x8c_\x8k_\x8i_\x8n_\x8g_\x8·_\x8M_\x8o_\x8d_\x8e_\x8l_\x8s_\x8’_\x8·_\x8S_\x8c_\x8a_\x8l_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y | 164 | _\x8P_\x8l_\x8o_\x8t_\x8t_\x8i_\x8n_\x8g_\x8·_\x8L_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8C_\x8u_\x8r_\x8v_\x8e_\x8s_\x8·_\x8a_\x8n_\x8d_\x8·_\x8C_\x8h_\x8e_\x8c_\x8k_\x8i_\x8n_\x8g_\x8·_\x8M_\x8o_\x8d_\x8e_\x8l_\x8s_\x8’_\x8·_\x8S_\x8c_\x8a_\x8l_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y |
| 165 | Plotting·Learning·Curves·and·Checking·Models'·Scalability | 165 | Plotting·Learning·Curves·and·Checking·Models'·Scalability |
| 166 | _\x8V_\x8i_\x8s_\x8u_\x8a_\x8l_\x8i_\x8z_\x8i_\x8n_\x8g_\x8·_\x8c_\x8r_\x8o_\x8s_\x8s_\x8-_\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8b_\x8e_\x8h_\x8a_\x8v_\x8i_\x8o_\x8r_\x8·_\x8i_\x8n_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n | 166 | _\x8V_\x8i_\x8s_\x8u_\x8a_\x8l_\x8i_\x8z_\x8i_\x8n_\x8g_\x8·_\x8c_\x8r_\x8o_\x8s_\x8s_\x8-_\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8b_\x8e_\x8h_\x8a_\x8v_\x8i_\x8o_\x8r_\x8·_\x8i_\x8n_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n |
| 167 | Visualizing·cross-validation·behavior·in·scikit-learn | 167 | Visualizing·cross-validation·behavior·in·scikit-learn |
| 168 | _\x8S_\x8c_\x8a_\x8l_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8r_\x8e_\x8g_\x8u_\x8l_\x8a_\x8r_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8p_\x8a_\x8r_\x8a_\x8m_\x8e_\x8t_\x8e_\x8r_\x8·_\x8f_\x8o_\x8r_\x8·_\x8S_\x8V_\x8C_\x8s | 168 | _\x8S_\x8c_\x8a_\x8l_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8r_\x8e_\x8g_\x8u_\x8l_\x8a_\x8r_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8p_\x8a_\x8r_\x8a_\x8m_\x8e_\x8t_\x8e_\x8r_\x8·_\x8f_\x8o_\x8r_\x8·_\x8S_\x8V_\x8C_\x8s |
| 169 | Scaling·the·regularization·parameter·for·SVCs | 169 | Scaling·the·regularization·parameter·for·SVCs |
| 170 | ©·2007·-·202 | 170 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 437 | ············©·2007·-·202 | 437 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 438 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.StratifiedGroupKFold.rst.txt"·rel="nofollow">Show·this·page·source</a> | 438 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.StratifiedGroupKFold.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 194 | ························The·training·set·indices·for·that·split. | 194 | ························The·training·set·indices·for·that·split. |
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| 196 | ························The·testing·set·indices·for·that·split. | 196 | ························The·testing·set·indices·for·that·split. |
| 197 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8mo\x8od\x8de\x8el\x8l_\x8_s\x8se\x8el\x8le\x8ec\x8ct\x8ti\x8io\x8on\x8n.\x8.S\x8St\x8tr\x8ra\x8at\x8ti\x8if\x8fi\x8ie\x8ed\x8dG\x8Gr\x8ro\x8ou\x8up\x8pK\x8KF\x8Fo\x8ol\x8ld\x8d_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 197 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8mo\x8od\x8de\x8el\x8l_\x8_s\x8se\x8el\x8le\x8ec\x8ct\x8ti\x8io\x8on\x8n.\x8.S\x8St\x8tr\x8ra\x8at\x8ti\x8if\x8fi\x8ie\x8ed\x8dG\x8Gr\x8ro\x8ou\x8up\x8pK\x8KF\x8Fo\x8ol\x8ld\x8d_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 198 | _\x8V_\x8i_\x8s_\x8u_\x8a_\x8l_\x8i_\x8z_\x8i_\x8n_\x8g_\x8·_\x8c_\x8r_\x8o_\x8s_\x8s_\x8-_\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8b_\x8e_\x8h_\x8a_\x8v_\x8i_\x8o_\x8r_\x8·_\x8i_\x8n_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n | 198 | _\x8V_\x8i_\x8s_\x8u_\x8a_\x8l_\x8i_\x8z_\x8i_\x8n_\x8g_\x8·_\x8c_\x8r_\x8o_\x8s_\x8s_\x8-_\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8b_\x8e_\x8h_\x8a_\x8v_\x8i_\x8o_\x8r_\x8·_\x8i_\x8n_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n |
| 199 | Visualizing·cross-validation·behavior·in·scikit-learn | 199 | Visualizing·cross-validation·behavior·in·scikit-learn |
| 200 | ©·2007·-·202 | 200 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 394 | ············©·2007·-·202 | 394 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 395 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.StratifiedKFold.rst.txt"·rel="nofollow">Show·this·page·source</a> | 395 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.StratifiedKFold.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 154 | Receiver·Operating·Characteristic·(ROC)·with·cross·validation | 154 | Receiver·Operating·Characteristic·(ROC)·with·cross·validation |
| 155 | _\x8T_\x8e_\x8s_\x8t_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8p_\x8e_\x8r_\x8m_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8s_\x8·_\x8t_\x8h_\x8e_\x8·_\x8s_\x8i_\x8g_\x8n_\x8i_\x8f_\x8i_\x8c_\x8a_\x8n_\x8c_\x8e_\x8·_\x8o_\x8f_\x8·_\x8a_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8s_\x8c_\x8o_\x8r_\x8e | 155 | _\x8T_\x8e_\x8s_\x8t_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8p_\x8e_\x8r_\x8m_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8s_\x8·_\x8t_\x8h_\x8e_\x8·_\x8s_\x8i_\x8g_\x8n_\x8i_\x8f_\x8i_\x8c_\x8a_\x8n_\x8c_\x8e_\x8·_\x8o_\x8f_\x8·_\x8a_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8s_\x8c_\x8o_\x8r_\x8e |
| 156 | Test·with·permutations·the·significance·of·a·classification·score | 156 | Test·with·permutations·the·significance·of·a·classification·score |
| 157 | _\x8V_\x8i_\x8s_\x8u_\x8a_\x8l_\x8i_\x8z_\x8i_\x8n_\x8g_\x8·_\x8c_\x8r_\x8o_\x8s_\x8s_\x8-_\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8b_\x8e_\x8h_\x8a_\x8v_\x8i_\x8o_\x8r_\x8·_\x8i_\x8n_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n | 157 | _\x8V_\x8i_\x8s_\x8u_\x8a_\x8l_\x8i_\x8z_\x8i_\x8n_\x8g_\x8·_\x8c_\x8r_\x8o_\x8s_\x8s_\x8-_\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8b_\x8e_\x8h_\x8a_\x8v_\x8i_\x8o_\x8r_\x8·_\x8i_\x8n_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n |
| 158 | Visualizing·cross-validation·behavior·in·scikit-learn | 158 | Visualizing·cross-validation·behavior·in·scikit-learn |
| 159 | _\x8E_\x8f_\x8f_\x8e_\x8c_\x8t_\x8·_\x8o_\x8f_\x8·_\x8v_\x8a_\x8r_\x8y_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8r_\x8e_\x8s_\x8h_\x8o_\x8l_\x8d_\x8·_\x8f_\x8o_\x8r_\x8·_\x8s_\x8e_\x8l_\x8f_\x8-_\x8t_\x8r_\x8a_\x8i_\x8n_\x8i_\x8n_\x8g | 159 | _\x8E_\x8f_\x8f_\x8e_\x8c_\x8t_\x8·_\x8o_\x8f_\x8·_\x8v_\x8a_\x8r_\x8y_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8r_\x8e_\x8s_\x8h_\x8o_\x8l_\x8d_\x8·_\x8f_\x8o_\x8r_\x8·_\x8s_\x8e_\x8l_\x8f_\x8-_\x8t_\x8r_\x8a_\x8i_\x8n_\x8i_\x8n_\x8g |
| 160 | Effect·of·varying·threshold·for·self-training | 160 | Effect·of·varying·threshold·for·self-training |
| 161 | ©·2007·-·202 | 161 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 374 | ············©·2007·-·202 | 374 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 375 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.StratifiedShuffleSplit.rst.txt"·rel="nofollow">Show·this·page·source</a> | 375 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.StratifiedShuffleSplit.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 146 | ············of·split.·You·can·make·the·results·identical·by·setting | 146 | ············of·split.·You·can·make·the·results·identical·by·setting |
| 147 | ············random_state·to·an·integer. | 147 | ············random_state·to·an·integer. |
| 148 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8mo\x8od\x8de\x8el\x8l_\x8_s\x8se\x8el\x8le\x8ec\x8ct\x8ti\x8io\x8on\x8n.\x8.S\x8St\x8tr\x8ra\x8at\x8ti\x8if\x8fi\x8ie\x8ed\x8dS\x8Sh\x8hu\x8uf\x8ff\x8fl\x8le\x8eS\x8Sp\x8pl\x8li\x8it\x8t_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 148 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8mo\x8od\x8de\x8el\x8l_\x8_s\x8se\x8el\x8le\x8ec\x8ct\x8ti\x8io\x8on\x8n.\x8.S\x8St\x8tr\x8ra\x8at\x8ti\x8if\x8fi\x8ie\x8ed\x8dS\x8Sh\x8hu\x8uf\x8ff\x8fl\x8le\x8eS\x8Sp\x8pl\x8li\x8it\x8t_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 149 | _\x8V_\x8i_\x8s_\x8u_\x8a_\x8l_\x8i_\x8z_\x8i_\x8n_\x8g_\x8·_\x8c_\x8r_\x8o_\x8s_\x8s_\x8-_\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8b_\x8e_\x8h_\x8a_\x8v_\x8i_\x8o_\x8r_\x8·_\x8i_\x8n_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n | 149 | _\x8V_\x8i_\x8s_\x8u_\x8a_\x8l_\x8i_\x8z_\x8i_\x8n_\x8g_\x8·_\x8c_\x8r_\x8o_\x8s_\x8s_\x8-_\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8b_\x8e_\x8h_\x8a_\x8v_\x8i_\x8o_\x8r_\x8·_\x8i_\x8n_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n |
| 150 | Visualizing·cross-validation·behavior·in·scikit-learn | 150 | Visualizing·cross-validation·behavior·in·scikit-learn |
| 151 | _\x8R_\x8B_\x8F_\x8·_\x8S_\x8V_\x8M_\x8·_\x8p_\x8a_\x8r_\x8a_\x8m_\x8e_\x8t_\x8e_\x8r_\x8s | 151 | _\x8R_\x8B_\x8F_\x8·_\x8S_\x8V_\x8M_\x8·_\x8p_\x8a_\x8r_\x8a_\x8m_\x8e_\x8t_\x8e_\x8r_\x8s |
| 152 | RBF·SVM·parameters | 152 | RBF·SVM·parameters |
| 153 | ©·2007·-·202 | 153 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 417 | ············©·2007·-·202 | 417 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 418 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.TimeSeriesSplit.rst.txt"·rel="nofollow">Show·this·page·source</a> | 418 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.TimeSeriesSplit.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 175 | Lagged·features·for·time·series·forecasting | 175 | Lagged·features·for·time·series·forecasting |
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| 177 | Time-related·feature·engineering | 177 | Time-related·feature·engineering |
| 178 | _\x8L_\x81_\x8-_\x8b_\x8a_\x8s_\x8e_\x8d_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8S_\x8p_\x8a_\x8r_\x8s_\x8e_\x8·_\x8S_\x8i_\x8g_\x8n_\x8a_\x8l_\x8s | 178 | _\x8L_\x81_\x8-_\x8b_\x8a_\x8s_\x8e_\x8d_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8S_\x8p_\x8a_\x8r_\x8s_\x8e_\x8·_\x8S_\x8i_\x8g_\x8n_\x8a_\x8l_\x8s |
| 179 | L1-based·models·for·Sparse·Signals | 179 | L1-based·models·for·Sparse·Signals |
| 180 | _\x8V_\x8i_\x8s_\x8u_\x8a_\x8l_\x8i_\x8z_\x8i_\x8n_\x8g_\x8·_\x8c_\x8r_\x8o_\x8s_\x8s_\x8-_\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8b_\x8e_\x8h_\x8a_\x8v_\x8i_\x8o_\x8r_\x8·_\x8i_\x8n_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n | 180 | _\x8V_\x8i_\x8s_\x8u_\x8a_\x8l_\x8i_\x8z_\x8i_\x8n_\x8g_\x8·_\x8c_\x8r_\x8o_\x8s_\x8s_\x8-_\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8b_\x8e_\x8h_\x8a_\x8v_\x8i_\x8o_\x8r_\x8·_\x8i_\x8n_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n |
| 181 | Visualizing·cross-validation·behavior·in·scikit-learn | 181 | Visualizing·cross-validation·behavior·in·scikit-learn |
| 182 | ©·2007·-·202 | 182 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 486 | ······</div> | 486 | ······</div> |
| 487 | ····<div·class="container"> | 487 | ····<div·class="container"> |
| 488 | ······<footer·class="sk-content-footer"> | 488 | ······<footer·class="sk-content-footer"> |
| 489 | ············©·2007·-·202 | 489 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 490 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.ValidationCurveDisplay.rst.txt"·rel="nofollow">Show·this·page·source</a> | 490 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.ValidationCurveDisplay.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 491 | ······</footer> | 491 | ······</footer> |
| 492 | ····</div> | 492 | ····</div> |
| 493 | ··</div> | 493 | ··</div> |
| 494 | </div> | 494 | </div> |
| 495 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 495 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 279 | ························Object·that·stores·computed·values. | 279 | ························Object·that·stores·computed·values. |
| 280 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g | 280 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g |
| 281 | s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8mo\x8od\x8de\x8el\x8l_\x8_s\x8se\x8el\x8le\x8ec\x8ct\x8ti\x8io\x8on\x8n.\x8.V\x8Va\x8al\x8li\x8id\x8da\x8at\x8ti\x8io\x8on\x8nC\x8Cu\x8ur\x8rv\x8ve\x8eD\x8Di\x8is\x8sp\x8pl\x8la\x8ay\x8y.\x8.f\x8fr\x8ro\x8om\x8m_\x8_e\x8es\x8st\x8ti\x8im\x8ma\x8at\x8to\x8or\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 281 | s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8mo\x8od\x8de\x8el\x8l_\x8_s\x8se\x8el\x8le\x8ec\x8ct\x8ti\x8io\x8on\x8n.\x8.V\x8Va\x8al\x8li\x8id\x8da\x8at\x8ti\x8io\x8on\x8nC\x8Cu\x8ur\x8rv\x8ve\x8eD\x8Di\x8is\x8sp\x8pl\x8la\x8ay\x8y.\x8.f\x8fr\x8ro\x8om\x8m_\x8_e\x8es\x8st\x8ti\x8im\x8ma\x8at\x8to\x8or\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 282 | _\x8R_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8·_\x8H_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n_\x8·_\x81_\x8._\x83 | 282 | _\x8R_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8·_\x8H_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n_\x8·_\x81_\x8._\x83 |
| 283 | Release·Highlights·for·scikit-learn·1.3 | 283 | Release·Highlights·for·scikit-learn·1.3 |
| 284 | _\x8P_\x8l_\x8o_\x8t_\x8t_\x8i_\x8n_\x8g_\x8·_\x8V_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8C_\x8u_\x8r_\x8v_\x8e_\x8s | 284 | _\x8P_\x8l_\x8o_\x8t_\x8t_\x8i_\x8n_\x8g_\x8·_\x8V_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8C_\x8u_\x8r_\x8v_\x8e_\x8s |
| 285 | Plotting·Validation·Curves | 285 | Plotting·Validation·Curves |
| 286 | ©·2007·-·202 | 286 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 238 | <div·class="clearer"></div></section> | 238 | <div·class="clearer"></div></section> |
| 239 | ······</div> | 239 | ······</div> |
| 240 | ····<div·class="container"> | 240 | ····<div·class="container"> |
| 241 | ······<footer·class="sk-content-footer"> | 241 | ······<footer·class="sk-content-footer"> |
| 242 | ············©·2007·-·202 | 242 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 243 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.check_cv.rst.txt"·rel="nofollow">Show·this·page·source</a> | 243 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.check_cv.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 244 | ······</footer> | 244 | ······</footer> |
| 245 | ····</div> | 245 | ····</div> |
| 246 | ··</div> | 246 | ··</div> |
| 247 | </div> | 247 | </div> |
| 248 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 248 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 57 | ··················train/test·splits·via·the·split·method. | 57 | ··················train/test·splits·via·the·split·method. |
| 58 | ······Examples | 58 | ······Examples |
| 59 | ······>>>·from·sklearn.model_selection·import·check_cv | 59 | ······>>>·from·sklearn.model_selection·import·check_cv |
| 60 | ······>>>·check_cv(cv=5,·y=None,·classifier=False) | 60 | ······>>>·check_cv(cv=5,·y=None,·classifier=False) |
| 61 | ······KFold(...) | 61 | ······KFold(...) |
| 62 | ······>>>·check_cv(cv=5,·y=[1,·1,·0,·0,·0,·0],·classifier=True) | 62 | ······>>>·check_cv(cv=5,·y=[1,·1,·0,·0,·0,·0],·classifier=True) |
| 63 | ······StratifiedKFold(...) | 63 | ······StratifiedKFold(...) |
| 64 | ©·2007·-·202 | 64 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 343 | </section> | 343 | </section> |
| 344 | ······</div> | 344 | ······</div> |
| 345 | ····<div·class="container"> | 345 | ····<div·class="container"> |
| 346 | ······<footer·class="sk-content-footer"> | 346 | ······<footer·class="sk-content-footer"> |
| 347 | ············©·2007·-·202 | 347 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 348 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.cross_val_predict.rst.txt"·rel="nofollow">Show·this·page·source</a> | 348 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.cross_val_predict.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 349 | ······</footer> | 349 | ······</footer> |
| 350 | ····</div> | 350 | ····</div> |
| 351 | ··</div> | 351 | ··</div> |
| 352 | </div> | 352 | </div> |
| 353 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 353 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 148 | ······>>>·lasso·=·linear_model.Lasso() | 148 | ······>>>·lasso·=·linear_model.Lasso() |
| 149 | ······>>>·y_pred·=·cross_val_predict(lasso,·X,·y,·cv=3) | 149 | ······>>>·y_pred·=·cross_val_predict(lasso,·X,·y,·cv=3) |
| 150 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8mo\x8od\x8de\x8el\x8l_\x8_s\x8se\x8el\x8le\x8ec\x8ct\x8ti\x8io\x8on\x8n.\x8.c\x8cr\x8ro\x8os\x8ss\x8s_\x8_v\x8va\x8al\x8l_\x8_p\x8pr\x8re\x8ed\x8di\x8ic\x8ct\x8t_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 150 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8mo\x8od\x8de\x8el\x8l_\x8_s\x8se\x8el\x8le\x8ec\x8ct\x8ti\x8io\x8on\x8n.\x8.c\x8cr\x8ro\x8os\x8ss\x8s_\x8_v\x8va\x8al\x8l_\x8_p\x8pr\x8re\x8ed\x8di\x8ic\x8ct\x8t_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 151 | _\x8C_\x8o_\x8m_\x8b_\x8i_\x8n_\x8e_\x8·_\x8p_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8o_\x8r_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8s_\x8t_\x8a_\x8c_\x8k_\x8i_\x8n_\x8g | 151 | _\x8C_\x8o_\x8m_\x8b_\x8i_\x8n_\x8e_\x8·_\x8p_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8o_\x8r_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8s_\x8t_\x8a_\x8c_\x8k_\x8i_\x8n_\x8g |
| 152 | Combine·predictors·using·stacking | 152 | Combine·predictors·using·stacking |
| 153 | _\x8P_\x8l_\x8o_\x8t_\x8t_\x8i_\x8n_\x8g_\x8·_\x8C_\x8r_\x8o_\x8s_\x8s_\x8-_\x8V_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8e_\x8d_\x8·_\x8P_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8s | 153 | _\x8P_\x8l_\x8o_\x8t_\x8t_\x8i_\x8n_\x8g_\x8·_\x8C_\x8r_\x8o_\x8s_\x8s_\x8-_\x8V_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8e_\x8d_\x8·_\x8P_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8s |
| 154 | Plotting·Cross-Validated·Predictions | 154 | Plotting·Cross-Validated·Predictions |
| 155 | ©·2007·-·202 | 155 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 354 | </section> | 354 | </section> |
| 355 | ······</div> | 355 | ······</div> |
| 356 | ····<div·class="container"> | 356 | ····<div·class="container"> |
| 357 | ······<footer·class="sk-content-footer"> | 357 | ······<footer·class="sk-content-footer"> |
| 358 | ············©·2007·-·202 | 358 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 359 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.cross_val_score.rst.txt"·rel="nofollow">Show·this·page·source</a> | 359 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.cross_val_score.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 360 | ······</footer> | 360 | ······</footer> |
| 361 | ····</div> | 361 | ····</div> |
| 362 | ··</div> | 362 | ··</div> |
| 363 | </div> | 363 | </div> |
| 364 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 364 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 152 | Nested·versus·non-nested·cross-validation | 152 | Nested·versus·non-nested·cross-validation |
| 153 | _\x8P_\x8l_\x8o_\x8t_\x8t_\x8i_\x8n_\x8g_\x8·_\x8C_\x8r_\x8o_\x8s_\x8s_\x8-_\x8V_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8e_\x8d_\x8·_\x8P_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8s | 153 | _\x8P_\x8l_\x8o_\x8t_\x8t_\x8i_\x8n_\x8g_\x8·_\x8C_\x8r_\x8o_\x8s_\x8s_\x8-_\x8V_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8e_\x8d_\x8·_\x8P_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8s |
| 154 | Plotting·Cross-Validated·Predictions | 154 | Plotting·Cross-Validated·Predictions |
| 155 | _\x8U_\x8n_\x8d_\x8e_\x8r_\x8f_\x8i_\x8t_\x8t_\x8i_\x8n_\x8g_\x8·_\x8v_\x8s_\x8._\x8·_\x8O_\x8v_\x8e_\x8r_\x8f_\x8i_\x8t_\x8t_\x8i_\x8n_\x8g | 155 | _\x8U_\x8n_\x8d_\x8e_\x8r_\x8f_\x8i_\x8t_\x8t_\x8i_\x8n_\x8g_\x8·_\x8v_\x8s_\x8._\x8·_\x8O_\x8v_\x8e_\x8r_\x8f_\x8i_\x8t_\x8t_\x8i_\x8n_\x8g |
| 156 | Underfitting·vs.·Overfitting | 156 | Underfitting·vs.·Overfitting |
| 157 | _\x8S_\x8V_\x8M_\x8-_\x8A_\x8n_\x8o_\x8v_\x8a_\x8:_\x8·_\x8S_\x8V_\x8M_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8u_\x8n_\x8i_\x8v_\x8a_\x8r_\x8i_\x8a_\x8t_\x8e_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n | 157 | _\x8S_\x8V_\x8M_\x8-_\x8A_\x8n_\x8o_\x8v_\x8a_\x8:_\x8·_\x8S_\x8V_\x8M_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8u_\x8n_\x8i_\x8v_\x8a_\x8r_\x8i_\x8a_\x8t_\x8e_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n |
| 158 | SVM-Anova:·SVM·with·univariate·feature·selection | 158 | SVM-Anova:·SVM·with·univariate·feature·selection |
| 159 | ©·2007·-·202 | 159 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 441 | </section> | 441 | </section> |
| 442 | ······</div> | 442 | ······</div> |
| 443 | ····<div·class="container"> | 443 | ····<div·class="container"> |
| 444 | ······<footer·class="sk-content-footer"> | 444 | ······<footer·class="sk-content-footer"> |
| 445 | ············©·2007·-·202 | 445 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 446 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.cross_validate.rst.txt"·rel="nofollow">Show·this·page·source</a> | 446 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.cross_validate.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 447 | ······</footer> | 447 | ······</footer> |
| 448 | ····</div> | 448 | ····</div> |
| 449 | ··</div> | 449 | ··</div> |
| 450 | </div> | 450 | </div> |
| 451 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 451 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 229 | Class·Likelihood·Ratios·to·measure·classification·performance | 229 | Class·Likelihood·Ratios·to·measure·classification·performance |
| 230 | _\x8P_\x8l_\x8o_\x8t_\x8t_\x8i_\x8n_\x8g_\x8·_\x8C_\x8r_\x8o_\x8s_\x8s_\x8-_\x8V_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8e_\x8d_\x8·_\x8P_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8s | 230 | _\x8P_\x8l_\x8o_\x8t_\x8t_\x8i_\x8n_\x8g_\x8·_\x8C_\x8r_\x8o_\x8s_\x8s_\x8-_\x8V_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8e_\x8d_\x8·_\x8P_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8s |
| 231 | Plotting·Cross-Validated·Predictions | 231 | Plotting·Cross-Validated·Predictions |
| 232 | _\x8O_\x8v_\x8e_\x8r_\x8v_\x8i_\x8e_\x8w_\x8·_\x8o_\x8f_\x8·_\x8m_\x8u_\x8l_\x8t_\x8i_\x8c_\x8l_\x8a_\x8s_\x8s_\x8·_\x8t_\x8r_\x8a_\x8i_\x8n_\x8i_\x8n_\x8g_\x8·_\x8m_\x8e_\x8t_\x8a_\x8-_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8s | 232 | _\x8O_\x8v_\x8e_\x8r_\x8v_\x8i_\x8e_\x8w_\x8·_\x8o_\x8f_\x8·_\x8m_\x8u_\x8l_\x8t_\x8i_\x8c_\x8l_\x8a_\x8s_\x8s_\x8·_\x8t_\x8r_\x8a_\x8i_\x8n_\x8i_\x8n_\x8g_\x8·_\x8m_\x8e_\x8t_\x8a_\x8-_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8s |
| 233 | Overview·of·multiclass·training·meta-estimators | 233 | Overview·of·multiclass·training·meta-estimators |
| 234 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8T_\x8a_\x8r_\x8g_\x8e_\x8t_\x8·_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8O_\x8t_\x8h_\x8e_\x8r_\x8·_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8s | 234 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8T_\x8a_\x8r_\x8g_\x8e_\x8t_\x8·_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8O_\x8t_\x8h_\x8e_\x8r_\x8·_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8s |
| 235 | Comparing·Target·Encoder·with·Other·Encoders | 235 | Comparing·Target·Encoder·with·Other·Encoders |
| 236 | ©·2007·-·202 | 236 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 344 | </div></div><div·class="clearer"></div></section> | 344 | </div></div><div·class="clearer"></div></section> |
| 345 | </section> | 345 | </section> |
| 346 | ······</div> | 346 | ······</div> |
| 347 | ····<div·class="container"> | 347 | ····<div·class="container"> |
| 348 | ······<footer·class="sk-content-footer"> | 348 | ······<footer·class="sk-content-footer"> |
| 349 | ············©·2007·-·202 | 349 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 350 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.learning_curve.rst.txt"·rel="nofollow">Show·this·page·source</a> | 350 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.learning_curve.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 351 | ······</footer> | 351 | ······</footer> |
| 352 | ····</div> | 352 | ····</div> |
| 353 | ··</div> | 353 | ··</div> |
| 354 | </div> | 354 | </div> |
| 355 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 355 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 166 | ······The·average·test·accuracy·is·0.90 | 166 | ······The·average·test·accuracy·is·0.90 |
| 167 | ······72·samples·were·used·to·train·the·model | 167 | ······72·samples·were·used·to·train·the·model |
| 168 | ······The·average·train·accuracy·is·1.00 | 168 | ······The·average·train·accuracy·is·1.00 |
| 169 | ······The·average·test·accuracy·is·0.93 | 169 | ······The·average·test·accuracy·is·0.93 |
| 170 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8mo\x8od\x8de\x8el\x8l_\x8_s\x8se\x8el\x8le\x8ec\x8ct\x8ti\x8io\x8on\x8n.\x8.l\x8le\x8ea\x8ar\x8rn\x8ni\x8in\x8ng\x8g_\x8_c\x8cu\x8ur\x8rv\x8ve\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 170 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8mo\x8od\x8de\x8el\x8l_\x8_s\x8se\x8el\x8le\x8ec\x8ct\x8ti\x8io\x8on\x8n.\x8.l\x8le\x8ea\x8ar\x8rn\x8ni\x8in\x8ng\x8g_\x8_c\x8cu\x8ur\x8rv\x8ve\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 171 | _\x8P_\x8l_\x8o_\x8t_\x8t_\x8i_\x8n_\x8g_\x8·_\x8L_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8C_\x8u_\x8r_\x8v_\x8e_\x8s_\x8·_\x8a_\x8n_\x8d_\x8·_\x8C_\x8h_\x8e_\x8c_\x8k_\x8i_\x8n_\x8g_\x8·_\x8M_\x8o_\x8d_\x8e_\x8l_\x8s_\x8’_\x8·_\x8S_\x8c_\x8a_\x8l_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y | 171 | _\x8P_\x8l_\x8o_\x8t_\x8t_\x8i_\x8n_\x8g_\x8·_\x8L_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8C_\x8u_\x8r_\x8v_\x8e_\x8s_\x8·_\x8a_\x8n_\x8d_\x8·_\x8C_\x8h_\x8e_\x8c_\x8k_\x8i_\x8n_\x8g_\x8·_\x8M_\x8o_\x8d_\x8e_\x8l_\x8s_\x8’_\x8·_\x8S_\x8c_\x8a_\x8l_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y |
| 172 | Plotting·Learning·Curves·and·Checking·Models'·Scalability | 172 | Plotting·Learning·Curves·and·Checking·Models'·Scalability |
| 173 | ©·2007·-·202 | 173 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 319 | </div></div><div·class="clearer"></div></section> | 319 | </div></div><div·class="clearer"></div></section> |
| 320 | </section> | 320 | </section> |
| 321 | ······</div> | 321 | ······</div> |
| 322 | ····<div·class="container"> | 322 | ····<div·class="container"> |
| 323 | ······<footer·class="sk-content-footer"> | 323 | ······<footer·class="sk-content-footer"> |
| 324 | ············©·2007·-·202 | 324 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 325 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.permutation_test_score.rst.txt"·rel="nofollow">Show·this·page·source</a> | 325 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.permutation_test_score.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 326 | ······</footer> | 326 | ······</footer> |
| 327 | ····</div> | 327 | ····</div> |
| 328 | ··</div> | 328 | ··</div> |
| 329 | </div> | 329 | </div> |
| 330 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 330 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 138 | ······...·) | 138 | ······...·) |
| 139 | ······Permutation·Scores:·0.505·+/-·0.057 | 139 | ······Permutation·Scores:·0.505·+/-·0.057 |
| 140 | ······>>>·print(f"P-value:·{pvalue:.3f}") | 140 | ······>>>·print(f"P-value:·{pvalue:.3f}") |
| 141 | ······P-value:·0.010 | 141 | ······P-value:·0.010 |
| 142 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8mo\x8od\x8de\x8el\x8l_\x8_s\x8se\x8el\x8le\x8ec\x8ct\x8ti\x8io\x8on\x8n.\x8.p\x8pe\x8er\x8rm\x8mu\x8ut\x8ta\x8at\x8ti\x8io\x8on\x8n_\x8_t\x8te\x8es\x8st\x8t_\x8_s\x8sc\x8co\x8or\x8re\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 142 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8mo\x8od\x8de\x8el\x8l_\x8_s\x8se\x8el\x8le\x8ec\x8ct\x8ti\x8io\x8on\x8n.\x8.p\x8pe\x8er\x8rm\x8mu\x8ut\x8ta\x8at\x8ti\x8io\x8on\x8n_\x8_t\x8te\x8es\x8st\x8t_\x8_s\x8sc\x8co\x8or\x8re\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 143 | _\x8T_\x8e_\x8s_\x8t_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8p_\x8e_\x8r_\x8m_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8s_\x8·_\x8t_\x8h_\x8e_\x8·_\x8s_\x8i_\x8g_\x8n_\x8i_\x8f_\x8i_\x8c_\x8a_\x8n_\x8c_\x8e_\x8·_\x8o_\x8f_\x8·_\x8a_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8s_\x8c_\x8o_\x8r_\x8e | 143 | _\x8T_\x8e_\x8s_\x8t_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8p_\x8e_\x8r_\x8m_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8s_\x8·_\x8t_\x8h_\x8e_\x8·_\x8s_\x8i_\x8g_\x8n_\x8i_\x8f_\x8i_\x8c_\x8a_\x8n_\x8c_\x8e_\x8·_\x8o_\x8f_\x8·_\x8a_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8s_\x8c_\x8o_\x8r_\x8e |
| 144 | Test·with·permutations·the·significance·of·a·classification·score | 144 | Test·with·permutations·the·significance·of·a·classification·score |
| 145 | ©·2007·-·202 | 145 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 488 | </div></div><div·class="clearer"></div></section> | 488 | </div></div><div·class="clearer"></div></section> |
| 489 | </section> | 489 | </section> |
| 490 | ······</div> | 490 | ······</div> |
| 491 | ····<div·class="container"> | 491 | ····<div·class="container"> |
| 492 | ······<footer·class="sk-content-footer"> | 492 | ······<footer·class="sk-content-footer"> |
| 493 | ············©·2007·-·202 | 493 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 494 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.train_test_split.rst.txt"·rel="nofollow">Show·this·page·source</a> | 494 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.train_test_split.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 495 | ······</footer> | 495 | ······</footer> |
| 496 | ····</div> | 496 | ····</div> |
| 497 | ··</div> | 497 | ··</div> |
| 498 | </div> | 498 | </div> |
| 499 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 499 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 231 | Importance·of·Feature·Scaling | 231 | Importance·of·Feature·Scaling |
| 232 | _\x8M_\x8a_\x8p_\x8·_\x8d_\x8a_\x8t_\x8a_\x8·_\x8t_\x8o_\x8·_\x8a_\x8·_\x8n_\x8o_\x8r_\x8m_\x8a_\x8l_\x8·_\x8d_\x8i_\x8s_\x8t_\x8r_\x8i_\x8b_\x8u_\x8t_\x8i_\x8o_\x8n | 232 | _\x8M_\x8a_\x8p_\x8·_\x8d_\x8a_\x8t_\x8a_\x8·_\x8t_\x8o_\x8·_\x8a_\x8·_\x8n_\x8o_\x8r_\x8m_\x8a_\x8l_\x8·_\x8d_\x8i_\x8s_\x8t_\x8r_\x8i_\x8b_\x8u_\x8t_\x8i_\x8o_\x8n |
| 233 | Map·data·to·a·normal·distribution | 233 | Map·data·to·a·normal·distribution |
| 234 | _\x8T_\x8a_\x8r_\x8g_\x8e_\x8t_\x8·_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8’_\x8s_\x8·_\x8I_\x8n_\x8t_\x8e_\x8r_\x8n_\x8a_\x8l_\x8·_\x8C_\x8r_\x8o_\x8s_\x8s_\x8·_\x8f_\x8i_\x8t_\x8t_\x8i_\x8n_\x8g | 234 | _\x8T_\x8a_\x8r_\x8g_\x8e_\x8t_\x8·_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8’_\x8s_\x8·_\x8I_\x8n_\x8t_\x8e_\x8r_\x8n_\x8a_\x8l_\x8·_\x8C_\x8r_\x8o_\x8s_\x8s_\x8·_\x8f_\x8i_\x8t_\x8t_\x8i_\x8n_\x8g |
| 235 | Target·Encoder's·Internal·Cross·fitting | 235 | Target·Encoder's·Internal·Cross·fitting |
| 236 | _\x8S_\x8e_\x8m_\x8i_\x8-_\x8s_\x8u_\x8p_\x8e_\x8r_\x8v_\x8i_\x8s_\x8e_\x8d_\x8·_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8a_\x8·_\x8T_\x8e_\x8x_\x8t_\x8·_\x8D_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t | 236 | _\x8S_\x8e_\x8m_\x8i_\x8-_\x8s_\x8u_\x8p_\x8e_\x8r_\x8v_\x8i_\x8s_\x8e_\x8d_\x8·_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8a_\x8·_\x8T_\x8e_\x8x_\x8t_\x8·_\x8D_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t |
| 237 | Semi-supervised·Classification·on·a·Text·Dataset | 237 | Semi-supervised·Classification·on·a·Text·Dataset |
| 238 | ©·2007·-·202 | 238 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 310 | </div></div><div·class="clearer"></div></section> | 310 | </div></div><div·class="clearer"></div></section> |
| 311 | </section> | 311 | </section> |
| 312 | ······</div> | 312 | ······</div> |
| 313 | ····<div·class="container"> | 313 | ····<div·class="container"> |
| 314 | ······<footer·class="sk-content-footer"> | 314 | ······<footer·class="sk-content-footer"> |
| 315 | ············©·2007·-·202 | 315 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 316 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.validation_curve.rst.txt"·rel="nofollow">Show·this·page·source</a> | 316 | ··········<a·href="../../_sources/modules/generated/sklearn.model_selection.validation_curve.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 317 | ······</footer> | 317 | ······</footer> |
| 318 | ····</div> | 318 | ····</div> |
| 319 | ··</div> | 319 | ··</div> |
| 320 | </div> | 320 | </div> |
| 321 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 321 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 125 | ······>>>·print(f"The·average·train·accuracy·is·{train_scores.mean():.2f}") | 125 | ······>>>·print(f"The·average·train·accuracy·is·{train_scores.mean():.2f}") |
| 126 | ······The·average·train·accuracy·is·0.81 | 126 | ······The·average·train·accuracy·is·0.81 |
| 127 | ······>>>·print(f"The·average·test·accuracy·is·{test_scores.mean():.2f}") | 127 | ······>>>·print(f"The·average·test·accuracy·is·{test_scores.mean():.2f}") |
| 128 | ······The·average·test·accuracy·is·0.81 | 128 | ······The·average·test·accuracy·is·0.81 |
| 129 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8mo\x8od\x8de\x8el\x8l_\x8_s\x8se\x8el\x8le\x8ec\x8ct\x8ti\x8io\x8on\x8n.\x8.v\x8va\x8al\x8li\x8id\x8da\x8at\x8ti\x8io\x8on\x8n_\x8_c\x8cu\x8ur\x8rv\x8ve\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 129 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8mo\x8od\x8de\x8el\x8l_\x8_s\x8se\x8el\x8le\x8ec\x8ct\x8ti\x8io\x8on\x8n.\x8.v\x8va\x8al\x8li\x8id\x8da\x8at\x8ti\x8io\x8on\x8n_\x8_c\x8cu\x8ur\x8rv\x8ve\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 130 | _\x8S_\x8c_\x8a_\x8l_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8r_\x8e_\x8g_\x8u_\x8l_\x8a_\x8r_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8p_\x8a_\x8r_\x8a_\x8m_\x8e_\x8t_\x8e_\x8r_\x8·_\x8f_\x8o_\x8r_\x8·_\x8S_\x8V_\x8C_\x8s | 130 | _\x8S_\x8c_\x8a_\x8l_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8r_\x8e_\x8g_\x8u_\x8l_\x8a_\x8r_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8p_\x8a_\x8r_\x8a_\x8m_\x8e_\x8t_\x8e_\x8r_\x8·_\x8f_\x8o_\x8r_\x8·_\x8S_\x8V_\x8C_\x8s |
| 131 | Scaling·the·regularization·parameter·for·SVCs | 131 | Scaling·the·regularization·parameter·for·SVCs |
| 132 | ©·2007·-·202 | 132 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 636 | ····<div·class="container"> | 636 | ····<div·class="container"> |
| 637 | ······<footer·class="sk-content-footer"> | 637 | ······<footer·class="sk-content-footer"> |
| 638 | ············©·2007·-·202 | 638 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 639 | ··········<a·href="../../_sources/modules/generated/sklearn.multiclass.OneVsOneClassifier.rst.txt"·rel="nofollow">Show·this·page·source</a> | 639 | ··········<a·href="../../_sources/modules/generated/sklearn.multiclass.OneVsOneClassifier.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 640 | ······</footer> | 640 | ······</footer> |
| 641 | ····</div> | 641 | ····</div> |
| 642 | ··</div> | 642 | ··</div> |
| 643 | </div> | 643 | </div> |
| 644 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 644 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 291 | ························Metadata·routing·for·sample_weight·parameter·in·score. | 291 | ························Metadata·routing·for·sample_weight·parameter·in·score. |
| 292 | ··············Returns: | 292 | ··············Returns: |
| 293 | ····················s\x8se\x8el\x8lf\x8fobject | 293 | ····················s\x8se\x8el\x8lf\x8fobject |
| 294 | ························The·updated·object. | 294 | ························The·updated·object. |
| 295 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8mu\x8ul\x8lt\x8ti\x8ic\x8cl\x8la\x8as\x8ss\x8s.\x8.O\x8On\x8ne\x8eV\x8Vs\x8sO\x8On\x8ne\x8eC\x8Cl\x8la\x8as\x8ss\x8si\x8if\x8fi\x8ie\x8er\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 295 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8mu\x8ul\x8lt\x8ti\x8ic\x8cl\x8la\x8as\x8ss\x8s.\x8.O\x8On\x8ne\x8eV\x8Vs\x8sO\x8On\x8ne\x8eC\x8Cl\x8la\x8as\x8ss\x8si\x8if\x8fi\x8ie\x8er\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 296 | _\x8O_\x8v_\x8e_\x8r_\x8v_\x8i_\x8e_\x8w_\x8·_\x8o_\x8f_\x8·_\x8m_\x8u_\x8l_\x8t_\x8i_\x8c_\x8l_\x8a_\x8s_\x8s_\x8·_\x8t_\x8r_\x8a_\x8i_\x8n_\x8i_\x8n_\x8g_\x8·_\x8m_\x8e_\x8t_\x8a_\x8-_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8s | 296 | _\x8O_\x8v_\x8e_\x8r_\x8v_\x8i_\x8e_\x8w_\x8·_\x8o_\x8f_\x8·_\x8m_\x8u_\x8l_\x8t_\x8i_\x8c_\x8l_\x8a_\x8s_\x8s_\x8·_\x8t_\x8r_\x8a_\x8i_\x8n_\x8i_\x8n_\x8g_\x8·_\x8m_\x8e_\x8t_\x8a_\x8-_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8s |
| 297 | Overview·of·multiclass·training·meta-estimators | 297 | Overview·of·multiclass·training·meta-estimators |
| 298 | ©·2007·-·202 | 298 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 712 | ······</div> | 712 | ······</div> |
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| 714 | ······<footer·class="sk-content-footer"> | 714 | ······<footer·class="sk-content-footer"> |
| 715 | ············©·2007·-·202 | 715 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 716 | ··········<a·href="../../_sources/modules/generated/sklearn.multiclass.OneVsRestClassifier.rst.txt"·rel="nofollow">Show·this·page·source</a> | 716 | ··········<a·href="../../_sources/modules/generated/sklearn.multiclass.OneVsRestClassifier.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 717 | ······</footer> | 717 | ······</footer> |
| 718 | ····</div> | 718 | ····</div> |
| 719 | ··</div> | 719 | ··</div> |
| 720 | </div> | 720 | </div> |
| 721 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 721 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 352 | Multiclass·Receiver·Operating·Characteristic·(ROC) | 352 | Multiclass·Receiver·Operating·Characteristic·(ROC) |
| 353 | _\x8P_\x8r_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8-_\x8R_\x8e_\x8c_\x8a_\x8l_\x8l | 353 | _\x8P_\x8r_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8-_\x8R_\x8e_\x8c_\x8a_\x8l_\x8l |
| 354 | Precision-Recall | 354 | Precision-Recall |
| 355 | _\x8O_\x8v_\x8e_\x8r_\x8v_\x8i_\x8e_\x8w_\x8·_\x8o_\x8f_\x8·_\x8m_\x8u_\x8l_\x8t_\x8i_\x8c_\x8l_\x8a_\x8s_\x8s_\x8·_\x8t_\x8r_\x8a_\x8i_\x8n_\x8i_\x8n_\x8g_\x8·_\x8m_\x8e_\x8t_\x8a_\x8-_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8s | 355 | _\x8O_\x8v_\x8e_\x8r_\x8v_\x8i_\x8e_\x8w_\x8·_\x8o_\x8f_\x8·_\x8m_\x8u_\x8l_\x8t_\x8i_\x8c_\x8l_\x8a_\x8s_\x8s_\x8·_\x8t_\x8r_\x8a_\x8i_\x8n_\x8i_\x8n_\x8g_\x8·_\x8m_\x8e_\x8t_\x8a_\x8-_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8s |
| 356 | Overview·of·multiclass·training·meta-estimators | 356 | Overview·of·multiclass·training·meta-estimators |
| 357 | _\x8M_\x8u_\x8l_\x8t_\x8i_\x8l_\x8a_\x8b_\x8e_\x8l_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8a_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r_\x8·_\x8c_\x8h_\x8a_\x8i_\x8n | 357 | _\x8M_\x8u_\x8l_\x8t_\x8i_\x8l_\x8a_\x8b_\x8e_\x8l_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8a_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r_\x8·_\x8c_\x8h_\x8a_\x8i_\x8n |
| 358 | Multilabel·classification·using·a·classifier·chain | 358 | Multilabel·classification·using·a·classifier·chain |
| 359 | ©·2007·-·202 | 359 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 529 | </section> | 529 | </section> |
| 530 | ······</div> | 530 | ······</div> |
| 531 | ····<div·class="container"> | 531 | ····<div·class="container"> |
| 532 | ······<footer·class="sk-content-footer"> | 532 | ······<footer·class="sk-content-footer"> |
| 533 | ············©·2007·-·202 | 533 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 534 | ··········<a·href="../../_sources/modules/generated/sklearn.multiclass.OutputCodeClassifier.rst.txt"·rel="nofollow">Show·this·page·source</a> | 534 | ··········<a·href="../../_sources/modules/generated/sklearn.multiclass.OutputCodeClassifier.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 535 | ······</footer> | 535 | ······</footer> |
| 536 | ····</div> | 536 | ····</div> |
| 537 | ··</div> | 537 | ··</div> |
| 538 | </div> | 538 | </div> |
| 539 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 539 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 221 | ························Metadata·routing·for·sample_weight·parameter·in·score. | 221 | ························Metadata·routing·for·sample_weight·parameter·in·score. |
| 222 | ··············Returns: | 222 | ··············Returns: |
| 223 | ····················s\x8se\x8el\x8lf\x8fobject | 223 | ····················s\x8se\x8el\x8lf\x8fobject |
| 224 | ························The·updated·object. | 224 | ························The·updated·object. |
| 225 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8mu\x8ul\x8lt\x8ti\x8ic\x8cl\x8la\x8as\x8ss\x8s.\x8.O\x8Ou\x8ut\x8tp\x8pu\x8ut\x8tC\x8Co\x8od\x8de\x8eC\x8Cl\x8la\x8as\x8ss\x8si\x8if\x8fi\x8ie\x8er\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 225 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8mu\x8ul\x8lt\x8ti\x8ic\x8cl\x8la\x8as\x8ss\x8s.\x8.O\x8Ou\x8ut\x8tp\x8pu\x8ut\x8tC\x8Co\x8od\x8de\x8eC\x8Cl\x8la\x8as\x8ss\x8si\x8if\x8fi\x8ie\x8er\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 226 | _\x8O_\x8v_\x8e_\x8r_\x8v_\x8i_\x8e_\x8w_\x8·_\x8o_\x8f_\x8·_\x8m_\x8u_\x8l_\x8t_\x8i_\x8c_\x8l_\x8a_\x8s_\x8s_\x8·_\x8t_\x8r_\x8a_\x8i_\x8n_\x8i_\x8n_\x8g_\x8·_\x8m_\x8e_\x8t_\x8a_\x8-_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8s | 226 | _\x8O_\x8v_\x8e_\x8r_\x8v_\x8i_\x8e_\x8w_\x8·_\x8o_\x8f_\x8·_\x8m_\x8u_\x8l_\x8t_\x8i_\x8c_\x8l_\x8a_\x8s_\x8s_\x8·_\x8t_\x8r_\x8a_\x8i_\x8n_\x8i_\x8n_\x8g_\x8·_\x8m_\x8e_\x8t_\x8a_\x8-_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8s |
| 227 | Overview·of·multiclass·training·meta-estimators | 227 | Overview·of·multiclass·training·meta-estimators |
| 228 | ©·2007·-·202 | 228 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 613 | </section> | 613 | </section> |
| 614 | ······</div> | 614 | ······</div> |
| 615 | ····<div·class="container"> | 615 | ····<div·class="container"> |
| 616 | ······<footer·class="sk-content-footer"> | 616 | ······<footer·class="sk-content-footer"> |
| 617 | ············©·2007·-·202 | 617 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 618 | ··········<a·href="../../_sources/modules/generated/sklearn.multioutput.ClassifierChain.rst.txt"·rel="nofollow">Show·this·page·source</a> | 618 | ··········<a·href="../../_sources/modules/generated/sklearn.multioutput.ClassifierChain.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 619 | ······</footer> | 619 | ······</footer> |
| 620 | ····</div> | 620 | ····</div> |
| 621 | ··</div> | 621 | ··</div> |
| 622 | </div> | 622 | </div> |
| 623 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 623 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 272 | ························Metadata·routing·for·sample_weight·parameter·in·score. | 272 | ························Metadata·routing·for·sample_weight·parameter·in·score. |
| 273 | ··············Returns: | 273 | ··············Returns: |
| 274 | ····················s\x8se\x8el\x8lf\x8fobject | 274 | ····················s\x8se\x8el\x8lf\x8fobject |
| 275 | ························The·updated·object. | 275 | ························The·updated·object. |
| 276 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8mu\x8ul\x8lt\x8ti\x8io\x8ou\x8ut\x8tp\x8pu\x8ut\x8t.\x8.C\x8Cl\x8la\x8as\x8ss\x8si\x8if\x8fi\x8ie\x8er\x8rC\x8Ch\x8ha\x8ai\x8in\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 276 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8mu\x8ul\x8lt\x8ti\x8io\x8ou\x8ut\x8tp\x8pu\x8ut\x8t.\x8.C\x8Cl\x8la\x8as\x8ss\x8si\x8if\x8fi\x8ie\x8er\x8rC\x8Ch\x8ha\x8ai\x8in\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 277 | _\x8M_\x8u_\x8l_\x8t_\x8i_\x8l_\x8a_\x8b_\x8e_\x8l_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8a_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r_\x8·_\x8c_\x8h_\x8a_\x8i_\x8n | 277 | _\x8M_\x8u_\x8l_\x8t_\x8i_\x8l_\x8a_\x8b_\x8e_\x8l_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8a_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r_\x8·_\x8c_\x8h_\x8a_\x8i_\x8n |
| 278 | Multilabel·classification·using·a·classifier·chain | 278 | Multilabel·classification·using·a·classifier·chain |
| 279 | ©·2007·-·202 | 279 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 608 | <div·class="clearer"></div></section> | 608 | <div·class="clearer"></div></section> |
| 609 | ······</div> | 609 | ······</div> |
| 610 | ····<div·class="container"> | 610 | ····<div·class="container"> |
| 611 | ······<footer·class="sk-content-footer"> | 611 | ······<footer·class="sk-content-footer"> |
| 612 | ············©·2007·-·202 | 612 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 613 | ··········<a·href="../../_sources/modules/generated/sklearn.multioutput.MultiOutputClassifier.rst.txt"·rel="nofollow">Show·this·page·source</a> | 613 | ··········<a·href="../../_sources/modules/generated/sklearn.multioutput.MultiOutputClassifier.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 614 | ······</footer> | 614 | ······</footer> |
| 615 | ····</div> | 615 | ····</div> |
| 616 | ··</div> | 616 | ··</div> |
| 617 | </div> | 617 | </div> |
| 618 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 618 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 287 | ····················s\x8sa\x8am\x8mp\x8pl\x8le\x8e_\x8_w\x8we\x8ei\x8ig\x8gh\x8ht\x8tstr,·True,·False,·or·None, | 287 | ····················s\x8sa\x8am\x8mp\x8pl\x8le\x8e_\x8_w\x8we\x8ei\x8ig\x8gh\x8ht\x8tstr,·True,·False,·or·None, |
| 288 | ····················default=sklearn.utils.metadata_routing.UNCHANGED | 288 | ····················default=sklearn.utils.metadata_routing.UNCHANGED |
| 289 | ························Metadata·routing·for·sample_weight·parameter·in | 289 | ························Metadata·routing·for·sample_weight·parameter·in |
| 290 | ························partial_fit. | 290 | ························partial_fit. |
| 291 | ··············Returns: | 291 | ··············Returns: |
| 292 | ····················s\x8se\x8el\x8lf\x8fobject | 292 | ····················s\x8se\x8el\x8lf\x8fobject |
| 293 | ························The·updated·object. | 293 | ························The·updated·object. |
| 294 | ©·2007·-·202 | 294 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 641 | </div></div><div·class="clearer"></div></section> | 641 | </div></div><div·class="clearer"></div></section> |
| 642 | </section> | 642 | </section> |
| 643 | ······</div> | 643 | ······</div> |
| 644 | ····<div·class="container"> | 644 | ····<div·class="container"> |
| 645 | ······<footer·class="sk-content-footer"> | 645 | ······<footer·class="sk-content-footer"> |
| 646 | ············©·2007·-·202 | 646 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 647 | ··········<a·href="../../_sources/modules/generated/sklearn.multioutput.MultiOutputRegressor.rst.txt"·rel="nofollow">Show·this·page·source</a> | 647 | ··········<a·href="../../_sources/modules/generated/sklearn.multioutput.MultiOutputRegressor.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 648 | ······</footer> | 648 | ······</footer> |
| 649 | ····</div> | 649 | ····</div> |
| 650 | ··</div> | 650 | ··</div> |
| 651 | </div> | 651 | </div> |
| 652 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 652 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 307 | ························Metadata·routing·for·sample_weight·parameter·in·score. | 307 | ························Metadata·routing·for·sample_weight·parameter·in·score. |
| 308 | ··············Returns: | 308 | ··············Returns: |
| 309 | ····················s\x8se\x8el\x8lf\x8fobject | 309 | ····················s\x8se\x8el\x8lf\x8fobject |
| 310 | ························The·updated·object. | 310 | ························The·updated·object. |
| 311 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8mu\x8ul\x8lt\x8ti\x8io\x8ou\x8ut\x8tp\x8pu\x8ut\x8t.\x8.M\x8Mu\x8ul\x8lt\x8ti\x8iO\x8Ou\x8ut\x8tp\x8pu\x8ut\x8tR\x8Re\x8eg\x8gr\x8re\x8es\x8ss\x8so\x8or\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 311 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.m\x8mu\x8ul\x8lt\x8ti\x8io\x8ou\x8ut\x8tp\x8pu\x8ut\x8t.\x8.M\x8Mu\x8ul\x8lt\x8ti\x8iO\x8Ou\x8ut\x8tp\x8pu\x8ut\x8tR\x8Re\x8eg\x8gr\x8re\x8es\x8ss\x8so\x8or\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 312 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8·_\x8f_\x8o_\x8r_\x8e_\x8s_\x8t_\x8s_\x8·_\x8a_\x8n_\x8d_\x8·_\x8t_\x8h_\x8e_\x8·_\x8m_\x8u_\x8l_\x8t_\x8i_\x8-_\x8o_\x8u_\x8t_\x8p_\x8u_\x8t_\x8·_\x8m_\x8e_\x8t_\x8a_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r | 312 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8·_\x8f_\x8o_\x8r_\x8e_\x8s_\x8t_\x8s_\x8·_\x8a_\x8n_\x8d_\x8·_\x8t_\x8h_\x8e_\x8·_\x8m_\x8u_\x8l_\x8t_\x8i_\x8-_\x8o_\x8u_\x8t_\x8p_\x8u_\x8t_\x8·_\x8m_\x8e_\x8t_\x8a_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r |
| 313 | Comparing·random·forests·and·the·multi-output·meta·estimator | 313 | Comparing·random·forests·and·the·multi-output·meta·estimator |
| 314 | ©·2007·-·202 | 314 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 524 | <div·class="clearer"></div></section> | 524 | <div·class="clearer"></div></section> |
| 525 | ······</div> | 525 | ······</div> |
| 526 | ····<div·class="container"> | 526 | ····<div·class="container"> |
| 527 | ······<footer·class="sk-content-footer"> | 527 | ······<footer·class="sk-content-footer"> |
| 528 | ············©·2007·-·202 | 528 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 529 | ··········<a·href="../../_sources/modules/generated/sklearn.multioutput.RegressorChain.rst.txt"·rel="nofollow">Show·this·page·source</a> | 529 | ··········<a·href="../../_sources/modules/generated/sklearn.multioutput.RegressorChain.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 530 | ······</footer> | 530 | ······</footer> |
| 531 | ····</div> | 531 | ····</div> |
| 532 | ··</div> | 532 | ··</div> |
| 533 | </div> | 533 | </div> |
| 534 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 534 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 226 | ··············Parameters: | 226 | ··············Parameters: |
| 227 | ····················s\x8sa\x8am\x8mp\x8pl\x8le\x8e_\x8_w\x8we\x8ei\x8ig\x8gh\x8ht\x8tstr,·True,·False,·or·None, | 227 | ····················s\x8sa\x8am\x8mp\x8pl\x8le\x8e_\x8_w\x8we\x8ei\x8ig\x8gh\x8ht\x8tstr,·True,·False,·or·None, |
| 228 | ····················default=sklearn.utils.metadata_routing.UNCHANGED | 228 | ····················default=sklearn.utils.metadata_routing.UNCHANGED |
| 229 | ························Metadata·routing·for·sample_weight·parameter·in·score. | 229 | ························Metadata·routing·for·sample_weight·parameter·in·score. |
| 230 | ··············Returns: | 230 | ··············Returns: |
| 231 | ····················s\x8se\x8el\x8lf\x8fobject | 231 | ····················s\x8se\x8el\x8lf\x8fobject |
| 232 | ························The·updated·object. | 232 | ························The·updated·object. |
| 233 | ©·2007·-·202 | 233 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 732 | </div></div><div·class="clearer"></div></section> | 732 | </div></div><div·class="clearer"></div></section> |
| 733 | </section> | 733 | </section> |
| 734 | ······</div> | 734 | ······</div> |
| 735 | ····<div·class="container"> | 735 | ····<div·class="container"> |
| 736 | ······<footer·class="sk-content-footer"> | 736 | ······<footer·class="sk-content-footer"> |
| 737 | ············©·2007·-·202 | 737 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 738 | ··········<a·href="../../_sources/modules/generated/sklearn.naive_bayes.BernoulliNB.rst.txt"·rel="nofollow">Show·this·page·source</a> | 738 | ··········<a·href="../../_sources/modules/generated/sklearn.naive_bayes.BernoulliNB.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 739 | ······</footer> | 739 | ······</footer> |
| 740 | ····</div> | 740 | ····</div> |
| 741 | ··</div> | 741 | ··</div> |
| 742 | </div> | 742 | </div> |
| 743 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 743 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 372 | ························Metadata·routing·for·sample_weight·parameter·in·score. | 372 | ························Metadata·routing·for·sample_weight·parameter·in·score. |
| 373 | ··············Returns: | 373 | ··············Returns: |
| 374 | ····················s\x8se\x8el\x8lf\x8fobject | 374 | ····················s\x8se\x8el\x8lf\x8fobject |
| 375 | ························The·updated·object. | 375 | ························The·updated·object. |
| 376 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.n\x8na\x8ai\x8iv\x8ve\x8e_\x8_b\x8ba\x8ay\x8ye\x8es\x8s.\x8.B\x8Be\x8er\x8rn\x8no\x8ou\x8ul\x8ll\x8li\x8iN\x8NB\x8B_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 376 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.n\x8na\x8ai\x8iv\x8ve\x8e_\x8_b\x8ba\x8ay\x8ye\x8es\x8s.\x8.B\x8Be\x8er\x8rn\x8no\x8ou\x8ul\x8ll\x8li\x8iN\x8NB\x8B_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 377 | _\x8H_\x8a_\x8s_\x8h_\x8i_\x8n_\x8g_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8T_\x8o_\x8t_\x8a_\x8l_\x8l_\x8y_\x8·_\x8R_\x8a_\x8n_\x8d_\x8o_\x8m_\x8·_\x8T_\x8r_\x8e_\x8e_\x8s | 377 | _\x8H_\x8a_\x8s_\x8h_\x8i_\x8n_\x8g_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8T_\x8o_\x8t_\x8a_\x8l_\x8l_\x8y_\x8·_\x8R_\x8a_\x8n_\x8d_\x8o_\x8m_\x8·_\x8T_\x8r_\x8e_\x8e_\x8s |
| 378 | Hashing·feature·transformation·using·Totally·Random·Trees | 378 | Hashing·feature·transformation·using·Totally·Random·Trees |
| 379 | ©·2007·-·202 | 379 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 742 | <div·class="clearer"></div></section> | 742 | <div·class="clearer"></div></section> |
| 743 | ······</div> | 743 | ······</div> |
| 744 | ····<div·class="container"> | 744 | ····<div·class="container"> |
| 745 | ······<footer·class="sk-content-footer"> | 745 | ······<footer·class="sk-content-footer"> |
| 746 | ············©·2007·-·202 | 746 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 747 | ··········<a·href="../../_sources/modules/generated/sklearn.naive_bayes.CategoricalNB.rst.txt"·rel="nofollow">Show·this·page·source</a> | 747 | ··········<a·href="../../_sources/modules/generated/sklearn.naive_bayes.CategoricalNB.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 748 | ······</footer> | 748 | ······</footer> |
| 749 | ····</div> | 749 | ····</div> |
| 750 | ··</div> | 750 | ··</div> |
| 751 | </div> | 751 | </div> |
| 752 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 752 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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655 B
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| 383 | ··············Parameters: | 383 | ··············Parameters: |
| 384 | ····················s\x8sa\x8am\x8mp\x8pl\x8le\x8e_\x8_w\x8we\x8ei\x8ig\x8gh\x8ht\x8tstr,·True,·False,·or·None, | 384 | ····················s\x8sa\x8am\x8mp\x8pl\x8le\x8e_\x8_w\x8we\x8ei\x8ig\x8gh\x8ht\x8tstr,·True,·False,·or·None, |
| 385 | ····················default=sklearn.utils.metadata_routing.UNCHANGED | 385 | ····················default=sklearn.utils.metadata_routing.UNCHANGED |
| 386 | ························Metadata·routing·for·sample_weight·parameter·in·score. | 386 | ························Metadata·routing·for·sample_weight·parameter·in·score. |
| 387 | ··············Returns: | 387 | ··············Returns: |
| 388 | ····················s\x8se\x8el\x8lf\x8fobject | 388 | ····················s\x8se\x8el\x8lf\x8fobject |
| 389 | ························The·updated·object. | 389 | ························The·updated·object. |
| 390 | ©·2007·-·202 | 390 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 737 | </div></div><div·class="clearer"></div></section> | 737 | </div></div><div·class="clearer"></div></section> |
| 738 | </section> | 738 | </section> |
| 739 | ······</div> | 739 | ······</div> |
| 740 | ····<div·class="container"> | 740 | ····<div·class="container"> |
| 741 | ······<footer·class="sk-content-footer"> | 741 | ······<footer·class="sk-content-footer"> |
| 742 | ············©·2007·-·202 | 742 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 743 | ··········<a·href="../../_sources/modules/generated/sklearn.naive_bayes.ComplementNB.rst.txt"·rel="nofollow">Show·this·page·source</a> | 743 | ··········<a·href="../../_sources/modules/generated/sklearn.naive_bayes.ComplementNB.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 744 | ······</footer> | 744 | ······</footer> |
| 745 | ····</div> | 745 | ····</div> |
| 746 | ··</div> | 746 | ··</div> |
| 747 | </div> | 747 | </div> |
| 748 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 748 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 372 | ····················s\x8se\x8el\x8lf\x8fobject | 372 | ····················s\x8se\x8el\x8lf\x8fobject |
| 373 | ························The·updated·object. | 373 | ························The·updated·object. |
| 374 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.n\x8na\x8ai\x8iv\x8ve\x8e_\x8_b\x8ba\x8ay\x8ye\x8es\x8s.\x8.C\x8Co\x8om\x8mp\x8pl\x8le\x8em\x8me\x8en\x8nt\x8tN\x8NB\x8B_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 374 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.n\x8na\x8ai\x8iv\x8ve\x8e_\x8_b\x8ba\x8ay\x8ye\x8es\x8s.\x8.C\x8Co\x8om\x8mp\x8pl\x8le\x8em\x8me\x8en\x8nt\x8tN\x8NB\x8B_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 375 | _\x8S_\x8a_\x8m_\x8p_\x8l_\x8e_\x8·_\x8p_\x8i_\x8p_\x8e_\x8l_\x8i_\x8n_\x8e_\x8·_\x8f_\x8o_\x8r_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8e_\x8x_\x8t_\x8r_\x8a_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8a_\x8n_\x8d_\x8·_\x8e_\x8v_\x8a_\x8l_\x8u_\x8a_\x8t_\x8i_\x8o_\x8n | 375 | _\x8S_\x8a_\x8m_\x8p_\x8l_\x8e_\x8·_\x8p_\x8i_\x8p_\x8e_\x8l_\x8i_\x8n_\x8e_\x8·_\x8f_\x8o_\x8r_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8e_\x8x_\x8t_\x8r_\x8a_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8a_\x8n_\x8d_\x8·_\x8e_\x8v_\x8a_\x8l_\x8u_\x8a_\x8t_\x8i_\x8o_\x8n |
| 376 | Sample·pipeline·for·text·feature·extraction·and·evaluation | 376 | Sample·pipeline·for·text·feature·extraction·and·evaluation |
| 377 | _\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s | 377 | _\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s |
| 378 | Classification·of·text·documents·using·sparse·features | 378 | Classification·of·text·documents·using·sparse·features |
| 379 | ©·2007·-·202 | 379 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 741 | </div></div><div·class="clearer"></div></section> | 741 | </div></div><div·class="clearer"></div></section> |
| 742 | </section> | 742 | </section> |
| 743 | ······</div> | 743 | ······</div> |
| 744 | ····<div·class="container"> | 744 | ····<div·class="container"> |
| 745 | ······<footer·class="sk-content-footer"> | 745 | ······<footer·class="sk-content-footer"> |
| 746 | ············©·2007·-·202 | 746 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 747 | ··········<a·href="../../_sources/modules/generated/sklearn.naive_bayes.GaussianNB.rst.txt"·rel="nofollow">Show·this·page·source</a> | 747 | ··········<a·href="../../_sources/modules/generated/sklearn.naive_bayes.GaussianNB.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 748 | ······</footer> | 748 | ······</footer> |
| 749 | ····</div> | 749 | ····</div> |
| 750 | ··</div> | 750 | ··</div> |
| 751 | </div> | 751 | </div> |
| 752 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 752 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 364 | Probability·calibration·of·classifiers | 364 | Probability·calibration·of·classifiers |
| 365 | _\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r_\x8·_\x8c_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n | 365 | _\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r_\x8·_\x8c_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n |
| 366 | Classifier·comparison | 366 | Classifier·comparison |
| 367 | _\x8P_\x8l_\x8o_\x8t_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8·_\x8p_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8i_\x8e_\x8s_\x8·_\x8c_\x8a_\x8l_\x8c_\x8u_\x8l_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8t_\x8h_\x8e_\x8·_\x8V_\x8o_\x8t_\x8i_\x8n_\x8g_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r | 367 | _\x8P_\x8l_\x8o_\x8t_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8·_\x8p_\x8r_\x8o_\x8b_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8i_\x8e_\x8s_\x8·_\x8c_\x8a_\x8l_\x8c_\x8u_\x8l_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8t_\x8h_\x8e_\x8·_\x8V_\x8o_\x8t_\x8i_\x8n_\x8g_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r |
| 368 | Plot·class·probabilities·calculated·by·the·VotingClassifier | 368 | Plot·class·probabilities·calculated·by·the·VotingClassifier |
| 369 | _\x8P_\x8l_\x8o_\x8t_\x8t_\x8i_\x8n_\x8g_\x8·_\x8L_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8C_\x8u_\x8r_\x8v_\x8e_\x8s_\x8·_\x8a_\x8n_\x8d_\x8·_\x8C_\x8h_\x8e_\x8c_\x8k_\x8i_\x8n_\x8g_\x8·_\x8M_\x8o_\x8d_\x8e_\x8l_\x8s_\x8’_\x8·_\x8S_\x8c_\x8a_\x8l_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y | 369 | _\x8P_\x8l_\x8o_\x8t_\x8t_\x8i_\x8n_\x8g_\x8·_\x8L_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8C_\x8u_\x8r_\x8v_\x8e_\x8s_\x8·_\x8a_\x8n_\x8d_\x8·_\x8C_\x8h_\x8e_\x8c_\x8k_\x8i_\x8n_\x8g_\x8·_\x8M_\x8o_\x8d_\x8e_\x8l_\x8s_\x8’_\x8·_\x8S_\x8c_\x8a_\x8l_\x8a_\x8b_\x8i_\x8l_\x8i_\x8t_\x8y |
| 370 | Plotting·Learning·Curves·and·Checking·Models'·Scalability | 370 | Plotting·Learning·Curves·and·Checking·Models'·Scalability |
| 371 | ©·2007·-·202 | 371 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 726 | </div></div><div·class="clearer"></div></section> | 726 | </div></div><div·class="clearer"></div></section> |
| 727 | </section> | 727 | </section> |
| 728 | ······</div> | 728 | ······</div> |
| 729 | ····<div·class="container"> | 729 | ····<div·class="container"> |
| 730 | ······<footer·class="sk-content-footer"> | 730 | ······<footer·class="sk-content-footer"> |
| 731 | ············©·2007·-·202 | 731 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 732 | ··········<a·href="../../_sources/modules/generated/sklearn.naive_bayes.MultinomialNB.rst.txt"·rel="nofollow">Show·this·page·source</a> | 732 | ··········<a·href="../../_sources/modules/generated/sklearn.naive_bayes.MultinomialNB.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 733 | ······</footer> | 733 | ······</footer> |
| 734 | ····</div> | 734 | ····</div> |
| 735 | ··</div> | 735 | ··</div> |
| 736 | </div> | 736 | </div> |
| 737 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 737 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 363 | ························Metadata·routing·for·sample_weight·parameter·in·score. | 363 | ························Metadata·routing·for·sample_weight·parameter·in·score. |
| 364 | ··············Returns: | 364 | ··············Returns: |
| 365 | ····················s\x8se\x8el\x8lf\x8fobject | 365 | ····················s\x8se\x8el\x8lf\x8fobject |
| 366 | ························The·updated·object. | 366 | ························The·updated·object. |
| 367 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.n\x8na\x8ai\x8iv\x8ve\x8e_\x8_b\x8ba\x8ay\x8ye\x8es\x8s.\x8.M\x8Mu\x8ul\x8lt\x8ti\x8in\x8no\x8om\x8mi\x8ia\x8al\x8lN\x8NB\x8B_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 367 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.n\x8na\x8ai\x8iv\x8ve\x8e_\x8_b\x8ba\x8ay\x8ye\x8es\x8s.\x8.M\x8Mu\x8ul\x8lt\x8ti\x8in\x8no\x8om\x8mi\x8ia\x8al\x8lN\x8NB\x8B_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 368 | _\x8O_\x8u_\x8t_\x8-_\x8o_\x8f_\x8-_\x8c_\x8o_\x8r_\x8e_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s | 368 | _\x8O_\x8u_\x8t_\x8-_\x8o_\x8f_\x8-_\x8c_\x8o_\x8r_\x8e_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s |
| 369 | Out-of-core·classification·of·text·documents | 369 | Out-of-core·classification·of·text·documents |
| 370 | ©·2007·-·202 | 370 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 558 | <div·class="clearer"></div></section> | 558 | <div·class="clearer"></div></section> |
| 559 | ······</div> | 559 | ······</div> |
| 560 | ····<div·class="container"> | 560 | ····<div·class="container"> |
| 561 | ······<footer·class="sk-content-footer"> | 561 | ······<footer·class="sk-content-footer"> |
| 562 | ············©·2007·-·202 | 562 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 563 | ··········<a·href="../../_sources/modules/generated/sklearn.neighbors.BallTree.rst.txt"·rel="nofollow">Show·this·page·source</a> | 563 | ··········<a·href="../../_sources/modules/generated/sklearn.neighbors.BallTree.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 564 | ······</footer> | 564 | ······</footer> |
| 565 | ····</div> | 565 | ····</div> |
| 566 | ··</div> | 566 | ··</div> |
| 567 | </div> | 567 | </div> |
| 568 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 568 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 285 | ························If·True,·use·a·dualtree·algorithm.·Otherwise,·use·a | 285 | ························If·True,·use·a·dualtree·algorithm.·Otherwise,·use·a |
| 286 | ························single-tree·algorithm.·Dual·tree·algorithms·can·have | 286 | ························single-tree·algorithm.·Dual·tree·algorithms·can·have |
| 287 | ························better·scaling·for·large·N. | 287 | ························better·scaling·for·large·N. |
| 288 | ··············Returns: | 288 | ··············Returns: |
| 289 | ····················c\x8co\x8ou\x8un\x8nt\x8ts\x8sndarray | 289 | ····················c\x8co\x8ou\x8un\x8nt\x8ts\x8sndarray |
| 290 | ························counts[i]·contains·the·number·of·pairs·of·points·with | 290 | ························counts[i]·contains·the·number·of·pairs·of·points·with |
| 291 | ························distance·less·than·or·equal·to·r[i] | 291 | ························distance·less·than·or·equal·to·r[i] |
| 292 | ©·2007·-·202 | 292 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 558 | <div·class="clearer"></div></section> | 558 | <div·class="clearer"></div></section> |
| 559 | ······</div> | 559 | ······</div> |
| 560 | ····<div·class="container"> | 560 | ····<div·class="container"> |
| 561 | ······<footer·class="sk-content-footer"> | 561 | ······<footer·class="sk-content-footer"> |
| 562 | ············©·2007·-·202 | 562 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 563 | ··········<a·href="../../_sources/modules/generated/sklearn.neighbors.KDTree.rst.txt"·rel="nofollow">Show·this·page·source</a> | 563 | ··········<a·href="../../_sources/modules/generated/sklearn.neighbors.KDTree.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 564 | ······</footer> | 564 | ······</footer> |
| 565 | ····</div> | 565 | ····</div> |
| 566 | ··</div> | 566 | ··</div> |
| 567 | </div> | 567 | </div> |
| 568 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 568 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 285 | ························If·True,·use·a·dualtree·algorithm.·Otherwise,·use·a | 285 | ························If·True,·use·a·dualtree·algorithm.·Otherwise,·use·a |
| 286 | ························single-tree·algorithm.·Dual·tree·algorithms·can·have | 286 | ························single-tree·algorithm.·Dual·tree·algorithms·can·have |
| 287 | ························better·scaling·for·large·N. | 287 | ························better·scaling·for·large·N. |
| 288 | ··············Returns: | 288 | ··············Returns: |
| 289 | ····················c\x8co\x8ou\x8un\x8nt\x8ts\x8sndarray | 289 | ····················c\x8co\x8ou\x8un\x8nt\x8ts\x8sndarray |
| 290 | ························counts[i]·contains·the·number·of·pairs·of·points·with | 290 | ························counts[i]·contains·the·number·of·pairs·of·points·with |
| 291 | ························distance·less·than·or·equal·to·r[i] | 291 | ························distance·less·than·or·equal·to·r[i] |
| 292 | ©·2007·-·202 | 292 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 720 | </div></div><div·class="clearer"></div></section> | 720 | </div></div><div·class="clearer"></div></section> |
| 721 | </section> | 721 | </section> |
| 722 | ······</div> | 722 | ······</div> |
| 723 | ····<div·class="container"> | 723 | ····<div·class="container"> |
| 724 | ······<footer·class="sk-content-footer"> | 724 | ······<footer·class="sk-content-footer"> |
| 725 | ············©·2007·-·202 | 725 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 726 | ··········<a·href="../../_sources/modules/generated/sklearn.neighbors.KNeighborsClassifier.rst.txt"·rel="nofollow">Show·this·page·source</a> | 726 | ··········<a·href="../../_sources/modules/generated/sklearn.neighbors.KNeighborsClassifier.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 727 | ······</footer> | 727 | ······</footer> |
| 728 | ····</div> | 728 | ····</div> |
| 729 | ··</div> | 729 | ··</div> |
| 730 | </div> | 730 | </div> |
| 731 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 731 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 381 | Nearest·Neighbors·Classification | 381 | Nearest·Neighbors·Classification |
| 382 | _\x8I_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8·_\x8o_\x8f_\x8·_\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8S_\x8c_\x8a_\x8l_\x8i_\x8n_\x8g | 382 | _\x8I_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8·_\x8o_\x8f_\x8·_\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8S_\x8c_\x8a_\x8l_\x8i_\x8n_\x8g |
| 383 | Importance·of·Feature·Scaling | 383 | Importance·of·Feature·Scaling |
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| 385 | Digits·Classification·Exercise | 385 | Digits·Classification·Exercise |
| 386 | _\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s | 386 | _\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s |
| 387 | Classification·of·text·documents·using·sparse·features | 387 | Classification·of·text·documents·using·sparse·features |
| 388 | ©·2007·-·202 | 388 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 690 | ············©·2007·-·202 | 690 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
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| 363 | _\x8F_\x8a_\x8c_\x8e_\x8·_\x8c_\x8o_\x8m_\x8p_\x8l_\x8e_\x8t_\x8i_\x8o_\x8n_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8a_\x8·_\x8m_\x8u_\x8l_\x8t_\x8i_\x8-_\x8o_\x8u_\x8t_\x8p_\x8u_\x8t_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8s | 363 | _\x8F_\x8a_\x8c_\x8e_\x8·_\x8c_\x8o_\x8m_\x8p_\x8l_\x8e_\x8t_\x8i_\x8o_\x8n_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8a_\x8·_\x8m_\x8u_\x8l_\x8t_\x8i_\x8-_\x8o_\x8u_\x8t_\x8p_\x8u_\x8t_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8s |
| 364 | Face·completion·with·a·multi-output·estimators | 364 | Face·completion·with·a·multi-output·estimators |
| 365 | _\x8I_\x8m_\x8p_\x8u_\x8t_\x8i_\x8n_\x8g_\x8·_\x8m_\x8i_\x8s_\x8s_\x8i_\x8n_\x8g_\x8·_\x8v_\x8a_\x8l_\x8u_\x8e_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8t_\x8s_\x8·_\x8o_\x8f_\x8·_\x8I_\x8t_\x8e_\x8r_\x8a_\x8t_\x8i_\x8v_\x8e_\x8I_\x8m_\x8p_\x8u_\x8t_\x8e_\x8r | 365 | _\x8I_\x8m_\x8p_\x8u_\x8t_\x8i_\x8n_\x8g_\x8·_\x8m_\x8i_\x8s_\x8s_\x8i_\x8n_\x8g_\x8·_\x8v_\x8a_\x8l_\x8u_\x8e_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8t_\x8s_\x8·_\x8o_\x8f_\x8·_\x8I_\x8t_\x8e_\x8r_\x8a_\x8t_\x8i_\x8v_\x8e_\x8I_\x8m_\x8p_\x8u_\x8t_\x8e_\x8r |
| 366 | Imputing·missing·values·with·variants·of·IterativeImputer | 366 | Imputing·missing·values·with·variants·of·IterativeImputer |
| 367 | _\x8N_\x8e_\x8a_\x8r_\x8e_\x8s_\x8t_\x8·_\x8N_\x8e_\x8i_\x8g_\x8h_\x8b_\x8o_\x8r_\x8s_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n | 367 | _\x8N_\x8e_\x8a_\x8r_\x8e_\x8s_\x8t_\x8·_\x8N_\x8e_\x8i_\x8g_\x8h_\x8b_\x8o_\x8r_\x8s_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n |
| 368 | Nearest·Neighbors·regression | 368 | Nearest·Neighbors·regression |
| 369 | ©·2007·-·202 | 369 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 671 | ············©·2007·-·202 | 671 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
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| 331 | _\x8R_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8·_\x8H_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n_\x8·_\x80_\x8._\x82_\x82 | 331 | _\x8R_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8·_\x8H_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n_\x8·_\x80_\x8._\x82_\x82 |
| 332 | Release·Highlights·for·scikit-learn·0.22 | 332 | Release·Highlights·for·scikit-learn·0.22 |
| 333 | _\x8A_\x8p_\x8p_\x8r_\x8o_\x8x_\x8i_\x8m_\x8a_\x8t_\x8e_\x8·_\x8n_\x8e_\x8a_\x8r_\x8e_\x8s_\x8t_\x8·_\x8n_\x8e_\x8i_\x8g_\x8h_\x8b_\x8o_\x8r_\x8s_\x8·_\x8i_\x8n_\x8·_\x8T_\x8S_\x8N_\x8E | 333 | _\x8A_\x8p_\x8p_\x8r_\x8o_\x8x_\x8i_\x8m_\x8a_\x8t_\x8e_\x8·_\x8n_\x8e_\x8a_\x8r_\x8e_\x8s_\x8t_\x8·_\x8n_\x8e_\x8i_\x8g_\x8h_\x8b_\x8o_\x8r_\x8s_\x8·_\x8i_\x8n_\x8·_\x8T_\x8S_\x8N_\x8E |
| 334 | Approximate·nearest·neighbors·in·TSNE | 334 | Approximate·nearest·neighbors·in·TSNE |
| 335 | _\x8C_\x8a_\x8c_\x8h_\x8i_\x8n_\x8g_\x8·_\x8n_\x8e_\x8a_\x8r_\x8e_\x8s_\x8t_\x8·_\x8n_\x8e_\x8i_\x8g_\x8h_\x8b_\x8o_\x8r_\x8s | 335 | _\x8C_\x8a_\x8c_\x8h_\x8i_\x8n_\x8g_\x8·_\x8n_\x8e_\x8a_\x8r_\x8e_\x8s_\x8t_\x8·_\x8n_\x8e_\x8i_\x8g_\x8h_\x8b_\x8o_\x8r_\x8s |
| 336 | Caching·nearest·neighbors | 336 | Caching·nearest·neighbors |
| 337 | ©·2007·-·202 | 337 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 547 | ············©·2007·-·202 | 547 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
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| 236 | _\x8K_\x8e_\x8r_\x8n_\x8e_\x8l_\x8·_\x8D_\x8e_\x8n_\x8s_\x8i_\x8t_\x8y_\x8·_\x8E_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8e_\x8·_\x8o_\x8f_\x8·_\x8S_\x8p_\x8e_\x8c_\x8i_\x8e_\x8s_\x8·_\x8D_\x8i_\x8s_\x8t_\x8r_\x8i_\x8b_\x8u_\x8t_\x8i_\x8o_\x8n_\x8s | 236 | _\x8K_\x8e_\x8r_\x8n_\x8e_\x8l_\x8·_\x8D_\x8e_\x8n_\x8s_\x8i_\x8t_\x8y_\x8·_\x8E_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8e_\x8·_\x8o_\x8f_\x8·_\x8S_\x8p_\x8e_\x8c_\x8i_\x8e_\x8s_\x8·_\x8D_\x8i_\x8s_\x8t_\x8r_\x8i_\x8b_\x8u_\x8t_\x8i_\x8o_\x8n_\x8s |
| 237 | Kernel·Density·Estimate·of·Species·Distributions | 237 | Kernel·Density·Estimate·of·Species·Distributions |
| 238 | _\x8K_\x8e_\x8r_\x8n_\x8e_\x8l_\x8·_\x8D_\x8e_\x8n_\x8s_\x8i_\x8t_\x8y_\x8·_\x8E_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n | 238 | _\x8K_\x8e_\x8r_\x8n_\x8e_\x8l_\x8·_\x8D_\x8e_\x8n_\x8s_\x8i_\x8t_\x8y_\x8·_\x8E_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n |
| 239 | Kernel·Density·Estimation | 239 | Kernel·Density·Estimation |
| 240 | _\x8S_\x8i_\x8m_\x8p_\x8l_\x8e_\x8·_\x81_\x8D_\x8·_\x8K_\x8e_\x8r_\x8n_\x8e_\x8l_\x8·_\x8D_\x8e_\x8n_\x8s_\x8i_\x8t_\x8y_\x8·_\x8E_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n | 240 | _\x8S_\x8i_\x8m_\x8p_\x8l_\x8e_\x8·_\x81_\x8D_\x8·_\x8K_\x8e_\x8r_\x8n_\x8e_\x8l_\x8·_\x8D_\x8e_\x8n_\x8s_\x8i_\x8t_\x8y_\x8·_\x8E_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n |
| 241 | Simple·1D·Kernel·Density·Estimation | 241 | Simple·1D·Kernel·Density·Estimation |
| 242 | ©·2007·-·202 | 242 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 385 | Comparing·anomaly·detection·algorithms·for·outlier·detection·on·toy·datasets | 385 | Comparing·anomaly·detection·algorithms·for·outlier·detection·on·toy·datasets |
| 386 | _\x8E_\x8v_\x8a_\x8l_\x8u_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8·_\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8s | 386 | _\x8E_\x8v_\x8a_\x8l_\x8u_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8·_\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8s |
| 387 | Evaluation·of·outlier·detection·estimators | 387 | Evaluation·of·outlier·detection·estimators |
| 388 | _\x8N_\x8o_\x8v_\x8e_\x8l_\x8t_\x8y_\x8·_\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8L_\x8o_\x8c_\x8a_\x8l_\x8·_\x8O_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8·_\x8F_\x8a_\x8c_\x8t_\x8o_\x8r_\x8·_\x8(_\x8L_\x8O_\x8F_\x8) | 388 | _\x8N_\x8o_\x8v_\x8e_\x8l_\x8t_\x8y_\x8·_\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8L_\x8o_\x8c_\x8a_\x8l_\x8·_\x8O_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8·_\x8F_\x8a_\x8c_\x8t_\x8o_\x8r_\x8·_\x8(_\x8L_\x8O_\x8F_\x8) |
| 389 | Novelty·detection·with·Local·Outlier·Factor·(LOF) | 389 | Novelty·detection·with·Local·Outlier·Factor·(LOF) |
| 390 | _\x8O_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8·_\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8L_\x8o_\x8c_\x8a_\x8l_\x8·_\x8O_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8·_\x8F_\x8a_\x8c_\x8t_\x8o_\x8r_\x8·_\x8(_\x8L_\x8O_\x8F_\x8) | 390 | _\x8O_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8·_\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8L_\x8o_\x8c_\x8a_\x8l_\x8·_\x8O_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8·_\x8F_\x8a_\x8c_\x8t_\x8o_\x8r_\x8·_\x8(_\x8L_\x8O_\x8F_\x8) |
| 391 | Outlier·detection·with·Local·Outlier·Factor·(LOF) | 391 | Outlier·detection·with·Local·Outlier·Factor·(LOF) |
| 392 | ©·2007·-·202 | 392 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 502 | </div></div><div·class="clearer"></div></section> | 502 | </div></div><div·class="clearer"></div></section> |
| 503 | </section> | 503 | </section> |
| 504 | ······</div> | 504 | ······</div> |
| 505 | ····<div·class="container"> | 505 | ····<div·class="container"> |
| 506 | ······<footer·class="sk-content-footer"> | 506 | ······<footer·class="sk-content-footer"> |
| 507 | ············©·2007·-·202 | 507 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 508 | ··········<a·href="../../_sources/modules/generated/sklearn.neighbors.NearestCentroid.rst.txt"·rel="nofollow">Show·this·page·source</a> | 508 | ··········<a·href="../../_sources/modules/generated/sklearn.neighbors.NearestCentroid.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 509 | ······</footer> | 509 | ······</footer> |
| 510 | ····</div> | 510 | ····</div> |
| 511 | ··</div> | 511 | ··</div> |
| 512 | </div> | 512 | </div> |
| 513 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 513 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 210 | ····················s\x8se\x8el\x8lf\x8fobject | 210 | ····················s\x8se\x8el\x8lf\x8fobject |
| 211 | ························The·updated·object. | 211 | ························The·updated·object. |
| 212 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.n\x8ne\x8ei\x8ig\x8gh\x8hb\x8bo\x8or\x8rs\x8s.\x8.N\x8Ne\x8ea\x8ar\x8re\x8es\x8st\x8tC\x8Ce\x8en\x8nt\x8tr\x8ro\x8oi\x8id\x8d_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 212 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.n\x8ne\x8ei\x8ig\x8gh\x8hb\x8bo\x8or\x8rs\x8s.\x8.N\x8Ne\x8ea\x8ar\x8re\x8es\x8st\x8tC\x8Ce\x8en\x8nt\x8tr\x8ro\x8oi\x8id\x8d_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 213 | _\x8N_\x8e_\x8a_\x8r_\x8e_\x8s_\x8t_\x8·_\x8C_\x8e_\x8n_\x8t_\x8r_\x8o_\x8i_\x8d_\x8·_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n | 213 | _\x8N_\x8e_\x8a_\x8r_\x8e_\x8s_\x8t_\x8·_\x8C_\x8e_\x8n_\x8t_\x8r_\x8o_\x8i_\x8d_\x8·_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n |
| 214 | Nearest·Centroid·Classification | 214 | Nearest·Centroid·Classification |
| 215 | _\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s | 215 | _\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s |
| 216 | Classification·of·text·documents·using·sparse·features | 216 | Classification·of·text·documents·using·sparse·features |
| 217 | ©·2007·-·202 | 217 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 685 | </div></div><div·class="clearer"></div></section> | 685 | </div></div><div·class="clearer"></div></section> |
| 686 | </section> | 686 | </section> |
| 687 | ······</div> | 687 | ······</div> |
| 688 | ····<div·class="container"> | 688 | ····<div·class="container"> |
| 689 | ······<footer·class="sk-content-footer"> | 689 | ······<footer·class="sk-content-footer"> |
| 690 | ············©·2007·-·202 | 690 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 691 | ··········<a·href="../../_sources/modules/generated/sklearn.neighbors.NearestNeighbors.rst.txt"·rel="nofollow">Show·this·page·source</a> | 691 | ··········<a·href="../../_sources/modules/generated/sklearn.neighbors.NearestNeighbors.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 692 | ······</footer> | 692 | ······</footer> |
| 693 | ····</div> | 693 | ····</div> |
| 694 | ··</div> | 694 | ··</div> |
| 695 | </div> | 695 | </div> |
| 696 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 696 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 377 | ························Estimator·parameters. | 377 | ························Estimator·parameters. |
| 378 | ··············Returns: | 378 | ··············Returns: |
| 379 | ····················s\x8se\x8el\x8lf\x8festimator·instance | 379 | ····················s\x8se\x8el\x8lf\x8festimator·instance |
| 380 | ························Estimator·instance. | 380 | ························Estimator·instance. |
| 381 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.n\x8ne\x8ei\x8ig\x8gh\x8hb\x8bo\x8or\x8rs\x8s.\x8.N\x8Ne\x8ea\x8ar\x8re\x8es\x8st\x8tN\x8Ne\x8ei\x8ig\x8gh\x8hb\x8bo\x8or\x8rs\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 381 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.n\x8ne\x8ei\x8ig\x8gh\x8hb\x8bo\x8or\x8rs\x8s.\x8.N\x8Ne\x8ea\x8ar\x8re\x8es\x8st\x8tN\x8Ne\x8ei\x8ig\x8gh\x8hb\x8bo\x8or\x8rs\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 382 | _\x8A_\x8p_\x8p_\x8r_\x8o_\x8x_\x8i_\x8m_\x8a_\x8t_\x8e_\x8·_\x8n_\x8e_\x8a_\x8r_\x8e_\x8s_\x8t_\x8·_\x8n_\x8e_\x8i_\x8g_\x8h_\x8b_\x8o_\x8r_\x8s_\x8·_\x8i_\x8n_\x8·_\x8T_\x8S_\x8N_\x8E | 382 | _\x8A_\x8p_\x8p_\x8r_\x8o_\x8x_\x8i_\x8m_\x8a_\x8t_\x8e_\x8·_\x8n_\x8e_\x8a_\x8r_\x8e_\x8s_\x8t_\x8·_\x8n_\x8e_\x8i_\x8g_\x8h_\x8b_\x8o_\x8r_\x8s_\x8·_\x8i_\x8n_\x8·_\x8T_\x8S_\x8N_\x8E |
| 383 | Approximate·nearest·neighbors·in·TSNE | 383 | Approximate·nearest·neighbors·in·TSNE |
| 384 | ©·2007·-·202 | 384 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 605 | </div></div><div·class="clearer"></div></section> | 605 | </div></div><div·class="clearer"></div></section> |
| 606 | </section> | 606 | </section> |
| 607 | ······</div> | 607 | ······</div> |
| 608 | ····<div·class="container"> | 608 | ····<div·class="container"> |
| 609 | ······<footer·class="sk-content-footer"> | 609 | ······<footer·class="sk-content-footer"> |
| 610 | ············©·2007·-·202 | 610 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 611 | ··········<a·href="../../_sources/modules/generated/sklearn.neighbors.NeighborhoodComponentsAnalysis.rst.txt"·rel="nofollow">Show·this·page·source</a> | 611 | ··········<a·href="../../_sources/modules/generated/sklearn.neighbors.NeighborhoodComponentsAnalysis.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 612 | ······</footer> | 612 | ······</footer> |
| 613 | ····</div> | 613 | ····</div> |
| 614 | ··</div> | 614 | ··</div> |
| 615 | </div> | 615 | </div> |
| 616 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 616 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 273 | Manifold·learning·on·handwritten·digits:·Locally·Linear·Embedding,·Isomap... | 273 | Manifold·learning·on·handwritten·digits:·Locally·Linear·Embedding,·Isomap... |
| 274 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8N_\x8e_\x8a_\x8r_\x8e_\x8s_\x8t_\x8·_\x8N_\x8e_\x8i_\x8g_\x8h_\x8b_\x8o_\x8r_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8a_\x8n_\x8d_\x8·_\x8w_\x8i_\x8t_\x8h_\x8o_\x8u_\x8t_\x8·_\x8N_\x8e_\x8i_\x8g_\x8h_\x8b_\x8o_\x8r_\x8h_\x8o_\x8o_\x8d_\x8·_\x8C_\x8o_\x8m_\x8p_\x8o_\x8n_\x8e_\x8n_\x8t_\x8s_\x8·_\x8A_\x8n_\x8a_\x8l_\x8y_\x8s_\x8i_\x8s | 274 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8N_\x8e_\x8a_\x8r_\x8e_\x8s_\x8t_\x8·_\x8N_\x8e_\x8i_\x8g_\x8h_\x8b_\x8o_\x8r_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8a_\x8n_\x8d_\x8·_\x8w_\x8i_\x8t_\x8h_\x8o_\x8u_\x8t_\x8·_\x8N_\x8e_\x8i_\x8g_\x8h_\x8b_\x8o_\x8r_\x8h_\x8o_\x8o_\x8d_\x8·_\x8C_\x8o_\x8m_\x8p_\x8o_\x8n_\x8e_\x8n_\x8t_\x8s_\x8·_\x8A_\x8n_\x8a_\x8l_\x8y_\x8s_\x8i_\x8s |
| 275 | Comparing·Nearest·Neighbors·with·and·without·Neighborhood·Components·Analysis | 275 | Comparing·Nearest·Neighbors·with·and·without·Neighborhood·Components·Analysis |
| 276 | _\x8D_\x8i_\x8m_\x8e_\x8n_\x8s_\x8i_\x8o_\x8n_\x8a_\x8l_\x8i_\x8t_\x8y_\x8·_\x8R_\x8e_\x8d_\x8u_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8N_\x8e_\x8i_\x8g_\x8h_\x8b_\x8o_\x8r_\x8h_\x8o_\x8o_\x8d_\x8·_\x8C_\x8o_\x8m_\x8p_\x8o_\x8n_\x8e_\x8n_\x8t_\x8s_\x8·_\x8A_\x8n_\x8a_\x8l_\x8y_\x8s_\x8i_\x8s | 276 | _\x8D_\x8i_\x8m_\x8e_\x8n_\x8s_\x8i_\x8o_\x8n_\x8a_\x8l_\x8i_\x8t_\x8y_\x8·_\x8R_\x8e_\x8d_\x8u_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8N_\x8e_\x8i_\x8g_\x8h_\x8b_\x8o_\x8r_\x8h_\x8o_\x8o_\x8d_\x8·_\x8C_\x8o_\x8m_\x8p_\x8o_\x8n_\x8e_\x8n_\x8t_\x8s_\x8·_\x8A_\x8n_\x8a_\x8l_\x8y_\x8s_\x8i_\x8s |
| 277 | Dimensionality·Reduction·with·Neighborhood·Components·Analysis | 277 | Dimensionality·Reduction·with·Neighborhood·Components·Analysis |
| 278 | _\x8N_\x8e_\x8i_\x8g_\x8h_\x8b_\x8o_\x8r_\x8h_\x8o_\x8o_\x8d_\x8·_\x8C_\x8o_\x8m_\x8p_\x8o_\x8n_\x8e_\x8n_\x8t_\x8s_\x8·_\x8A_\x8n_\x8a_\x8l_\x8y_\x8s_\x8i_\x8s_\x8·_\x8I_\x8l_\x8l_\x8u_\x8s_\x8t_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n | 278 | _\x8N_\x8e_\x8i_\x8g_\x8h_\x8b_\x8o_\x8r_\x8h_\x8o_\x8o_\x8d_\x8·_\x8C_\x8o_\x8m_\x8p_\x8o_\x8n_\x8e_\x8n_\x8t_\x8s_\x8·_\x8A_\x8n_\x8a_\x8l_\x8y_\x8s_\x8i_\x8s_\x8·_\x8I_\x8l_\x8l_\x8u_\x8s_\x8t_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n |
| 279 | Neighborhood·Components·Analysis·Illustration | 279 | Neighborhood·Components·Analysis·Illustration |
| 280 | ©·2007·-·202 | 280 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 713 | <div·class="clearer"></div></section> | 713 | <div·class="clearer"></div></section> |
| 714 | ······</div> | 714 | ······</div> |
| 715 | ····<div·class="container"> | 715 | ····<div·class="container"> |
| 716 | ······<footer·class="sk-content-footer"> | 716 | ······<footer·class="sk-content-footer"> |
| 717 | ············©·2007·-·202 | 717 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 718 | ··········<a·href="../../_sources/modules/generated/sklearn.neighbors.RadiusNeighborsClassifier.rst.txt"·rel="nofollow">Show·this·page·source</a> | 718 | ··········<a·href="../../_sources/modules/generated/sklearn.neighbors.RadiusNeighborsClassifier.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 719 | ······</footer> | 719 | ······</footer> |
| 720 | ····</div> | 720 | ····</div> |
| 721 | ··</div> | 721 | ··</div> |
| 722 | </div> | 722 | </div> |
| 723 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 723 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 395 | ··············Parameters: | 395 | ··············Parameters: |
| 396 | ····················s\x8sa\x8am\x8mp\x8pl\x8le\x8e_\x8_w\x8we\x8ei\x8ig\x8gh\x8ht\x8tstr,·True,·False,·or·None, | 396 | ····················s\x8sa\x8am\x8mp\x8pl\x8le\x8e_\x8_w\x8we\x8ei\x8ig\x8gh\x8ht\x8tstr,·True,·False,·or·None, |
| 397 | ····················default=sklearn.utils.metadata_routing.UNCHANGED | 397 | ····················default=sklearn.utils.metadata_routing.UNCHANGED |
| 398 | ························Metadata·routing·for·sample_weight·parameter·in·score. | 398 | ························Metadata·routing·for·sample_weight·parameter·in·score. |
| 399 | ··············Returns: | 399 | ··············Returns: |
| 400 | ····················s\x8se\x8el\x8lf\x8fobject | 400 | ····················s\x8se\x8el\x8lf\x8fobject |
| 401 | ························The·updated·object. | 401 | ························The·updated·object. |
| 402 | ©·2007·-·202 | 402 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 686 | <div·class="clearer"></div></section> | 686 | <div·class="clearer"></div></section> |
| 687 | ······</div> | 687 | ······</div> |
| 688 | ····<div·class="container"> | 688 | ····<div·class="container"> |
| 689 | ······<footer·class="sk-content-footer"> | 689 | ······<footer·class="sk-content-footer"> |
| 690 | ············©·2007·-·202 | 690 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 691 | ··········<a·href="../../_sources/modules/generated/sklearn.neighbors.RadiusNeighborsRegressor.rst.txt"·rel="nofollow">Show·this·page·source</a> | 691 | ··········<a·href="../../_sources/modules/generated/sklearn.neighbors.RadiusNeighborsRegressor.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 692 | ······</footer> | 692 | ······</footer> |
| 693 | ····</div> | 693 | ····</div> |
| 694 | ··</div> | 694 | ··</div> |
| 695 | </div> | 695 | </div> |
| 696 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 696 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 373 | ··············Parameters: | 373 | ··············Parameters: |
| 374 | ····················s\x8sa\x8am\x8mp\x8pl\x8le\x8e_\x8_w\x8we\x8ei\x8ig\x8gh\x8ht\x8tstr,·True,·False,·or·None, | 374 | ····················s\x8sa\x8am\x8mp\x8pl\x8le\x8e_\x8_w\x8we\x8ei\x8ig\x8gh\x8ht\x8tstr,·True,·False,·or·None, |
| 375 | ····················default=sklearn.utils.metadata_routing.UNCHANGED | 375 | ····················default=sklearn.utils.metadata_routing.UNCHANGED |
| 376 | ························Metadata·routing·for·sample_weight·parameter·in·score. | 376 | ························Metadata·routing·for·sample_weight·parameter·in·score. |
| 377 | ··············Returns: | 377 | ··············Returns: |
| 378 | ····················s\x8se\x8el\x8lf\x8fobject | 378 | ····················s\x8se\x8el\x8lf\x8fobject |
| 379 | ························The·updated·object. | 379 | ························The·updated·object. |
| 380 | ©·2007·-·202 | 380 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 674 | <div·class="clearer"></div></section> | 674 | <div·class="clearer"></div></section> |
| 675 | ······</div> | 675 | ······</div> |
| 676 | ····<div·class="container"> | 676 | ····<div·class="container"> |
| 677 | ······<footer·class="sk-content-footer"> | 677 | ······<footer·class="sk-content-footer"> |
| 678 | ············©·2007·-·202 | 678 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 679 | ··········<a·href="../../_sources/modules/generated/sklearn.neighbors.RadiusNeighborsTransformer.rst.txt"·rel="nofollow">Show·this·page·source</a> | 679 | ··········<a·href="../../_sources/modules/generated/sklearn.neighbors.RadiusNeighborsTransformer.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 680 | ······</footer> | 680 | ······</footer> |
| 681 | ····</div> | 681 | ····</div> |
| 682 | ··</div> | 682 | ··</div> |
| 683 | </div> | 683 | </div> |
| 684 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 684 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 345 | ··············Returns: | 345 | ··············Returns: |
| 346 | ····················X\x8Xt\x8tsparse·matrix·of·shape·(n_samples_transform, | 346 | ····················X\x8Xt\x8tsparse·matrix·of·shape·(n_samples_transform, |
| 347 | ····················n_samples_fit) | 347 | ····················n_samples_fit) |
| 348 | ························Xt[i,·j]·is·assigned·the·weight·of·edge·that·connects·i | 348 | ························Xt[i,·j]·is·assigned·the·weight·of·edge·that·connects·i |
| 349 | ························to·j.·Only·the·neighbors·have·an·explicit·value.·The | 349 | ························to·j.·Only·the·neighbors·have·an·explicit·value.·The |
| 350 | ························diagonal·is·always·explicit.·The·matrix·is·of·CSR | 350 | ························diagonal·is·always·explicit.·The·matrix·is·of·CSR |
| 351 | ························format. | 351 | ························format. |
| 352 | ©·2007·-·202 | 352 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 274 | </div></div><div·class="clearer"></div></section> | 274 | </div></div><div·class="clearer"></div></section> |
| 275 | </section> | 275 | </section> |
| 276 | ······</div> | 276 | ······</div> |
| 277 | ····<div·class="container"> | 277 | ····<div·class="container"> |
| 278 | ······<footer·class="sk-content-footer"> | 278 | ······<footer·class="sk-content-footer"> |
| 279 | ············©·2007·-·202 | 279 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 280 | ··········<a·href="../../_sources/modules/generated/sklearn.neighbors.kneighbors_graph.rst.txt"·rel="nofollow">Show·this·page·source</a> | 280 | ··········<a·href="../../_sources/modules/generated/sklearn.neighbors.kneighbors_graph.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 281 | ······</footer> | 281 | ······</footer> |
| 282 | ····</div> | 282 | ····</div> |
| 283 | ··</div> | 283 | ··</div> |
| 284 | </div> | 284 | </div> |
| 285 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 285 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 86 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.n\x8ne\x8ei\x8ig\x8gh\x8hb\x8bo\x8or\x8rs\x8s.\x8.k\x8kn\x8ne\x8ei\x8ig\x8gh\x8hb\x8bo\x8or\x8rs\x8s_\x8_g\x8gr\x8ra\x8ap\x8ph\x8h_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 86 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.n\x8ne\x8ei\x8ig\x8gh\x8hb\x8bo\x8or\x8rs\x8s.\x8.k\x8kn\x8ne\x8ei\x8ig\x8gh\x8hb\x8bo\x8or\x8rs\x8s_\x8_g\x8gr\x8ra\x8ap\x8ph\x8h_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 87 | _\x8A_\x8g_\x8g_\x8l_\x8o_\x8m_\x8e_\x8r_\x8a_\x8t_\x8i_\x8v_\x8e_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8a_\x8n_\x8d_\x8·_\x8w_\x8i_\x8t_\x8h_\x8o_\x8u_\x8t_\x8·_\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8u_\x8r_\x8e | 87 | _\x8A_\x8g_\x8g_\x8l_\x8o_\x8m_\x8e_\x8r_\x8a_\x8t_\x8i_\x8v_\x8e_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8a_\x8n_\x8d_\x8·_\x8w_\x8i_\x8t_\x8h_\x8o_\x8u_\x8t_\x8·_\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8u_\x8r_\x8e |
| 88 | Agglomerative·clustering·with·and·without·structure | 88 | Agglomerative·clustering·with·and·without·structure |
| 89 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m_\x8s_\x8·_\x8o_\x8n_\x8·_\x8t_\x8o_\x8y_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8s | 89 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m_\x8s_\x8·_\x8o_\x8n_\x8·_\x8t_\x8o_\x8y_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8s |
| 90 | Comparing·different·clustering·algorithms·on·toy·datasets | 90 | Comparing·different·clustering·algorithms·on·toy·datasets |
| 91 | _\x8H_\x8i_\x8e_\x8r_\x8a_\x8r_\x8c_\x8h_\x8i_\x8c_\x8a_\x8l_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8:_\x8·_\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8u_\x8r_\x8e_\x8d_\x8·_\x8v_\x8s_\x8·_\x8u_\x8n_\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8u_\x8r_\x8e_\x8d_\x8·_\x8w_\x8a_\x8r_\x8d | 91 | _\x8H_\x8i_\x8e_\x8r_\x8a_\x8r_\x8c_\x8h_\x8i_\x8c_\x8a_\x8l_\x8·_\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8:_\x8·_\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8u_\x8r_\x8e_\x8d_\x8·_\x8v_\x8s_\x8·_\x8u_\x8n_\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8u_\x8r_\x8e_\x8d_\x8·_\x8w_\x8a_\x8r_\x8d |
| 92 | Hierarchical·clustering:·structured·vs·unstructured·ward | 92 | Hierarchical·clustering:·structured·vs·unstructured·ward |
| 93 | ©·2007·-·202 | 93 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 261 | <div·class="clearer"></div></section> | 261 | <div·class="clearer"></div></section> |
| 262 | ······</div> | 262 | ······</div> |
| 263 | ····<div·class="container"> | 263 | ····<div·class="container"> |
| 264 | ······<footer·class="sk-content-footer"> | 264 | ······<footer·class="sk-content-footer"> |
| 265 | ············©·2007·-·202 | 265 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 266 | ··········<a·href="../../_sources/modules/generated/sklearn.neighbors.radius_neighbors_graph.rst.txt"·rel="nofollow">Show·this·page·source</a> | 266 | ··········<a·href="../../_sources/modules/generated/sklearn.neighbors.radius_neighbors_graph.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 267 | ······</footer> | 267 | ······</footer> |
| 268 | ····</div> | 268 | ····</div> |
| 269 | ··</div> | 269 | ··</div> |
| 270 | </div> | 270 | </div> |
| 271 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 271 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 79 | ······>>>·from·sklearn.neighbors·import·radius_neighbors_graph | 79 | ······>>>·from·sklearn.neighbors·import·radius_neighbors_graph |
| 80 | ······>>>·A·=·radius_neighbors_graph(X,·1.5,·mode='connectivity', | 80 | ······>>>·A·=·radius_neighbors_graph(X,·1.5,·mode='connectivity', |
| 81 | ······...····························include_self=True) | 81 | ······...····························include_self=True) |
| 82 | ······>>>·A.toarray() | 82 | ······>>>·A.toarray() |
| 83 | ······array([[1.,·0.,·1.], | 83 | ······array([[1.,·0.,·1.], |
| 84 | ·············[0.,·1.,·0.], | 84 | ·············[0.,·1.,·0.], |
| 85 | ·············[1.,·0.,·1.]]) | 85 | ·············[1.,·0.,·1.]]) |
| 86 | ©·2007·-·202 | 86 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 238 | <div·class="clearer"></div></section> | 238 | <div·class="clearer"></div></section> |
| 239 | ······</div> | 239 | ······</div> |
| 240 | ····<div·class="container"> | 240 | ····<div·class="container"> |
| 241 | ······<footer·class="sk-content-footer"> | 241 | ······<footer·class="sk-content-footer"> |
| 242 | ············©·2007·-·202 | 242 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 243 | ··········<a·href="../../_sources/modules/generated/sklearn.neighbors.sort_graph_by_row_values.rst.txt"·rel="nofollow">Show·this·page·source</a> | 243 | ··········<a·href="../../_sources/modules/generated/sklearn.neighbors.sort_graph_by_row_values.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 244 | ······</footer> | 244 | ······</footer> |
| 245 | ····</div> | 245 | ····</div> |
| 246 | ··</div> | 246 | ··</div> |
| 247 | </div> | 247 | </div> |
| 248 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 248 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 59 | ······...······[3.,·0.,·2.], | 59 | ······...······[3.,·0.,·2.], |
| 60 | ······...······[1.,·2.,·0.]]) | 60 | ······...······[1.,·2.,·0.]]) |
| 61 | ······>>>·X.data | 61 | ······>>>·X.data |
| 62 | ······array([3.,·1.,·3.,·2.,·1.,·2.]) | 62 | ······array([3.,·1.,·3.,·2.,·1.,·2.]) |
| 63 | ······>>>·X_·=·sort_graph_by_row_values(X) | 63 | ······>>>·X_·=·sort_graph_by_row_values(X) |
| 64 | ······>>>·X_.data | 64 | ······>>>·X_.data |
| 65 | ······array([1.,·3.,·2.,·3.,·1.,·2.]) | 65 | ······array([1.,·3.,·2.,·3.,·1.,·2.]) |
| 66 | ©·2007·-·202 | 66 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 598 | </div></div><div·class="clearer"></div></section> | 598 | </div></div><div·class="clearer"></div></section> |
| 599 | </section> | 599 | </section> |
| 600 | ······</div> | 600 | ······</div> |
| 601 | ····<div·class="container"> | 601 | ····<div·class="container"> |
| 602 | ······<footer·class="sk-content-footer"> | 602 | ······<footer·class="sk-content-footer"> |
| 603 | ············©·2007·-·202 | 603 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 604 | ··········<a·href="../../_sources/modules/generated/sklearn.neural_network.BernoulliRBM.rst.txt"·rel="nofollow">Show·this·page·source</a> | 604 | ··········<a·href="../../_sources/modules/generated/sklearn.neural_network.BernoulliRBM.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 605 | ······</footer> | 605 | ······</footer> |
| 606 | ····</div> | 606 | ····</div> |
| 607 | ··</div> | 607 | ··</div> |
| 608 | </div> | 608 | </div> |
| 609 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 609 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 255 | ························The·data·to·be·transformed. | 255 | ························The·data·to·be·transformed. |
| 256 | ··············Returns: | 256 | ··············Returns: |
| 257 | ····················h\x8hndarray·of·shape·(n_samples,·n_components) | 257 | ····················h\x8hndarray·of·shape·(n_samples,·n_components) |
| 258 | ························Latent·representations·of·the·data. | 258 | ························Latent·representations·of·the·data. |
| 259 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.n\x8ne\x8eu\x8ur\x8ra\x8al\x8l_\x8_n\x8ne\x8et\x8tw\x8wo\x8or\x8rk\x8k.\x8.B\x8Be\x8er\x8rn\x8no\x8ou\x8ul\x8ll\x8li\x8iR\x8RB\x8BM\x8M_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 259 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.n\x8ne\x8eu\x8ur\x8ra\x8al\x8l_\x8_n\x8ne\x8et\x8tw\x8wo\x8or\x8rk\x8k.\x8.B\x8Be\x8er\x8rn\x8no\x8ou\x8ul\x8ll\x8li\x8iR\x8RB\x8BM\x8M_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 260 | _\x8R_\x8e_\x8s_\x8t_\x8r_\x8i_\x8c_\x8t_\x8e_\x8d_\x8·_\x8B_\x8o_\x8l_\x8t_\x8z_\x8m_\x8a_\x8n_\x8n_\x8·_\x8M_\x8a_\x8c_\x8h_\x8i_\x8n_\x8e_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8d_\x8i_\x8g_\x8i_\x8t_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n | 260 | _\x8R_\x8e_\x8s_\x8t_\x8r_\x8i_\x8c_\x8t_\x8e_\x8d_\x8·_\x8B_\x8o_\x8l_\x8t_\x8z_\x8m_\x8a_\x8n_\x8n_\x8·_\x8M_\x8a_\x8c_\x8h_\x8i_\x8n_\x8e_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8d_\x8i_\x8g_\x8i_\x8t_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n |
| 261 | Restricted·Boltzmann·Machine·features·for·digit·classification | 261 | Restricted·Boltzmann·Machine·features·for·digit·classification |
| 262 | ©·2007·-·202 | 262 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 448 | Classifier·comparison | 448 | Classifier·comparison |
| 449 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8·_\x8S_\x8t_\x8o_\x8c_\x8h_\x8a_\x8s_\x8t_\x8i_\x8c_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8s_\x8t_\x8r_\x8a_\x8t_\x8e_\x8g_\x8i_\x8e_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8M_\x8L_\x8P_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r | 449 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8·_\x8S_\x8t_\x8o_\x8c_\x8h_\x8a_\x8s_\x8t_\x8i_\x8c_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8s_\x8t_\x8r_\x8a_\x8t_\x8e_\x8g_\x8i_\x8e_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8M_\x8L_\x8P_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r |
| 450 | Compare·Stochastic·learning·strategies·for·MLPClassifier | 450 | Compare·Stochastic·learning·strategies·for·MLPClassifier |
| 451 | _\x8V_\x8a_\x8r_\x8y_\x8i_\x8n_\x8g_\x8·_\x8r_\x8e_\x8g_\x8u_\x8l_\x8a_\x8r_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8i_\x8n_\x8·_\x8M_\x8u_\x8l_\x8t_\x8i_\x8-_\x8l_\x8a_\x8y_\x8e_\x8r_\x8·_\x8P_\x8e_\x8r_\x8c_\x8e_\x8p_\x8t_\x8r_\x8o_\x8n | 451 | _\x8V_\x8a_\x8r_\x8y_\x8i_\x8n_\x8g_\x8·_\x8r_\x8e_\x8g_\x8u_\x8l_\x8a_\x8r_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8i_\x8n_\x8·_\x8M_\x8u_\x8l_\x8t_\x8i_\x8-_\x8l_\x8a_\x8y_\x8e_\x8r_\x8·_\x8P_\x8e_\x8r_\x8c_\x8e_\x8p_\x8t_\x8r_\x8o_\x8n |
| 452 | Varying·regularization·in·Multi-layer·Perceptron | 452 | Varying·regularization·in·Multi-layer·Perceptron |
| 453 | _\x8V_\x8i_\x8s_\x8u_\x8a_\x8l_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8M_\x8L_\x8P_\x8·_\x8w_\x8e_\x8i_\x8g_\x8h_\x8t_\x8s_\x8·_\x8o_\x8n_\x8·_\x8M_\x8N_\x8I_\x8S_\x8T | 453 | _\x8V_\x8i_\x8s_\x8u_\x8a_\x8l_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8M_\x8L_\x8P_\x8·_\x8w_\x8e_\x8i_\x8g_\x8h_\x8t_\x8s_\x8·_\x8o_\x8n_\x8·_\x8M_\x8N_\x8I_\x8S_\x8T |
| 454 | Visualization·of·MLP·weights·on·MNIST | 454 | Visualization·of·MLP·weights·on·MNIST |
| 455 | ©·2007·-·202 | 455 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 703 | ··</div> | 703 | ··</div> |
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| 394 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.n\x8ne\x8eu\x8ur\x8ra\x8al\x8l_\x8_n\x8ne\x8et\x8tw\x8wo\x8or\x8rk\x8k.\x8.M\x8ML\x8LP\x8PR\x8Re\x8eg\x8gr\x8re\x8es\x8ss\x8so\x8or\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 394 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.n\x8ne\x8eu\x8ur\x8ra\x8al\x8l_\x8_n\x8ne\x8et\x8tw\x8wo\x8or\x8rk\x8k.\x8.M\x8ML\x8LP\x8PR\x8Re\x8eg\x8gr\x8re\x8es\x8ss\x8so\x8or\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 395 | _\x8T_\x8i_\x8m_\x8e_\x8-_\x8r_\x8e_\x8l_\x8a_\x8t_\x8e_\x8d_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8e_\x8n_\x8g_\x8i_\x8n_\x8e_\x8e_\x8r_\x8i_\x8n_\x8g | 395 | _\x8T_\x8i_\x8m_\x8e_\x8-_\x8r_\x8e_\x8l_\x8a_\x8t_\x8e_\x8d_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8e_\x8n_\x8g_\x8i_\x8n_\x8e_\x8e_\x8r_\x8i_\x8n_\x8g |
| 396 | Time-related·feature·engineering | 396 | Time-related·feature·engineering |
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| 398 | Partial·Dependence·and·Individual·Conditional·Expectation·Plots | 398 | Partial·Dependence·and·Individual·Conditional·Expectation·Plots |
| 399 | _\x8A_\x8d_\x8v_\x8a_\x8n_\x8c_\x8e_\x8d_\x8·_\x8P_\x8l_\x8o_\x8t_\x8t_\x8i_\x8n_\x8g_\x8·_\x8W_\x8i_\x8t_\x8h_\x8·_\x8P_\x8a_\x8r_\x8t_\x8i_\x8a_\x8l_\x8·_\x8D_\x8e_\x8p_\x8e_\x8n_\x8d_\x8e_\x8n_\x8c_\x8e | 399 | _\x8A_\x8d_\x8v_\x8a_\x8n_\x8c_\x8e_\x8d_\x8·_\x8P_\x8l_\x8o_\x8t_\x8t_\x8i_\x8n_\x8g_\x8·_\x8W_\x8i_\x8t_\x8h_\x8·_\x8P_\x8a_\x8r_\x8t_\x8i_\x8a_\x8l_\x8·_\x8D_\x8e_\x8p_\x8e_\x8n_\x8d_\x8e_\x8n_\x8c_\x8e |
| 400 | Advanced·Plotting·With·Partial·Dependence | 400 | Advanced·Plotting·With·Partial·Dependence |
| 401 | ©·2007·-·202 | 401 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 523 | ············©·2007·-·202 | 523 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 524 | ··········<a·href="../../_sources/modules/generated/sklearn.pipeline.FeatureUnion.rst.txt"·rel="nofollow">Show·this·page·source</a> | 524 | ··········<a·href="../../_sources/modules/generated/sklearn.pipeline.FeatureUnion.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 526 | ····</div> | 526 | ····</div> |
| 527 | ··</div> | 527 | ··</div> |
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| 214 | ························transformers. | 214 | ························transformers. |
| 215 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.p\x8pi\x8ip\x8pe\x8el\x8li\x8in\x8ne\x8e.\x8.F\x8Fe\x8ea\x8at\x8tu\x8ur\x8re\x8eU\x8Un\x8ni\x8io\x8on\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 215 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.p\x8pi\x8ip\x8pe\x8el\x8li\x8in\x8ne\x8e.\x8.F\x8Fe\x8ea\x8at\x8tu\x8ur\x8re\x8eU\x8Un\x8ni\x8io\x8on\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 216 | _\x8T_\x8i_\x8m_\x8e_\x8-_\x8r_\x8e_\x8l_\x8a_\x8t_\x8e_\x8d_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8e_\x8n_\x8g_\x8i_\x8n_\x8e_\x8e_\x8r_\x8i_\x8n_\x8g | 216 | _\x8T_\x8i_\x8m_\x8e_\x8-_\x8r_\x8e_\x8l_\x8a_\x8t_\x8e_\x8d_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8e_\x8n_\x8g_\x8i_\x8n_\x8e_\x8e_\x8r_\x8i_\x8n_\x8g |
| 217 | Time-related·feature·engineering | 217 | Time-related·feature·engineering |
| 218 | _\x8C_\x8o_\x8n_\x8c_\x8a_\x8t_\x8e_\x8n_\x8a_\x8t_\x8i_\x8n_\x8g_\x8·_\x8m_\x8u_\x8l_\x8t_\x8i_\x8p_\x8l_\x8e_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8e_\x8x_\x8t_\x8r_\x8a_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8m_\x8e_\x8t_\x8h_\x8o_\x8d_\x8s | 218 | _\x8C_\x8o_\x8n_\x8c_\x8a_\x8t_\x8e_\x8n_\x8a_\x8t_\x8i_\x8n_\x8g_\x8·_\x8m_\x8u_\x8l_\x8t_\x8i_\x8p_\x8l_\x8e_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8e_\x8x_\x8t_\x8r_\x8a_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8m_\x8e_\x8t_\x8h_\x8o_\x8d_\x8s |
| 219 | Concatenating·multiple·feature·extraction·methods | 219 | Concatenating·multiple·feature·extraction·methods |
| 220 | ©·2007·-·202 | 220 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 590 | Selecting·dimensionality·reduction·with·Pipeline·and·GridSearchCV | 590 | Selecting·dimensionality·reduction·with·Pipeline·and·GridSearchCV |
| 591 | _\x8T_\x8a_\x8r_\x8g_\x8e_\x8t_\x8·_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8’_\x8s_\x8·_\x8I_\x8n_\x8t_\x8e_\x8r_\x8n_\x8a_\x8l_\x8·_\x8C_\x8r_\x8o_\x8s_\x8s_\x8·_\x8f_\x8i_\x8t_\x8t_\x8i_\x8n_\x8g | 591 | _\x8T_\x8a_\x8r_\x8g_\x8e_\x8t_\x8·_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8’_\x8s_\x8·_\x8I_\x8n_\x8t_\x8e_\x8r_\x8n_\x8a_\x8l_\x8·_\x8C_\x8r_\x8o_\x8s_\x8s_\x8·_\x8f_\x8i_\x8t_\x8t_\x8i_\x8n_\x8g |
| 592 | Target·Encoder's·Internal·Cross·fitting | 592 | Target·Encoder's·Internal·Cross·fitting |
| 593 | _\x8S_\x8e_\x8m_\x8i_\x8-_\x8s_\x8u_\x8p_\x8e_\x8r_\x8v_\x8i_\x8s_\x8e_\x8d_\x8·_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8a_\x8·_\x8T_\x8e_\x8x_\x8t_\x8·_\x8D_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t | 593 | _\x8S_\x8e_\x8m_\x8i_\x8-_\x8s_\x8u_\x8p_\x8e_\x8r_\x8v_\x8i_\x8s_\x8e_\x8d_\x8·_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8a_\x8·_\x8T_\x8e_\x8x_\x8t_\x8·_\x8D_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t |
| 594 | Semi-supervised·Classification·on·a·Text·Dataset | 594 | Semi-supervised·Classification·on·a·Text·Dataset |
| 595 | _\x8S_\x8V_\x8M_\x8-_\x8A_\x8n_\x8o_\x8v_\x8a_\x8:_\x8·_\x8S_\x8V_\x8M_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8u_\x8n_\x8i_\x8v_\x8a_\x8r_\x8i_\x8a_\x8t_\x8e_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n | 595 | _\x8S_\x8V_\x8M_\x8-_\x8A_\x8n_\x8o_\x8v_\x8a_\x8:_\x8·_\x8S_\x8V_\x8M_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8u_\x8n_\x8i_\x8v_\x8a_\x8r_\x8i_\x8a_\x8t_\x8e_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n |
| 596 | SVM-Anova:·SVM·with·univariate·feature·selection | 596 | SVM-Anova:·SVM·with·univariate·feature·selection |
| 597 | ©·2007·-·202 | 597 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 389 | </div></div><div·class="clearer"></div></section> | 389 | </div></div><div·class="clearer"></div></section> |
| 390 | </section> | 390 | </section> |
| 391 | ······</div> | 391 | ······</div> |
| 392 | ····<div·class="container"> | 392 | ····<div·class="container"> |
| 393 | ······<footer·class="sk-content-footer"> | 393 | ······<footer·class="sk-content-footer"> |
| 394 | ············©·2007·-·202 | 394 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 395 | ··········<a·href="../../_sources/modules/generated/sklearn.pipeline.make_pipeline.rst.txt"·rel="nofollow">Show·this·page·source</a> | 395 | ··········<a·href="../../_sources/modules/generated/sklearn.pipeline.make_pipeline.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 396 | ······</footer> | 396 | ······</footer> |
| 397 | ····</div> | 397 | ····</div> |
| 398 | ··</div> | 398 | ··</div> |
| 399 | </div> | 399 | </div> |
| 400 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 400 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 159 | Feature·discretization | 159 | Feature·discretization |
| 160 | _\x8I_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8·_\x8o_\x8f_\x8·_\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8S_\x8c_\x8a_\x8l_\x8i_\x8n_\x8g | 160 | _\x8I_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8·_\x8o_\x8f_\x8·_\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8S_\x8c_\x8a_\x8l_\x8i_\x8n_\x8g |
| 161 | Importance·of·Feature·Scaling | 161 | Importance·of·Feature·Scaling |
| 162 | _\x8T_\x8a_\x8r_\x8g_\x8e_\x8t_\x8·_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8’_\x8s_\x8·_\x8I_\x8n_\x8t_\x8e_\x8r_\x8n_\x8a_\x8l_\x8·_\x8C_\x8r_\x8o_\x8s_\x8s_\x8·_\x8f_\x8i_\x8t_\x8t_\x8i_\x8n_\x8g | 162 | _\x8T_\x8a_\x8r_\x8g_\x8e_\x8t_\x8·_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8’_\x8s_\x8·_\x8I_\x8n_\x8t_\x8e_\x8r_\x8n_\x8a_\x8l_\x8·_\x8C_\x8r_\x8o_\x8s_\x8s_\x8·_\x8f_\x8i_\x8t_\x8t_\x8i_\x8n_\x8g |
| 163 | Target·Encoder's·Internal·Cross·fitting | 163 | Target·Encoder's·Internal·Cross·fitting |
| 164 | _\x8C_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8k_\x8-_\x8m_\x8e_\x8a_\x8n_\x8s | 164 | _\x8C_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8k_\x8-_\x8m_\x8e_\x8a_\x8n_\x8s |
| 165 | Clustering·text·documents·using·k-means | 165 | Clustering·text·documents·using·k-means |
| 166 | ©·2007·-·202 | 166 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 242 | <div·class="clearer"></div></section> | 242 | <div·class="clearer"></div></section> |
| 243 | ······</div> | 243 | ······</div> |
| 244 | ····<div·class="container"> | 244 | ····<div·class="container"> |
| 245 | ······<footer·class="sk-content-footer"> | 245 | ······<footer·class="sk-content-footer"> |
| 246 | ············©·2007·-·202 | 246 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 247 | ··········<a·href="../../_sources/modules/generated/sklearn.pipeline.make_union.rst.txt"·rel="nofollow">Show·this·page·source</a> | 247 | ··········<a·href="../../_sources/modules/generated/sklearn.pipeline.make_union.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 248 | ······</footer> | 248 | ······</footer> |
| 249 | ····</div> | 249 | ····</div> |
| 250 | ··</div> | 250 | ··</div> |
| 251 | </div> | 251 | </div> |
| 252 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 252 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 59 | ············objects. | 59 | ············objects. |
| 60 | ······Examples | 60 | ······Examples |
| 61 | ······>>>·from·sklearn.decomposition·import·PCA,·TruncatedSVD | 61 | ······>>>·from·sklearn.decomposition·import·PCA,·TruncatedSVD |
| 62 | ······>>>·from·sklearn.pipeline·import·make_union | 62 | ······>>>·from·sklearn.pipeline·import·make_union |
| 63 | ······>>>·make_union(PCA(),·TruncatedSVD()) | 63 | ······>>>·make_union(PCA(),·TruncatedSVD()) |
| 64 | ·······FeatureUnion(transformer_list=[('pca',·PCA()), | 64 | ·······FeatureUnion(transformer_list=[('pca',·PCA()), |
| 65 | ·····································('truncatedsvd',·TruncatedSVD())]) | 65 | ·····································('truncatedsvd',·TruncatedSVD())]) |
| 66 | ©·2007·-·202 | 66 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 547 | <div·class="clearer"></div></section> | 547 | <div·class="clearer"></div></section> |
| 548 | ······</div> | 548 | ······</div> |
| 549 | ····<div·class="container"> | 549 | ····<div·class="container"> |
| 550 | ······<footer·class="sk-content-footer"> | 550 | ······<footer·class="sk-content-footer"> |
| 551 | ············©·2007·-·202 | 551 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 552 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.Binarizer.rst.txt"·rel="nofollow">Show·this·page·source</a> | 552 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.Binarizer.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 553 | ······</footer> | 553 | ······</footer> |
| 554 | ····</div> | 554 | ····</div> |
| 555 | ··</div> | 555 | ··</div> |
| 556 | </div> | 556 | </div> |
| 557 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 557 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 231 | ························necessary·copy. | 231 | ························necessary·copy. |
| 232 | ····················c\x8co\x8op\x8py\x8ybool | 232 | ····················c\x8co\x8op\x8py\x8ybool |
| 233 | ························Copy·the·input·X·or·not. | 233 | ························Copy·the·input·X·or·not. |
| 234 | ··············Returns: | 234 | ··············Returns: |
| 235 | ····················X\x8X_\x8_t\x8tr\x8r{ndarray,·sparse·matrix}·of·shape·(n_samples, | 235 | ····················X\x8X_\x8_t\x8tr\x8r{ndarray,·sparse·matrix}·of·shape·(n_samples, |
| 236 | ····················n_features) | 236 | ····················n_features) |
| 237 | ························Transformed·array. | 237 | ························Transformed·array. |
| 238 | ©·2007·-·202 | 238 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 598 | </section> | 598 | </section> |
| 599 | ······</div> | 599 | ······</div> |
| 600 | ····<div·class="container"> | 600 | ····<div·class="container"> |
| 601 | ······<footer·class="sk-content-footer"> | 601 | ······<footer·class="sk-content-footer"> |
| 602 | ············©·2007·-·202 | 602 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 603 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.FunctionTransformer.rst.txt"·rel="nofollow">Show·this·page·source</a> | 603 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.FunctionTransformer.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 604 | ······</footer> | 604 | ······</footer> |
| 605 | ····</div> | 605 | ····</div> |
| 606 | ··</div> | 606 | ··</div> |
| 607 | </div> | 607 | </div> |
| 608 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 608 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 266 | Poisson·regression·and·non-normal·loss | 266 | Poisson·regression·and·non-normal·loss |
| 267 | _\x8T_\x8w_\x8e_\x8e_\x8d_\x8i_\x8e_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8i_\x8n_\x8s_\x8u_\x8r_\x8a_\x8n_\x8c_\x8e_\x8·_\x8c_\x8l_\x8a_\x8i_\x8m_\x8s | 267 | _\x8T_\x8w_\x8e_\x8e_\x8d_\x8i_\x8e_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8i_\x8n_\x8s_\x8u_\x8r_\x8a_\x8n_\x8c_\x8e_\x8·_\x8c_\x8l_\x8a_\x8i_\x8m_\x8s |
| 268 | Tweedie·regression·on·insurance·claims | 268 | Tweedie·regression·on·insurance·claims |
| 269 | _\x8C_\x8o_\x8l_\x8u_\x8m_\x8n_\x8·_\x8T_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8e_\x8r_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8H_\x8e_\x8t_\x8e_\x8r_\x8o_\x8g_\x8e_\x8n_\x8e_\x8o_\x8u_\x8s_\x8·_\x8D_\x8a_\x8t_\x8a_\x8·_\x8S_\x8o_\x8u_\x8r_\x8c_\x8e_\x8s | 269 | _\x8C_\x8o_\x8l_\x8u_\x8m_\x8n_\x8·_\x8T_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8e_\x8r_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8H_\x8e_\x8t_\x8e_\x8r_\x8o_\x8g_\x8e_\x8n_\x8e_\x8o_\x8u_\x8s_\x8·_\x8D_\x8a_\x8t_\x8a_\x8·_\x8S_\x8o_\x8u_\x8r_\x8c_\x8e_\x8s |
| 270 | Column·Transformer·with·Heterogeneous·Data·Sources | 270 | Column·Transformer·with·Heterogeneous·Data·Sources |
| 271 | _\x8S_\x8e_\x8m_\x8i_\x8-_\x8s_\x8u_\x8p_\x8e_\x8r_\x8v_\x8i_\x8s_\x8e_\x8d_\x8·_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8a_\x8·_\x8T_\x8e_\x8x_\x8t_\x8·_\x8D_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t | 271 | _\x8S_\x8e_\x8m_\x8i_\x8-_\x8s_\x8u_\x8p_\x8e_\x8r_\x8v_\x8i_\x8s_\x8e_\x8d_\x8·_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8a_\x8·_\x8T_\x8e_\x8x_\x8t_\x8·_\x8D_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t |
| 272 | Semi-supervised·Classification·on·a·Text·Dataset | 272 | Semi-supervised·Classification·on·a·Text·Dataset |
| 273 | ©·2007·-·202 | 273 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 682 | </div></div><div·class="clearer"></div></section> | 682 | </div></div><div·class="clearer"></div></section> |
| 683 | </section> | 683 | </section> |
| 684 | ······</div> | 684 | ······</div> |
| 685 | ····<div·class="container"> | 685 | ····<div·class="container"> |
| 686 | ······<footer·class="sk-content-footer"> | 686 | ······<footer·class="sk-content-footer"> |
| 687 | ············©·2007·-·202 | 687 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 688 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.KBinsDiscretizer.rst.txt"·rel="nofollow">Show·this·page·source</a> | 688 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.KBinsDiscretizer.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 689 | ······</footer> | 689 | ······</footer> |
| 690 | ····</div> | 690 | ····</div> |
| 691 | ··</div> | 691 | ··</div> |
| 692 | </div> | 692 | </div> |
| 693 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 693 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 320 | Demonstrating·the·different·strategies·of·KBinsDiscretizer | 320 | Demonstrating·the·different·strategies·of·KBinsDiscretizer |
| 321 | _\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8d_\x8i_\x8s_\x8c_\x8r_\x8e_\x8t_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n | 321 | _\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8d_\x8i_\x8s_\x8c_\x8r_\x8e_\x8t_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n |
| 322 | Feature·discretization | 322 | Feature·discretization |
| 323 | _\x8T_\x8a_\x8r_\x8g_\x8e_\x8t_\x8·_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8’_\x8s_\x8·_\x8I_\x8n_\x8t_\x8e_\x8r_\x8n_\x8a_\x8l_\x8·_\x8C_\x8r_\x8o_\x8s_\x8s_\x8·_\x8f_\x8i_\x8t_\x8t_\x8i_\x8n_\x8g | 323 | _\x8T_\x8a_\x8r_\x8g_\x8e_\x8t_\x8·_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8’_\x8s_\x8·_\x8I_\x8n_\x8t_\x8e_\x8r_\x8n_\x8a_\x8l_\x8·_\x8C_\x8r_\x8o_\x8s_\x8s_\x8·_\x8f_\x8i_\x8t_\x8t_\x8i_\x8n_\x8g |
| 324 | Target·Encoder's·Internal·Cross·fitting | 324 | Target·Encoder's·Internal·Cross·fitting |
| 325 | _\x8U_\x8s_\x8i_\x8n_\x8g_\x8·_\x8K_\x8B_\x8i_\x8n_\x8s_\x8D_\x8i_\x8s_\x8c_\x8r_\x8e_\x8t_\x8i_\x8z_\x8e_\x8r_\x8·_\x8t_\x8o_\x8·_\x8d_\x8i_\x8s_\x8c_\x8r_\x8e_\x8t_\x8i_\x8z_\x8e_\x8·_\x8c_\x8o_\x8n_\x8t_\x8i_\x8n_\x8u_\x8o_\x8u_\x8s_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s | 325 | _\x8U_\x8s_\x8i_\x8n_\x8g_\x8·_\x8K_\x8B_\x8i_\x8n_\x8s_\x8D_\x8i_\x8s_\x8c_\x8r_\x8e_\x8t_\x8i_\x8z_\x8e_\x8r_\x8·_\x8t_\x8o_\x8·_\x8d_\x8i_\x8s_\x8c_\x8r_\x8e_\x8t_\x8i_\x8z_\x8e_\x8·_\x8c_\x8o_\x8n_\x8t_\x8i_\x8n_\x8u_\x8o_\x8u_\x8s_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s |
| 326 | Using·KBinsDiscretizer·to·discretize·continuous·features | 326 | Using·KBinsDiscretizer·to·discretize·continuous·features |
| 327 | ©·2007·-·202 | 327 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 590 | <div·class="clearer"></div></section> | 590 | <div·class="clearer"></div></section> |
| 591 | ······</div> | 591 | ······</div> |
| 592 | ····<div·class="container"> | 592 | ····<div·class="container"> |
| 593 | ······<footer·class="sk-content-footer"> | 593 | ······<footer·class="sk-content-footer"> |
| 594 | ············©·2007·-·202 | 594 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 595 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.KernelCenterer.rst.txt"·rel="nofollow">Show·this·page·source</a> | 595 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.KernelCenterer.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 596 | ······</footer> | 596 | ······</footer> |
| 597 | ····</div> | 597 | ····</div> |
| 598 | ··</div> | 598 | ··</div> |
| 599 | </div> | 599 | </div> |
| 600 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 600 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 255 | ····················K\x8Kndarray·of·shape·(n_samples1,·n_samples2) | 255 | ····················K\x8Kndarray·of·shape·(n_samples1,·n_samples2) |
| 256 | ························Kernel·matrix. | 256 | ························Kernel·matrix. |
| 257 | ····················c\x8co\x8op\x8py\x8ybool,·default=True | 257 | ····················c\x8co\x8op\x8py\x8ybool,·default=True |
| 258 | ························Set·to·False·to·perform·inplace·computation. | 258 | ························Set·to·False·to·perform·inplace·computation. |
| 259 | ··············Returns: | 259 | ··············Returns: |
| 260 | ····················K\x8K_\x8_n\x8ne\x8ew\x8wndarray·of·shape·(n_samples1,·n_samples2) | 260 | ····················K\x8K_\x8_n\x8ne\x8ew\x8wndarray·of·shape·(n_samples1,·n_samples2) |
| 261 | ························Returns·the·instance·itself. | 261 | ························Returns·the·instance·itself. |
| 262 | ©·2007·-·202 | 262 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 575 | </div></div><div·class="clearer"></div></section> | 575 | </div></div><div·class="clearer"></div></section> |
| 576 | </section> | 576 | </section> |
| 577 | ······</div> | 577 | ······</div> |
| 578 | ····<div·class="container"> | 578 | ····<div·class="container"> |
| 579 | ······<footer·class="sk-content-footer"> | 579 | ······<footer·class="sk-content-footer"> |
| 580 | ············©·2007·-·202 | 580 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 581 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.LabelBinarizer.rst.txt"·rel="nofollow">Show·this·page·source</a> | 581 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.LabelBinarizer.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 582 | ······</footer> | 582 | ······</footer> |
| 583 | ····</div> | 583 | ····</div> |
| 584 | ··</div> | 584 | ··</div> |
| 585 | </div> | 585 | </div> |
| 586 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 586 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 254 | ··············Returns: | 254 | ··············Returns: |
| 255 | ····················Y\x8Y{ndarray,·sparse·matrix}·of·shape·(n_samples,·n_classes) | 255 | ····················Y\x8Y{ndarray,·sparse·matrix}·of·shape·(n_samples,·n_classes) |
| 256 | ························Shape·will·be·(n_samples,·1)·for·binary·problems. | 256 | ························Shape·will·be·(n_samples,·1)·for·binary·problems. |
| 257 | ························Sparse·matrix·will·be·of·CSR·format. | 257 | ························Sparse·matrix·will·be·of·CSR·format. |
| 258 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.p\x8pr\x8re\x8ep\x8pr\x8ro\x8oc\x8ce\x8es\x8ss\x8si\x8in\x8ng\x8g.\x8.L\x8La\x8ab\x8be\x8el\x8lB\x8Bi\x8in\x8na\x8ar\x8ri\x8iz\x8ze\x8er\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 258 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.p\x8pr\x8re\x8ep\x8pr\x8ro\x8oc\x8ce\x8es\x8ss\x8si\x8in\x8ng\x8g.\x8.L\x8La\x8ab\x8be\x8el\x8lB\x8Bi\x8in\x8na\x8ar\x8ri\x8iz\x8ze\x8er\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 259 | _\x8M_\x8u_\x8l_\x8t_\x8i_\x8c_\x8l_\x8a_\x8s_\x8s_\x8·_\x8R_\x8e_\x8c_\x8e_\x8i_\x8v_\x8e_\x8r_\x8·_\x8O_\x8p_\x8e_\x8r_\x8a_\x8t_\x8i_\x8n_\x8g_\x8·_\x8C_\x8h_\x8a_\x8r_\x8a_\x8c_\x8t_\x8e_\x8r_\x8i_\x8s_\x8t_\x8i_\x8c_\x8·_\x8(_\x8R_\x8O_\x8C_\x8) | 259 | _\x8M_\x8u_\x8l_\x8t_\x8i_\x8c_\x8l_\x8a_\x8s_\x8s_\x8·_\x8R_\x8e_\x8c_\x8e_\x8i_\x8v_\x8e_\x8r_\x8·_\x8O_\x8p_\x8e_\x8r_\x8a_\x8t_\x8i_\x8n_\x8g_\x8·_\x8C_\x8h_\x8a_\x8r_\x8a_\x8c_\x8t_\x8e_\x8r_\x8i_\x8s_\x8t_\x8i_\x8c_\x8·_\x8(_\x8R_\x8O_\x8C_\x8) |
| 260 | Multiclass·Receiver·Operating·Characteristic·(ROC) | 260 | Multiclass·Receiver·Operating·Characteristic·(ROC) |
| 261 | ©·2007·-·202 | 261 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 459 | <div·class="clearer"></div></section> | 459 | <div·class="clearer"></div></section> |
| 460 | ······</div> | 460 | ······</div> |
| 461 | ····<div·class="container"> | 461 | ····<div·class="container"> |
| 462 | ······<footer·class="sk-content-footer"> | 462 | ······<footer·class="sk-content-footer"> |
| 463 | ············©·2007·-·202 | 463 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 464 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.LabelEncoder.rst.txt"·rel="nofollow">Show·this·page·source</a> | 464 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.LabelEncoder.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 465 | ······</footer> | 465 | ······</footer> |
| 466 | ····</div> | 466 | ····</div> |
| 467 | ··</div> | 467 | ··</div> |
| 468 | </div> | 468 | </div> |
| 469 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 469 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 154 | ············Transform·labels·to·normalized·encoding. | 154 | ············Transform·labels·to·normalized·encoding. |
| 155 | ··············Parameters: | 155 | ··············Parameters: |
| 156 | ····················y\x8yarray-like·of·shape·(n_samples,) | 156 | ····················y\x8yarray-like·of·shape·(n_samples,) |
| 157 | ························Target·values. | 157 | ························Target·values. |
| 158 | ··············Returns: | 158 | ··············Returns: |
| 159 | ····················y\x8yarray-like·of·shape·(n_samples,) | 159 | ····················y\x8yarray-like·of·shape·(n_samples,) |
| 160 | ························Labels·as·normalized·encodings. | 160 | ························Labels·as·normalized·encodings. |
| 161 | ©·2007·-·202 | 161 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 558 | </div></div><div·class="clearer"></div></section> | 558 | </div></div><div·class="clearer"></div></section> |
| 559 | </section> | 559 | </section> |
| 560 | ······</div> | 560 | ······</div> |
| 561 | ····<div·class="container"> | 561 | ····<div·class="container"> |
| 562 | ······<footer·class="sk-content-footer"> | 562 | ······<footer·class="sk-content-footer"> |
| 563 | ············©·2007·-·202 | 563 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 564 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.MaxAbsScaler.rst.txt"·rel="nofollow">Show·this·page·source</a> | 564 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.MaxAbsScaler.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 565 | ······</footer> | 565 | ······</footer> |
| 566 | ····</div> | 566 | ····</div> |
| 567 | ··</div> | 567 | ··</div> |
| 568 | </div> | 568 | </div> |
| 569 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 569 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 226 | ··············Returns: | 226 | ··············Returns: |
| 227 | ····················X\x8X_\x8_t\x8tr\x8r{ndarray,·sparse·matrix}·of·shape·(n_samples, | 227 | ····················X\x8X_\x8_t\x8tr\x8r{ndarray,·sparse·matrix}·of·shape·(n_samples, |
| 228 | ····················n_features) | 228 | ····················n_features) |
| 229 | ························Transformed·array. | 229 | ························Transformed·array. |
| 230 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.p\x8pr\x8re\x8ep\x8pr\x8ro\x8oc\x8ce\x8es\x8ss\x8si\x8in\x8ng\x8g.\x8.M\x8Ma\x8ax\x8xA\x8Ab\x8bs\x8sS\x8Sc\x8ca\x8al\x8le\x8er\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 230 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.p\x8pr\x8re\x8ep\x8pr\x8ro\x8oc\x8ce\x8es\x8ss\x8si\x8in\x8ng\x8g.\x8.M\x8Ma\x8ax\x8xA\x8Ab\x8bs\x8sS\x8Sc\x8ca\x8al\x8le\x8er\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 231 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8·_\x8t_\x8h_\x8e_\x8·_\x8e_\x8f_\x8f_\x8e_\x8c_\x8t_\x8·_\x8o_\x8f_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8s_\x8c_\x8a_\x8l_\x8e_\x8r_\x8s_\x8·_\x8o_\x8n_\x8·_\x8d_\x8a_\x8t_\x8a_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8s | 231 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8·_\x8t_\x8h_\x8e_\x8·_\x8e_\x8f_\x8f_\x8e_\x8c_\x8t_\x8·_\x8o_\x8f_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8s_\x8c_\x8a_\x8l_\x8e_\x8r_\x8s_\x8·_\x8o_\x8n_\x8·_\x8d_\x8a_\x8t_\x8a_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8s |
| 232 | Compare·the·effect·of·different·scalers·on·data·with·outliers | 232 | Compare·the·effect·of·different·scalers·on·data·with·outliers |
| 233 | ©·2007·-·202 | 233 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 620 | </div></div><div·class="clearer"></div></section> | 620 | </div></div><div·class="clearer"></div></section> |
| 621 | </section> | 621 | </section> |
| 622 | ······</div> | 622 | ······</div> |
| 623 | ····<div·class="container"> | 623 | ····<div·class="container"> |
| 624 | ······<footer·class="sk-content-footer"> | 624 | ······<footer·class="sk-content-footer"> |
| 625 | ············©·2007·-·202 | 625 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 626 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.MinMaxScaler.rst.txt"·rel="nofollow">Show·this·page·source</a> | 626 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.MinMaxScaler.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 627 | ······</footer> | 627 | ······</footer> |
| 628 | ····</div> | 628 | ····</div> |
| 629 | ··</div> | 629 | ··</div> |
| 630 | </div> | 630 | </div> |
| 631 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 631 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 266 | Evaluation·of·outlier·detection·estimators | 266 | Evaluation·of·outlier·detection·estimators |
| 267 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8·_\x8S_\x8t_\x8o_\x8c_\x8h_\x8a_\x8s_\x8t_\x8i_\x8c_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8s_\x8t_\x8r_\x8a_\x8t_\x8e_\x8g_\x8i_\x8e_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8M_\x8L_\x8P_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r | 267 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8·_\x8S_\x8t_\x8o_\x8c_\x8h_\x8a_\x8s_\x8t_\x8i_\x8c_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8s_\x8t_\x8r_\x8a_\x8t_\x8e_\x8g_\x8i_\x8e_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8M_\x8L_\x8P_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r |
| 268 | Compare·Stochastic·learning·strategies·for·MLPClassifier | 268 | Compare·Stochastic·learning·strategies·for·MLPClassifier |
| 269 | _\x8S_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8n_\x8g_\x8·_\x8d_\x8i_\x8m_\x8e_\x8n_\x8s_\x8i_\x8o_\x8n_\x8a_\x8l_\x8i_\x8t_\x8y_\x8·_\x8r_\x8e_\x8d_\x8u_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8P_\x8i_\x8p_\x8e_\x8l_\x8i_\x8n_\x8e_\x8·_\x8a_\x8n_\x8d_\x8·_\x8G_\x8r_\x8i_\x8d_\x8S_\x8e_\x8a_\x8r_\x8c_\x8h_\x8C_\x8V | 269 | _\x8S_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8n_\x8g_\x8·_\x8d_\x8i_\x8m_\x8e_\x8n_\x8s_\x8i_\x8o_\x8n_\x8a_\x8l_\x8i_\x8t_\x8y_\x8·_\x8r_\x8e_\x8d_\x8u_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8P_\x8i_\x8p_\x8e_\x8l_\x8i_\x8n_\x8e_\x8·_\x8a_\x8n_\x8d_\x8·_\x8G_\x8r_\x8i_\x8d_\x8S_\x8e_\x8a_\x8r_\x8c_\x8h_\x8C_\x8V |
| 270 | Selecting·dimensionality·reduction·with·Pipeline·and·GridSearchCV | 270 | Selecting·dimensionality·reduction·with·Pipeline·and·GridSearchCV |
| 271 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8·_\x8t_\x8h_\x8e_\x8·_\x8e_\x8f_\x8f_\x8e_\x8c_\x8t_\x8·_\x8o_\x8f_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8s_\x8c_\x8a_\x8l_\x8e_\x8r_\x8s_\x8·_\x8o_\x8n_\x8·_\x8d_\x8a_\x8t_\x8a_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8s | 271 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8·_\x8t_\x8h_\x8e_\x8·_\x8e_\x8f_\x8f_\x8e_\x8c_\x8t_\x8·_\x8o_\x8f_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8s_\x8c_\x8a_\x8l_\x8e_\x8r_\x8s_\x8·_\x8o_\x8n_\x8·_\x8d_\x8a_\x8t_\x8a_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8s |
| 272 | Compare·the·effect·of·different·scalers·on·data·with·outliers | 272 | Compare·the·effect·of·different·scalers·on·data·with·outliers |
| 273 | ©·2007·-·202 | 273 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 484 | ······</div> | 484 | ······</div> |
| 485 | ····<div·class="container"> | 485 | ····<div·class="container"> |
| 486 | ······<footer·class="sk-content-footer"> | 486 | ······<footer·class="sk-content-footer"> |
| 487 | ············©·2007·-·202 | 487 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 488 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.MultiLabelBinarizer.rst.txt"·rel="nofollow">Show·this·page·source</a> | 488 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.MultiLabelBinarizer.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 489 | ······</footer> | 489 | ······</footer> |
| 490 | ····</div> | 490 | ····</div> |
| 491 | ··</div> | 491 | ··</div> |
| 492 | </div> | 492 | </div> |
| 493 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 493 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 181 | ························each·sample.·If·the·classes·parameter·is·set,·y·will | 181 | ························each·sample.·If·the·classes·parameter·is·set,·y·will |
| 182 | ························not·be·iterated. | 182 | ························not·be·iterated. |
| 183 | ··············Returns: | 183 | ··············Returns: |
| 184 | ····················y\x8y_\x8_i\x8in\x8nd\x8di\x8ic\x8ca\x8at\x8to\x8or\x8rarray·or·CSR·matrix,·shape·(n_samples, | 184 | ····················y\x8y_\x8_i\x8in\x8nd\x8di\x8ic\x8ca\x8at\x8to\x8or\x8rarray·or·CSR·matrix,·shape·(n_samples, |
| 185 | ····················n_classes) | 185 | ····················n_classes) |
| 186 | ························A·matrix·such·that·y_indicator[i,·j]·=·1·iff·classes_ | 186 | ························A·matrix·such·that·y_indicator[i,·j]·=·1·iff·classes_ |
| 187 | ························[j]·is·in·y[i],·and·0·otherwise. | 187 | ························[j]·is·in·y[i],·and·0·otherwise. |
| 188 | ©·2007·-·202 | 188 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 563 | ······</div> | 563 | ······</div> |
| 564 | ····<div·class="container"> | 564 | ····<div·class="container"> |
| 565 | ······<footer·class="sk-content-footer"> | 565 | ······<footer·class="sk-content-footer"> |
| 566 | ············©·2007·-·202 | 566 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 567 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.Normalizer.rst.txt"·rel="nofollow">Show·this·page·source</a> | 567 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.Normalizer.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 568 | ······</footer> | 568 | ······</footer> |
| 569 | ····</div> | 569 | ····</div> |
| 570 | ··</div> | 570 | ··</div> |
| 571 | </div> | 571 | </div> |
| 572 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 572 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 239 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.p\x8pr\x8re\x8ep\x8pr\x8ro\x8oc\x8ce\x8es\x8ss\x8si\x8in\x8ng\x8g.\x8.N\x8No\x8or\x8rm\x8ma\x8al\x8li\x8iz\x8ze\x8er\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 239 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.p\x8pr\x8re\x8ep\x8pr\x8ro\x8oc\x8ce\x8es\x8ss\x8si\x8in\x8ng\x8g.\x8.N\x8No\x8or\x8rm\x8ma\x8al\x8li\x8iz\x8ze\x8er\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 240 | _\x8S_\x8c_\x8a_\x8l_\x8a_\x8b_\x8l_\x8e_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8p_\x8o_\x8l_\x8y_\x8n_\x8o_\x8m_\x8i_\x8a_\x8l_\x8·_\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8·_\x8a_\x8p_\x8p_\x8r_\x8o_\x8x_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n | 240 | _\x8S_\x8c_\x8a_\x8l_\x8a_\x8b_\x8l_\x8e_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8p_\x8o_\x8l_\x8y_\x8n_\x8o_\x8m_\x8i_\x8a_\x8l_\x8·_\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8·_\x8a_\x8p_\x8p_\x8r_\x8o_\x8x_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n |
| 241 | Scalable·learning·with·polynomial·kernel·approximation | 241 | Scalable·learning·with·polynomial·kernel·approximation |
| 242 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8·_\x8t_\x8h_\x8e_\x8·_\x8e_\x8f_\x8f_\x8e_\x8c_\x8t_\x8·_\x8o_\x8f_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8s_\x8c_\x8a_\x8l_\x8e_\x8r_\x8s_\x8·_\x8o_\x8n_\x8·_\x8d_\x8a_\x8t_\x8a_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8s | 242 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8·_\x8t_\x8h_\x8e_\x8·_\x8e_\x8f_\x8f_\x8e_\x8c_\x8t_\x8·_\x8o_\x8f_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8s_\x8c_\x8a_\x8l_\x8e_\x8r_\x8s_\x8·_\x8o_\x8n_\x8·_\x8d_\x8a_\x8t_\x8a_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8s |
| 243 | Compare·the·effect·of·different·scalers·on·data·with·outliers | 243 | Compare·the·effect·of·different·scalers·on·data·with·outliers |
| 244 | _\x8C_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8k_\x8-_\x8m_\x8e_\x8a_\x8n_\x8s | 244 | _\x8C_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8k_\x8-_\x8m_\x8e_\x8a_\x8n_\x8s |
| 245 | Clustering·text·documents·using·k-means | 245 | Clustering·text·documents·using·k-means |
| 246 | ©·2007·-·202 | 246 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 780 | </section> | 780 | </section> |
| 781 | ······</div> | 781 | ······</div> |
| 782 | ····<div·class="container"> | 782 | ····<div·class="container"> |
| 783 | ······<footer·class="sk-content-footer"> | 783 | ······<footer·class="sk-content-footer"> |
| 784 | ············©·2007·-·202 | 784 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 785 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.OneHotEncoder.rst.txt"·rel="nofollow">Show·this·page·source</a> | 785 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.OneHotEncoder.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 786 | ······</footer> | 786 | ······</footer> |
| 787 | ····</div> | 787 | ····</div> |
| 788 | ··</div> | 788 | ··</div> |
| 789 | </div> | 789 | </div> |
| 790 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 790 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 421 | Evaluation·of·outlier·detection·estimators | 421 | Evaluation·of·outlier·detection·estimators |
| 422 | _\x8I_\x8n_\x8t_\x8r_\x8o_\x8d_\x8u_\x8c_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8s_\x8e_\x8t_\x8__\x8o_\x8u_\x8t_\x8p_\x8u_\x8t_\x8·_\x8A_\x8P_\x8I | 422 | _\x8I_\x8n_\x8t_\x8r_\x8o_\x8d_\x8u_\x8c_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8s_\x8e_\x8t_\x8__\x8o_\x8u_\x8t_\x8p_\x8u_\x8t_\x8·_\x8A_\x8P_\x8I |
| 423 | Introducing·the·set_output·API | 423 | Introducing·the·set_output·API |
| 424 | _\x8C_\x8o_\x8l_\x8u_\x8m_\x8n_\x8·_\x8T_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8e_\x8r_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8M_\x8i_\x8x_\x8e_\x8d_\x8·_\x8T_\x8y_\x8p_\x8e_\x8s | 424 | _\x8C_\x8o_\x8l_\x8u_\x8m_\x8n_\x8·_\x8T_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8e_\x8r_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8M_\x8i_\x8x_\x8e_\x8d_\x8·_\x8T_\x8y_\x8p_\x8e_\x8s |
| 425 | Column·Transformer·with·Mixed·Types | 425 | Column·Transformer·with·Mixed·Types |
| 426 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8T_\x8a_\x8r_\x8g_\x8e_\x8t_\x8·_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8O_\x8t_\x8h_\x8e_\x8r_\x8·_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8s | 426 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8T_\x8a_\x8r_\x8g_\x8e_\x8t_\x8·_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8O_\x8t_\x8h_\x8e_\x8r_\x8·_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8s |
| 427 | Comparing·Target·Encoder·with·Other·Encoders | 427 | Comparing·Target·Encoder·with·Other·Encoders |
| 428 | ©·2007·-·202 | 428 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 663 | ······</div> | 663 | ······</div> |
| 664 | ····<div·class="container"> | 664 | ····<div·class="container"> |
| 665 | ······<footer·class="sk-content-footer"> | 665 | ······<footer·class="sk-content-footer"> |
| 666 | ············©·2007·-·202 | 666 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 667 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.OrdinalEncoder.rst.txt"·rel="nofollow">Show·this·page·source</a> | 667 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.OrdinalEncoder.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 668 | ······</footer> | 668 | ······</footer> |
| 669 | ····</div> | 669 | ····</div> |
| 670 | ··</div> | 670 | ··</div> |
| 671 | </div> | 671 | </div> |
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| 316 | Partial·Dependence·and·Individual·Conditional·Expectation·Plots | 316 | Partial·Dependence·and·Individual·Conditional·Expectation·Plots |
| 317 | _\x8P_\x8e_\x8r_\x8m_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8I_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8·_\x8v_\x8s_\x8·_\x8R_\x8a_\x8n_\x8d_\x8o_\x8m_\x8·_\x8F_\x8o_\x8r_\x8e_\x8s_\x8t_\x8·_\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8I_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8·_\x8(_\x8M_\x8D_\x8I_\x8) | 317 | _\x8P_\x8e_\x8r_\x8m_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8I_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8·_\x8v_\x8s_\x8·_\x8R_\x8a_\x8n_\x8d_\x8o_\x8m_\x8·_\x8F_\x8o_\x8r_\x8e_\x8s_\x8t_\x8·_\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8I_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8·_\x8(_\x8M_\x8D_\x8I_\x8) |
| 318 | Permutation·Importance·vs·Random·Forest·Feature·Importance·(MDI) | 318 | Permutation·Importance·vs·Random·Forest·Feature·Importance·(MDI) |
| 319 | _\x8E_\x8v_\x8a_\x8l_\x8u_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8·_\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8s | 319 | _\x8E_\x8v_\x8a_\x8l_\x8u_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8·_\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8s |
| 320 | Evaluation·of·outlier·detection·estimators | 320 | Evaluation·of·outlier·detection·estimators |
| 321 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8T_\x8a_\x8r_\x8g_\x8e_\x8t_\x8·_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8O_\x8t_\x8h_\x8e_\x8r_\x8·_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8s | 321 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8T_\x8a_\x8r_\x8g_\x8e_\x8t_\x8·_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8O_\x8t_\x8h_\x8e_\x8r_\x8·_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8s |
| 322 | Comparing·Target·Encoder·with·Other·Encoders | 322 | Comparing·Target·Encoder·with·Other·Encoders |
| 323 | ©·2007·-·202 | 323 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 573 | ····<div·class="container"> | 573 | ····<div·class="container"> |
| 574 | ······<footer·class="sk-content-footer"> | 574 | ······<footer·class="sk-content-footer"> |
| 575 | ············©·2007·-·202 | 575 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 576 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.PolynomialFeatures.rst.txt"·rel="nofollow">Show·this·page·source</a> | 576 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.PolynomialFeatures.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 579 | ··</div> | 579 | ··</div> |
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| 249 | Robust·linear·estimator·fitting | 249 | Robust·linear·estimator·fitting |
| 250 | _\x8D_\x8i_\x8s_\x8p_\x8l_\x8a_\x8y_\x8i_\x8n_\x8g_\x8·_\x8P_\x8i_\x8p_\x8e_\x8l_\x8i_\x8n_\x8e_\x8s | 250 | _\x8D_\x8i_\x8s_\x8p_\x8l_\x8a_\x8y_\x8i_\x8n_\x8g_\x8·_\x8P_\x8i_\x8p_\x8e_\x8l_\x8i_\x8n_\x8e_\x8s |
| 251 | Displaying·Pipelines | 251 | Displaying·Pipelines |
| 252 | _\x8U_\x8n_\x8d_\x8e_\x8r_\x8f_\x8i_\x8t_\x8t_\x8i_\x8n_\x8g_\x8·_\x8v_\x8s_\x8._\x8·_\x8O_\x8v_\x8e_\x8r_\x8f_\x8i_\x8t_\x8t_\x8i_\x8n_\x8g | 252 | _\x8U_\x8n_\x8d_\x8e_\x8r_\x8f_\x8i_\x8t_\x8t_\x8i_\x8n_\x8g_\x8·_\x8v_\x8s_\x8._\x8·_\x8O_\x8v_\x8e_\x8r_\x8f_\x8i_\x8t_\x8t_\x8i_\x8n_\x8g |
| 253 | Underfitting·vs.·Overfitting | 253 | Underfitting·vs.·Overfitting |
| 254 | _\x8P_\x8l_\x8o_\x8t_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8b_\x8o_\x8u_\x8n_\x8d_\x8a_\x8r_\x8i_\x8e_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8S_\x8V_\x8M_\x8·_\x8K_\x8e_\x8r_\x8n_\x8e_\x8l_\x8s | 254 | _\x8P_\x8l_\x8o_\x8t_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8b_\x8o_\x8u_\x8n_\x8d_\x8a_\x8r_\x8i_\x8e_\x8s_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8S_\x8V_\x8M_\x8·_\x8K_\x8e_\x8r_\x8n_\x8e_\x8l_\x8s |
| 255 | Plot·classification·boundaries·with·different·SVM·Kernels | 255 | Plot·classification·boundaries·with·different·SVM·Kernels |
| 256 | ©·2007·-·202 | 256 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 578 | ············©·2007·-·202 | 578 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 579 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.PowerTransformer.rst.txt"·rel="nofollow">Show·this·page·source</a> | 579 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.PowerTransformer.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 580 | ······</footer> | 580 | ······</footer> |
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| 582 | ··</div> | 582 | ··</div> |
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| 242 | ····················X\x8X_\x8_t\x8tr\x8ra\x8an\x8ns\x8sndarray·of·shape·(n_samples,·n_features) | 242 | ····················X\x8X_\x8_t\x8tr\x8ra\x8an\x8ns\x8sndarray·of·shape·(n_samples,·n_features) |
| 243 | ························The·transformed·data. | 243 | ························The·transformed·data. |
| 244 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.p\x8pr\x8re\x8ep\x8pr\x8ro\x8oc\x8ce\x8es\x8ss\x8si\x8in\x8ng\x8g.\x8.P\x8Po\x8ow\x8we\x8er\x8rT\x8Tr\x8ra\x8an\x8ns\x8sf\x8fo\x8or\x8rm\x8me\x8er\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 244 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.p\x8pr\x8re\x8ep\x8pr\x8ro\x8oc\x8ce\x8es\x8ss\x8si\x8in\x8ng\x8g.\x8.P\x8Po\x8ow\x8we\x8er\x8rT\x8Tr\x8ra\x8an\x8ns\x8sf\x8fo\x8or\x8rm\x8me\x8er\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 245 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8·_\x8t_\x8h_\x8e_\x8·_\x8e_\x8f_\x8f_\x8e_\x8c_\x8t_\x8·_\x8o_\x8f_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8s_\x8c_\x8a_\x8l_\x8e_\x8r_\x8s_\x8·_\x8o_\x8n_\x8·_\x8d_\x8a_\x8t_\x8a_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8s | 245 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8·_\x8t_\x8h_\x8e_\x8·_\x8e_\x8f_\x8f_\x8e_\x8c_\x8t_\x8·_\x8o_\x8f_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8s_\x8c_\x8a_\x8l_\x8e_\x8r_\x8s_\x8·_\x8o_\x8n_\x8·_\x8d_\x8a_\x8t_\x8a_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8s |
| 246 | Compare·the·effect·of·different·scalers·on·data·with·outliers | 246 | Compare·the·effect·of·different·scalers·on·data·with·outliers |
| 247 | _\x8M_\x8a_\x8p_\x8·_\x8d_\x8a_\x8t_\x8a_\x8·_\x8t_\x8o_\x8·_\x8a_\x8·_\x8n_\x8o_\x8r_\x8m_\x8a_\x8l_\x8·_\x8d_\x8i_\x8s_\x8t_\x8r_\x8i_\x8b_\x8u_\x8t_\x8i_\x8o_\x8n | 247 | _\x8M_\x8a_\x8p_\x8·_\x8d_\x8a_\x8t_\x8a_\x8·_\x8t_\x8o_\x8·_\x8a_\x8·_\x8n_\x8o_\x8r_\x8m_\x8a_\x8l_\x8·_\x8d_\x8i_\x8s_\x8t_\x8r_\x8i_\x8b_\x8u_\x8t_\x8i_\x8o_\x8n |
| 248 | Map·data·to·a·normal·distribution | 248 | Map·data·to·a·normal·distribution |
| 249 | ©·2007·-·202 | 249 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 579 | ····<div·class="container"> | 579 | ····<div·class="container"> |
| 580 | ······<footer·class="sk-content-footer"> | 580 | ······<footer·class="sk-content-footer"> |
| 581 | ············©·2007·-·202 | 581 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 582 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.QuantileTransformer.rst.txt"·rel="nofollow">Show·this·page·source</a> | 582 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.QuantileTransformer.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 585 | ··</div> | 585 | ··</div> |
| 586 | </div> | 586 | </div> |
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| 258 | Partial·Dependence·and·Individual·Conditional·Expectation·Plots | 258 | Partial·Dependence·and·Individual·Conditional·Expectation·Plots |
| 259 | _\x8E_\x8f_\x8f_\x8e_\x8c_\x8t_\x8·_\x8o_\x8f_\x8·_\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8t_\x8a_\x8r_\x8g_\x8e_\x8t_\x8s_\x8·_\x8i_\x8n_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l | 259 | _\x8E_\x8f_\x8f_\x8e_\x8c_\x8t_\x8·_\x8o_\x8f_\x8·_\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8t_\x8a_\x8r_\x8g_\x8e_\x8t_\x8s_\x8·_\x8i_\x8n_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l |
| 260 | Effect·of·transforming·the·targets·in·regression·model | 260 | Effect·of·transforming·the·targets·in·regression·model |
| 261 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8·_\x8t_\x8h_\x8e_\x8·_\x8e_\x8f_\x8f_\x8e_\x8c_\x8t_\x8·_\x8o_\x8f_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8s_\x8c_\x8a_\x8l_\x8e_\x8r_\x8s_\x8·_\x8o_\x8n_\x8·_\x8d_\x8a_\x8t_\x8a_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8s | 261 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8·_\x8t_\x8h_\x8e_\x8·_\x8e_\x8f_\x8f_\x8e_\x8c_\x8t_\x8·_\x8o_\x8f_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8s_\x8c_\x8a_\x8l_\x8e_\x8r_\x8s_\x8·_\x8o_\x8n_\x8·_\x8d_\x8a_\x8t_\x8a_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8s |
| 262 | Compare·the·effect·of·different·scalers·on·data·with·outliers | 262 | Compare·the·effect·of·different·scalers·on·data·with·outliers |
| 263 | _\x8M_\x8a_\x8p_\x8·_\x8d_\x8a_\x8t_\x8a_\x8·_\x8t_\x8o_\x8·_\x8a_\x8·_\x8n_\x8o_\x8r_\x8m_\x8a_\x8l_\x8·_\x8d_\x8i_\x8s_\x8t_\x8r_\x8i_\x8b_\x8u_\x8t_\x8i_\x8o_\x8n | 263 | _\x8M_\x8a_\x8p_\x8·_\x8d_\x8a_\x8t_\x8a_\x8·_\x8t_\x8o_\x8·_\x8a_\x8·_\x8n_\x8o_\x8r_\x8m_\x8a_\x8l_\x8·_\x8d_\x8i_\x8s_\x8t_\x8r_\x8i_\x8b_\x8u_\x8t_\x8i_\x8o_\x8n |
| 264 | Map·data·to·a·normal·distribution | 264 | Map·data·to·a·normal·distribution |
| 265 | ©·2007·-·202 | 265 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 565 | </section> | 565 | </section> |
| 566 | ······</div> | 566 | ······</div> |
| 567 | ····<div·class="container"> | 567 | ····<div·class="container"> |
| 568 | ······<footer·class="sk-content-footer"> | 568 | ······<footer·class="sk-content-footer"> |
| 569 | ············©·2007·-·202 | 569 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 570 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.RobustScaler.rst.txt"·rel="nofollow">Show·this·page·source</a> | 570 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.RobustScaler.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 571 | ······</footer> | 571 | ······</footer> |
| 572 | ····</div> | 572 | ····</div> |
| 573 | ··</div> | 573 | ··</div> |
| 574 | </div> | 574 | </div> |
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| 243 | ····················n_features) | 243 | ····················n_features) |
| 244 | ························Transformed·array. | 244 | ························Transformed·array. |
| 245 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.p\x8pr\x8re\x8ep\x8pr\x8ro\x8oc\x8ce\x8es\x8ss\x8si\x8in\x8ng\x8g.\x8.R\x8Ro\x8ob\x8bu\x8us\x8st\x8tS\x8Sc\x8ca\x8al\x8le\x8er\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 245 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.p\x8pr\x8re\x8ep\x8pr\x8ro\x8oc\x8ce\x8es\x8ss\x8si\x8in\x8ng\x8g.\x8.R\x8Ro\x8ob\x8bu\x8us\x8st\x8tS\x8Sc\x8ca\x8al\x8le\x8er\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 246 | _\x8E_\x8v_\x8a_\x8l_\x8u_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8·_\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8s | 246 | _\x8E_\x8v_\x8a_\x8l_\x8u_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8·_\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8s |
| 247 | Evaluation·of·outlier·detection·estimators | 247 | Evaluation·of·outlier·detection·estimators |
| 248 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8·_\x8t_\x8h_\x8e_\x8·_\x8e_\x8f_\x8f_\x8e_\x8c_\x8t_\x8·_\x8o_\x8f_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8s_\x8c_\x8a_\x8l_\x8e_\x8r_\x8s_\x8·_\x8o_\x8n_\x8·_\x8d_\x8a_\x8t_\x8a_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8s | 248 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8·_\x8t_\x8h_\x8e_\x8·_\x8e_\x8f_\x8f_\x8e_\x8c_\x8t_\x8·_\x8o_\x8f_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8s_\x8c_\x8a_\x8l_\x8e_\x8r_\x8s_\x8·_\x8o_\x8n_\x8·_\x8d_\x8a_\x8t_\x8a_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8s |
| 249 | Compare·the·effect·of·different·scalers·on·data·with·outliers | 249 | Compare·the·effect·of·different·scalers·on·data·with·outliers |
| 250 | ©·2007·-·202 | 250 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 607 | </section> | 607 | </section> |
| 608 | ······</div> | 608 | ······</div> |
| 609 | ····<div·class="container"> | 609 | ····<div·class="container"> |
| 610 | ······<footer·class="sk-content-footer"> | 610 | ······<footer·class="sk-content-footer"> |
| 611 | ············©·2007·-·202 | 611 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 612 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.SplineTransformer.rst.txt"·rel="nofollow">Show·this·page·source</a> | 612 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.SplineTransformer.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 613 | ······</footer> | 613 | ······</footer> |
| 614 | ····</div> | 614 | ····</div> |
| 615 | ··</div> | 615 | ··</div> |
| 616 | </div> | 616 | </div> |
| 617 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 617 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 285 | Release·Highlights·for·scikit-learn·1.0 | 285 | Release·Highlights·for·scikit-learn·1.0 |
| 286 | _\x8T_\x8i_\x8m_\x8e_\x8-_\x8r_\x8e_\x8l_\x8a_\x8t_\x8e_\x8d_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8e_\x8n_\x8g_\x8i_\x8n_\x8e_\x8e_\x8r_\x8i_\x8n_\x8g | 286 | _\x8T_\x8i_\x8m_\x8e_\x8-_\x8r_\x8e_\x8l_\x8a_\x8t_\x8e_\x8d_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8e_\x8n_\x8g_\x8i_\x8n_\x8e_\x8e_\x8r_\x8i_\x8n_\x8g |
| 287 | Time-related·feature·engineering | 287 | Time-related·feature·engineering |
| 288 | _\x8P_\x8o_\x8l_\x8y_\x8n_\x8o_\x8m_\x8i_\x8a_\x8l_\x8·_\x8a_\x8n_\x8d_\x8·_\x8S_\x8p_\x8l_\x8i_\x8n_\x8e_\x8·_\x8i_\x8n_\x8t_\x8e_\x8r_\x8p_\x8o_\x8l_\x8a_\x8t_\x8i_\x8o_\x8n | 288 | _\x8P_\x8o_\x8l_\x8y_\x8n_\x8o_\x8m_\x8i_\x8a_\x8l_\x8·_\x8a_\x8n_\x8d_\x8·_\x8S_\x8p_\x8l_\x8i_\x8n_\x8e_\x8·_\x8i_\x8n_\x8t_\x8e_\x8r_\x8p_\x8o_\x8l_\x8a_\x8t_\x8i_\x8o_\x8n |
| 289 | Polynomial·and·Spline·interpolation | 289 | Polynomial·and·Spline·interpolation |
| 290 | _\x8E_\x8v_\x8a_\x8l_\x8u_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8·_\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8s | 290 | _\x8E_\x8v_\x8a_\x8l_\x8u_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8·_\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8s |
| 291 | Evaluation·of·outlier·detection·estimators | 291 | Evaluation·of·outlier·detection·estimators |
| 292 | ©·2007·-·202 | 292 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 947 | </section> | 947 | </section> |
| 948 | ······</div> | 948 | ······</div> |
| 949 | ····<div·class="container"> | 949 | ····<div·class="container"> |
| 950 | ······<footer·class="sk-content-footer"> | 950 | ······<footer·class="sk-content-footer"> |
| 951 | ············©·2007·-·202 | 951 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 952 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.StandardScaler.rst.txt"·rel="nofollow">Show·this·page·source</a> | 952 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.StandardScaler.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 953 | ······</footer> | 953 | ······</footer> |
| 954 | ····</div> | 954 | ····</div> |
| 955 | ··</div> | 955 | ··</div> |
| 956 | </div> | 956 | </div> |
| 957 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 957 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 518 | Feature·discretization | 518 | Feature·discretization |
| 519 | _\x8I_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8·_\x8o_\x8f_\x8·_\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8S_\x8c_\x8a_\x8l_\x8i_\x8n_\x8g | 519 | _\x8I_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8·_\x8o_\x8f_\x8·_\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8S_\x8c_\x8a_\x8l_\x8i_\x8n_\x8g |
| 520 | Importance·of·Feature·Scaling | 520 | Importance·of·Feature·Scaling |
| 521 | _\x8R_\x8B_\x8F_\x8·_\x8S_\x8V_\x8M_\x8·_\x8p_\x8a_\x8r_\x8a_\x8m_\x8e_\x8t_\x8e_\x8r_\x8s | 521 | _\x8R_\x8B_\x8F_\x8·_\x8S_\x8V_\x8M_\x8·_\x8p_\x8a_\x8r_\x8a_\x8m_\x8e_\x8t_\x8e_\x8r_\x8s |
| 522 | RBF·SVM·parameters | 522 | RBF·SVM·parameters |
| 523 | _\x8S_\x8V_\x8M_\x8-_\x8A_\x8n_\x8o_\x8v_\x8a_\x8:_\x8·_\x8S_\x8V_\x8M_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8u_\x8n_\x8i_\x8v_\x8a_\x8r_\x8i_\x8a_\x8t_\x8e_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n | 523 | _\x8S_\x8V_\x8M_\x8-_\x8A_\x8n_\x8o_\x8v_\x8a_\x8:_\x8·_\x8S_\x8V_\x8M_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8u_\x8n_\x8i_\x8v_\x8a_\x8r_\x8i_\x8a_\x8t_\x8e_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n |
| 524 | SVM-Anova:·SVM·with·univariate·feature·selection | 524 | SVM-Anova:·SVM·with·univariate·feature·selection |
| 525 | ©·2007·-·202 | 525 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 610 | </section> | 610 | </section> |
| 611 | ······</div> | 611 | ······</div> |
| 612 | ····<div·class="container"> | 612 | ····<div·class="container"> |
| 613 | ······<footer·class="sk-content-footer"> | 613 | ······<footer·class="sk-content-footer"> |
| 614 | ············©·2007·-·202 | 614 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 615 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.TargetEncoder.rst.txt"·rel="nofollow">Show·this·page·source</a> | 615 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.TargetEncoder.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 616 | ······</footer> | 616 | ······</footer> |
| 617 | ····</div> | 617 | ····</div> |
| 618 | ··</div> | 618 | ··</div> |
| 619 | </div> | 619 | </div> |
| 620 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 620 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 295 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.p\x8pr\x8re\x8ep\x8pr\x8ro\x8oc\x8ce\x8es\x8ss\x8si\x8in\x8ng\x8g.\x8.T\x8Ta\x8ar\x8rg\x8ge\x8et\x8tE\x8En\x8nc\x8co\x8od\x8de\x8er\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 295 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.p\x8pr\x8re\x8ep\x8pr\x8ro\x8oc\x8ce\x8es\x8ss\x8si\x8in\x8ng\x8g.\x8.T\x8Ta\x8ar\x8rg\x8ge\x8et\x8tE\x8En\x8nc\x8co\x8od\x8de\x8er\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 296 | _\x8R_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8·_\x8H_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n_\x8·_\x81_\x8._\x83 | 296 | _\x8R_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8·_\x8H_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n_\x8·_\x81_\x8._\x83 |
| 297 | Release·Highlights·for·scikit-learn·1.3 | 297 | Release·Highlights·for·scikit-learn·1.3 |
| 298 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8T_\x8a_\x8r_\x8g_\x8e_\x8t_\x8·_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8O_\x8t_\x8h_\x8e_\x8r_\x8·_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8s | 298 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8T_\x8a_\x8r_\x8g_\x8e_\x8t_\x8·_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8O_\x8t_\x8h_\x8e_\x8r_\x8·_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8s |
| 299 | Comparing·Target·Encoder·with·Other·Encoders | 299 | Comparing·Target·Encoder·with·Other·Encoders |
| 300 | _\x8T_\x8a_\x8r_\x8g_\x8e_\x8t_\x8·_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8’_\x8s_\x8·_\x8I_\x8n_\x8t_\x8e_\x8r_\x8n_\x8a_\x8l_\x8·_\x8C_\x8r_\x8o_\x8s_\x8s_\x8·_\x8f_\x8i_\x8t_\x8t_\x8i_\x8n_\x8g | 300 | _\x8T_\x8a_\x8r_\x8g_\x8e_\x8t_\x8·_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8’_\x8s_\x8·_\x8I_\x8n_\x8t_\x8e_\x8r_\x8n_\x8a_\x8l_\x8·_\x8C_\x8r_\x8o_\x8s_\x8s_\x8·_\x8f_\x8i_\x8t_\x8t_\x8i_\x8n_\x8g |
| 301 | Target·Encoder's·Internal·Cross·fitting | 301 | Target·Encoder's·Internal·Cross·fitting |
| 302 | ©·2007·-·202 | 302 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 222 | <div·class="clearer"></div></section> | 222 | <div·class="clearer"></div></section> |
| 223 | ······</div> | 223 | ······</div> |
| 224 | ····<div·class="container"> | 224 | ····<div·class="container"> |
| 225 | ······<footer·class="sk-content-footer"> | 225 | ······<footer·class="sk-content-footer"> |
| 226 | ············©·2007·-·202 | 226 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 227 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.add_dummy_feature.rst.txt"·rel="nofollow">Show·this·page·source</a> | 227 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.add_dummy_feature.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 228 | ······</footer> | 228 | ······</footer> |
| 229 | ····</div> | 229 | ····</div> |
| 230 | ··</div> | 230 | ··</div> |
| 231 | </div> | 231 | </div> |
| 232 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 232 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 43 | ··············X\x8X{ndarray,·sparse·matrix}·of·shape·(n_samples,·n_features·+·1) | 43 | ··············X\x8X{ndarray,·sparse·matrix}·of·shape·(n_samples,·n_features·+·1) |
| 44 | ··················Same·data·with·dummy·feature·added·as·first·column. | 44 | ··················Same·data·with·dummy·feature·added·as·first·column. |
| 45 | ······Examples | 45 | ······Examples |
| 46 | ······>>>·from·sklearn.preprocessing·import·add_dummy_feature | 46 | ······>>>·from·sklearn.preprocessing·import·add_dummy_feature |
| 47 | ······>>>·add_dummy_feature([[0,·1],·[1,·0]]) | 47 | ······>>>·add_dummy_feature([[0,·1],·[1,·0]]) |
| 48 | ······array([[1.,·0.,·1.], | 48 | ······array([[1.,·0.,·1.], |
| 49 | ·············[1.,·1.,·0.]]) | 49 | ·············[1.,·1.,·0.]]) |
| 50 | ©·2007·-·202 | 50 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 237 | <div·class="clearer"></div></section> | 237 | <div·class="clearer"></div></section> |
| 238 | ······</div> | 238 | ······</div> |
| 239 | ····<div·class="container"> | 239 | ····<div·class="container"> |
| 240 | ······<footer·class="sk-content-footer"> | 240 | ······<footer·class="sk-content-footer"> |
| 241 | ············©·2007·-·202 | 241 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 242 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.binarize.rst.txt"·rel="nofollow">Show·this·page·source</a> | 242 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.binarize.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 243 | ······</footer> | 243 | ······</footer> |
| 244 | ····</div> | 244 | ····</div> |
| 245 | ··</div> | 245 | ··</div> |
| 246 | </div> | 246 | </div> |
| 247 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 247 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 56 | ············preprocessing·_\x8P_\x8i_\x8p_\x8e_\x8l_\x8i_\x8n_\x8e). | 56 | ············preprocessing·_\x8P_\x8i_\x8p_\x8e_\x8l_\x8i_\x8n_\x8e). |
| 57 | ······Examples | 57 | ······Examples |
| 58 | ······>>>·from·sklearn.preprocessing·import·binarize | 58 | ······>>>·from·sklearn.preprocessing·import·binarize |
| 59 | ······>>>·X·=·[[0.4,·0.6,·0.5],·[0.6,·0.1,·0.2]] | 59 | ······>>>·X·=·[[0.4,·0.6,·0.5],·[0.6,·0.1,·0.2]] |
| 60 | ······>>>·binarize(X,·threshold=0.5) | 60 | ······>>>·binarize(X,·threshold=0.5) |
| 61 | ······array([[0.,·1.,·0.], | 61 | ······array([[0.,·1.,·0.], |
| 62 | ·············[1.,·0.,·0.]]) | 62 | ·············[1.,·0.,·0.]]) |
| 63 | ©·2007·-·202 | 63 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 263 | </div></div><div·class="clearer"></div></section> | 263 | </div></div><div·class="clearer"></div></section> |
| 264 | </section> | 264 | </section> |
| 265 | ······</div> | 265 | ······</div> |
| 266 | ····<div·class="container"> | 266 | ····<div·class="container"> |
| 267 | ······<footer·class="sk-content-footer"> | 267 | ······<footer·class="sk-content-footer"> |
| 268 | ············©·2007·-·202 | 268 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 269 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.label_binarize.rst.txt"·rel="nofollow">Show·this·page·source</a> | 269 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.label_binarize.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 270 | ······</footer> | 270 | ······</footer> |
| 271 | ····</div> | 271 | ····</div> |
| 272 | ··</div> | 272 | ··</div> |
| 273 | </div> | 273 | </div> |
| 274 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 274 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 73 | ······array([[1], | 73 | ······array([[1], |
| 74 | ·············[0], | 74 | ·············[0], |
| 75 | ·············[0], | 75 | ·············[0], |
| 76 | ·············[1]]) | 76 | ·············[1]]) |
| 77 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.p\x8pr\x8re\x8ep\x8pr\x8ro\x8oc\x8ce\x8es\x8ss\x8si\x8in\x8ng\x8g.\x8.l\x8la\x8ab\x8be\x8el\x8l_\x8_b\x8bi\x8in\x8na\x8ar\x8ri\x8iz\x8ze\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 77 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.p\x8pr\x8re\x8ep\x8pr\x8ro\x8oc\x8ce\x8es\x8ss\x8si\x8in\x8ng\x8g.\x8.l\x8la\x8ab\x8be\x8el\x8l_\x8_b\x8bi\x8in\x8na\x8ar\x8ri\x8iz\x8ze\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 78 | _\x8P_\x8r_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8-_\x8R_\x8e_\x8c_\x8a_\x8l_\x8l | 78 | _\x8P_\x8r_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8-_\x8R_\x8e_\x8c_\x8a_\x8l_\x8l |
| 79 | Precision-Recall | 79 | Precision-Recall |
| 80 | ©·2007·-·202 | 80 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 259 | <div·class="clearer"></div></section> | 259 | <div·class="clearer"></div></section> |
| 260 | ······</div> | 260 | ······</div> |
| 261 | ····<div·class="container"> | 261 | ····<div·class="container"> |
| 262 | ······<footer·class="sk-content-footer"> | 262 | ······<footer·class="sk-content-footer"> |
| 263 | ············©·2007·-·202 | 263 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 264 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.maxabs_scale.rst.txt"·rel="nofollow">Show·this·page·source</a> | 264 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.maxabs_scale.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 265 | ······</footer> | 265 | ······</footer> |
| 266 | ····</div> | 266 | ····</div> |
| 267 | ··</div> | 267 | ··</div> |
| 268 | </div> | 268 | </div> |
| 269 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 269 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 72 | ······>>>·X·=·[[-2,·1,·2],·[-1,·0,·1]] | 72 | ······>>>·X·=·[[-2,·1,·2],·[-1,·0,·1]] |
| 73 | ······>>>·maxabs_scale(X,·axis=0)··#·scale·each·column·independently | 73 | ······>>>·maxabs_scale(X,·axis=0)··#·scale·each·column·independently |
| 74 | ······array([[-1.·,··1.·,··1.·], | 74 | ······array([[-1.·,··1.·,··1.·], |
| 75 | ·············[-0.5,··0.·,··0.5]]) | 75 | ·············[-0.5,··0.·,··0.5]]) |
| 76 | ······>>>·maxabs_scale(X,·axis=1)··#·scale·each·row·independently | 76 | ······>>>·maxabs_scale(X,·axis=1)··#·scale·each·row·independently |
| 77 | ······array([[-1.·,··0.5,··1.·], | 77 | ······array([[-1.·,··0.5,··1.·], |
| 78 | ·············[-1.·,··0.·,··1.·]]) | 78 | ·············[-1.·,··0.·,··1.·]]) |
| 79 | ©·2007·-·202 | 79 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 288 | </div></div><div·class="clearer"></div></section> | 288 | </div></div><div·class="clearer"></div></section> |
| 289 | </section> | 289 | </section> |
| 290 | ······</div> | 290 | ······</div> |
| 291 | ····<div·class="container"> | 291 | ····<div·class="container"> |
| 292 | ······<footer·class="sk-content-footer"> | 292 | ······<footer·class="sk-content-footer"> |
| 293 | ············©·2007·-·202 | 293 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 294 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.minmax_scale.rst.txt"·rel="nofollow">Show·this·page·source</a> | 294 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.minmax_scale.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 295 | ······</footer> | 295 | ······</footer> |
| 296 | ····</div> | 296 | ····</div> |
| 297 | ··</div> | 297 | ··</div> |
| 298 | </div> | 298 | </div> |
| 299 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 299 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 89 | ······array([[0.··,·0.75,·1.··], | 89 | ······array([[0.··,·0.75,·1.··], |
| 90 | ·············[0.··,·0.5·,·1.··]]) | 90 | ·············[0.··,·0.5·,·1.··]]) |
| 91 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.p\x8pr\x8re\x8ep\x8pr\x8ro\x8oc\x8ce\x8es\x8ss\x8si\x8in\x8ng\x8g.\x8.m\x8mi\x8in\x8nm\x8ma\x8ax\x8x_\x8_s\x8sc\x8ca\x8al\x8le\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 91 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.p\x8pr\x8re\x8ep\x8pr\x8ro\x8oc\x8ce\x8es\x8ss\x8si\x8in\x8ng\x8g.\x8.m\x8mi\x8in\x8nm\x8ma\x8ax\x8x_\x8_s\x8sc\x8ca\x8al\x8le\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 92 | _\x8R_\x8e_\x8s_\x8t_\x8r_\x8i_\x8c_\x8t_\x8e_\x8d_\x8·_\x8B_\x8o_\x8l_\x8t_\x8z_\x8m_\x8a_\x8n_\x8n_\x8·_\x8M_\x8a_\x8c_\x8h_\x8i_\x8n_\x8e_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8d_\x8i_\x8g_\x8i_\x8t_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n | 92 | _\x8R_\x8e_\x8s_\x8t_\x8r_\x8i_\x8c_\x8t_\x8e_\x8d_\x8·_\x8B_\x8o_\x8l_\x8t_\x8z_\x8m_\x8a_\x8n_\x8n_\x8·_\x8M_\x8a_\x8c_\x8h_\x8i_\x8n_\x8e_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8d_\x8i_\x8g_\x8i_\x8t_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n |
| 93 | Restricted·Boltzmann·Machine·features·for·digit·classification | 93 | Restricted·Boltzmann·Machine·features·for·digit·classification |
| 94 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8·_\x8t_\x8h_\x8e_\x8·_\x8e_\x8f_\x8f_\x8e_\x8c_\x8t_\x8·_\x8o_\x8f_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8s_\x8c_\x8a_\x8l_\x8e_\x8r_\x8s_\x8·_\x8o_\x8n_\x8·_\x8d_\x8a_\x8t_\x8a_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8s | 94 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8e_\x8·_\x8t_\x8h_\x8e_\x8·_\x8e_\x8f_\x8f_\x8e_\x8c_\x8t_\x8·_\x8o_\x8f_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8s_\x8c_\x8a_\x8l_\x8e_\x8r_\x8s_\x8·_\x8o_\x8n_\x8·_\x8d_\x8a_\x8t_\x8a_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8s |
| 95 | Compare·the·effect·of·different·scalers·on·data·with·outliers | 95 | Compare·the·effect·of·different·scalers·on·data·with·outliers |
| 96 | ©·2007·-·202 | 96 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 252 | <div·class="clearer"></div></section> | 252 | <div·class="clearer"></div></section> |
| 253 | ······</div> | 253 | ······</div> |
| 254 | ····<div·class="container"> | 254 | ····<div·class="container"> |
| 255 | ······<footer·class="sk-content-footer"> | 255 | ······<footer·class="sk-content-footer"> |
| 256 | ············©·2007·-·202 | 256 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 257 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.normalize.rst.txt"·rel="nofollow">Show·this·page·source</a> | 257 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.normalize.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 258 | ······</footer> | 258 | ······</footer> |
| 259 | ····</div> | 259 | ····</div> |
| 260 | ··</div> | 260 | ··</div> |
| 261 | </div> | 261 | </div> |
| 262 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 262 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 71 | ······>>>·X·=·[[-2,·1,·2],·[-1,·0,·1]] | 71 | ······>>>·X·=·[[-2,·1,·2],·[-1,·0,·1]] |
| 72 | ······>>>·normalize(X,·norm="l1")··#·L1·normalization·each·row·independently | 72 | ······>>>·normalize(X,·norm="l1")··#·L1·normalization·each·row·independently |
| 73 | ······array([[-0.4,··0.2,··0.4], | 73 | ······array([[-0.4,··0.2,··0.4], |
| 74 | ·············[-0.5,··0.·,··0.5]]) | 74 | ·············[-0.5,··0.·,··0.5]]) |
| 75 | ······>>>·normalize(X,·norm="l2")··#·L2·normalization·each·row·independently | 75 | ······>>>·normalize(X,·norm="l2")··#·L2·normalization·each·row·independently |
| 76 | ······array([[-0.66...,··0.33...,··0.66...], | 76 | ······array([[-0.66...,··0.33...,··0.66...], |
| 77 | ·············[-0.70...,··0.·····,··0.70...]]) | 77 | ·············[-0.70...,··0.·····,··0.70...]]) |
| 78 | ©·2007·-·202 | 78 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 293 | <div·class="clearer"></div></section> | 293 | <div·class="clearer"></div></section> |
| 294 | ······</div> | 294 | ······</div> |
| 295 | ····<div·class="container"> | 295 | ····<div·class="container"> |
| 296 | ······<footer·class="sk-content-footer"> | 296 | ······<footer·class="sk-content-footer"> |
| 297 | ············©·2007·-·202 | 297 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 298 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.power_transform.rst.txt"·rel="nofollow">Show·this·page·source</a> | 298 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.power_transform.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 299 | ······</footer> | 299 | ······</footer> |
| 300 | ····</div> | 300 | ····</div> |
| 301 | ··</div> | 301 | ··</div> |
| 302 | </div> | 302 | </div> |
| 303 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 303 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 97 | ······Risk·of·data·leak.·Do·not·use·_\x8p_\x8o_\x8w_\x8e_\x8r_\x8__\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m·unless·you·know·what·you | 97 | ······Risk·of·data·leak.·Do·not·use·_\x8p_\x8o_\x8w_\x8e_\x8r_\x8__\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m·unless·you·know·what·you |
| 98 | ······are·doing.·A·common·mistake·is·to·apply·it·to·the·entire·data·b\x8be\x8ef\x8fo\x8or\x8re\x8e | 98 | ······are·doing.·A·common·mistake·is·to·apply·it·to·the·entire·data·b\x8be\x8ef\x8fo\x8or\x8re\x8e |
| 99 | ······splitting·into·training·and·test·sets.·This·will·bias·the·model | 99 | ······splitting·into·training·and·test·sets.·This·will·bias·the·model |
| 100 | ······evaluation·because·information·would·have·leaked·from·the·test·set·to·the | 100 | ······evaluation·because·information·would·have·leaked·from·the·test·set·to·the |
| 101 | ······training·set.·In·general,·we·recommend·using·_\x8P_\x8o_\x8w_\x8e_\x8r_\x8T_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8e_\x8r·within·a | 101 | ······training·set.·In·general,·we·recommend·using·_\x8P_\x8o_\x8w_\x8e_\x8r_\x8T_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8e_\x8r·within·a |
| 102 | ······_\x8P_\x8i_\x8p_\x8e_\x8l_\x8i_\x8n_\x8e·in·order·to·prevent·most·risks·of·data·leaking,·e.g.:·pipe·= | 102 | ······_\x8P_\x8i_\x8p_\x8e_\x8l_\x8i_\x8n_\x8e·in·order·to·prevent·most·risks·of·data·leaking,·e.g.:·pipe·= |
| 103 | ······make_pipeline(PowerTransformer(),·LogisticRegression()). | 103 | ······make_pipeline(PowerTransformer(),·LogisticRegression()). |
| 104 | ©·2007·-·202 | 104 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 311 | </div></div><div·class="clearer"></div></section> | 311 | </div></div><div·class="clearer"></div></section> |
| 312 | </section> | 312 | </section> |
| 313 | ······</div> | 313 | ······</div> |
| 314 | ····<div·class="container"> | 314 | ····<div·class="container"> |
| 315 | ······<footer·class="sk-content-footer"> | 315 | ······<footer·class="sk-content-footer"> |
| 316 | ············©·2007·-·202 | 316 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 317 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.quantile_transform.rst.txt"·rel="nofollow">Show·this·page·source</a> | 317 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.quantile_transform.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 318 | ······</footer> | 318 | ······</footer> |
| 319 | ····</div> | 319 | ····</div> |
| 320 | ··</div> | 320 | ··</div> |
| 321 | </div> | 321 | </div> |
| 322 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 322 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 122 | ······>>>·rng·=·np.random.RandomState(0) | 122 | ······>>>·rng·=·np.random.RandomState(0) |
| 123 | ······>>>·X·=·np.sort(rng.normal(loc=0.5,·scale=0.25,·size=(25,·1)),·axis=0) | 123 | ······>>>·X·=·np.sort(rng.normal(loc=0.5,·scale=0.25,·size=(25,·1)),·axis=0) |
| 124 | ······>>>·quantile_transform(X,·n_quantiles=10,·random_state=0,·copy=True) | 124 | ······>>>·quantile_transform(X,·n_quantiles=10,·random_state=0,·copy=True) |
| 125 | ······array([...]) | 125 | ······array([...]) |
| 126 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.p\x8pr\x8re\x8ep\x8pr\x8ro\x8oc\x8ce\x8es\x8ss\x8si\x8in\x8ng\x8g.\x8.q\x8qu\x8ua\x8an\x8nt\x8ti\x8il\x8le\x8e_\x8_t\x8tr\x8ra\x8an\x8ns\x8sf\x8fo\x8or\x8rm\x8m_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 126 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.p\x8pr\x8re\x8ep\x8pr\x8ro\x8oc\x8ce\x8es\x8ss\x8si\x8in\x8ng\x8g.\x8.q\x8qu\x8ua\x8an\x8nt\x8ti\x8il\x8le\x8e_\x8_t\x8tr\x8ra\x8an\x8ns\x8sf\x8fo\x8or\x8rm\x8m_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 127 | _\x8E_\x8f_\x8f_\x8e_\x8c_\x8t_\x8·_\x8o_\x8f_\x8·_\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8t_\x8a_\x8r_\x8g_\x8e_\x8t_\x8s_\x8·_\x8i_\x8n_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l | 127 | _\x8E_\x8f_\x8f_\x8e_\x8c_\x8t_\x8·_\x8o_\x8f_\x8·_\x8t_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8t_\x8a_\x8r_\x8g_\x8e_\x8t_\x8s_\x8·_\x8i_\x8n_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l |
| 128 | Effect·of·transforming·the·targets·in·regression·model | 128 | Effect·of·transforming·the·targets·in·regression·model |
| 129 | ©·2007·-·202 | 129 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 286 | <div·class="clearer"></div></section> | 286 | <div·class="clearer"></div></section> |
| 287 | ······</div> | 287 | ······</div> |
| 288 | ····<div·class="container"> | 288 | ····<div·class="container"> |
| 289 | ······<footer·class="sk-content-footer"> | 289 | ······<footer·class="sk-content-footer"> |
| 290 | ············©·2007·-·202 | 290 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 291 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.robust_scale.rst.txt"·rel="nofollow">Show·this·page·source</a> | 291 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.robust_scale.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 292 | ······</footer> | 292 | ······</footer> |
| 293 | ····</div> | 293 | ····</div> |
| 294 | ··</div> | 294 | ··</div> |
| 295 | </div> | 295 | </div> |
| 296 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 296 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 99 | ······>>>·X·=·[[-2,·1,·2],·[-1,·0,·1]] | 99 | ······>>>·X·=·[[-2,·1,·2],·[-1,·0,·1]] |
| 100 | ······>>>·robust_scale(X,·axis=0)··#·scale·each·column·independently | 100 | ······>>>·robust_scale(X,·axis=0)··#·scale·each·column·independently |
| 101 | ······array([[-1.,··1.,··1.], | 101 | ······array([[-1.,··1.,··1.], |
| 102 | ·············[·1.,·-1.,·-1.]]) | 102 | ·············[·1.,·-1.,·-1.]]) |
| 103 | ······>>>·robust_scale(X,·axis=1)··#·scale·each·row·independently | 103 | ······>>>·robust_scale(X,·axis=1)··#·scale·each·row·independently |
| 104 | ······array([[-1.5,··0.·,··0.5], | 104 | ······array([[-1.5,··0.·,··0.5], |
| 105 | ·············[-1.·,··0.·,··1.·]]) | 105 | ·············[-1.·,··0.·,··1.·]]) |
| 106 | ©·2007·-·202 | 106 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 274 | <div·class="clearer"></div></section> | 274 | <div·class="clearer"></div></section> |
| 275 | ······</div> | 275 | ······</div> |
| 276 | ····<div·class="container"> | 276 | ····<div·class="container"> |
| 277 | ······<footer·class="sk-content-footer"> | 277 | ······<footer·class="sk-content-footer"> |
| 278 | ············©·2007·-·202 | 278 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 279 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.scale.rst.txt"·rel="nofollow">Show·this·page·source</a> | 279 | ··········<a·href="../../_sources/modules/generated/sklearn.preprocessing.scale.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 280 | ······</footer> | 280 | ······</footer> |
| 281 | ····</div> | 281 | ····</div> |
| 282 | ··</div> | 282 | ··</div> |
| 283 | </div> | 283 | </div> |
| 284 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 284 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 89 | ······>>>·X·=·[[-2,·1,·2],·[-1,·0,·1]] | 89 | ······>>>·X·=·[[-2,·1,·2],·[-1,·0,·1]] |
| 90 | ······>>>·scale(X,·axis=0)··#·scaling·each·column·independently | 90 | ······>>>·scale(X,·axis=0)··#·scaling·each·column·independently |
| 91 | ······array([[-1.,··1.,··1.], | 91 | ······array([[-1.,··1.,··1.], |
| 92 | ·············[·1.,·-1.,·-1.]]) | 92 | ·············[·1.,·-1.,·-1.]]) |
| 93 | ······>>>·scale(X,·axis=1)··#·scaling·each·row·independently | 93 | ······>>>·scale(X,·axis=1)··#·scaling·each·row·independently |
| 94 | ······array([[-1.37...,··0.39...,··0.98...], | 94 | ······array([[-1.37...,··0.39...,··0.98...], |
| 95 | ·············[-1.22...,··0.·····,··1.22...]]) | 95 | ·············[-1.22...,··0.·····,··1.22...]]) |
| 96 | ©·2007·-·202 | 96 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 528 | <div·class="clearer"></div></section> | 528 | <div·class="clearer"></div></section> |
| 529 | ······</div> | 529 | ······</div> |
| 530 | ····<div·class="container"> | 530 | ····<div·class="container"> |
| 531 | ······<footer·class="sk-content-footer"> | 531 | ······<footer·class="sk-content-footer"> |
| 532 | ············©·2007·-·202 | 532 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 533 | ··········<a·href="../../_sources/modules/generated/sklearn.random_projection.GaussianRandomProjection.rst.txt"·rel="nofollow">Show·this·page·source</a> | 533 | ··········<a·href="../../_sources/modules/generated/sklearn.random_projection.GaussianRandomProjection.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 534 | ······</footer> | 534 | ······</footer> |
| 535 | ····</div> | 535 | ····</div> |
| 536 | ··</div> | 536 | ··</div> |
| 537 | </div> | 537 | </div> |
| 538 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 538 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 218 | ··············Parameters: | 218 | ··············Parameters: |
| 219 | ····················X\x8X{ndarray,·sparse·matrix}·of·shape·(n_samples,·n_features) | 219 | ····················X\x8X{ndarray,·sparse·matrix}·of·shape·(n_samples,·n_features) |
| 220 | ························The·input·data·to·project·into·a·smaller·dimensional | 220 | ························The·input·data·to·project·into·a·smaller·dimensional |
| 221 | ························space. | 221 | ························space. |
| 222 | ··············Returns: | 222 | ··············Returns: |
| 223 | ····················X\x8X_\x8_n\x8ne\x8ew\x8wndarray·of·shape·(n_samples,·n_components) | 223 | ····················X\x8X_\x8_n\x8ne\x8ew\x8wndarray·of·shape·(n_samples,·n_components) |
| 224 | ························Projected·array. | 224 | ························Projected·array. |
| 225 | ©·2007·-·202 | 225 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 592 | </div></div><div·class="clearer"></div></section> | 592 | </div></div><div·class="clearer"></div></section> |
| 593 | </section> | 593 | </section> |
| 594 | ······</div> | 594 | ······</div> |
| 595 | ····<div·class="container"> | 595 | ····<div·class="container"> |
| 596 | ······<footer·class="sk-content-footer"> | 596 | ······<footer·class="sk-content-footer"> |
| 597 | ············©·2007·-·202 | 597 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 598 | ··········<a·href="../../_sources/modules/generated/sklearn.random_projection.SparseRandomProjection.rst.txt"·rel="nofollow">Show·this·page·source</a> | 598 | ··········<a·href="../../_sources/modules/generated/sklearn.random_projection.SparseRandomProjection.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 599 | ······</footer> | 599 | ······</footer> |
| 600 | ····</div> | 600 | ····</div> |
| 601 | ··</div> | 601 | ··</div> |
| 602 | </div> | 602 | </div> |
| 603 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 603 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 267 | ························Projected·array.·It·is·a·sparse·matrix·only·when·the | 267 | ························Projected·array.·It·is·a·sparse·matrix·only·when·the |
| 268 | ························input·is·sparse·and·dense_output·=·False. | 268 | ························input·is·sparse·and·dense_output·=·False. |
| 269 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.r\x8ra\x8an\x8nd\x8do\x8om\x8m_\x8_p\x8pr\x8ro\x8oj\x8je\x8ec\x8ct\x8ti\x8io\x8on\x8n.\x8.S\x8Sp\x8pa\x8ar\x8rs\x8se\x8eR\x8Ra\x8an\x8nd\x8do\x8om\x8mP\x8Pr\x8ro\x8oj\x8je\x8ec\x8ct\x8ti\x8io\x8on\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 269 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.r\x8ra\x8an\x8nd\x8do\x8om\x8m_\x8_p\x8pr\x8ro\x8oj\x8je\x8ec\x8ct\x8ti\x8io\x8on\x8n.\x8.S\x8Sp\x8pa\x8ar\x8rs\x8se\x8eR\x8Ra\x8an\x8nd\x8do\x8om\x8mP\x8Pr\x8ro\x8oj\x8je\x8ec\x8ct\x8ti\x8io\x8on\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 270 | _\x8M_\x8a_\x8n_\x8i_\x8f_\x8o_\x8l_\x8d_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8o_\x8n_\x8·_\x8h_\x8a_\x8n_\x8d_\x8w_\x8r_\x8i_\x8t_\x8t_\x8e_\x8n_\x8·_\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8:_\x8·_\x8L_\x8o_\x8c_\x8a_\x8l_\x8l_\x8y_\x8·_\x8L_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8E_\x8m_\x8b_\x8e_\x8d_\x8d_\x8i_\x8n_\x8g_\x8,_\x8·_\x8I_\x8s_\x8o_\x8m_\x8a_\x8p_\x8… | 270 | _\x8M_\x8a_\x8n_\x8i_\x8f_\x8o_\x8l_\x8d_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8o_\x8n_\x8·_\x8h_\x8a_\x8n_\x8d_\x8w_\x8r_\x8i_\x8t_\x8t_\x8e_\x8n_\x8·_\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8:_\x8·_\x8L_\x8o_\x8c_\x8a_\x8l_\x8l_\x8y_\x8·_\x8L_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8E_\x8m_\x8b_\x8e_\x8d_\x8d_\x8i_\x8n_\x8g_\x8,_\x8·_\x8I_\x8s_\x8o_\x8m_\x8a_\x8p_\x8… |
| 271 | Manifold·learning·on·handwritten·digits:·Locally·Linear·Embedding,·Isomap... | 271 | Manifold·learning·on·handwritten·digits:·Locally·Linear·Embedding,·Isomap... |
| 272 | _\x8T_\x8h_\x8e_\x8·_\x8J_\x8o_\x8h_\x8n_\x8s_\x8o_\x8n_\x8-_\x8L_\x8i_\x8n_\x8d_\x8e_\x8n_\x8s_\x8t_\x8r_\x8a_\x8u_\x8s_\x8s_\x8·_\x8b_\x8o_\x8u_\x8n_\x8d_\x8·_\x8f_\x8o_\x8r_\x8·_\x8e_\x8m_\x8b_\x8e_\x8d_\x8d_\x8i_\x8n_\x8g_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8·_\x8p_\x8r_\x8o_\x8j_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8s | 272 | _\x8T_\x8h_\x8e_\x8·_\x8J_\x8o_\x8h_\x8n_\x8s_\x8o_\x8n_\x8-_\x8L_\x8i_\x8n_\x8d_\x8e_\x8n_\x8s_\x8t_\x8r_\x8a_\x8u_\x8s_\x8s_\x8·_\x8b_\x8o_\x8u_\x8n_\x8d_\x8·_\x8f_\x8o_\x8r_\x8·_\x8e_\x8m_\x8b_\x8e_\x8d_\x8d_\x8i_\x8n_\x8g_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8·_\x8p_\x8r_\x8o_\x8j_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8s |
| 273 | The·Johnson-Lindenstrauss·bound·for·embedding·with·random·projections | 273 | The·Johnson-Lindenstrauss·bound·for·embedding·with·random·projections |
| 274 | ©·2007·-·202 | 274 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 273 | </div></div><div·class="clearer"></div></section> | 273 | </div></div><div·class="clearer"></div></section> |
| 274 | </section> | 274 | </section> |
| 275 | ······</div> | 275 | ······</div> |
| 276 | ····<div·class="container"> | 276 | ····<div·class="container"> |
| 277 | ······<footer·class="sk-content-footer"> | 277 | ······<footer·class="sk-content-footer"> |
| 278 | ············©·2007·-·202 | 278 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 279 | ··········<a·href="../../_sources/modules/generated/sklearn.random_projection.johnson_lindenstrauss_min_dim.rst.txt"·rel="nofollow">Show·this·page·source</a> | 279 | ··········<a·href="../../_sources/modules/generated/sklearn.random_projection.johnson_lindenstrauss_min_dim.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 280 | ······</footer> | 280 | ······</footer> |
| 281 | ····</div> | 281 | ····</div> |
| 282 | ··</div> | 282 | ··</div> |
| 283 | </div> | 283 | </div> |
| 284 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 284 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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951 B
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| 81 | ······array([····663,···11841,·1112658]) | 81 | ······array([····663,···11841,·1112658]) |
| 82 | ······>>>·johnson_lindenstrauss_min_dim([1e4,·1e5,·1e6],·eps=0.1) | 82 | ······>>>·johnson_lindenstrauss_min_dim([1e4,·1e5,·1e6],·eps=0.1) |
| 83 | ······array([·7894,··9868,·11841]) | 83 | ······array([·7894,··9868,·11841]) |
| 84 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.r\x8ra\x8an\x8nd\x8do\x8om\x8m_\x8_p\x8pr\x8ro\x8oj\x8je\x8ec\x8ct\x8ti\x8io\x8on\x8n.\x8.j\x8jo\x8oh\x8hn\x8ns\x8so\x8on\x8n_\x8_l\x8li\x8in\x8nd\x8de\x8en\x8ns\x8st\x8tr\x8ra\x8au\x8us\x8ss\x8s_\x8_m\x8mi\x8in\x8n_\x8_d\x8di\x8im\x8m_\x8?\x8¶ | 84 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.r\x8ra\x8an\x8nd\x8do\x8om\x8m_\x8_p\x8pr\x8ro\x8oj\x8je\x8ec\x8ct\x8ti\x8io\x8on\x8n.\x8.j\x8jo\x8oh\x8hn\x8ns\x8so\x8on\x8n_\x8_l\x8li\x8in\x8nd\x8de\x8en\x8ns\x8st\x8tr\x8ra\x8au\x8us\x8ss\x8s_\x8_m\x8mi\x8in\x8n_\x8_d\x8di\x8im\x8m_\x8?\x8¶ |
| 85 | *\x8**\x8**\x8**\x8**\x8* | 85 | *\x8**\x8**\x8**\x8**\x8* |
| 86 | _\x8T_\x8h_\x8e_\x8·_\x8J_\x8o_\x8h_\x8n_\x8s_\x8o_\x8n_\x8-_\x8L_\x8i_\x8n_\x8d_\x8e_\x8n_\x8s_\x8t_\x8r_\x8a_\x8u_\x8s_\x8s_\x8·_\x8b_\x8o_\x8u_\x8n_\x8d_\x8·_\x8f_\x8o_\x8r_\x8·_\x8e_\x8m_\x8b_\x8e_\x8d_\x8d_\x8i_\x8n_\x8g_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8·_\x8p_\x8r_\x8o_\x8j_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8s | 86 | _\x8T_\x8h_\x8e_\x8·_\x8J_\x8o_\x8h_\x8n_\x8s_\x8o_\x8n_\x8-_\x8L_\x8i_\x8n_\x8d_\x8e_\x8n_\x8s_\x8t_\x8r_\x8a_\x8u_\x8s_\x8s_\x8·_\x8b_\x8o_\x8u_\x8n_\x8d_\x8·_\x8f_\x8o_\x8r_\x8·_\x8e_\x8m_\x8b_\x8e_\x8d_\x8d_\x8i_\x8n_\x8g_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8·_\x8p_\x8r_\x8o_\x8j_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8s |
| 87 | The·Johnson-Lindenstrauss·bound·for·embedding·with·random·projections | 87 | The·Johnson-Lindenstrauss·bound·for·embedding·with·random·projections |
| 88 | ©·2007·-·202 | 88 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 513 | <div·class="clearer"></div></section> | 513 | <div·class="clearer"></div></section> |
| 514 | ······</div> | 514 | ······</div> |
| 515 | ····<div·class="container"> | 515 | ····<div·class="container"> |
| 516 | ······<footer·class="sk-content-footer"> | 516 | ······<footer·class="sk-content-footer"> |
| 517 | ············©·2007·-·202 | 517 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 518 | ··········<a·href="../../_sources/modules/generated/sklearn.semi_supervised.LabelPropagation.rst.txt"·rel="nofollow">Show·this·page·source</a> | 518 | ··········<a·href="../../_sources/modules/generated/sklearn.semi_supervised.LabelPropagation.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 519 | ······</footer> | 519 | ······</footer> |
| 520 | ····</div> | 520 | ····</div> |
| 521 | ··</div> | 521 | ··</div> |
| 522 | </div> | 522 | </div> |
| 523 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 523 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 216 | ··············Parameters: | 216 | ··············Parameters: |
| 217 | ····················s\x8sa\x8am\x8mp\x8pl\x8le\x8e_\x8_w\x8we\x8ei\x8ig\x8gh\x8ht\x8tstr,·True,·False,·or·None, | 217 | ····················s\x8sa\x8am\x8mp\x8pl\x8le\x8e_\x8_w\x8we\x8ei\x8ig\x8gh\x8ht\x8tstr,·True,·False,·or·None, |
| 218 | ····················default=sklearn.utils.metadata_routing.UNCHANGED | 218 | ····················default=sklearn.utils.metadata_routing.UNCHANGED |
| 219 | ························Metadata·routing·for·sample_weight·parameter·in·score. | 219 | ························Metadata·routing·for·sample_weight·parameter·in·score. |
| 220 | ··············Returns: | 220 | ··············Returns: |
| 221 | ····················s\x8se\x8el\x8lf\x8fobject | 221 | ····················s\x8se\x8el\x8lf\x8fobject |
| 222 | ························The·updated·object. | 222 | ························The·updated·object. |
| 223 | ©·2007·-·202 | 223 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 548 | ······</div> | 548 | ······</div> |
| 549 | ····<div·class="container"> | 549 | ····<div·class="container"> |
| 550 | ······<footer·class="sk-content-footer"> | 550 | ······<footer·class="sk-content-footer"> |
| 551 | ············©·2007·-·202 | 551 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 552 | ··········<a·href="../../_sources/modules/generated/sklearn.semi_supervised.LabelSpreading.rst.txt"·rel="nofollow">Show·this·page·source</a> | 552 | ··········<a·href="../../_sources/modules/generated/sklearn.semi_supervised.LabelSpreading.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 553 | ······</footer> | 553 | ······</footer> |
| 554 | ····</div> | 554 | ····</div> |
| 555 | ··</div> | 555 | ··</div> |
| 556 | </div> | 556 | </div> |
| 557 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 557 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 240 | Label·Propagation·digits·active·learning | 240 | Label·Propagation·digits·active·learning |
| 241 | _\x8L_\x8a_\x8b_\x8e_\x8l_\x8·_\x8P_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8:_\x8·_\x8D_\x8e_\x8m_\x8o_\x8n_\x8s_\x8t_\x8r_\x8a_\x8t_\x8i_\x8n_\x8g_\x8·_\x8p_\x8e_\x8r_\x8f_\x8o_\x8r_\x8m_\x8a_\x8n_\x8c_\x8e | 241 | _\x8L_\x8a_\x8b_\x8e_\x8l_\x8·_\x8P_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8:_\x8·_\x8D_\x8e_\x8m_\x8o_\x8n_\x8s_\x8t_\x8r_\x8a_\x8t_\x8i_\x8n_\x8g_\x8·_\x8p_\x8e_\x8r_\x8f_\x8o_\x8r_\x8m_\x8a_\x8n_\x8c_\x8e |
| 242 | Label·Propagation·digits:·Demonstrating·performance | 242 | Label·Propagation·digits:·Demonstrating·performance |
| 243 | _\x8L_\x8a_\x8b_\x8e_\x8l_\x8·_\x8P_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8a_\x8·_\x8c_\x8o_\x8m_\x8p_\x8l_\x8e_\x8x_\x8·_\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8u_\x8r_\x8e | 243 | _\x8L_\x8a_\x8b_\x8e_\x8l_\x8·_\x8P_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8a_\x8·_\x8c_\x8o_\x8m_\x8p_\x8l_\x8e_\x8x_\x8·_\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8u_\x8r_\x8e |
| 244 | Label·Propagation·learning·a·complex·structure | 244 | Label·Propagation·learning·a·complex·structure |
| 245 | _\x8S_\x8e_\x8m_\x8i_\x8-_\x8s_\x8u_\x8p_\x8e_\x8r_\x8v_\x8i_\x8s_\x8e_\x8d_\x8·_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8a_\x8·_\x8T_\x8e_\x8x_\x8t_\x8·_\x8D_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t | 245 | _\x8S_\x8e_\x8m_\x8i_\x8-_\x8s_\x8u_\x8p_\x8e_\x8r_\x8v_\x8i_\x8s_\x8e_\x8d_\x8·_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8a_\x8·_\x8T_\x8e_\x8x_\x8t_\x8·_\x8D_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t |
| 246 | Semi-supervised·Classification·on·a·Text·Dataset | 246 | Semi-supervised·Classification·on·a·Text·Dataset |
| 247 | ©·2007·-·202 | 247 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 544 | ····<div·class="container"> | 544 | ····<div·class="container"> |
| 545 | ······<footer·class="sk-content-footer"> | 545 | ······<footer·class="sk-content-footer"> |
| 546 | ············©·2007·-·202 | 546 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 547 | ··········<a·href="../../_sources/modules/generated/sklearn.semi_supervised.SelfTrainingClassifier.rst.txt"·rel="nofollow">Show·this·page·source</a> | 547 | ··········<a·href="../../_sources/modules/generated/sklearn.semi_supervised.SelfTrainingClassifier.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 549 | ····</div> | 549 | ····</div> |
| 550 | ··</div> | 550 | ··</div> |
| 551 | </div> | 551 | </div> |
| 552 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 552 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 233 | Release·Highlights·for·scikit-learn·0.24 | 233 | Release·Highlights·for·scikit-learn·0.24 |
| 234 | _\x8D_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8·_\x8b_\x8o_\x8u_\x8n_\x8d_\x8a_\x8r_\x8y_\x8·_\x8o_\x8f_\x8·_\x8s_\x8e_\x8m_\x8i_\x8-_\x8s_\x8u_\x8p_\x8e_\x8r_\x8v_\x8i_\x8s_\x8e_\x8d_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r_\x8s_\x8·_\x8v_\x8e_\x8r_\x8s_\x8u_\x8s_\x8·_\x8S_\x8V_\x8M_\x8·_\x8o_\x8n_\x8·_\x8t_\x8h_\x8e_\x8·_\x8I_\x8r_\x8i_\x8s_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t | 234 | _\x8D_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8·_\x8b_\x8o_\x8u_\x8n_\x8d_\x8a_\x8r_\x8y_\x8·_\x8o_\x8f_\x8·_\x8s_\x8e_\x8m_\x8i_\x8-_\x8s_\x8u_\x8p_\x8e_\x8r_\x8v_\x8i_\x8s_\x8e_\x8d_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r_\x8s_\x8·_\x8v_\x8e_\x8r_\x8s_\x8u_\x8s_\x8·_\x8S_\x8V_\x8M_\x8·_\x8o_\x8n_\x8·_\x8t_\x8h_\x8e_\x8·_\x8I_\x8r_\x8i_\x8s_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t |
| 235 | Decision·boundary·of·semi-supervised·classifiers·versus·SVM·on·the·Iris·dataset | 235 | Decision·boundary·of·semi-supervised·classifiers·versus·SVM·on·the·Iris·dataset |
| 236 | _\x8E_\x8f_\x8f_\x8e_\x8c_\x8t_\x8·_\x8o_\x8f_\x8·_\x8v_\x8a_\x8r_\x8y_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8r_\x8e_\x8s_\x8h_\x8o_\x8l_\x8d_\x8·_\x8f_\x8o_\x8r_\x8·_\x8s_\x8e_\x8l_\x8f_\x8-_\x8t_\x8r_\x8a_\x8i_\x8n_\x8i_\x8n_\x8g | 236 | _\x8E_\x8f_\x8f_\x8e_\x8c_\x8t_\x8·_\x8o_\x8f_\x8·_\x8v_\x8a_\x8r_\x8y_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8r_\x8e_\x8s_\x8h_\x8o_\x8l_\x8d_\x8·_\x8f_\x8o_\x8r_\x8·_\x8s_\x8e_\x8l_\x8f_\x8-_\x8t_\x8r_\x8a_\x8i_\x8n_\x8i_\x8n_\x8g |
| 237 | Effect·of·varying·threshold·for·self-training | 237 | Effect·of·varying·threshold·for·self-training |
| 238 | _\x8S_\x8e_\x8m_\x8i_\x8-_\x8s_\x8u_\x8p_\x8e_\x8r_\x8v_\x8i_\x8s_\x8e_\x8d_\x8·_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8a_\x8·_\x8T_\x8e_\x8x_\x8t_\x8·_\x8D_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t | 238 | _\x8S_\x8e_\x8m_\x8i_\x8-_\x8s_\x8u_\x8p_\x8e_\x8r_\x8v_\x8i_\x8s_\x8e_\x8d_\x8·_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8a_\x8·_\x8T_\x8e_\x8x_\x8t_\x8·_\x8D_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t |
| 239 | Semi-supervised·Classification·on·a·Text·Dataset | 239 | Semi-supervised·Classification·on·a·Text·Dataset |
| 240 | ©·2007·-·202 | 240 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 342 | ······</div> | 342 | ······</div> |
| 343 | ····<div·class="container"> | 343 | ····<div·class="container"> |
| 344 | ······<footer·class="sk-content-footer"> | 344 | ······<footer·class="sk-content-footer"> |
| 345 | ············©·2007·-·202 | 345 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 346 | ··········<a·href="../../_sources/modules/generated/sklearn.set_config.rst.txt"·rel="nofollow">Show·this·page·source</a> | 346 | ··········<a·href="../../_sources/modules/generated/sklearn.set_config.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 349 | ··</div> | 349 | ··</div> |
| 350 | </div> | 350 | </div> |
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| 130 | Displaying·Pipelines | 130 | Displaying·Pipelines |
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| 132 | Introducing·the·set_output·API | 132 | Introducing·the·set_output·API |
| 133 | _\x8M_\x8e_\x8t_\x8a_\x8d_\x8a_\x8t_\x8a_\x8·_\x8R_\x8o_\x8u_\x8t_\x8i_\x8n_\x8g | 133 | _\x8M_\x8e_\x8t_\x8a_\x8d_\x8a_\x8t_\x8a_\x8·_\x8R_\x8o_\x8u_\x8t_\x8i_\x8n_\x8g |
| 134 | Metadata·Routing | 134 | Metadata·Routing |
| 135 | _\x8T_\x8a_\x8r_\x8g_\x8e_\x8t_\x8·_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8’_\x8s_\x8·_\x8I_\x8n_\x8t_\x8e_\x8r_\x8n_\x8a_\x8l_\x8·_\x8C_\x8r_\x8o_\x8s_\x8s_\x8·_\x8f_\x8i_\x8t_\x8t_\x8i_\x8n_\x8g | 135 | _\x8T_\x8a_\x8r_\x8g_\x8e_\x8t_\x8·_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r_\x8’_\x8s_\x8·_\x8I_\x8n_\x8t_\x8e_\x8r_\x8n_\x8a_\x8l_\x8·_\x8C_\x8r_\x8o_\x8s_\x8s_\x8·_\x8f_\x8i_\x8t_\x8t_\x8i_\x8n_\x8g |
| 136 | Target·Encoder's·Internal·Cross·fitting | 136 | Target·Encoder's·Internal·Cross·fitting |
| 137 | ©·2007·-·202 | 137 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 207 | ····<div·class="container"> | 207 | ····<div·class="container"> |
| 208 | ······<footer·class="sk-content-footer"> | 208 | ······<footer·class="sk-content-footer"> |
| 209 | ············©·2007·-·202 | 209 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 210 | ··········<a·href="../../_sources/modules/generated/sklearn.show_versions.rst.txt"·rel="nofollow">Show·this·page·source</a> | 210 | ··········<a·href="../../_sources/modules/generated/sklearn.show_versions.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 211 | ······</footer> | 211 | ······</footer> |
| 212 | ····</div> | 212 | ····</div> |
| 213 | ··</div> | 213 | ··</div> |
| 214 | </div> | 214 | </div> |
| 215 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 215 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 32 | *\x8**\x8**\x8**\x8**\x8**\x8*·_\x8s\x8s_\x8k\x8k_\x8l\x8l_\x8e\x8e_\x8a\x8a_\x8r\x8r_\x8n\x8n.\x8.s\x8sh\x8ho\x8ow\x8w_\x8_v\x8ve\x8er\x8rs\x8si\x8io\x8on\x8ns\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8**\x8* | 32 | *\x8**\x8**\x8**\x8**\x8**\x8*·_\x8s\x8s_\x8k\x8k_\x8l\x8l_\x8e\x8e_\x8a\x8a_\x8r\x8r_\x8n\x8n.\x8.s\x8sh\x8ho\x8ow\x8w_\x8_v\x8ve\x8er\x8rs\x8si\x8io\x8on\x8ns\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8**\x8* |
| 33 | ··sklearn.show_versions()_\x8[_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8]_\x8¶ | 33 | ··sklearn.show_versions()_\x8[_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8]_\x8¶ |
| 34 | ······Print·useful·debugging·information” | 34 | ······Print·useful·debugging·information” |
| 35 | ······Added·in·version·0.20. | 35 | ······Added·in·version·0.20. |
| 36 | ······Examples | 36 | ······Examples |
| 37 | ······>>>·from·sklearn·import·show_versions | 37 | ······>>>·from·sklearn·import·show_versions |
| 38 | ······>>>·show_versions() | 38 | ······>>>·show_versions() |
| 39 | ©·2007·-·202 | 39 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 760 | </div></div><div·class="clearer"></div></section> | 760 | </div></div><div·class="clearer"></div></section> |
| 761 | </section> | 761 | </section> |
| 762 | ······</div> | 762 | ······</div> |
| 763 | ····<div·class="container"> | 763 | ····<div·class="container"> |
| 764 | ······<footer·class="sk-content-footer"> | 764 | ······<footer·class="sk-content-footer"> |
| 765 | ············©·2007·-·202 | 765 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 766 | ··········<a·href="../../_sources/modules/generated/sklearn.svm.LinearSVC.rst.txt"·rel="nofollow">Show·this·page·source</a> | 766 | ··········<a·href="../../_sources/modules/generated/sklearn.svm.LinearSVC.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 767 | ······</footer> | 767 | ······</footer> |
| 768 | ····</div> | 768 | ····</div> |
| 769 | ··</div> | 769 | ··</div> |
| 770 | </div> | 770 | </div> |
| 771 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 771 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 421 | Plot·different·SVM·classifiers·in·the·iris·dataset | 421 | Plot·different·SVM·classifiers·in·the·iris·dataset |
| 422 | _\x8P_\x8l_\x8o_\x8t_\x8·_\x8t_\x8h_\x8e_\x8·_\x8s_\x8u_\x8p_\x8p_\x8o_\x8r_\x8t_\x8·_\x8v_\x8e_\x8c_\x8t_\x8o_\x8r_\x8s_\x8·_\x8i_\x8n_\x8·_\x8L_\x8i_\x8n_\x8e_\x8a_\x8r_\x8S_\x8V_\x8C | 422 | _\x8P_\x8l_\x8o_\x8t_\x8·_\x8t_\x8h_\x8e_\x8·_\x8s_\x8u_\x8p_\x8p_\x8o_\x8r_\x8t_\x8·_\x8v_\x8e_\x8c_\x8t_\x8o_\x8r_\x8s_\x8·_\x8i_\x8n_\x8·_\x8L_\x8i_\x8n_\x8e_\x8a_\x8r_\x8S_\x8V_\x8C |
| 423 | Plot·the·support·vectors·in·LinearSVC | 423 | Plot·the·support·vectors·in·LinearSVC |
| 424 | _\x8S_\x8c_\x8a_\x8l_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8r_\x8e_\x8g_\x8u_\x8l_\x8a_\x8r_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8p_\x8a_\x8r_\x8a_\x8m_\x8e_\x8t_\x8e_\x8r_\x8·_\x8f_\x8o_\x8r_\x8·_\x8S_\x8V_\x8C_\x8s | 424 | _\x8S_\x8c_\x8a_\x8l_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8r_\x8e_\x8g_\x8u_\x8l_\x8a_\x8r_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8p_\x8a_\x8r_\x8a_\x8m_\x8e_\x8t_\x8e_\x8r_\x8·_\x8f_\x8o_\x8r_\x8·_\x8S_\x8V_\x8C_\x8s |
| 425 | Scaling·the·regularization·parameter·for·SVCs | 425 | Scaling·the·regularization·parameter·for·SVCs |
| 426 | _\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s | 426 | _\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s |
| 427 | Classification·of·text·documents·using·sparse·features | 427 | Classification·of·text·documents·using·sparse·features |
| 428 | ©·2007·-·202 | 428 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 604 | <div·class="clearer"></div></section> | 604 | <div·class="clearer"></div></section> |
| 605 | ······</div> | 605 | ······</div> |
| 606 | ····<div·class="container"> | 606 | ····<div·class="container"> |
| 607 | ······<footer·class="sk-content-footer"> | 607 | ······<footer·class="sk-content-footer"> |
| 608 | ············©·2007·-·202 | 608 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 609 | ··········<a·href="../../_sources/modules/generated/sklearn.svm.LinearSVR.rst.txt"·rel="nofollow">Show·this·page·source</a> | 609 | ··········<a·href="../../_sources/modules/generated/sklearn.svm.LinearSVR.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 610 | ······</footer> | 610 | ······</footer> |
| 611 | ····</div> | 611 | ····</div> |
| 612 | ··</div> | 612 | ··</div> |
| 613 | </div> | 613 | </div> |
| 614 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 614 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 310 | ··············Parameters: | 310 | ··············Parameters: |
| 311 | ····················s\x8sa\x8am\x8mp\x8pl\x8le\x8e_\x8_w\x8we\x8ei\x8ig\x8gh\x8ht\x8tstr,·True,·False,·or·None, | 311 | ····················s\x8sa\x8am\x8mp\x8pl\x8le\x8e_\x8_w\x8we\x8ei\x8ig\x8gh\x8ht\x8tstr,·True,·False,·or·None, |
| 312 | ····················default=sklearn.utils.metadata_routing.UNCHANGED | 312 | ····················default=sklearn.utils.metadata_routing.UNCHANGED |
| 313 | ························Metadata·routing·for·sample_weight·parameter·in·score. | 313 | ························Metadata·routing·for·sample_weight·parameter·in·score. |
| 314 | ··············Returns: | 314 | ··············Returns: |
| 315 | ····················s\x8se\x8el\x8lf\x8fobject | 315 | ····················s\x8se\x8el\x8lf\x8fobject |
| 316 | ························The·updated·object. | 316 | ························The·updated·object. |
| 317 | ©·2007·-·202 | 317 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 806 | </div></div><div·class="clearer"></div></section> | 806 | </div></div><div·class="clearer"></div></section> |
| 807 | </section> | 807 | </section> |
| 808 | ······</div> | 808 | ······</div> |
| 809 | ····<div·class="container"> | 809 | ····<div·class="container"> |
| 810 | ······<footer·class="sk-content-footer"> | 810 | ······<footer·class="sk-content-footer"> |
| 811 | ············©·2007·-·202 | 811 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 812 | ··········<a·href="../../_sources/modules/generated/sklearn.svm.NuSVC.rst.txt"·rel="nofollow">Show·this·page·source</a> | 812 | ··········<a·href="../../_sources/modules/generated/sklearn.svm.NuSVC.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 813 | ······</footer> | 813 | ······</footer> |
| 814 | ····</div> | 814 | ····</div> |
| 815 | ··</div> | 815 | ··</div> |
| 816 | </div> | 816 | </div> |
| 817 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 817 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 428 | ························Metadata·routing·for·sample_weight·parameter·in·score. | 428 | ························Metadata·routing·for·sample_weight·parameter·in·score. |
| 429 | ··············Returns: | 429 | ··············Returns: |
| 430 | ····················s\x8se\x8el\x8lf\x8fobject | 430 | ····················s\x8se\x8el\x8lf\x8fobject |
| 431 | ························The·updated·object. | 431 | ························The·updated·object. |
| 432 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.s\x8sv\x8vm\x8m.\x8.N\x8Nu\x8uS\x8SV\x8VC\x8C_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 432 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.s\x8sv\x8vm\x8m.\x8.N\x8Nu\x8uS\x8SV\x8VC\x8C_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 433 | _\x8N_\x8o_\x8n_\x8-_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8S_\x8V_\x8M | 433 | _\x8N_\x8o_\x8n_\x8-_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8S_\x8V_\x8M |
| 434 | Non-linear·SVM | 434 | Non-linear·SVM |
| 435 | ©·2007·-·202 | 435 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 636 | </section> | 636 | </section> |
| 637 | ······</div> | 637 | ······</div> |
| 638 | ····<div·class="container"> | 638 | ····<div·class="container"> |
| 639 | ······<footer·class="sk-content-footer"> | 639 | ······<footer·class="sk-content-footer"> |
| 640 | ············©·2007·-·202 | 640 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 641 | ··········<a·href="../../_sources/modules/generated/sklearn.svm.NuSVR.rst.txt"·rel="nofollow">Show·this·page·source</a> | 641 | ··········<a·href="../../_sources/modules/generated/sklearn.svm.NuSVR.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 642 | ······</footer> | 642 | ······</footer> |
| 643 | ····</div> | 643 | ····</div> |
| 644 | ··</div> | 644 | ··</div> |
| 645 | </div> | 645 | </div> |
| 646 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 646 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 310 | ························Metadata·routing·for·sample_weight·parameter·in·score. | 310 | ························Metadata·routing·for·sample_weight·parameter·in·score. |
| 311 | ··············Returns: | 311 | ··············Returns: |
| 312 | ····················s\x8se\x8el\x8lf\x8fobject | 312 | ····················s\x8se\x8el\x8lf\x8fobject |
| 313 | ························The·updated·object. | 313 | ························The·updated·object. |
| 314 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.s\x8sv\x8vm\x8m.\x8.N\x8Nu\x8uS\x8SV\x8VR\x8R_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 314 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.s\x8sv\x8vm\x8m.\x8.N\x8Nu\x8uS\x8SV\x8VR\x8R_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 315 | _\x8M_\x8o_\x8d_\x8e_\x8l_\x8·_\x8C_\x8o_\x8m_\x8p_\x8l_\x8e_\x8x_\x8i_\x8t_\x8y_\x8·_\x8I_\x8n_\x8f_\x8l_\x8u_\x8e_\x8n_\x8c_\x8e | 315 | _\x8M_\x8o_\x8d_\x8e_\x8l_\x8·_\x8C_\x8o_\x8m_\x8p_\x8l_\x8e_\x8x_\x8i_\x8t_\x8y_\x8·_\x8I_\x8n_\x8f_\x8l_\x8u_\x8e_\x8n_\x8c_\x8e |
| 316 | Model·Complexity·Influence | 316 | Model·Complexity·Influence |
| 317 | ©·2007·-·202 | 317 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 622 | </div></div><div·class="clearer"></div></section> | 622 | </div></div><div·class="clearer"></div></section> |
| 623 | </section> | 623 | </section> |
| 624 | ······</div> | 624 | ······</div> |
| 625 | ····<div·class="container"> | 625 | ····<div·class="container"> |
| 626 | ······<footer·class="sk-content-footer"> | 626 | ······<footer·class="sk-content-footer"> |
| 627 | ············©·2007·-·202 | 627 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 628 | ··········<a·href="../../_sources/modules/generated/sklearn.svm.OneClassSVM.rst.txt"·rel="nofollow">Show·this·page·source</a> | 628 | ··········<a·href="../../_sources/modules/generated/sklearn.svm.OneClassSVM.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 629 | ······</footer> | 629 | ······</footer> |
| 630 | ····</div> | 630 | ····</div> |
| 631 | ··</div> | 631 | ··</div> |
| 632 | </div> | 632 | </div> |
| 633 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 633 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 285 | Species·distribution·modeling | 285 | Species·distribution·modeling |
| 286 | _\x8O_\x8n_\x8e_\x8-_\x8C_\x8l_\x8a_\x8s_\x8s_\x8·_\x8S_\x8V_\x8M_\x8·_\x8v_\x8e_\x8r_\x8s_\x8u_\x8s_\x8·_\x8O_\x8n_\x8e_\x8-_\x8C_\x8l_\x8a_\x8s_\x8s_\x8·_\x8S_\x8V_\x8M_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8S_\x8t_\x8o_\x8c_\x8h_\x8a_\x8s_\x8t_\x8i_\x8c_\x8·_\x8G_\x8r_\x8a_\x8d_\x8i_\x8e_\x8n_\x8t_\x8·_\x8D_\x8e_\x8s_\x8c_\x8e_\x8n_\x8t | 286 | _\x8O_\x8n_\x8e_\x8-_\x8C_\x8l_\x8a_\x8s_\x8s_\x8·_\x8S_\x8V_\x8M_\x8·_\x8v_\x8e_\x8r_\x8s_\x8u_\x8s_\x8·_\x8O_\x8n_\x8e_\x8-_\x8C_\x8l_\x8a_\x8s_\x8s_\x8·_\x8S_\x8V_\x8M_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8S_\x8t_\x8o_\x8c_\x8h_\x8a_\x8s_\x8t_\x8i_\x8c_\x8·_\x8G_\x8r_\x8a_\x8d_\x8i_\x8e_\x8n_\x8t_\x8·_\x8D_\x8e_\x8s_\x8c_\x8e_\x8n_\x8t |
| 287 | One-Class·SVM·versus·One-Class·SVM·using·Stochastic·Gradient·Descent | 287 | One-Class·SVM·versus·One-Class·SVM·using·Stochastic·Gradient·Descent |
| 288 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8n_\x8o_\x8m_\x8a_\x8l_\x8y_\x8·_\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8·_\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8t_\x8o_\x8y_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8s | 288 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8n_\x8g_\x8·_\x8a_\x8n_\x8o_\x8m_\x8a_\x8l_\x8y_\x8·_\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8·_\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8t_\x8o_\x8y_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8s |
| 289 | Comparing·anomaly·detection·algorithms·for·outlier·detection·on·toy·datasets | 289 | Comparing·anomaly·detection·algorithms·for·outlier·detection·on·toy·datasets |
| 290 | _\x8O_\x8n_\x8e_\x8-_\x8c_\x8l_\x8a_\x8s_\x8s_\x8·_\x8S_\x8V_\x8M_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8n_\x8o_\x8n_\x8-_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8·_\x8(_\x8R_\x8B_\x8F_\x8) | 290 | _\x8O_\x8n_\x8e_\x8-_\x8c_\x8l_\x8a_\x8s_\x8s_\x8·_\x8S_\x8V_\x8M_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8n_\x8o_\x8n_\x8-_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8·_\x8(_\x8R_\x8B_\x8F_\x8) |
| 291 | One-class·SVM·with·non-linear·kernel·(RBF) | 291 | One-class·SVM·with·non-linear·kernel·(RBF) |
| 292 | ©·2007·-·202 | 292 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 933 | </div></div><div·class="clearer"></div></section> | 933 | </div></div><div·class="clearer"></div></section> |
| 934 | </section> | 934 | </section> |
| 935 | ······</div> | 935 | ······</div> |
| 936 | ····<div·class="container"> | 936 | ····<div·class="container"> |
| 937 | ······<footer·class="sk-content-footer"> | 937 | ······<footer·class="sk-content-footer"> |
| 938 | ············©·2007·-·202 | 938 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 939 | ··········<a·href="../../_sources/modules/generated/sklearn.svm.SVC.rst.txt"·rel="nofollow">Show·this·page·source</a> | 939 | ··········<a·href="../../_sources/modules/generated/sklearn.svm.SVC.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 940 | ······</footer> | 940 | ······</footer> |
| 941 | ····</div> | 941 | ····</div> |
| 942 | ··</div> | 942 | ··</div> |
| 943 | </div> | 943 | </div> |
| 944 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 944 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 514 | SVM:·Maximum·margin·separating·hyperplane | 514 | SVM:·Maximum·margin·separating·hyperplane |
| 515 | _\x8S_\x8V_\x8M_\x8:_\x8·_\x8S_\x8e_\x8p_\x8a_\x8r_\x8a_\x8t_\x8i_\x8n_\x8g_\x8·_\x8h_\x8y_\x8p_\x8e_\x8r_\x8p_\x8l_\x8a_\x8n_\x8e_\x8·_\x8f_\x8o_\x8r_\x8·_\x8u_\x8n_\x8b_\x8a_\x8l_\x8a_\x8n_\x8c_\x8e_\x8d_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8e_\x8s | 515 | _\x8S_\x8V_\x8M_\x8:_\x8·_\x8S_\x8e_\x8p_\x8a_\x8r_\x8a_\x8t_\x8i_\x8n_\x8g_\x8·_\x8h_\x8y_\x8p_\x8e_\x8r_\x8p_\x8l_\x8a_\x8n_\x8e_\x8·_\x8f_\x8o_\x8r_\x8·_\x8u_\x8n_\x8b_\x8a_\x8l_\x8a_\x8n_\x8c_\x8e_\x8d_\x8·_\x8c_\x8l_\x8a_\x8s_\x8s_\x8e_\x8s |
| 516 | SVM:·Separating·hyperplane·for·unbalanced·classes | 516 | SVM:·Separating·hyperplane·for·unbalanced·classes |
| 517 | _\x8S_\x8V_\x8M_\x8:_\x8·_\x8W_\x8e_\x8i_\x8g_\x8h_\x8t_\x8e_\x8d_\x8·_\x8s_\x8a_\x8m_\x8p_\x8l_\x8e_\x8s | 517 | _\x8S_\x8V_\x8M_\x8:_\x8·_\x8W_\x8e_\x8i_\x8g_\x8h_\x8t_\x8e_\x8d_\x8·_\x8s_\x8a_\x8m_\x8p_\x8l_\x8e_\x8s |
| 518 | SVM:·Weighted·samples | 518 | SVM:·Weighted·samples |
| 519 | _\x8S_\x8V_\x8M_\x8·_\x8E_\x8x_\x8e_\x8r_\x8c_\x8i_\x8s_\x8e | 519 | _\x8S_\x8V_\x8M_\x8·_\x8E_\x8x_\x8e_\x8r_\x8c_\x8i_\x8s_\x8e |
| 520 | SVM·Exercise | 520 | SVM·Exercise |
| 521 | ©·2007·-·202 | 521 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 648 | </div></div><div·class="clearer"></div></section> | 648 | </div></div><div·class="clearer"></div></section> |
| 649 | </section> | 649 | </section> |
| 650 | ······</div> | 650 | ······</div> |
| 651 | ····<div·class="container"> | 651 | ····<div·class="container"> |
| 652 | ······<footer·class="sk-content-footer"> | 652 | ······<footer·class="sk-content-footer"> |
| 653 | ············©·2007·-·202 | 653 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 654 | ··········<a·href="../../_sources/modules/generated/sklearn.svm.SVR.rst.txt"·rel="nofollow">Show·this·page·source</a> | 654 | ··········<a·href="../../_sources/modules/generated/sklearn.svm.SVR.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 655 | ······</footer> | 655 | ······</footer> |
| 656 | ····</div> | 656 | ····</div> |
| 657 | ··</div> | 657 | ··</div> |
| 658 | </div> | 658 | </div> |
| 659 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 659 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 319 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.s\x8sv\x8vm\x8m.\x8.S\x8SV\x8VR\x8R_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 319 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.s\x8sv\x8vm\x8m.\x8.S\x8SV\x8VR\x8R_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 320 | _\x8P_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8L_\x8a_\x8t_\x8e_\x8n_\x8c_\x8y | 320 | _\x8P_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8L_\x8a_\x8t_\x8e_\x8n_\x8c_\x8y |
| 321 | Prediction·Latency | 321 | Prediction·Latency |
| 322 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8·_\x8r_\x8i_\x8d_\x8g_\x8e_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8a_\x8n_\x8d_\x8·_\x8S_\x8V_\x8R | 322 | _\x8C_\x8o_\x8m_\x8p_\x8a_\x8r_\x8i_\x8s_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8·_\x8r_\x8i_\x8d_\x8g_\x8e_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8a_\x8n_\x8d_\x8·_\x8S_\x8V_\x8R |
| 323 | Comparison·of·kernel·ridge·regression·and·SVR | 323 | Comparison·of·kernel·ridge·regression·and·SVR |
| 324 | _\x8S_\x8u_\x8p_\x8p_\x8o_\x8r_\x8t_\x8·_\x8V_\x8e_\x8c_\x8t_\x8o_\x8r_\x8·_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8(_\x8S_\x8V_\x8R_\x8)_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8a_\x8n_\x8d_\x8·_\x8n_\x8o_\x8n_\x8-_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8s | 324 | _\x8S_\x8u_\x8p_\x8p_\x8o_\x8r_\x8t_\x8·_\x8V_\x8e_\x8c_\x8t_\x8o_\x8r_\x8·_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8(_\x8S_\x8V_\x8R_\x8)_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8a_\x8n_\x8d_\x8·_\x8n_\x8o_\x8n_\x8-_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8s |
| 325 | Support·Vector·Regression·(SVR)·using·linear·and·non-linear·kernels | 325 | Support·Vector·Regression·(SVR)·using·linear·and·non-linear·kernels |
| 326 | ©·2007·-·202 | 326 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 249 | </div></div><div·class="clearer"></div></section> | 249 | </div></div><div·class="clearer"></div></section> |
| 250 | </section> | 250 | </section> |
| 251 | ······</div> | 251 | ······</div> |
| 252 | ····<div·class="container"> | 252 | ····<div·class="container"> |
| 253 | ······<footer·class="sk-content-footer"> | 253 | ······<footer·class="sk-content-footer"> |
| 254 | ············©·2007·-·202 | 254 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 255 | ··········<a·href="../../_sources/modules/generated/sklearn.svm.l1_min_c.rst.txt"·rel="nofollow">Show·this·page·source</a> | 255 | ··········<a·href="../../_sources/modules/generated/sklearn.svm.l1_min_c.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 256 | ······</footer> | 256 | ······</footer> |
| 257 | ····</div> | 257 | ····</div> |
| 258 | ··</div> | 258 | ··</div> |
| 259 | </div> | 259 | </div> |
| 260 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 260 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 67 | ······random_state=42) | 67 | ······random_state=42) |
| 68 | ······>>>·print(f"{l1_min_c(X,·y,·loss='squared_hinge', | 68 | ······>>>·print(f"{l1_min_c(X,·y,·loss='squared_hinge', |
| 69 | ······fit_intercept=True):.4f}") | 69 | ······fit_intercept=True):.4f}") |
| 70 | ······0.0044 | 70 | ······0.0044 |
| 71 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.s\x8sv\x8vm\x8m.\x8.l\x8l1\x81_\x8_m\x8mi\x8in\x8n_\x8_c\x8c_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 71 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.s\x8sv\x8vm\x8m.\x8.l\x8l1\x81_\x8_m\x8mi\x8in\x8n_\x8_c\x8c_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 72 | _\x8R_\x8e_\x8g_\x8u_\x8l_\x8a_\x8r_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8p_\x8a_\x8t_\x8h_\x8·_\x8o_\x8f_\x8·_\x8L_\x81_\x8-_\x8·_\x8L_\x8o_\x8g_\x8i_\x8s_\x8t_\x8i_\x8c_\x8·_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n | 72 | _\x8R_\x8e_\x8g_\x8u_\x8l_\x8a_\x8r_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8p_\x8a_\x8t_\x8h_\x8·_\x8o_\x8f_\x8·_\x8L_\x81_\x8-_\x8·_\x8L_\x8o_\x8g_\x8i_\x8s_\x8t_\x8i_\x8c_\x8·_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n |
| 73 | Regularization·path·of·L1-·Logistic·Regression | 73 | Regularization·path·of·L1-·Logistic·Regression |
| 74 | ©·2007·-·202 | 74 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 1065 | </div></div><div·class="clearer"></div></section> | 1065 | </div></div><div·class="clearer"></div></section> |
| 1066 | </section> | 1066 | </section> |
| 1067 | ······</div> | 1067 | ······</div> |
| 1068 | ····<div·class="container"> | 1068 | ····<div·class="container"> |
| 1069 | ······<footer·class="sk-content-footer"> | 1069 | ······<footer·class="sk-content-footer"> |
| 1070 | ············©·2007·-·202 | 1070 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 1071 | ··········<a·href="../../_sources/modules/generated/sklearn.tree.DecisionTreeClassifier.rst.txt"·rel="nofollow">Show·this·page·source</a> | 1071 | ··········<a·href="../../_sources/modules/generated/sklearn.tree.DecisionTreeClassifier.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 1072 | ······</footer> | 1072 | ······</footer> |
| 1073 | ····</div> | 1073 | ····</div> |
| 1074 | ··</div> | 1074 | ··</div> |
| 1075 | </div> | 1075 | </div> |
| 1076 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 1076 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 625 | Plot·the·decision·surfaces·of·ensembles·of·trees·on·the·iris·dataset | 625 | Plot·the·decision·surfaces·of·ensembles·of·trees·on·the·iris·dataset |
| 626 | _\x8T_\x8w_\x8o_\x8-_\x8c_\x8l_\x8a_\x8s_\x8s_\x8·_\x8A_\x8d_\x8a_\x8B_\x8o_\x8o_\x8s_\x8t | 626 | _\x8T_\x8w_\x8o_\x8-_\x8c_\x8l_\x8a_\x8s_\x8s_\x8·_\x8A_\x8d_\x8a_\x8B_\x8o_\x8o_\x8s_\x8t |
| 627 | Two-class·AdaBoost | 627 | Two-class·AdaBoost |
| 628 | _\x8D_\x8e_\x8m_\x8o_\x8n_\x8s_\x8t_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8m_\x8u_\x8l_\x8t_\x8i_\x8-_\x8m_\x8e_\x8t_\x8r_\x8i_\x8c_\x8·_\x8e_\x8v_\x8a_\x8l_\x8u_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8c_\x8r_\x8o_\x8s_\x8s_\x8__\x8v_\x8a_\x8l_\x8__\x8s_\x8c_\x8o_\x8r_\x8e_\x8·_\x8a_\x8n_\x8d_\x8·_\x8G_\x8r_\x8i_\x8d_\x8S_\x8e_\x8a_\x8r_\x8c_\x8h_\x8C_\x8V | 628 | _\x8D_\x8e_\x8m_\x8o_\x8n_\x8s_\x8t_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8m_\x8u_\x8l_\x8t_\x8i_\x8-_\x8m_\x8e_\x8t_\x8r_\x8i_\x8c_\x8·_\x8e_\x8v_\x8a_\x8l_\x8u_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8c_\x8r_\x8o_\x8s_\x8s_\x8__\x8v_\x8a_\x8l_\x8__\x8s_\x8c_\x8o_\x8r_\x8e_\x8·_\x8a_\x8n_\x8d_\x8·_\x8G_\x8r_\x8i_\x8d_\x8S_\x8e_\x8a_\x8r_\x8c_\x8h_\x8C_\x8V |
| 629 | Demonstration·of·multi-metric·evaluation·on·cross_val_score·and·GridSearchCV | 629 | Demonstration·of·multi-metric·evaluation·on·cross_val_score·and·GridSearchCV |
| 630 | _\x8O_\x8v_\x8e_\x8r_\x8v_\x8i_\x8e_\x8w_\x8·_\x8o_\x8f_\x8·_\x8m_\x8u_\x8l_\x8t_\x8i_\x8c_\x8l_\x8a_\x8s_\x8s_\x8·_\x8t_\x8r_\x8a_\x8i_\x8n_\x8i_\x8n_\x8g_\x8·_\x8m_\x8e_\x8t_\x8a_\x8-_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8s | 630 | _\x8O_\x8v_\x8e_\x8r_\x8v_\x8i_\x8e_\x8w_\x8·_\x8o_\x8f_\x8·_\x8m_\x8u_\x8l_\x8t_\x8i_\x8c_\x8l_\x8a_\x8s_\x8s_\x8·_\x8t_\x8r_\x8a_\x8i_\x8n_\x8i_\x8n_\x8g_\x8·_\x8m_\x8e_\x8t_\x8a_\x8-_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8s |
| 631 | Overview·of·multiclass·training·meta-estimators | 631 | Overview·of·multiclass·training·meta-estimators |
| 632 | ©·2007·-·202 | 632 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 944 | </div></div><div·class="clearer"></div></section> | 944 | </div></div><div·class="clearer"></div></section> |
| 945 | </section> | 945 | </section> |
| 946 | ······</div> | 946 | ······</div> |
| 947 | ····<div·class="container"> | 947 | ····<div·class="container"> |
| 948 | ······<footer·class="sk-content-footer"> | 948 | ······<footer·class="sk-content-footer"> |
| 949 | ············©·2007·-·202 | 949 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 950 | ··········<a·href="../../_sources/modules/generated/sklearn.tree.DecisionTreeRegressor.rst.txt"·rel="nofollow">Show·this·page·source</a> | 950 | ··········<a·href="../../_sources/modules/generated/sklearn.tree.DecisionTreeRegressor.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 951 | ······</footer> | 951 | ······</footer> |
| 952 | ····</div> | 952 | ····</div> |
| 953 | ··</div> | 953 | ··</div> |
| 954 | </div> | 954 | </div> |
| 955 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 955 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 530 | Decision·Tree·Regression·with·AdaBoost | 530 | Decision·Tree·Regression·with·AdaBoost |
| 531 | _\x8S_\x8i_\x8n_\x8g_\x8l_\x8e_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8·_\x8v_\x8e_\x8r_\x8s_\x8u_\x8s_\x8·_\x8b_\x8a_\x8g_\x8g_\x8i_\x8n_\x8g_\x8:_\x8·_\x8b_\x8i_\x8a_\x8s_\x8-_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e_\x8·_\x8d_\x8e_\x8c_\x8o_\x8m_\x8p_\x8o_\x8s_\x8i_\x8t_\x8i_\x8o_\x8n | 531 | _\x8S_\x8i_\x8n_\x8g_\x8l_\x8e_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8·_\x8v_\x8e_\x8r_\x8s_\x8u_\x8s_\x8·_\x8b_\x8a_\x8g_\x8g_\x8i_\x8n_\x8g_\x8:_\x8·_\x8b_\x8i_\x8a_\x8s_\x8-_\x8v_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e_\x8·_\x8d_\x8e_\x8c_\x8o_\x8m_\x8p_\x8o_\x8s_\x8i_\x8t_\x8i_\x8o_\x8n |
| 532 | Single·estimator·versus·bagging:·bias-variance·decomposition | 532 | Single·estimator·versus·bagging:·bias-variance·decomposition |
| 533 | _\x8A_\x8d_\x8v_\x8a_\x8n_\x8c_\x8e_\x8d_\x8·_\x8P_\x8l_\x8o_\x8t_\x8t_\x8i_\x8n_\x8g_\x8·_\x8W_\x8i_\x8t_\x8h_\x8·_\x8P_\x8a_\x8r_\x8t_\x8i_\x8a_\x8l_\x8·_\x8D_\x8e_\x8p_\x8e_\x8n_\x8d_\x8e_\x8n_\x8c_\x8e | 533 | _\x8A_\x8d_\x8v_\x8a_\x8n_\x8c_\x8e_\x8d_\x8·_\x8P_\x8l_\x8o_\x8t_\x8t_\x8i_\x8n_\x8g_\x8·_\x8W_\x8i_\x8t_\x8h_\x8·_\x8P_\x8a_\x8r_\x8t_\x8i_\x8a_\x8l_\x8·_\x8D_\x8e_\x8p_\x8e_\x8n_\x8d_\x8e_\x8n_\x8c_\x8e |
| 534 | Advanced·Plotting·With·Partial·Dependence | 534 | Advanced·Plotting·With·Partial·Dependence |
| 535 | _\x8U_\x8s_\x8i_\x8n_\x8g_\x8·_\x8K_\x8B_\x8i_\x8n_\x8s_\x8D_\x8i_\x8s_\x8c_\x8r_\x8e_\x8t_\x8i_\x8z_\x8e_\x8r_\x8·_\x8t_\x8o_\x8·_\x8d_\x8i_\x8s_\x8c_\x8r_\x8e_\x8t_\x8i_\x8z_\x8e_\x8·_\x8c_\x8o_\x8n_\x8t_\x8i_\x8n_\x8u_\x8o_\x8u_\x8s_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s | 535 | _\x8U_\x8s_\x8i_\x8n_\x8g_\x8·_\x8K_\x8B_\x8i_\x8n_\x8s_\x8D_\x8i_\x8s_\x8c_\x8r_\x8e_\x8t_\x8i_\x8z_\x8e_\x8r_\x8·_\x8t_\x8o_\x8·_\x8d_\x8i_\x8s_\x8c_\x8r_\x8e_\x8t_\x8i_\x8z_\x8e_\x8·_\x8c_\x8o_\x8n_\x8t_\x8i_\x8n_\x8u_\x8o_\x8u_\x8s_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s |
| 536 | Using·KBinsDiscretizer·to·discretize·continuous·features | 536 | Using·KBinsDiscretizer·to·discretize·continuous·features |
| 537 | ©·2007·-·202 | 537 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 1020 | <div·class="clearer"></div></section> | 1020 | <div·class="clearer"></div></section> |
| 1021 | ······</div> | 1021 | ······</div> |
| 1022 | ····<div·class="container"> | 1022 | ····<div·class="container"> |
| 1023 | ······<footer·class="sk-content-footer"> | 1023 | ······<footer·class="sk-content-footer"> |
| 1024 | ············©·2007·-·202 | 1024 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 1025 | ··········<a·href="../../_sources/modules/generated/sklearn.tree.ExtraTreeClassifier.rst.txt"·rel="nofollow">Show·this·page·source</a> | 1025 | ··········<a·href="../../_sources/modules/generated/sklearn.tree.ExtraTreeClassifier.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 1026 | ······</footer> | 1026 | ······</footer> |
| 1027 | ····</div> | 1027 | ····</div> |
| 1028 | ··</div> | 1028 | ··</div> |
| 1029 | </div> | 1029 | </div> |
| 1030 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 1030 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 599 | ··············Parameters: | 599 | ··············Parameters: |
| 600 | ····················s\x8sa\x8am\x8mp\x8pl\x8le\x8e_\x8_w\x8we\x8ei\x8ig\x8gh\x8ht\x8tstr,·True,·False,·or·None, | 600 | ····················s\x8sa\x8am\x8mp\x8pl\x8le\x8e_\x8_w\x8we\x8ei\x8ig\x8gh\x8ht\x8tstr,·True,·False,·or·None, |
| 601 | ····················default=sklearn.utils.metadata_routing.UNCHANGED | 601 | ····················default=sklearn.utils.metadata_routing.UNCHANGED |
| 602 | ························Metadata·routing·for·sample_weight·parameter·in·score. | 602 | ························Metadata·routing·for·sample_weight·parameter·in·score. |
| 603 | ··············Returns: | 603 | ··············Returns: |
| 604 | ····················s\x8se\x8el\x8lf\x8fobject | 604 | ····················s\x8se\x8el\x8lf\x8fobject |
| 605 | ························The·updated·object. | 605 | ························The·updated·object. |
| 606 | ©·2007·-·202 | 606 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 908 | <div·class="clearer"></div></section> | 908 | <div·class="clearer"></div></section> |
| 909 | ······</div> | 909 | ······</div> |
| 910 | ····<div·class="container"> | 910 | ····<div·class="container"> |
| 911 | ······<footer·class="sk-content-footer"> | 911 | ······<footer·class="sk-content-footer"> |
| 912 | ············©·2007·-·202 | 912 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 913 | ··········<a·href="../../_sources/modules/generated/sklearn.tree.ExtraTreeRegressor.rst.txt"·rel="nofollow">Show·this·page·source</a> | 913 | ··········<a·href="../../_sources/modules/generated/sklearn.tree.ExtraTreeRegressor.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 914 | ······</footer> | 914 | ······</footer> |
| 915 | ····</div> | 915 | ····</div> |
| 916 | ··</div> | 916 | ··</div> |
| 917 | </div> | 917 | </div> |
| 918 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 918 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 510 | ··············Parameters: | 510 | ··············Parameters: |
| 511 | ····················s\x8sa\x8am\x8mp\x8pl\x8le\x8e_\x8_w\x8we\x8ei\x8ig\x8gh\x8ht\x8tstr,·True,·False,·or·None, | 511 | ····················s\x8sa\x8am\x8mp\x8pl\x8le\x8e_\x8_w\x8we\x8ei\x8ig\x8gh\x8ht\x8tstr,·True,·False,·or·None, |
| 512 | ····················default=sklearn.utils.metadata_routing.UNCHANGED | 512 | ····················default=sklearn.utils.metadata_routing.UNCHANGED |
| 513 | ························Metadata·routing·for·sample_weight·parameter·in·score. | 513 | ························Metadata·routing·for·sample_weight·parameter·in·score. |
| 514 | ··············Returns: | 514 | ··············Returns: |
| 515 | ····················s\x8se\x8el\x8lf\x8fobject | 515 | ····················s\x8se\x8el\x8lf\x8fobject |
| 516 | ························The·updated·object. | 516 | ························The·updated·object. |
| 517 | ©·2007·-·202 | 517 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 284 | <div·class="clearer"></div></section> | 284 | <div·class="clearer"></div></section> |
| 285 | ······</div> | 285 | ······</div> |
| 286 | ····<div·class="container"> | 286 | ····<div·class="container"> |
| 287 | ······<footer·class="sk-content-footer"> | 287 | ······<footer·class="sk-content-footer"> |
| 288 | ············©·2007·-·202 | 288 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 289 | ··········<a·href="../../_sources/modules/generated/sklearn.tree.export_graphviz.rst.txt"·rel="nofollow">Show·this·page·source</a> | 289 | ··········<a·href="../../_sources/modules/generated/sklearn.tree.export_graphviz.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 290 | ······</footer> | 290 | ······</footer> |
| 291 | ····</div> | 291 | ····</div> |
| 292 | ··</div> | 292 | ··</div> |
| 293 | </div> | 293 | </div> |
| 294 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 294 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 104 | ······>>>·from·sklearn.datasets·import·load_iris | 104 | ······>>>·from·sklearn.datasets·import·load_iris |
| 105 | ······>>>·from·sklearn·import·tree | 105 | ······>>>·from·sklearn·import·tree |
| 106 | ······>>>·clf·=·tree.DecisionTreeClassifier() | 106 | ······>>>·clf·=·tree.DecisionTreeClassifier() |
| 107 | ······>>>·iris·=·load_iris() | 107 | ······>>>·iris·=·load_iris() |
| 108 | ······>>>·clf·=·clf.fit(iris.data,·iris.target) | 108 | ······>>>·clf·=·clf.fit(iris.data,·iris.target) |
| 109 | ······>>>·tree.export_graphviz(clf) | 109 | ······>>>·tree.export_graphviz(clf) |
| 110 | ······'digraph·Tree·{... | 110 | ······'digraph·Tree·{... |
| 111 | ©·2007·-·202 | 111 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 259 | <div·class="clearer"></div></section> | 259 | <div·class="clearer"></div></section> |
| 260 | ······</div> | 260 | ······</div> |
| 261 | ····<div·class="container"> | 261 | ····<div·class="container"> |
| 262 | ······<footer·class="sk-content-footer"> | 262 | ······<footer·class="sk-content-footer"> |
| 263 | ············©·2007·-·202 | 263 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 264 | ··········<a·href="../../_sources/modules/generated/sklearn.tree.export_text.rst.txt"·rel="nofollow">Show·this·page·source</a> | 264 | ··········<a·href="../../_sources/modules/generated/sklearn.tree.export_text.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 265 | ······</footer> | 265 | ······</footer> |
| 266 | ····</div> | 266 | ····</div> |
| 267 | ··</div> | 267 | ··</div> |
| 268 | </div> | 268 | </div> |
| 269 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 269 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 82 | ······|---·petal·width·(cm)·<=·0.80 | 82 | ······|---·petal·width·(cm)·<=·0.80 |
| 83 | ······|···|---·class:·0 | 83 | ······|···|---·class:·0 |
| 84 | ······|---·petal·width·(cm)·>··0.80 | 84 | ······|---·petal·width·(cm)·>··0.80 |
| 85 | ······|···|---·petal·width·(cm)·<=·1.75 | 85 | ······|···|---·petal·width·(cm)·<=·1.75 |
| 86 | ······|···|···|---·class:·1 | 86 | ······|···|···|---·class:·1 |
| 87 | ······|···|---·petal·width·(cm)·>··1.75 | 87 | ······|···|---·petal·width·(cm)·>··1.75 |
| 88 | ······|···|···|---·class:·2 | 88 | ······|···|···|---·class:·2 |
| 89 | ©·2007·-·202 | 89 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 283 | </div></div><div·class="clearer"></div></section> | 283 | </div></div><div·class="clearer"></div></section> |
| 284 | </section> | 284 | </section> |
| 285 | ······</div> | 285 | ······</div> |
| 286 | ····<div·class="container"> | 286 | ····<div·class="container"> |
| 287 | ······<footer·class="sk-content-footer"> | 287 | ······<footer·class="sk-content-footer"> |
| 288 | ············©·2007·-·202 | 288 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 289 | ··········<a·href="../../_sources/modules/generated/sklearn.tree.plot_tree.rst.txt"·rel="nofollow">Show·this·page·source</a> | 289 | ··········<a·href="../../_sources/modules/generated/sklearn.tree.plot_tree.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 290 | ······</footer> | 290 | ······</footer> |
| 291 | ····</div> | 291 | ····</div> |
| 292 | ··</div> | 292 | ··</div> |
| 293 | </div> | 293 | </div> |
| 294 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 294 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 98 | ······>>>·tree.plot_tree(clf) | 98 | ······>>>·tree.plot_tree(clf) |
| 99 | ······[...] | 99 | ······[...] |
| 100 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.t\x8tr\x8re\x8ee\x8e.\x8.p\x8pl\x8lo\x8ot\x8t_\x8_t\x8tr\x8re\x8ee\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 100 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.t\x8tr\x8re\x8ee\x8e.\x8.p\x8pl\x8lo\x8ot\x8t_\x8_t\x8tr\x8re\x8ee\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 101 | _\x8P_\x8l_\x8o_\x8t_\x8·_\x8t_\x8h_\x8e_\x8·_\x8d_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8·_\x8s_\x8u_\x8r_\x8f_\x8a_\x8c_\x8e_\x8·_\x8o_\x8f_\x8·_\x8d_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8·_\x8t_\x8r_\x8e_\x8e_\x8s_\x8·_\x8t_\x8r_\x8a_\x8i_\x8n_\x8e_\x8d_\x8·_\x8o_\x8n_\x8·_\x8t_\x8h_\x8e_\x8·_\x8i_\x8r_\x8i_\x8s_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t | 101 | _\x8P_\x8l_\x8o_\x8t_\x8·_\x8t_\x8h_\x8e_\x8·_\x8d_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8·_\x8s_\x8u_\x8r_\x8f_\x8a_\x8c_\x8e_\x8·_\x8o_\x8f_\x8·_\x8d_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8·_\x8t_\x8r_\x8e_\x8e_\x8s_\x8·_\x8t_\x8r_\x8a_\x8i_\x8n_\x8e_\x8d_\x8·_\x8o_\x8n_\x8·_\x8t_\x8h_\x8e_\x8·_\x8i_\x8r_\x8i_\x8s_\x8·_\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t |
| 102 | Plot·the·decision·surface·of·decision·trees·trained·on·the·iris·dataset | 102 | Plot·the·decision·surface·of·decision·trees·trained·on·the·iris·dataset |
| 103 | _\x8U_\x8n_\x8d_\x8e_\x8r_\x8s_\x8t_\x8a_\x8n_\x8d_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8d_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8·_\x8t_\x8r_\x8e_\x8e_\x8·_\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8u_\x8r_\x8e | 103 | _\x8U_\x8n_\x8d_\x8e_\x8r_\x8s_\x8t_\x8a_\x8n_\x8d_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8d_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8·_\x8t_\x8r_\x8e_\x8e_\x8·_\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8u_\x8r_\x8e |
| 104 | Understanding·the·decision·tree·structure | 104 | Understanding·the·decision·tree·structure |
| 105 | ©·2007·-·202 | 105 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 347 | </div></div><div·class="clearer"></div></section> | 347 | </div></div><div·class="clearer"></div></section> |
| 348 | </section> | 348 | </section> |
| 349 | ······</div> | 349 | ······</div> |
| 350 | ····<div·class="container"> | 350 | ····<div·class="container"> |
| 351 | ······<footer·class="sk-content-footer"> | 351 | ······<footer·class="sk-content-footer"> |
| 352 | ············©·2007·-·202 | 352 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 353 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.Bunch.rst.txt"·rel="nofollow">Show·this·page·source</a> | 353 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.Bunch.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 354 | ······</footer> | 354 | ······</footer> |
| 355 | ····</div> | 355 | ····</div> |
| 356 | ··</div> | 356 | ··</div> |
| 357 | </div> | 357 | </div> |
| 358 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 358 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 113 | ············then·does:·for·k,·v·in·E:·D[k]·=·v·In·either·case,·this·is·followed | 113 | ············then·does:·for·k,·v·in·E:·D[k]·=·v·In·either·case,·this·is·followed |
| 114 | ············by:·for·k·in·F:·D[k]·=·F[k] | 114 | ············by:·for·k·in·F:·D[k]·=·F[k] |
| 115 | ········values(/\x8/)_\x8¶ | 115 | ········values(/\x8/)_\x8¶ |
| 116 | ············Return·an·object·providing·a·view·on·the·dict’s·values. | 116 | ············Return·an·object·providing·a·view·on·the·dict’s·values. |
| 117 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.u\x8ut\x8ti\x8il\x8ls\x8s.\x8.B\x8Bu\x8un\x8nc\x8ch\x8h_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 117 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.u\x8ut\x8ti\x8il\x8ls\x8s.\x8.B\x8Bu\x8un\x8nc\x8ch\x8h_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 118 | _\x8S_\x8p_\x8e_\x8c_\x8i_\x8e_\x8s_\x8·_\x8d_\x8i_\x8s_\x8t_\x8r_\x8i_\x8b_\x8u_\x8t_\x8i_\x8o_\x8n_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l_\x8i_\x8n_\x8g | 118 | _\x8S_\x8p_\x8e_\x8c_\x8i_\x8e_\x8s_\x8·_\x8d_\x8i_\x8s_\x8t_\x8r_\x8i_\x8b_\x8u_\x8t_\x8i_\x8o_\x8n_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l_\x8i_\x8n_\x8g |
| 119 | Species·distribution·modeling | 119 | Species·distribution·modeling |
| 120 | ©·2007·-·202 | 120 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 254 | <div·class="clearer"></div></section> | 254 | <div·class="clearer"></div></section> |
| 255 | ······</div> | 255 | ······</div> |
| 256 | ····<div·class="container"> | 256 | ····<div·class="container"> |
| 257 | ······<footer·class="sk-content-footer"> | 257 | ······<footer·class="sk-content-footer"> |
| 258 | ············©·2007·-·202 | 258 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 259 | ··········<a·href="../../_sources/modules/generated/sklearn.utils._safe_indexing.rst.txt"·rel="nofollow">Show·this·page·source</a> | 259 | ··········<a·href="../../_sources/modules/generated/sklearn.utils._safe_indexing.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 260 | ······</footer> | 260 | ······</footer> |
| 261 | ····</div> | 261 | ····</div> |
| 262 | ··</div> | 262 | ··</div> |
| 263 | </div> | 263 | </div> |
| 264 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 264 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 67 | ······>>>·import·numpy·as·np | 67 | ······>>>·import·numpy·as·np |
| 68 | ······>>>·from·sklearn.utils·import·_safe_indexing | 68 | ······>>>·from·sklearn.utils·import·_safe_indexing |
| 69 | ······>>>·data·=·np.array([[1,·2],·[3,·4],·[5,·6]]) | 69 | ······>>>·data·=·np.array([[1,·2],·[3,·4],·[5,·6]]) |
| 70 | ······>>>·_safe_indexing(data,·0,·axis=0)··#·select·the·first·row | 70 | ······>>>·_safe_indexing(data,·0,·axis=0)··#·select·the·first·row |
| 71 | ······array([1,·2]) | 71 | ······array([1,·2]) |
| 72 | ······>>>·_safe_indexing(data,·0,·axis=1)··#·select·the·first·column | 72 | ······>>>·_safe_indexing(data,·0,·axis=1)··#·select·the·first·column |
| 73 | ······array([1,·3,·5]) | 73 | ······array([1,·3,·5]) |
| 74 | ©·2007·-·202 | 74 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 224 | <div·class="clearer"></div></section> | 224 | <div·class="clearer"></div></section> |
| 225 | ······</div> | 225 | ······</div> |
| 226 | ····<div·class="container"> | 226 | ····<div·class="container"> |
| 227 | ······<footer·class="sk-content-footer"> | 227 | ······<footer·class="sk-content-footer"> |
| 228 | ············©·2007·-·202 | 228 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 229 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.arrayfuncs.min_pos.rst.txt"·rel="nofollow">Show·this·page·source</a> | 229 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.arrayfuncs.min_pos.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 230 | ······</footer> | 230 | ······</footer> |
| 231 | ····</div> | 231 | ····</div> |
| 232 | ··</div> | 232 | ··</div> |
| 233 | </div> | 233 | </div> |
| 234 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 234 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 44 | ························of·the·input·dtype·if·no·positive·values·are·found. | 44 | ························of·the·input·dtype·if·no·positive·values·are·found. |
| 45 | ······Examples | 45 | ······Examples |
| 46 | ······>>>·import·numpy·as·np | 46 | ······>>>·import·numpy·as·np |
| 47 | ······>>>·from·sklearn.utils.arrayfuncs·import·min_pos | 47 | ······>>>·from·sklearn.utils.arrayfuncs·import·min_pos |
| 48 | ······>>>·X·=·np.array([0,·-1,·2,·3,·-4,·5]) | 48 | ······>>>·X·=·np.array([0,·-1,·2,·3,·-4,·5]) |
| 49 | ······>>>·min_pos(X) | 49 | ······>>>·min_pos(X) |
| 50 | ······2.0 | 50 | ······2.0 |
| 51 | ©·2007·-·202 | 51 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 240 | <div·class="clearer"></div></section> | 240 | <div·class="clearer"></div></section> |
| 241 | ······</div> | 241 | ······</div> |
| 242 | ····<div·class="container"> | 242 | ····<div·class="container"> |
| 243 | ······<footer·class="sk-content-footer"> | 243 | ······<footer·class="sk-content-footer"> |
| 244 | ············©·2007·-·202 | 244 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 245 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.as_float_array.rst.txt"·rel="nofollow">Show·this·page·source</a> | 245 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.as_float_array.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 246 | ······</footer> | 246 | ······</footer> |
| 247 | ····</div> | 247 | ····</div> |
| 248 | ··</div> | 248 | ··</div> |
| 249 | </div> | 249 | </div> |
| 250 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 250 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 57 | ··················An·array·of·type·float. | 57 | ··················An·array·of·type·float. |
| 58 | ······Examples | 58 | ······Examples |
| 59 | ······>>>·from·sklearn.utils·import·as_float_array | 59 | ······>>>·from·sklearn.utils·import·as_float_array |
| 60 | ······>>>·import·numpy·as·np | 60 | ······>>>·import·numpy·as·np |
| 61 | ······>>>·array·=·np.array([0,·0,·1,·2,·2],·dtype=np.int64) | 61 | ······>>>·array·=·np.array([0,·0,·1,·2,·2],·dtype=np.int64) |
| 62 | ······>>>·as_float_array(array) | 62 | ······>>>·as_float_array(array) |
| 63 | ······array([0.,·0.,·1.,·2.,·2.]) | 63 | ······array([0.,·0.,·1.,·2.,·2.]) |
| 64 | ©·2007·-·202 | 64 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 226 | <div·class="clearer"></div></section> | 226 | <div·class="clearer"></div></section> |
| 227 | ······</div> | 227 | ······</div> |
| 228 | ····<div·class="container"> | 228 | ····<div·class="container"> |
| 229 | ······<footer·class="sk-content-footer"> | 229 | ······<footer·class="sk-content-footer"> |
| 230 | ············©·2007·-·202 | 230 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 231 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.assert_all_finite.rst.txt"·rel="nofollow">Show·this·page·source</a> | 231 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.assert_all_finite.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 232 | ······</footer> | 232 | ······</footer> |
| 233 | ····</div> | 233 | ····</div> |
| 234 | ··</div> | 234 | ··</div> |
| 235 | </div> | 235 | </div> |
| 236 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 236 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 51 | ······>>>·array·=·np.array([1,·np.inf,·np.nan,·4]) | 51 | ······>>>·array·=·np.array([1,·np.inf,·np.nan,·4]) |
| 52 | ······>>>·try: | 52 | ······>>>·try: |
| 53 | ······...·····assert_all_finite(array) | 53 | ······...·····assert_all_finite(array) |
| 54 | ······...·····print("Test·passed:·Array·contains·only·finite·values.") | 54 | ······...·····print("Test·passed:·Array·contains·only·finite·values.") |
| 55 | ······...·except·ValueError: | 55 | ······...·except·ValueError: |
| 56 | ······...·····print("Test·failed:·Array·contains·non-finite·values.") | 56 | ······...·····print("Test·failed:·Array·contains·non-finite·values.") |
| 57 | ······Test·failed:·Array·contains·non-finite·values. | 57 | ······Test·failed:·Array·contains·non-finite·values. |
| 58 | ©·2007·-·202 | 58 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 297 | <div·class="clearer"></div></section> | 297 | <div·class="clearer"></div></section> |
| 298 | ······</div> | 298 | ······</div> |
| 299 | ····<div·class="container"> | 299 | ····<div·class="container"> |
| 300 | ······<footer·class="sk-content-footer"> | 300 | ······<footer·class="sk-content-footer"> |
| 301 | ············©·2007·-·202 | 301 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 302 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.check_X_y.rst.txt"·rel="nofollow">Show·this·page·source</a> | 302 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.check_X_y.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 303 | ······</footer> | 303 | ······</footer> |
| 304 | ····</div> | 304 | ····</div> |
| 305 | ··</div> | 305 | ··</div> |
| 306 | </div> | 306 | </div> |
| 307 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 307 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 119 | ······>>>·X,·y·=·check_X_y(X,·y) | 119 | ······>>>·X,·y·=·check_X_y(X,·y) |
| 120 | ······>>>·X | 120 | ······>>>·X |
| 121 | ······array([[1,·2], | 121 | ······array([[1,·2], |
| 122 | ············[3,·4], | 122 | ············[3,·4], |
| 123 | ············[5,·6]]) | 123 | ············[5,·6]]) |
| 124 | ······>>>·y | 124 | ······>>>·y |
| 125 | ······array([1,·2,·3]) | 125 | ······array([1,·2,·3]) |
| 126 | ©·2007·-·202 | 126 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 287 | <div·class="clearer"></div></section> | 287 | <div·class="clearer"></div></section> |
| 288 | ······</div> | 288 | ······</div> |
| 289 | ····<div·class="container"> | 289 | ····<div·class="container"> |
| 290 | ······<footer·class="sk-content-footer"> | 290 | ······<footer·class="sk-content-footer"> |
| 291 | ············©·2007·-·202 | 291 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 292 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.check_array.rst.txt"·rel="nofollow">Show·this·page·source</a> | 292 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.check_array.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 293 | ······</footer> | 293 | ······</footer> |
| 294 | ····</div> | 294 | ····</div> |
| 295 | ··</div> | 295 | ··</div> |
| 296 | </div> | 296 | </div> |
| 297 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 297 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 107 | ··················The·converted·and·validated·array. | 107 | ··················The·converted·and·validated·array. |
| 108 | ······Examples | 108 | ······Examples |
| 109 | ······>>>·from·sklearn.utils.validation·import·check_array | 109 | ······>>>·from·sklearn.utils.validation·import·check_array |
| 110 | ······>>>·X·=·[[1,·2,·3],·[4,·5,·6]] | 110 | ······>>>·X·=·[[1,·2,·3],·[4,·5,·6]] |
| 111 | ······>>>·X_checked·=·check_array(X) | 111 | ······>>>·X_checked·=·check_array(X) |
| 112 | ······>>>·X_checked | 112 | ······>>>·X_checked |
| 113 | ······array([[1,·2,·3],·[4,·5,·6]]) | 113 | ······array([[1,·2,·3],·[4,·5,·6]]) |
| 114 | ©·2007·-·202 | 114 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 213 | <div·class="clearer"></div></section> | 213 | <div·class="clearer"></div></section> |
| 214 | ······</div> | 214 | ······</div> |
| 215 | ····<div·class="container"> | 215 | ····<div·class="container"> |
| 216 | ······<footer·class="sk-content-footer"> | 216 | ······<footer·class="sk-content-footer"> |
| 217 | ············©·2007·-·202 | 217 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 218 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.check_consistent_length.rst.txt"·rel="nofollow">Show·this·page·source</a> | 218 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.check_consistent_length.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 219 | ······</footer> | 219 | ······</footer> |
| 220 | ····</div> | 220 | ····</div> |
| 221 | ··</div> | 221 | ··</div> |
| 222 | </div> | 222 | </div> |
| 223 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 223 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 37 | ··············*\x8*a\x8ar\x8rr\x8ra\x8ay\x8ys\x8slist·or·tuple·of·input·objects. | 37 | ··············*\x8*a\x8ar\x8rr\x8ra\x8ay\x8ys\x8slist·or·tuple·of·input·objects. |
| 38 | ··················Objects·that·will·be·checked·for·consistent·length. | 38 | ··················Objects·that·will·be·checked·for·consistent·length. |
| 39 | ······Examples | 39 | ······Examples |
| 40 | ······>>>·from·sklearn.utils.validation·import·check_consistent_length | 40 | ······>>>·from·sklearn.utils.validation·import·check_consistent_length |
| 41 | ······>>>·a·=·[1,·2,·3] | 41 | ······>>>·a·=·[1,·2,·3] |
| 42 | ······>>>·b·=·[2,·3,·4] | 42 | ······>>>·b·=·[2,·3,·4] |
| 43 | ······>>>·check_consistent_length(a,·b) | 43 | ······>>>·check_consistent_length(a,·b) |
| 44 | ©·2007·-·202 | 44 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 241 | </div></div><div·class="clearer"></div></section> | 241 | </div></div><div·class="clearer"></div></section> |
| 242 | </section> | 242 | </section> |
| 243 | ······</div> | 243 | ······</div> |
| 244 | ····<div·class="container"> | 244 | ····<div·class="container"> |
| 245 | ······<footer·class="sk-content-footer"> | 245 | ······<footer·class="sk-content-footer"> |
| 246 | ············©·2007·-·202 | 246 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 247 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.check_random_state.rst.txt"·rel="nofollow">Show·this·page·source</a> | 247 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.check_random_state.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 248 | ······</footer> | 248 | ······</footer> |
| 249 | ····</div> | 249 | ····</div> |
| 250 | ··</div> | 250 | ··</div> |
| 251 | </div> | 251 | </div> |
| 252 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 252 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 53 | MNIST·classification·using·multinomial·logistic·+·L1 | 53 | MNIST·classification·using·multinomial·logistic·+·L1 |
| 54 | _\x8M_\x8a_\x8n_\x8i_\x8f_\x8o_\x8l_\x8d_\x8·_\x8L_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8m_\x8e_\x8t_\x8h_\x8o_\x8d_\x8s_\x8·_\x8o_\x8n_\x8·_\x8a_\x8·_\x8s_\x8e_\x8v_\x8e_\x8r_\x8e_\x8d_\x8·_\x8s_\x8p_\x8h_\x8e_\x8r_\x8e | 54 | _\x8M_\x8a_\x8n_\x8i_\x8f_\x8o_\x8l_\x8d_\x8·_\x8L_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8m_\x8e_\x8t_\x8h_\x8o_\x8d_\x8s_\x8·_\x8o_\x8n_\x8·_\x8a_\x8·_\x8s_\x8e_\x8v_\x8e_\x8r_\x8e_\x8d_\x8·_\x8s_\x8p_\x8h_\x8e_\x8r_\x8e |
| 55 | Manifold·Learning·methods·on·a·severed·sphere | 55 | Manifold·Learning·methods·on·a·severed·sphere |
| 56 | _\x8F_\x8a_\x8c_\x8e_\x8·_\x8c_\x8o_\x8m_\x8p_\x8l_\x8e_\x8t_\x8i_\x8o_\x8n_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8a_\x8·_\x8m_\x8u_\x8l_\x8t_\x8i_\x8-_\x8o_\x8u_\x8t_\x8p_\x8u_\x8t_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8s | 56 | _\x8F_\x8a_\x8c_\x8e_\x8·_\x8c_\x8o_\x8m_\x8p_\x8l_\x8e_\x8t_\x8i_\x8o_\x8n_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8a_\x8·_\x8m_\x8u_\x8l_\x8t_\x8i_\x8-_\x8o_\x8u_\x8t_\x8p_\x8u_\x8t_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8s |
| 57 | Face·completion·with·a·multi-output·estimators | 57 | Face·completion·with·a·multi-output·estimators |
| 58 | _\x8I_\x8s_\x8o_\x8t_\x8o_\x8n_\x8i_\x8c_\x8·_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n | 58 | _\x8I_\x8s_\x8o_\x8t_\x8o_\x8n_\x8i_\x8c_\x8·_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n |
| 59 | Isotonic·Regression | 59 | Isotonic·Regression |
| 60 | ©·2007·-·202 | 60 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 249 | <div·class="clearer"></div></section> | 249 | <div·class="clearer"></div></section> |
| 250 | ······</div> | 250 | ······</div> |
| 251 | ····<div·class="container"> | 251 | ····<div·class="container"> |
| 252 | ······<footer·class="sk-content-footer"> | 252 | ······<footer·class="sk-content-footer"> |
| 253 | ············©·2007·-·202 | 253 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 254 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.check_scalar.rst.txt"·rel="nofollow">Show·this·page·source</a> | 254 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.check_scalar.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 255 | ······</footer> | 255 | ······</footer> |
| 256 | ····</div> | 256 | ····</div> |
| 257 | ··</div> | 257 | ··</div> |
| 258 | </div> | 258 | </div> |
| 259 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 259 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 72 | ··············ValueError | 72 | ··············ValueError |
| 73 | ··················If·the·parameter’s·value·violates·the·given·bounds.·If | 73 | ··················If·the·parameter’s·value·violates·the·given·bounds.·If |
| 74 | ··················min_val,·max_val·and·include_boundaries·are·inconsistent. | 74 | ··················min_val,·max_val·and·include_boundaries·are·inconsistent. |
| 75 | ······Examples | 75 | ······Examples |
| 76 | ······>>>·from·sklearn.utils.validation·import·check_scalar | 76 | ······>>>·from·sklearn.utils.validation·import·check_scalar |
| 77 | ······>>>·check_scalar(10,·"x",·int,·min_val=1,·max_val=20) | 77 | ······>>>·check_scalar(10,·"x",·int,·min_val=1,·max_val=20) |
| 78 | ······10 | 78 | ······10 |
| 79 | ©·2007·-·202 | 79 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 231 | <div·class="clearer"></div></section> | 231 | <div·class="clearer"></div></section> |
| 232 | ······</div> | 232 | ······</div> |
| 233 | ····<div·class="container"> | 233 | ····<div·class="container"> |
| 234 | ······<footer·class="sk-content-footer"> | 234 | ······<footer·class="sk-content-footer"> |
| 235 | ············©·2007·-·202 | 235 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 236 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.class_weight.compute_class_weight.rst.txt"·rel="nofollow">Show·this·page·source</a> | 236 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.class_weight.compute_class_weight.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 237 | ······</footer> | 237 | ······</footer> |
| 238 | ····</div> | 238 | ····</div> |
| 239 | ··</div> | 239 | ··</div> |
| 240 | </div> | 240 | </div> |
| 241 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 241 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 53 | ······Examples | 53 | ······Examples |
| 54 | ······>>>·import·numpy·as·np | 54 | ······>>>·import·numpy·as·np |
| 55 | ······>>>·from·sklearn.utils.class_weight·import·compute_class_weight | 55 | ······>>>·from·sklearn.utils.class_weight·import·compute_class_weight |
| 56 | ······>>>·y·=·[1,·1,·1,·1,·0,·0] | 56 | ······>>>·y·=·[1,·1,·1,·1,·0,·0] |
| 57 | ······>>>·compute_class_weight(class_weight="balanced",·classes=np.unique(y), | 57 | ······>>>·compute_class_weight(class_weight="balanced",·classes=np.unique(y), |
| 58 | ······y=y) | 58 | ······y=y) |
| 59 | ······array([1.5·,·0.75]) | 59 | ······array([1.5·,·0.75]) |
| 60 | ©·2007·-·202 | 60 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 238 | <div·class="clearer"></div></section> | 238 | <div·class="clearer"></div></section> |
| 239 | ······</div> | 239 | ······</div> |
| 240 | ····<div·class="container"> | 240 | ····<div·class="container"> |
| 241 | ······<footer·class="sk-content-footer"> | 241 | ······<footer·class="sk-content-footer"> |
| 242 | ············©·2007·-·202 | 242 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 243 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.class_weight.compute_sample_weight.rst.txt"·rel="nofollow">Show·this·page·source</a> | 243 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.class_weight.compute_sample_weight.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 244 | ······</footer> | 244 | ······</footer> |
| 245 | ····</div> | 245 | ····</div> |
| 246 | ··</div> | 246 | ··</div> |
| 247 | </div> | 247 | </div> |
| 248 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 248 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 63 | ··············s\x8sa\x8am\x8mp\x8pl\x8le\x8e_\x8_w\x8we\x8ei\x8ig\x8gh\x8ht\x8t_\x8_v\x8ve\x8ec\x8ct\x8tndarray·of·shape·(n_samples,) | 63 | ··············s\x8sa\x8am\x8mp\x8pl\x8le\x8e_\x8_w\x8we\x8ei\x8ig\x8gh\x8ht\x8t_\x8_v\x8ve\x8ec\x8ct\x8tndarray·of·shape·(n_samples,) |
| 64 | ··················Array·with·sample·weights·as·applied·to·the·original·y. | 64 | ··················Array·with·sample·weights·as·applied·to·the·original·y. |
| 65 | ······Examples | 65 | ······Examples |
| 66 | ······>>>·from·sklearn.utils.class_weight·import·compute_sample_weight | 66 | ······>>>·from·sklearn.utils.class_weight·import·compute_sample_weight |
| 67 | ······>>>·y·=·[1,·1,·1,·1,·0,·0] | 67 | ······>>>·y·=·[1,·1,·1,·1,·0,·0] |
| 68 | ······>>>·compute_sample_weight(class_weight="balanced",·y=y) | 68 | ······>>>·compute_sample_weight(class_weight="balanced",·y=y) |
| 69 | ······array([0.75,·0.75,·0.75,·0.75,·1.5·,·1.5·]) | 69 | ······array([0.75,·0.75,·0.75,·0.75,·1.5·,·1.5·]) |
| 70 | ©·2007·-·202 | 70 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 218 | <div·class="clearer"></div></section> | 218 | <div·class="clearer"></div></section> |
| 219 | ······</div> | 219 | ······</div> |
| 220 | ····<div·class="container"> | 220 | ····<div·class="container"> |
| 221 | ······<footer·class="sk-content-footer"> | 221 | ······<footer·class="sk-content-footer"> |
| 222 | ············©·2007·-·202 | 222 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 223 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.deprecated.rst.txt"·rel="nofollow">Show·this·page·source</a> | 223 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.deprecated.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 224 | ······</footer> | 224 | ······</footer> |
| 225 | ····</div> | 225 | ····</div> |
| 226 | ··</div> | 226 | ··</div> |
| 227 | </div> | 227 | </div> |
| 228 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 228 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 42 | ··················To·be·added·to·the·deprecation·messages. | 42 | ··················To·be·added·to·the·deprecation·messages. |
| 43 | ······Examples | 43 | ······Examples |
| 44 | ······>>>·from·sklearn.utils·import·deprecated | 44 | ······>>>·from·sklearn.utils·import·deprecated |
| 45 | ······>>>·deprecated() | 45 | ······>>>·deprecated() |
| 46 | ······<sklearn.utils.deprecation.deprecated·object·at·...> | 46 | ······<sklearn.utils.deprecation.deprecated·object·at·...> |
| 47 | ······>>>·@deprecated() | 47 | ······>>>·@deprecated() |
| 48 | ······...·def·some_function():·pass | 48 | ······...·def·some_function():·pass |
| 49 | ©·2007·-·202 | 49 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 213 | <div·class="clearer"></div></section> | 213 | <div·class="clearer"></div></section> |
| 214 | ······</div> | 214 | ······</div> |
| 215 | ····<div·class="container"> | 215 | ····<div·class="container"> |
| 216 | ······<footer·class="sk-content-footer"> | 216 | ······<footer·class="sk-content-footer"> |
| 217 | ············©·2007·-·202 | 217 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 218 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.discovery.all_displays.rst.txt"·rel="nofollow">Show·this·page·source</a> | 218 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.discovery.all_displays.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 219 | ······</footer> | 219 | ······</footer> |
| 220 | ····</div> | 220 | ····</div> |
| 221 | ··</div> | 221 | ··</div> |
| 222 | </div> | 222 | </div> |
| 223 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 223 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 37 | ··················List·of·(name,·class),·where·name·is·the·display·class·name | 37 | ··················List·of·(name,·class),·where·name·is·the·display·class·name |
| 38 | ··················as·string·and·class·is·the·actual·type·of·the·class. | 38 | ··················as·string·and·class·is·the·actual·type·of·the·class. |
| 39 | ······Examples | 39 | ······Examples |
| 40 | ······>>>·from·sklearn.utils.discovery·import·all_displays | 40 | ······>>>·from·sklearn.utils.discovery·import·all_displays |
| 41 | ······>>>·displays·=·all_displays() | 41 | ······>>>·displays·=·all_displays() |
| 42 | ······>>>·displays[0] | 42 | ······>>>·displays[0] |
| 43 | ······('CalibrationDisplay',·<class·'sklearn.calibration.CalibrationDisplay'>) | 43 | ······('CalibrationDisplay',·<class·'sklearn.calibration.CalibrationDisplay'>) |
| 44 | ©·2007·-·202 | 44 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 247 | <div·class="clearer"></div></section> | 247 | <div·class="clearer"></div></section> |
| 248 | ······</div> | 248 | ······</div> |
| 249 | ····<div·class="container"> | 249 | ····<div·class="container"> |
| 250 | ······<footer·class="sk-content-footer"> | 250 | ······<footer·class="sk-content-footer"> |
| 251 | ············©·2007·-·202 | 251 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 252 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.discovery.all_estimators.rst.txt"·rel="nofollow">Show·this·page·source</a> | 252 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.discovery.all_estimators.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 253 | ······</footer> | 253 | ······</footer> |
| 254 | ····</div> | 254 | ····</div> |
| 255 | ··</div> | 255 | ··</div> |
| 256 | </div> | 256 | </div> |
| 257 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 257 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 70 | ·······('AdaBoostRegressor', | 70 | ·······('AdaBoostRegressor', |
| 71 | ········<class·'sklearn.ensemble._weight_boosting.AdaBoostRegressor'>)] | 71 | ········<class·'sklearn.ensemble._weight_boosting.AdaBoostRegressor'>)] |
| 72 | ······>>>·both·=·all_estimators(type_filter=["classifier",·"regressor"]) | 72 | ······>>>·both·=·all_estimators(type_filter=["classifier",·"regressor"]) |
| 73 | ······>>>·both[:2] | 73 | ······>>>·both[:2] |
| 74 | ······[('ARDRegression',·<class·'sklearn.linear_model._bayes.ARDRegression'>), | 74 | ······[('ARDRegression',·<class·'sklearn.linear_model._bayes.ARDRegression'>), |
| 75 | ·······('AdaBoostClassifier', | 75 | ·······('AdaBoostClassifier', |
| 76 | ········<class·'sklearn.ensemble._weight_boosting.AdaBoostClassifier'>)] | 76 | ········<class·'sklearn.ensemble._weight_boosting.AdaBoostClassifier'>)] |
| 77 | ©·2007·-·202 | 77 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 214 | <div·class="clearer"></div></section> | 214 | <div·class="clearer"></div></section> |
| 215 | ······</div> | 215 | ······</div> |
| 216 | ····<div·class="container"> | 216 | ····<div·class="container"> |
| 217 | ······<footer·class="sk-content-footer"> | 217 | ······<footer·class="sk-content-footer"> |
| 218 | ············©·2007·-·202 | 218 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 219 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.discovery.all_functions.rst.txt"·rel="nofollow">Show·this·page·source</a> | 219 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.discovery.all_functions.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 220 | ······</footer> | 220 | ······</footer> |
| 221 | ····</div> | 221 | ····</div> |
| 222 | ··</div> | 222 | ··</div> |
| 223 | </div> | 223 | </div> |
| 224 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 224 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 38 | ··················string·and·function·is·the·actual·function. | 38 | ··················string·and·function·is·the·actual·function. |
| 39 | ······Examples | 39 | ······Examples |
| 40 | ······>>>·from·sklearn.utils.discovery·import·all_functions | 40 | ······>>>·from·sklearn.utils.discovery·import·all_functions |
| 41 | ······>>>·functions·=·all_functions() | 41 | ······>>>·functions·=·all_functions() |
| 42 | ······>>>·name,·function·=·functions[0] | 42 | ······>>>·name,·function·=·functions[0] |
| 43 | ······>>>·name | 43 | ······>>>·name |
| 44 | ······'accuracy_score' | 44 | ······'accuracy_score' |
| 45 | ©·2007·-·202 | 45 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 251 | <div·class="clearer"></div></section> | 251 | <div·class="clearer"></div></section> |
| 252 | ······</div> | 252 | ······</div> |
| 253 | ····<div·class="container"> | 253 | ····<div·class="container"> |
| 254 | ······<footer·class="sk-content-footer"> | 254 | ······<footer·class="sk-content-footer"> |
| 255 | ············©·2007·-·202 | 255 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 256 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.estimator_checks.check_estimator.rst.txt"·rel="nofollow">Show·this·page·source</a> | 256 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.estimator_checks.check_estimator.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 257 | ······</footer> | 257 | ······</footer> |
| 258 | ····</div> | 258 | ····</div> |
| 259 | ··</div> | 259 | ··</div> |
| 260 | </div> | 260 | </div> |
| 261 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 261 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 64 | ········_\x8p_\x8a_\x8r_\x8a_\x8m_\x8e_\x8t_\x8r_\x8i_\x8z_\x8e_\x8__\x8w_\x8i_\x8t_\x8h_\x8__\x8c_\x8h_\x8e_\x8c_\x8k_\x8s | 64 | ········_\x8p_\x8a_\x8r_\x8a_\x8m_\x8e_\x8t_\x8r_\x8i_\x8z_\x8e_\x8__\x8w_\x8i_\x8t_\x8h_\x8__\x8c_\x8h_\x8e_\x8c_\x8k_\x8s |
| 65 | ············Pytest·specific·decorator·for·parametrizing·estimator·checks. | 65 | ············Pytest·specific·decorator·for·parametrizing·estimator·checks. |
| 66 | ······Examples | 66 | ······Examples |
| 67 | ······>>>·from·sklearn.utils.estimator_checks·import·check_estimator | 67 | ······>>>·from·sklearn.utils.estimator_checks·import·check_estimator |
| 68 | ······>>>·from·sklearn.linear_model·import·LogisticRegression | 68 | ······>>>·from·sklearn.linear_model·import·LogisticRegression |
| 69 | ······>>>·check_estimator(LogisticRegression(),·generate_only=True) | 69 | ······>>>·check_estimator(LogisticRegression(),·generate_only=True) |
| 70 | ······<generator·object·...> | 70 | ······<generator·object·...> |
| 71 | ©·2007·-·202 | 71 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 251 | </div></div><div·class="clearer"></div></section> | 251 | </div></div><div·class="clearer"></div></section> |
| 252 | </section> | 252 | </section> |
| 253 | ······</div> | 253 | ······</div> |
| 254 | ····<div·class="container"> | 254 | ····<div·class="container"> |
| 255 | ······<footer·class="sk-content-footer"> | 255 | ······<footer·class="sk-content-footer"> |
| 256 | ············©·2007·-·202 | 256 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 257 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.estimator_checks.parametrize_with_checks.rst.txt"·rel="nofollow">Show·this·page·source</a> | 257 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.estimator_checks.parametrize_with_checks.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 258 | ······</footer> | 258 | ······</footer> |
| 259 | ····</div> | 259 | ····</div> |
| 260 | ··</div> | 260 | ··</div> |
| 261 | </div> | 261 | </div> |
| 262 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 262 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 58 | ······...···························DecisionTreeRegressor()]) | 58 | ······...···························DecisionTreeRegressor()]) |
| 59 | ······...·def·test_sklearn_compatible_estimator(estimator,·check): | 59 | ······...·def·test_sklearn_compatible_estimator(estimator,·check): |
| 60 | ······...·····check(estimator) | 60 | ······...·····check(estimator) |
| 61 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.u\x8ut\x8ti\x8il\x8ls\x8s.\x8.e\x8es\x8st\x8ti\x8im\x8ma\x8at\x8to\x8or\x8r_\x8_c\x8ch\x8he\x8ec\x8ck\x8ks\x8s.\x8.p\x8pa\x8ar\x8ra\x8am\x8me\x8et\x8tr\x8ri\x8iz\x8ze\x8e_\x8_w\x8wi\x8it\x8th\x8h_\x8_c\x8ch\x8he\x8ec\x8ck\x8ks\x8s_\x8?\x8¶ | 61 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.u\x8ut\x8ti\x8il\x8ls\x8s.\x8.e\x8es\x8st\x8ti\x8im\x8ma\x8at\x8to\x8or\x8r_\x8_c\x8ch\x8he\x8ec\x8ck\x8ks\x8s.\x8.p\x8pa\x8ar\x8ra\x8am\x8me\x8et\x8tr\x8ri\x8iz\x8ze\x8e_\x8_w\x8wi\x8it\x8th\x8h_\x8_c\x8ch\x8he\x8ec\x8ck\x8ks\x8s_\x8?\x8¶ |
| 62 | *\x8**\x8**\x8**\x8**\x8* | 62 | *\x8**\x8**\x8**\x8**\x8* |
| 63 | _\x8R_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8·_\x8H_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n_\x8·_\x80_\x8._\x82_\x82 | 63 | _\x8R_\x8e_\x8l_\x8e_\x8a_\x8s_\x8e_\x8·_\x8H_\x8i_\x8g_\x8h_\x8l_\x8i_\x8g_\x8h_\x8t_\x8s_\x8·_\x8f_\x8o_\x8r_\x8·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n_\x8·_\x80_\x8._\x82_\x82 |
| 64 | Release·Highlights·for·scikit-learn·0.22 | 64 | Release·Highlights·for·scikit-learn·0.22 |
| 65 | ©·2007·-·202 | 65 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 219 | <div·class="clearer"></div></section> | 219 | <div·class="clearer"></div></section> |
| 220 | ······</div> | 220 | ······</div> |
| 221 | ····<div·class="container"> | 221 | ····<div·class="container"> |
| 222 | ······<footer·class="sk-content-footer"> | 222 | ······<footer·class="sk-content-footer"> |
| 223 | ············©·2007·-·202 | 223 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 224 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.estimator_html_repr.rst.txt"·rel="nofollow">Show·this·page·source</a> | 224 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.estimator_html_repr.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 225 | ······</footer> | 225 | ······</footer> |
| 226 | ····</div> | 226 | ····</div> |
| 227 | ··</div> | 227 | ··</div> |
| 228 | </div> | 228 | </div> |
| 229 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 229 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 40 | ··············html:·str | 40 | ··············html:·str |
| 41 | ··················HTML·representation·of·estimator. | 41 | ··················HTML·representation·of·estimator. |
| 42 | ······Examples | 42 | ······Examples |
| 43 | ······>>>·from·sklearn.utils._estimator_html_repr·import·estimator_html_repr | 43 | ······>>>·from·sklearn.utils._estimator_html_repr·import·estimator_html_repr |
| 44 | ······>>>·from·sklearn.linear_model·import·LogisticRegression | 44 | ······>>>·from·sklearn.linear_model·import·LogisticRegression |
| 45 | ······>>>·estimator_html_repr(LogisticRegression()) | 45 | ······>>>·estimator_html_repr(LogisticRegression()) |
| 46 | ······'<style>...</div>' | 46 | ······'<style>...</div>' |
| 47 | ©·2007·-·202 | 47 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 228 | </div></div><div·class="clearer"></div></section> | 228 | </div></div><div·class="clearer"></div></section> |
| 229 | </section> | 229 | </section> |
| 230 | ······</div> | 230 | ······</div> |
| 231 | ····<div·class="container"> | 231 | ····<div·class="container"> |
| 232 | ······<footer·class="sk-content-footer"> | 232 | ······<footer·class="sk-content-footer"> |
| 233 | ············©·2007·-·202 | 233 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 234 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.extmath.density.rst.txt"·rel="nofollow">Show·this·page·source</a> | 234 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.extmath.density.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 235 | ······</footer> | 235 | ······</footer> |
| 236 | ····</div> | 236 | ····</div> |
| 237 | ··</div> | 237 | ··</div> |
| 238 | </div> | 238 | </div> |
| 239 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 239 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 44 | ······>>>·from·sklearn.utils.extmath·import·density | 44 | ······>>>·from·sklearn.utils.extmath·import·density |
| 45 | ······>>>·X·=·sparse.random(10,·10,·density=0.25,·random_state=0) | 45 | ······>>>·X·=·sparse.random(10,·10,·density=0.25,·random_state=0) |
| 46 | ······>>>·density(X) | 46 | ······>>>·density(X) |
| 47 | ······0.25 | 47 | ······0.25 |
| 48 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.u\x8ut\x8ti\x8il\x8ls\x8s.\x8.e\x8ex\x8xt\x8tm\x8ma\x8at\x8th\x8h.\x8.d\x8de\x8en\x8ns\x8si\x8it\x8ty\x8y_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 48 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.u\x8ut\x8ti\x8il\x8ls\x8s.\x8.e\x8ex\x8xt\x8tm\x8ma\x8at\x8th\x8h.\x8.d\x8de\x8en\x8ns\x8si\x8it\x8ty\x8y_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 49 | _\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s | 49 | _\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8·_\x8t_\x8e_\x8x_\x8t_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s |
| 50 | Classification·of·text·documents·using·sparse·features | 50 | Classification·of·text·documents·using·sparse·features |
| 51 | ©·2007·-·202 | 51 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 231 | <div·class="clearer"></div></section> | 231 | <div·class="clearer"></div></section> |
| 232 | ······</div> | 232 | ······</div> |
| 233 | ····<div·class="container"> | 233 | ····<div·class="container"> |
| 234 | ······<footer·class="sk-content-footer"> | 234 | ······<footer·class="sk-content-footer"> |
| 235 | ············©·2007·-·202 | 235 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 236 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.extmath.fast_logdet.rst.txt"·rel="nofollow">Show·this·page·source</a> | 236 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.extmath.fast_logdet.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 237 | ······</footer> | 237 | ······</footer> |
| 238 | ····</div> | 238 | ····</div> |
| 239 | ··</div> | 239 | ··</div> |
| 240 | </div> | 240 | </div> |
| 241 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 241 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 50 | ············array. | 50 | ············array. |
| 51 | ······Examples | 51 | ······Examples |
| 52 | ······>>>·import·numpy·as·np | 52 | ······>>>·import·numpy·as·np |
| 53 | ······>>>·from·sklearn.utils.extmath·import·fast_logdet | 53 | ······>>>·from·sklearn.utils.extmath·import·fast_logdet |
| 54 | ······>>>·a·=·np.array([[5,·1],·[2,·8]]) | 54 | ······>>>·a·=·np.array([[5,·1],·[2,·8]]) |
| 55 | ······>>>·fast_logdet(a) | 55 | ······>>>·fast_logdet(a) |
| 56 | ······3.6375861597263857 | 56 | ······3.6375861597263857 |
| 57 | ©·2007·-·202 | 57 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 249 | <div·class="clearer"></div></section> | 249 | <div·class="clearer"></div></section> |
| 250 | ······</div> | 250 | ······</div> |
| 251 | ····<div·class="container"> | 251 | ····<div·class="container"> |
| 252 | ······<footer·class="sk-content-footer"> | 252 | ······<footer·class="sk-content-footer"> |
| 253 | ············©·2007·-·202 | 253 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 254 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.extmath.randomized_range_finder.rst.txt"·rel="nofollow">Show·this·page·source</a> | 254 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.extmath.randomized_range_finder.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 255 | ······</footer> | 255 | ······</footer> |
| 256 | ····</div> | 256 | ····</div> |
| 257 | ··</div> | 257 | ··</div> |
| 258 | </div> | 258 | </div> |
| 259 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 259 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 69 | ······>>>·import·numpy·as·np | 69 | ······>>>·import·numpy·as·np |
| 70 | ······>>>·from·sklearn.utils.extmath·import·randomized_range_finder | 70 | ······>>>·from·sklearn.utils.extmath·import·randomized_range_finder |
| 71 | ······>>>·A·=·np.array([[1,·2,·3],·[4,·5,·6],·[7,·8,·9]]) | 71 | ······>>>·A·=·np.array([[1,·2,·3],·[4,·5,·6],·[7,·8,·9]]) |
| 72 | ······>>>·randomized_range_finder(A,·size=2,·n_iter=2,·random_state=42) | 72 | ······>>>·randomized_range_finder(A,·size=2,·n_iter=2,·random_state=42) |
| 73 | ······array([[-0.21...,··0.88...], | 73 | ······array([[-0.21...,··0.88...], |
| 74 | ·············[-0.52...,··0.24...], | 74 | ·············[-0.52...,··0.24...], |
| 75 | ·············[-0.82...,·-0.38...]]) | 75 | ·············[-0.82...,·-0.38...]]) |
| 76 | ©·2007·-·202 | 76 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 324 | <div·class="clearer"></div></section> | 324 | <div·class="clearer"></div></section> |
| 325 | ······</div> | 325 | ······</div> |
| 326 | ····<div·class="container"> | 326 | ····<div·class="container"> |
| 327 | ······<footer·class="sk-content-footer"> | 327 | ······<footer·class="sk-content-footer"> |
| 328 | ············©·2007·-·202 | 328 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 329 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.extmath.randomized_svd.rst.txt"·rel="nofollow">Show·this·page·source</a> | 329 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.extmath.randomized_svd.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 330 | ······</footer> | 330 | ······</footer> |
| 331 | ····</div> | 331 | ····</div> |
| 332 | ··</div> | 332 | ··</div> |
| 333 | </div> | 333 | </div> |
| 334 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 334 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 135 | ······>>>·from·sklearn.utils.extmath·import·randomized_svd | 135 | ······>>>·from·sklearn.utils.extmath·import·randomized_svd |
| 136 | ······>>>·a·=·np.array([[1,·2,·3,·5], | 136 | ······>>>·a·=·np.array([[1,·2,·3,·5], |
| 137 | ······...···············[3,·4,·5,·6], | 137 | ······...···············[3,·4,·5,·6], |
| 138 | ······...···············[7,·8,·9,·10]]) | 138 | ······...···············[7,·8,·9,·10]]) |
| 139 | ······>>>·U,·s,·Vh·=·randomized_svd(a,·n_components=2,·random_state=0) | 139 | ······>>>·U,·s,·Vh·=·randomized_svd(a,·n_components=2,·random_state=0) |
| 140 | ······>>>·U.shape,·s.shape,·Vh.shape | 140 | ······>>>·U.shape,·s.shape,·Vh.shape |
| 141 | ······((3,·2),·(2,),·(2,·4)) | 141 | ······((3,·2),·(2,),·(2,·4)) |
| 142 | ©·2007·-·202 | 142 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 225 | <div·class="clearer"></div></section> | 225 | <div·class="clearer"></div></section> |
| 226 | ······</div> | 226 | ······</div> |
| 227 | ····<div·class="container"> | 227 | ····<div·class="container"> |
| 228 | ······<footer·class="sk-content-footer"> | 228 | ······<footer·class="sk-content-footer"> |
| 229 | ············©·2007·-·202 | 229 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 230 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.extmath.safe_sparse_dot.rst.txt"·rel="nofollow">Show·this·page·source</a> | 230 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.extmath.safe_sparse_dot.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 231 | ······</footer> | 231 | ······</footer> |
| 232 | ····</div> | 232 | ····</div> |
| 233 | ··</div> | 233 | ··</div> |
| 234 | </div> | 234 | </div> |
| 235 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 235 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 46 | ······>>>·from·sklearn.utils.extmath·import·safe_sparse_dot | 46 | ······>>>·from·sklearn.utils.extmath·import·safe_sparse_dot |
| 47 | ······>>>·X·=·csr_matrix([[1,·2],·[3,·4],·[5,·6]]) | 47 | ······>>>·X·=·csr_matrix([[1,·2],·[3,·4],·[5,·6]]) |
| 48 | ······>>>·dot_product·=·safe_sparse_dot(X,·X.T) | 48 | ······>>>·dot_product·=·safe_sparse_dot(X,·X.T) |
| 49 | ······>>>·dot_product.toarray() | 49 | ······>>>·dot_product.toarray() |
| 50 | ······array([[·5,·11,·17], | 50 | ······array([[·5,·11,·17], |
| 51 | ·············[11,·25,·39], | 51 | ·············[11,·25,·39], |
| 52 | ·············[17,·39,·61]]) | 52 | ·············[17,·39,·61]]) |
| 53 | ©·2007·-·202 | 53 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 244 | <div·class="clearer"></div></section> | 244 | <div·class="clearer"></div></section> |
| 245 | ······</div> | 245 | ······</div> |
| 246 | ····<div·class="container"> | 246 | ····<div·class="container"> |
| 247 | ······<footer·class="sk-content-footer"> | 247 | ······<footer·class="sk-content-footer"> |
| 248 | ············©·2007·-·202 | 248 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 249 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.extmath.weighted_mode.rst.txt"·rel="nofollow">Show·this·page·source</a> | 249 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.extmath.weighted_mode.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 250 | ······</footer> | 250 | ······</footer> |
| 251 | ····</div> | 251 | ····</div> |
| 252 | ··</div> | 252 | ··</div> |
| 253 | </div> | 253 | </div> |
| 254 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 254 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 62 | ······The·value·4·appears·three·times:·with·uniform·weights,·the·result·is | 62 | ······The·value·4·appears·three·times:·with·uniform·weights,·the·result·is |
| 63 | ······simply·the·mode·of·the·distribution. | 63 | ······simply·the·mode·of·the·distribution. |
| 64 | ······>>>·weights·=·[1,·3,·0.5,·1.5,·1,·2]··#·deweight·the·4's | 64 | ······>>>·weights·=·[1,·3,·0.5,·1.5,·1,·2]··#·deweight·the·4's |
| 65 | ······>>>·weighted_mode(x,·weights) | 65 | ······>>>·weighted_mode(x,·weights) |
| 66 | ······(array([2.]),·array([3.5])) | 66 | ······(array([2.]),·array([3.5])) |
| 67 | ······The·value·2·has·the·highest·score:·it·appears·twice·with·weights·of·1.5 | 67 | ······The·value·2·has·the·highest·score:·it·appears·twice·with·weights·of·1.5 |
| 68 | ······and·2:·the·sum·of·these·is·3.5. | 68 | ······and·2:·the·sum·of·these·is·3.5. |
| 69 | ©·2007·-·202 | 69 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 237 | <div·class="clearer"></div></section> | 237 | <div·class="clearer"></div></section> |
| 238 | ······</div> | 238 | ······</div> |
| 239 | ····<div·class="container"> | 239 | ····<div·class="container"> |
| 240 | ······<footer·class="sk-content-footer"> | 240 | ······<footer·class="sk-content-footer"> |
| 241 | ············©·2007·-·202 | 241 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 242 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.gen_batches.rst.txt"·rel="nofollow">Show·this·page·source</a> | 242 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.gen_batches.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 243 | ······</footer> | 243 | ······</footer> |
| 244 | ····</div> | 244 | ····</div> |
| 245 | ··</div> | 245 | ··</div> |
| 246 | </div> | 246 | </div> |
| 247 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 247 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 54 | ······[slice(0,·3,·None),·slice(3,·6,·None)] | 54 | ······[slice(0,·3,·None),·slice(3,·6,·None)] |
| 55 | ······>>>·list(gen_batches(2,·3)) | 55 | ······>>>·list(gen_batches(2,·3)) |
| 56 | ······[slice(0,·2,·None)] | 56 | ······[slice(0,·2,·None)] |
| 57 | ······>>>·list(gen_batches(7,·3,·min_batch_size=0)) | 57 | ······>>>·list(gen_batches(7,·3,·min_batch_size=0)) |
| 58 | ······[slice(0,·3,·None),·slice(3,·6,·None),·slice(6,·7,·None)] | 58 | ······[slice(0,·3,·None),·slice(3,·6,·None),·slice(6,·7,·None)] |
| 59 | ······>>>·list(gen_batches(7,·3,·min_batch_size=2)) | 59 | ······>>>·list(gen_batches(7,·3,·min_batch_size=2)) |
| 60 | ······[slice(0,·3,·None),·slice(3,·7,·None)] | 60 | ······[slice(0,·3,·None),·slice(3,·7,·None)] |
| 61 | ©·2007·-·202 | 61 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 246 | </div></div><div·class="clearer"></div></section> | 246 | </div></div><div·class="clearer"></div></section> |
| 247 | </section> | 247 | </section> |
| 248 | ······</div> | 248 | ······</div> |
| 249 | ····<div·class="container"> | 249 | ····<div·class="container"> |
| 250 | ······<footer·class="sk-content-footer"> | 250 | ······<footer·class="sk-content-footer"> |
| 251 | ············©·2007·-·202 | 251 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 252 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.gen_even_slices.rst.txt"·rel="nofollow">Show·this·page·source</a> | 252 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.gen_even_slices.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 253 | ······</footer> | 253 | ······</footer> |
| 254 | ····</div> | 254 | ····</div> |
| 255 | ··</div> | 255 | ··</div> |
| 256 | </div> | 256 | </div> |
| 257 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 257 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 59 | ······>>>·list(gen_even_slices(10,·5)) | 59 | ······>>>·list(gen_even_slices(10,·5)) |
| 60 | ······[slice(0,·2,·None),·slice(2,·4,·None),·...,·slice(8,·10,·None)] | 60 | ······[slice(0,·2,·None),·slice(2,·4,·None),·...,·slice(8,·10,·None)] |
| 61 | ······>>>·list(gen_even_slices(10,·3)) | 61 | ······>>>·list(gen_even_slices(10,·3)) |
| 62 | ······[slice(0,·4,·None),·slice(4,·7,·None),·slice(7,·10,·None)] | 62 | ······[slice(0,·4,·None),·slice(4,·7,·None),·slice(7,·10,·None)] |
| 63 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.u\x8ut\x8ti\x8il\x8ls\x8s.\x8.g\x8ge\x8en\x8n_\x8_e\x8ev\x8ve\x8en\x8n_\x8_s\x8sl\x8li\x8ic\x8ce\x8es\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 63 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.u\x8ut\x8ti\x8il\x8ls\x8s.\x8.g\x8ge\x8en\x8n_\x8_e\x8ev\x8ve\x8en\x8n_\x8_s\x8sl\x8li\x8ic\x8ce\x8es\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 64 | _\x8P_\x8o_\x8i_\x8s_\x8s_\x8o_\x8n_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8a_\x8n_\x8d_\x8·_\x8n_\x8o_\x8n_\x8-_\x8n_\x8o_\x8r_\x8m_\x8a_\x8l_\x8·_\x8l_\x8o_\x8s_\x8s | 64 | _\x8P_\x8o_\x8i_\x8s_\x8s_\x8o_\x8n_\x8·_\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8·_\x8a_\x8n_\x8d_\x8·_\x8n_\x8o_\x8n_\x8-_\x8n_\x8o_\x8r_\x8m_\x8a_\x8l_\x8·_\x8l_\x8o_\x8s_\x8s |
| 65 | Poisson·regression·and·non-normal·loss | 65 | Poisson·regression·and·non-normal·loss |
| 66 | ©·2007·-·202 | 66 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 231 | <div·class="clearer"></div></section> | 231 | <div·class="clearer"></div></section> |
| 232 | ······</div> | 232 | ······</div> |
| 233 | ····<div·class="container"> | 233 | ····<div·class="container"> |
| 234 | ······<footer·class="sk-content-footer"> | 234 | ······<footer·class="sk-content-footer"> |
| 235 | ············©·2007·-·202 | 235 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 236 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.graph.single_source_shortest_path_length.rst.txt"·rel="nofollow">Show·this·page·source</a> | 236 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.graph.single_source_shortest_path_length.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 237 | ······</footer> | 237 | ······</footer> |
| 238 | ····</div> | 238 | ····</div> |
| 239 | ··</div> | 239 | ··</div> |
| 240 | </div> | 240 | </div> |
| 241 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 241 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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614 B
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| 55 | ······...···················[·0,·1,·0,·0], | 55 | ······...···················[·0,·1,·0,·0], |
| 56 | ······...···················[·0,·0,·0,·0]]) | 56 | ······...···················[·0,·0,·0,·0]]) |
| 57 | ······>>>·single_source_shortest_path_length(graph,·0) | 57 | ······>>>·single_source_shortest_path_length(graph,·0) |
| 58 | ······{0:·0,·1:·1,·2:·2} | 58 | ······{0:·0,·1:·1,·2:·2} |
| 59 | ······>>>·graph·=·np.ones((6,·6)) | 59 | ······>>>·graph·=·np.ones((6,·6)) |
| 60 | ······>>>·sorted(single_source_shortest_path_length(graph,·2).items()) | 60 | ······>>>·sorted(single_source_shortest_path_length(graph,·2).items()) |
| 61 | ······[(0,·1),·(1,·1),·(2,·0),·(3,·1),·(4,·1),·(5,·1)] | 61 | ······[(0,·1),·(1,·1),·(2,·0),·(3,·1),·(4,·1),·(5,·1)] |
| 62 | ©·2007·-·202 | 62 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 226 | <div·class="clearer"></div></section> | 226 | <div·class="clearer"></div></section> |
| 227 | ······</div> | 227 | ······</div> |
| 228 | ····<div·class="container"> | 228 | ····<div·class="container"> |
| 229 | ······<footer·class="sk-content-footer"> | 229 | ······<footer·class="sk-content-footer"> |
| 230 | ············©·2007·-·202 | 230 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 231 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.indexable.rst.txt"·rel="nofollow">Show·this·page·source</a> | 231 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.indexable.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 232 | ······</footer> | 232 | ······</footer> |
| 233 | ····</div> | 233 | ····</div> |
| 234 | ··</div> | 234 | ··</div> |
| 235 | </div> | 235 | </div> |
| 236 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 236 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 47 | ······>>>·from·scipy.sparse·import·csr_matrix | 47 | ······>>>·from·scipy.sparse·import·csr_matrix |
| 48 | ······>>>·import·numpy·as·np | 48 | ······>>>·import·numpy·as·np |
| 49 | ······>>>·iterables·=·[ | 49 | ······>>>·iterables·=·[ |
| 50 | ······...·····[1,·2,·3],·np.array([2,·3,·4]),·None,·csr_matrix([[5],·[6],·[7]]) | 50 | ······...·····[1,·2,·3],·np.array([2,·3,·4]),·None,·csr_matrix([[5],·[6],·[7]]) |
| 51 | ······...·] | 51 | ······...·] |
| 52 | ······>>>·indexable(*iterables) | 52 | ······>>>·indexable(*iterables) |
| 53 | ······[[1,·2,·3],·array([2,·3,·4]),·None,·<3x1·sparse·matrix·...>] | 53 | ······[[1,·2,·3],·array([2,·3,·4]),·None,·<3x1·sparse·matrix·...>] |
| 54 | ©·2007·-·202 | 54 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 248 | <div·class="clearer"></div></section> | 248 | <div·class="clearer"></div></section> |
| 249 | ······</div> | 249 | ······</div> |
| 250 | ····<div·class="container"> | 250 | ····<div·class="container"> |
| 251 | ······<footer·class="sk-content-footer"> | 251 | ······<footer·class="sk-content-footer"> |
| 252 | ············©·2007·-·202 | 252 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 253 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.metadata_routing.MetadataRequest.rst.txt"·rel="nofollow">Show·this·page·source</a> | 253 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.metadata_routing.MetadataRequest.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 254 | ······</footer> | 254 | ······</footer> |
| 255 | ····</div> | 255 | ····</div> |
| 256 | ··</div> | 256 | ··</div> |
| 257 | </div> | 257 | </div> |
| 258 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 258 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 53 | ························The·name·of·the·method·to·check. | 53 | ························The·name·of·the·method·to·check. |
| 54 | ····················p\x8pa\x8ar\x8ra\x8am\x8ms\x8siterable·of·str | 54 | ····················p\x8pa\x8ar\x8ra\x8am\x8ms\x8siterable·of·str |
| 55 | ························An·iterable·of·parameters·to·check. | 55 | ························An·iterable·of·parameters·to·check. |
| 56 | ··············Returns: | 56 | ··············Returns: |
| 57 | ····················c\x8co\x8on\x8ns\x8su\x8um\x8me\x8ed\x8dset·of·str | 57 | ····················c\x8co\x8on\x8ns\x8su\x8um\x8me\x8ed\x8dset·of·str |
| 58 | ························A·set·of·parameters·which·are·consumed·by·the·given | 58 | ························A·set·of·parameters·which·are·consumed·by·the·given |
| 59 | ························method. | 59 | ························method. |
| 60 | ©·2007·-·202 | 60 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 383 | </section> | 383 | </section> |
| 384 | ······</div> | 384 | ······</div> |
| 385 | ····<div·class="container"> | 385 | ····<div·class="container"> |
| 386 | ······<footer·class="sk-content-footer"> | 386 | ······<footer·class="sk-content-footer"> |
| 387 | ············©·2007·-·202 | 387 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 388 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.metadata_routing.MetadataRouter.rst.txt"·rel="nofollow">Show·this·page·source</a> | 388 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.metadata_routing.MetadataRouter.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 389 | ······</footer> | 389 | ······</footer> |
| 390 | ····</div> | 390 | ····</div> |
| 391 | ··</div> | 391 | ··</div> |
| 392 | </div> | 392 | </div> |
| 393 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 393 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 129 | ························requested·and·routed.·If·called·inside·the·_\x8f_\x8i_\x8t·method | 129 | ························requested·and·routed.·If·called·inside·the·_\x8f_\x8i_\x8t·method |
| 130 | ························of·a·router,·it·would·be·"fit". | 130 | ························of·a·router,·it·would·be·"fit". |
| 131 | ····················p\x8pa\x8ar\x8ra\x8am\x8ms\x8sdict | 131 | ····················p\x8pa\x8ar\x8ra\x8am\x8ms\x8sdict |
| 132 | ························A·dictionary·of·provided·metadata. | 132 | ························A·dictionary·of·provided·metadata. |
| 133 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.u\x8ut\x8ti\x8il\x8ls\x8s.\x8.m\x8me\x8et\x8ta\x8ad\x8da\x8at\x8ta\x8a_\x8_r\x8ro\x8ou\x8ut\x8ti\x8in\x8ng\x8g.\x8.M\x8Me\x8et\x8ta\x8ad\x8da\x8at\x8ta\x8aR\x8Ro\x8ou\x8ut\x8te\x8er\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 133 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.u\x8ut\x8ti\x8il\x8ls\x8s.\x8.m\x8me\x8et\x8ta\x8ad\x8da\x8at\x8ta\x8a_\x8_r\x8ro\x8ou\x8ut\x8ti\x8in\x8ng\x8g.\x8.M\x8Me\x8et\x8ta\x8ad\x8da\x8at\x8ta\x8aR\x8Ro\x8ou\x8ut\x8te\x8er\x8r_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 134 | _\x8M_\x8e_\x8t_\x8a_\x8d_\x8a_\x8t_\x8a_\x8·_\x8R_\x8o_\x8u_\x8t_\x8i_\x8n_\x8g | 134 | _\x8M_\x8e_\x8t_\x8a_\x8d_\x8a_\x8t_\x8a_\x8·_\x8R_\x8o_\x8u_\x8t_\x8i_\x8n_\x8g |
| 135 | Metadata·Routing | 135 | Metadata·Routing |
| 136 | ©·2007·-·202 | 136 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 280 | </div></div><div·class="clearer"></div></section> | 280 | </div></div><div·class="clearer"></div></section> |
| 281 | </section> | 281 | </section> |
| 282 | ······</div> | 282 | ······</div> |
| 283 | ····<div·class="container"> | 283 | ····<div·class="container"> |
| 284 | ······<footer·class="sk-content-footer"> | 284 | ······<footer·class="sk-content-footer"> |
| 285 | ············©·2007·-·202 | 285 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 286 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.metadata_routing.MethodMapping.rst.txt"·rel="nofollow">Show·this·page·source</a> | 286 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.metadata_routing.MethodMapping.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 287 | ······</footer> | 287 | ······</footer> |
| 288 | ····</div> | 288 | ····</div> |
| 289 | ··</div> | 289 | ··</div> |
| 290 | </div> | 290 | </div> |
| 291 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 291 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 69 | ··············Returns: | 69 | ··············Returns: |
| 70 | ····················o\x8ob\x8bj\x8jMethodMapping | 70 | ····················o\x8ob\x8bj\x8jMethodMapping |
| 71 | ························A·_\x8M_\x8e_\x8t_\x8h_\x8o_\x8d_\x8M_\x8a_\x8p_\x8p_\x8i_\x8n_\x8g·instance·constructed·from·the·given | 71 | ························A·_\x8M_\x8e_\x8t_\x8h_\x8o_\x8d_\x8M_\x8a_\x8p_\x8p_\x8i_\x8n_\x8g·instance·constructed·from·the·given |
| 72 | ························string. | 72 | ························string. |
| 73 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.u\x8ut\x8ti\x8il\x8ls\x8s.\x8.m\x8me\x8et\x8ta\x8ad\x8da\x8at\x8ta\x8a_\x8_r\x8ro\x8ou\x8ut\x8ti\x8in\x8ng\x8g.\x8.M\x8Me\x8et\x8th\x8ho\x8od\x8dM\x8Ma\x8ap\x8pp\x8pi\x8in\x8ng\x8g_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 73 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.u\x8ut\x8ti\x8il\x8ls\x8s.\x8.m\x8me\x8et\x8ta\x8ad\x8da\x8at\x8ta\x8a_\x8_r\x8ro\x8ou\x8ut\x8ti\x8in\x8ng\x8g.\x8.M\x8Me\x8et\x8th\x8ho\x8od\x8dM\x8Ma\x8ap\x8pp\x8pi\x8in\x8ng\x8g_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 74 | _\x8M_\x8e_\x8t_\x8a_\x8d_\x8a_\x8t_\x8a_\x8·_\x8R_\x8o_\x8u_\x8t_\x8i_\x8n_\x8g | 74 | _\x8M_\x8e_\x8t_\x8a_\x8d_\x8a_\x8t_\x8a_\x8·_\x8R_\x8o_\x8u_\x8t_\x8i_\x8n_\x8g |
| 75 | Metadata·Routing | 75 | Metadata·Routing |
| 76 | ©·2007·-·202 | 76 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 248 | </div></div><div·class="clearer"></div></section> | 248 | </div></div><div·class="clearer"></div></section> |
| 249 | </section> | 249 | </section> |
| 250 | ······</div> | 250 | ······</div> |
| 251 | ····<div·class="container"> | 251 | ····<div·class="container"> |
| 252 | ······<footer·class="sk-content-footer"> | 252 | ······<footer·class="sk-content-footer"> |
| 253 | ············©·2007·-·202 | 253 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 254 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.metadata_routing.get_routing_for_object.rst.txt"·rel="nofollow">Show·this·page·source</a> | 254 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.metadata_routing.get_routing_for_object.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 255 | ······</footer> | 255 | ······</footer> |
| 256 | ····</div> | 256 | ····</div> |
| 257 | ··</div> | 257 | ··</div> |
| 258 | </div> | 258 | </div> |
| 259 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 259 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 54 | ··············o\x8ob\x8bj\x8jMetadataRequest·or·MetadataRouting | 54 | ··············o\x8ob\x8bj\x8jMetadataRequest·or·MetadataRouting |
| 55 | ··················A·MetadataRequest·or·a·MetadataRouting·taken·or·created·from | 55 | ··················A·MetadataRequest·or·a·MetadataRouting·taken·or·created·from |
| 56 | ··················the·given·object. | 56 | ··················the·given·object. |
| 57 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.u\x8ut\x8ti\x8il\x8ls\x8s.\x8.m\x8me\x8et\x8ta\x8ad\x8da\x8at\x8ta\x8a_\x8_r\x8ro\x8ou\x8ut\x8ti\x8in\x8ng\x8g.\x8.g\x8ge\x8et\x8t_\x8_r\x8ro\x8ou\x8ut\x8ti\x8in\x8ng\x8g_\x8_f\x8fo\x8or\x8r_\x8_o\x8ob\x8bj\x8je\x8ec\x8ct\x8t_\x8?\x8¶ | 57 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.u\x8ut\x8ti\x8il\x8ls\x8s.\x8.m\x8me\x8et\x8ta\x8ad\x8da\x8at\x8ta\x8a_\x8_r\x8ro\x8ou\x8ut\x8ti\x8in\x8ng\x8g.\x8.g\x8ge\x8et\x8t_\x8_r\x8ro\x8ou\x8ut\x8ti\x8in\x8ng\x8g_\x8_f\x8fo\x8or\x8r_\x8_o\x8ob\x8bj\x8je\x8ec\x8ct\x8t_\x8?\x8¶ |
| 58 | *\x8**\x8**\x8**\x8**\x8* | 58 | *\x8**\x8**\x8**\x8**\x8* |
| 59 | _\x8M_\x8e_\x8t_\x8a_\x8d_\x8a_\x8t_\x8a_\x8·_\x8R_\x8o_\x8u_\x8t_\x8i_\x8n_\x8g | 59 | _\x8M_\x8e_\x8t_\x8a_\x8d_\x8a_\x8t_\x8a_\x8·_\x8R_\x8o_\x8u_\x8t_\x8i_\x8n_\x8g |
| 60 | Metadata·Routing | 60 | Metadata·Routing |
| 61 | ©·2007·-·202 | 61 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 240 | </section> | 240 | </section> |
| 241 | ······</div> | 241 | ······</div> |
| 242 | ····<div·class="container"> | 242 | ····<div·class="container"> |
| 243 | ······<footer·class="sk-content-footer"> | 243 | ······<footer·class="sk-content-footer"> |
| 244 | ············©·2007·-·202 | 244 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 245 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.metadata_routing.process_routing.rst.txt"·rel="nofollow">Show·this·page·source</a> | 245 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.metadata_routing.process_routing.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 246 | ······</footer> | 246 | ······</footer> |
| 247 | ····</div> | 247 | ····</div> |
| 248 | ··</div> | 248 | ··</div> |
| 249 | </div> | 249 | </div> |
| 250 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 250 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 57 | ··················A·_\x8B_\x8u_\x8n_\x8c_\x8h·of·the·form·{"object_name":·{"method_name":·{prop: | 57 | ··················A·_\x8B_\x8u_\x8n_\x8c_\x8h·of·the·form·{"object_name":·{"method_name":·{prop: |
| 58 | ··················value}}}·which·can·be·used·to·pass·the·required·metadata·to | 58 | ··················value}}}·which·can·be·used·to·pass·the·required·metadata·to |
| 59 | ··················corresponding·methods·or·corresponding·child·objects.·The | 59 | ··················corresponding·methods·or·corresponding·child·objects.·The |
| 60 | ··················object·names·are·those·defined·in·obj.get_metadata_routing(). | 60 | ··················object·names·are·those·defined·in·obj.get_metadata_routing(). |
| 61 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.u\x8ut\x8ti\x8il\x8ls\x8s.\x8.m\x8me\x8et\x8ta\x8ad\x8da\x8at\x8ta\x8a_\x8_r\x8ro\x8ou\x8ut\x8ti\x8in\x8ng\x8g.\x8.p\x8pr\x8ro\x8oc\x8ce\x8es\x8ss\x8s_\x8_r\x8ro\x8ou\x8ut\x8ti\x8in\x8ng\x8g_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 61 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.u\x8ut\x8ti\x8il\x8ls\x8s.\x8.m\x8me\x8et\x8ta\x8ad\x8da\x8at\x8ta\x8a_\x8_r\x8ro\x8ou\x8ut\x8ti\x8in\x8ng\x8g.\x8.p\x8pr\x8ro\x8oc\x8ce\x8es\x8ss\x8s_\x8_r\x8ro\x8ou\x8ut\x8ti\x8in\x8ng\x8g_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 62 | _\x8M_\x8e_\x8t_\x8a_\x8d_\x8a_\x8t_\x8a_\x8·_\x8R_\x8o_\x8u_\x8t_\x8i_\x8n_\x8g | 62 | _\x8M_\x8e_\x8t_\x8a_\x8d_\x8a_\x8t_\x8a_\x8·_\x8R_\x8o_\x8u_\x8t_\x8i_\x8n_\x8g |
| 63 | Metadata·Routing | 63 | Metadata·Routing |
| 64 | ©·2007·-·202 | 64 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 246 | </div></div><div·class="clearer"></div></section> | 246 | </div></div><div·class="clearer"></div></section> |
| 247 | </section> | 247 | </section> |
| 248 | ······</div> | 248 | ······</div> |
| 249 | ····<div·class="container"> | 249 | ····<div·class="container"> |
| 250 | ······<footer·class="sk-content-footer"> | 250 | ······<footer·class="sk-content-footer"> |
| 251 | ············©·2007·-·202 | 251 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 252 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.metaestimators.available_if.rst.txt"·rel="nofollow">Show·this·page·source</a> | 252 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.metaestimators.available_if.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 253 | ······</footer> | 253 | ······</footer> |
| 254 | ····</div> | 254 | ····</div> |
| 255 | ··</div> | 255 | ··</div> |
| 256 | </div> | 256 | </div> |
| 257 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 257 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 64 | ······>>>·hasattr(obj,·"say_hello") | 64 | ······>>>·hasattr(obj,·"say_hello") |
| 65 | ······True | 65 | ······True |
| 66 | ······>>>·obj.say_hello() | 66 | ······>>>·obj.say_hello() |
| 67 | ······Hello | 67 | ······Hello |
| 68 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.u\x8ut\x8ti\x8il\x8ls\x8s.\x8.m\x8me\x8et\x8ta\x8ae\x8es\x8st\x8ti\x8im\x8ma\x8at\x8to\x8or\x8rs\x8s.\x8.a\x8av\x8va\x8ai\x8il\x8la\x8ab\x8bl\x8le\x8e_\x8_i\x8if\x8f_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 68 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.u\x8ut\x8ti\x8il\x8ls\x8s.\x8.m\x8me\x8et\x8ta\x8ae\x8es\x8st\x8ti\x8im\x8ma\x8at\x8to\x8or\x8rs\x8s.\x8.a\x8av\x8va\x8ai\x8il\x8la\x8ab\x8bl\x8le\x8e_\x8_i\x8if\x8f_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 69 | _\x8I_\x8n_\x8d_\x8u_\x8c_\x8t_\x8i_\x8v_\x8e_\x8·_\x8C_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g | 69 | _\x8I_\x8n_\x8d_\x8u_\x8c_\x8t_\x8i_\x8v_\x8e_\x8·_\x8C_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g |
| 70 | Inductive·Clustering | 70 | Inductive·Clustering |
| 71 | ©·2007·-·202 | 71 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 226 | <div·class="clearer"></div></section> | 226 | <div·class="clearer"></div></section> |
| 227 | ······</div> | 227 | ······</div> |
| 228 | ····<div·class="container"> | 228 | ····<div·class="container"> |
| 229 | ······<footer·class="sk-content-footer"> | 229 | ······<footer·class="sk-content-footer"> |
| 230 | ············©·2007·-·202 | 230 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 231 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.multiclass.is_multilabel.rst.txt"·rel="nofollow">Show·this·page·source</a> | 231 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.multiclass.is_multilabel.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 232 | ······</footer> | 232 | ······</footer> |
| 233 | ····</div> | 233 | ····</div> |
| 234 | ··</div> | 234 | ··</div> |
| 235 | </div> | 235 | </div> |
| 236 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 236 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 47 | ······False | 47 | ······False |
| 48 | ······>>>·is_multilabel(np.array([[1,·0],·[0,·0]])) | 48 | ······>>>·is_multilabel(np.array([[1,·0],·[0,·0]])) |
| 49 | ······True | 49 | ······True |
| 50 | ······>>>·is_multilabel(np.array([[1],·[0],·[0]])) | 50 | ······>>>·is_multilabel(np.array([[1],·[0],·[0]])) |
| 51 | ······False | 51 | ······False |
| 52 | ······>>>·is_multilabel(np.array([[1,·0,·0]])) | 52 | ······>>>·is_multilabel(np.array([[1,·0,·0]])) |
| 53 | ······True | 53 | ······True |
| 54 | ©·2007·-·202 | 54 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 273 | <div·class="clearer"></div></section> | 273 | <div·class="clearer"></div></section> |
| 274 | ······</div> | 274 | ······</div> |
| 275 | ····<div·class="container"> | 275 | ····<div·class="container"> |
| 276 | ······<footer·class="sk-content-footer"> | 276 | ······<footer·class="sk-content-footer"> |
| 277 | ············©·2007·-·202 | 277 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 278 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.multiclass.type_of_target.rst.txt"·rel="nofollow">Show·this·page·source</a> | 278 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.multiclass.type_of_target.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 279 | ······</footer> | 279 | ······</footer> |
| 280 | ····</div> | 280 | ····</div> |
| 281 | ··</div> | 281 | ··</div> |
| 282 | </div> | 282 | </div> |
| 283 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 283 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 89 | ······'multiclass-multioutput' | 89 | ······'multiclass-multioutput' |
| 90 | ······>>>·type_of_target([[1,·2]]) | 90 | ······>>>·type_of_target([[1,·2]]) |
| 91 | ······'multilabel-indicator' | 91 | ······'multilabel-indicator' |
| 92 | ······>>>·type_of_target(np.array([[1.5,·2.0],·[3.0,·1.6]])) | 92 | ······>>>·type_of_target(np.array([[1.5,·2.0],·[3.0,·1.6]])) |
| 93 | ······'continuous-multioutput' | 93 | ······'continuous-multioutput' |
| 94 | ······>>>·type_of_target(np.array([[0,·1],·[1,·1]])) | 94 | ······>>>·type_of_target(np.array([[0,·1],·[1,·1]])) |
| 95 | ······'multilabel-indicator' | 95 | ······'multilabel-indicator' |
| 96 | ©·2007·-·202 | 96 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 232 | <div·class="clearer"></div></section> | 232 | <div·class="clearer"></div></section> |
| 233 | ······</div> | 233 | ······</div> |
| 234 | ····<div·class="container"> | 234 | ····<div·class="container"> |
| 235 | ······<footer·class="sk-content-footer"> | 235 | ······<footer·class="sk-content-footer"> |
| 236 | ············©·2007·-·202 | 236 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 237 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.multiclass.unique_labels.rst.txt"·rel="nofollow">Show·this·page·source</a> | 237 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.multiclass.unique_labels.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 238 | ······</footer> | 238 | ······</footer> |
| 239 | ····</div> | 239 | ····</div> |
| 240 | ··</div> | 240 | ··</div> |
| 241 | </div> | 241 | </div> |
| 242 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 242 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 49 | ······>>>·from·sklearn.utils.multiclass·import·unique_labels | 49 | ······>>>·from·sklearn.utils.multiclass·import·unique_labels |
| 50 | ······>>>·unique_labels([3,·5,·5,·5,·7,·7]) | 50 | ······>>>·unique_labels([3,·5,·5,·5,·7,·7]) |
| 51 | ······array([3,·5,·7]) | 51 | ······array([3,·5,·7]) |
| 52 | ······>>>·unique_labels([1,·2,·3,·4],·[2,·2,·3,·4]) | 52 | ······>>>·unique_labels([1,·2,·3,·4],·[2,·2,·3,·4]) |
| 53 | ······array([1,·2,·3,·4]) | 53 | ······array([1,·2,·3,·4]) |
| 54 | ······>>>·unique_labels([1,·2,·10],·[5,·11]) | 54 | ······>>>·unique_labels([1,·2,·10],·[5,·11]) |
| 55 | ······array([·1,··2,··5,·10,·11]) | 55 | ······array([·1,··2,··5,·10,·11]) |
| 56 | ©·2007·-·202 | 56 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 223 | <div·class="clearer"></div></section> | 223 | <div·class="clearer"></div></section> |
| 224 | ······</div> | 224 | ······</div> |
| 225 | ····<div·class="container"> | 225 | ····<div·class="container"> |
| 226 | ······<footer·class="sk-content-footer"> | 226 | ······<footer·class="sk-content-footer"> |
| 227 | ············©·2007·-·202 | 227 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 228 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.murmurhash3_32.rst.txt"·rel="nofollow">Show·this·page·source</a> | 228 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.murmurhash3_32.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 229 | ······</footer> | 229 | ······</footer> |
| 230 | ····</div> | 230 | ····</div> |
| 231 | ··</div> | 231 | ··</div> |
| 232 | </div> | 232 | </div> |
| 233 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 233 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 45 | ························from·0·to·2·**·32·-·1 | 45 | ························from·0·to·2·**·32·-·1 |
| 46 | ····················False:·the·results·is·casted·to·a·signed·int | 46 | ····················False:·the·results·is·casted·to·a·signed·int |
| 47 | ························from·-(2·**·31)·to·2·**·31·-·1 | 47 | ························from·-(2·**·31)·to·2·**·31·-·1 |
| 48 | ······Examples | 48 | ······Examples |
| 49 | ······>>>·from·sklearn.utils·import·murmurhash3_32 | 49 | ······>>>·from·sklearn.utils·import·murmurhash3_32 |
| 50 | ······>>>·murmurhash3_32(b"Hello·World!",·seed=42) | 50 | ······>>>·murmurhash3_32(b"Hello·World!",·seed=42) |
| 51 | ······3565178 | 51 | ······3565178 |
| 52 | ©·2007·-·202 | 52 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 276 | <div·class="clearer"></div></section> | 276 | <div·class="clearer"></div></section> |
| 277 | ······</div> | 277 | ······</div> |
| 278 | ····<div·class="container"> | 278 | ····<div·class="container"> |
| 279 | ······<footer·class="sk-content-footer"> | 279 | ······<footer·class="sk-content-footer"> |
| 280 | ············©·2007·-·202 | 280 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 281 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.parallel.Parallel.rst.txt"·rel="nofollow">Show·this·page·source</a> | 281 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.parallel.Parallel.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 282 | ······</footer> | 282 | ······</footer> |
| 283 | ····</div> | 283 | ····</div> |
| 284 | ··</div> | 284 | ··</div> |
| 285 | </div> | 285 | </div> |
| 286 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 286 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 72 | ············The·iterator·consumption·and·dispatching·is·protected·by·the·same | 72 | ············The·iterator·consumption·and·dispatching·is·protected·by·the·same |
| 73 | ············lock·so·calling·this·function·should·be·thread·safe. | 73 | ············lock·so·calling·this·function·should·be·thread·safe. |
| 74 | ········format(o\x8ob\x8bj\x8j,·i\x8in\x8nd\x8de\x8en\x8nt\x8t=\x8=0\x80)_\x8[_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8]_\x8¶ | 74 | ········format(o\x8ob\x8bj\x8j,·i\x8in\x8nd\x8de\x8en\x8nt\x8t=\x8=0\x80)_\x8[_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8]_\x8¶ |
| 75 | ············Return·the·formatted·representation·of·the·object. | 75 | ············Return·the·formatted·representation·of·the·object. |
| 76 | ········print_progress()_\x8[_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8]_\x8¶ | 76 | ········print_progress()_\x8[_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8]_\x8¶ |
| 77 | ············Display·the·process·of·the·parallel·execution·only·a·fraction·of | 77 | ············Display·the·process·of·the·parallel·execution·only·a·fraction·of |
| 78 | ············time,·controlled·by·self.verbose. | 78 | ············time,·controlled·by·self.verbose. |
| 79 | ©·2007·-·202 | 79 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 222 | <div·class="clearer"></div></section> | 222 | <div·class="clearer"></div></section> |
| 223 | ······</div> | 223 | ······</div> |
| 224 | ····<div·class="container"> | 224 | ····<div·class="container"> |
| 225 | ······<footer·class="sk-content-footer"> | 225 | ······<footer·class="sk-content-footer"> |
| 226 | ············©·2007·-·202 | 226 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 227 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.parallel.delayed.rst.txt"·rel="nofollow">Show·this·page·source</a> | 227 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.parallel.delayed.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 228 | ······</footer> | 228 | ······</footer> |
| 229 | ····</div> | 229 | ····</div> |
| 230 | ··</div> | 230 | ··</div> |
| 231 | </div> | 231 | </div> |
| 232 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 232 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 43 | ········Parameters: | 43 | ········Parameters: |
| 44 | ··············f\x8fu\x8un\x8nc\x8ct\x8ti\x8io\x8on\x8ncallable | 44 | ··············f\x8fu\x8un\x8nc\x8ct\x8ti\x8io\x8on\x8ncallable |
| 45 | ··················The·function·to·be·delayed. | 45 | ··················The·function·to·be·delayed. |
| 46 | ········Returns: | 46 | ········Returns: |
| 47 | ··············output:·tuple | 47 | ··············output:·tuple |
| 48 | ··················Tuple·containing·the·delayed·function,·the·positional | 48 | ··················Tuple·containing·the·delayed·function,·the·positional |
| 49 | ··················arguments,·and·the·keyword·arguments. | 49 | ··················arguments,·and·the·keyword·arguments. |
| 50 | ©·2007·-·202 | 50 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 275 | <div·class="clearer"></div></section> | 275 | <div·class="clearer"></div></section> |
| 276 | ······</div> | 276 | ······</div> |
| 277 | ····<div·class="container"> | 277 | ····<div·class="container"> |
| 278 | ······<footer·class="sk-content-footer"> | 278 | ······<footer·class="sk-content-footer"> |
| 279 | ············©·2007·-·202 | 279 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 280 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.parallel_backend.rst.txt"·rel="nofollow">Show·this·page·source</a> | 280 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.parallel_backend.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 281 | ······</footer> | 281 | ······</footer> |
| 282 | ····</div> | 282 | ····</div> |
| 283 | ··</div> | 283 | ··</div> |
| 284 | </div> | 284 | </div> |
| 285 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 285 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 88 | ······/·effective_n_jobs,·1)·but·this·limit·can·be·overwritten·with·the | 88 | ······/·effective_n_jobs,·1)·but·this·limit·can·be·overwritten·with·the |
| 89 | ······inner_max_num_threads·argument·which·will·be·used·to·set·this·limit·in | 89 | ······inner_max_num_threads·argument·which·will·be·used·to·set·this·limit·in |
| 90 | ······the·child·processes. | 90 | ······the·child·processes. |
| 91 | ······Added·in·version·0.10. | 91 | ······Added·in·version·0.10. |
| 92 | ······See·also | 92 | ······See·also |
| 93 | ········joblib.parallel_config | 93 | ········joblib.parallel_config |
| 94 | ············context·manager·to·change·the·backend·configuration. | 94 | ············context·manager·to·change·the·backend·configuration. |
| 95 | ©·2007·-·202 | 95 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 246 | <div·class="clearer"></div></section> | 246 | <div·class="clearer"></div></section> |
| 247 | ······</div> | 247 | ······</div> |
| 248 | ····<div·class="container"> | 248 | ····<div·class="container"> |
| 249 | ······<footer·class="sk-content-footer"> | 249 | ······<footer·class="sk-content-footer"> |
| 250 | ············©·2007·-·202 | 250 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 251 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.random.sample_without_replacement.rst.txt"·rel="nofollow">Show·this·page·source</a> | 251 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.random.sample_without_replacement.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 252 | ······</footer> | 252 | ······</footer> |
| 253 | ····</div> | 253 | ····</div> |
| 254 | ··</div> | 254 | ··</div> |
| 255 | </div> | 255 | </div> |
| 256 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 256 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 70 | ··············o\x8ou\x8ut\x8tndarray·of·shape·(n_samples,) | 70 | ··············o\x8ou\x8ut\x8tndarray·of·shape·(n_samples,) |
| 71 | ··················The·sampled·subsets·of·integer.·The·subset·of·selected | 71 | ··················The·sampled·subsets·of·integer.·The·subset·of·selected |
| 72 | ··················integer·might·not·be·randomized,·see·the·method·argument. | 72 | ··················integer·might·not·be·randomized,·see·the·method·argument. |
| 73 | ······Examples | 73 | ······Examples |
| 74 | ······>>>·from·sklearn.utils.random·import·sample_without_replacement | 74 | ······>>>·from·sklearn.utils.random·import·sample_without_replacement |
| 75 | ······>>>·sample_without_replacement(10,·5,·random_state=42) | 75 | ······>>>·sample_without_replacement(10,·5,·random_state=42) |
| 76 | ······array([8,·1,·5,·0,·7]) | 76 | ······array([8,·1,·5,·0,·7]) |
| 77 | ©·2007·-·202 | 77 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 207 | <div·class="clearer"></div></section> | 207 | <div·class="clearer"></div></section> |
| 208 | ······</div> | 208 | ······</div> |
| 209 | ····<div·class="container"> | 209 | ····<div·class="container"> |
| 210 | ······<footer·class="sk-content-footer"> | 210 | ······<footer·class="sk-content-footer"> |
| 211 | ············©·2007·-·202 | 211 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 212 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.register_parallel_backend.rst.txt"·rel="nofollow">Show·this·page·source</a> | 212 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.register_parallel_backend.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 213 | ······</footer> | 213 | ······</footer> |
| 214 | ····</div> | 214 | ····</div> |
| 215 | ··</div> | 215 | ··</div> |
| 216 | </div> | 216 | </div> |
| 217 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 217 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 37 | ······argument·to·the·Parallel·class.·Moreover,·the·default·backend·can·be | 37 | ······argument·to·the·Parallel·class.·Moreover,·the·default·backend·can·be |
| 38 | ······overwritten·globally·by·setting·make_default=True. | 38 | ······overwritten·globally·by·setting·make_default=True. |
| 39 | ······The·factory·can·be·any·callable·that·takes·no·argument·and·return·an | 39 | ······The·factory·can·be·any·callable·that·takes·no·argument·and·return·an |
| 40 | ······instance·of·ParallelBackendBase. | 40 | ······instance·of·ParallelBackendBase. |
| 41 | ······Warning:·this·function·is·experimental·and·subject·to·change·in·a·future | 41 | ······Warning:·this·function·is·experimental·and·subject·to·change·in·a·future |
| 42 | ······version·of·joblib. | 42 | ······version·of·joblib. |
| 43 | ······Added·in·version·0.10. | 43 | ······Added·in·version·0.10. |
| 44 | ©·2007·-·202 | 44 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 277 | <div·class="clearer"></div></section> | 277 | <div·class="clearer"></div></section> |
| 278 | ······</div> | 278 | ······</div> |
| 279 | ····<div·class="container"> | 279 | ····<div·class="container"> |
| 280 | ······<footer·class="sk-content-footer"> | 280 | ······<footer·class="sk-content-footer"> |
| 281 | ············©·2007·-·202 | 281 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 282 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.resample.rst.txt"·rel="nofollow">Show·this·page·source</a> | 282 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.resample.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 283 | ······</footer> | 283 | ······</footer> |
| 284 | ····</div> | 284 | ····</div> |
| 285 | ··</div> | 285 | ··</div> |
| 286 | </div> | 286 | </div> |
| 287 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 287 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 94 | ······>>>·resample(y,·n_samples=2,·random_state=0) | 94 | ······>>>·resample(y,·n_samples=2,·random_state=0) |
| 95 | ······array([0,·1]) | 95 | ······array([0,·1]) |
| 96 | ······Example·using·stratification: | 96 | ······Example·using·stratification: |
| 97 | ······>>>·y·=·[0,·0,·1,·1,·1,·1,·1,·1,·1] | 97 | ······>>>·y·=·[0,·0,·1,·1,·1,·1,·1,·1,·1] |
| 98 | ······>>>·resample(y,·n_samples=5,·replace=False,·stratify=y, | 98 | ······>>>·resample(y,·n_samples=5,·replace=False,·stratify=y, |
| 99 | ······...··········random_state=0) | 99 | ······...··········random_state=0) |
| 100 | ······[1,·1,·1,·0,·1] | 100 | ······[1,·1,·1,·0,·1] |
| 101 | ©·2007·-·202 | 101 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 225 | <div·class="clearer"></div></section> | 225 | <div·class="clearer"></div></section> |
| 226 | ······</div> | 226 | ······</div> |
| 227 | ····<div·class="container"> | 227 | ····<div·class="container"> |
| 228 | ······<footer·class="sk-content-footer"> | 228 | ······<footer·class="sk-content-footer"> |
| 229 | ············©·2007·-·202 | 229 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 230 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.safe_mask.rst.txt"·rel="nofollow">Show·this·page·source</a> | 230 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.safe_mask.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 231 | ······</footer> | 231 | ······</footer> |
| 232 | ····</div> | 232 | ····</div> |
| 233 | ··</div> | 233 | ··</div> |
| 234 | </div> | 234 | </div> |
| 235 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 235 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 46 | ······>>>·data·=·csr_matrix([[1],·[2],·[3],·[4],·[5]]) | 46 | ······>>>·data·=·csr_matrix([[1],·[2],·[3],·[4],·[5]]) |
| 47 | ······>>>·condition·=·[False,·True,·True,·False,·True] | 47 | ······>>>·condition·=·[False,·True,·True,·False,·True] |
| 48 | ······>>>·mask·=·safe_mask(data,·condition) | 48 | ······>>>·mask·=·safe_mask(data,·condition) |
| 49 | ······>>>·data[mask].toarray() | 49 | ······>>>·data[mask].toarray() |
| 50 | ······array([[2], | 50 | ······array([[2], |
| 51 | ·············[3], | 51 | ·············[3], |
| 52 | ·············[5]]) | 52 | ·············[5]]) |
| 53 | ©·2007·-·202 | 53 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 219 | <div·class="clearer"></div></section> | 219 | <div·class="clearer"></div></section> |
| 220 | ······</div> | 220 | ······</div> |
| 221 | ····<div·class="container"> | 221 | ····<div·class="container"> |
| 222 | ······<footer·class="sk-content-footer"> | 222 | ······<footer·class="sk-content-footer"> |
| 223 | ············©·2007·-·202 | 223 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 224 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.safe_sqr.rst.txt"·rel="nofollow">Show·this·page·source</a> | 224 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.safe_sqr.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 225 | ······</footer> | 225 | ······</footer> |
| 226 | ····</div> | 226 | ····</div> |
| 227 | ··</div> | 227 | ··</div> |
| 228 | </div> | 228 | </div> |
| 229 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 229 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 40 | ········Returns: | 40 | ········Returns: |
| 41 | ··············X\x8X·*\x8**\x8*·2\x82element·wise·square | 41 | ··············X\x8X·*\x8**\x8*·2\x82element·wise·square |
| 42 | ··················Return·the·element-wise·square·of·the·input. | 42 | ··················Return·the·element-wise·square·of·the·input. |
| 43 | ······Examples | 43 | ······Examples |
| 44 | ······>>>·from·sklearn.utils·import·safe_sqr | 44 | ······>>>·from·sklearn.utils·import·safe_sqr |
| 45 | ······>>>·safe_sqr([1,·2,·3]) | 45 | ······>>>·safe_sqr([1,·2,·3]) |
| 46 | ······array([1,·4,·9]) | 46 | ······array([1,·4,·9]) |
| 47 | ©·2007·-·202 | 47 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 290 | </div></div><div·class="clearer"></div></section> | 290 | </div></div><div·class="clearer"></div></section> |
| 291 | </section> | 291 | </section> |
| 292 | ······</div> | 292 | ······</div> |
| 293 | ····<div·class="container"> | 293 | ····<div·class="container"> |
| 294 | ······<footer·class="sk-content-footer"> | 294 | ······<footer·class="sk-content-footer"> |
| 295 | ············©·2007·-·202 | 295 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 296 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.shuffle.rst.txt"·rel="nofollow">Show·this·page·source</a> | 296 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.shuffle.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 297 | ······</footer> | 297 | ······</footer> |
| 298 | ····</div> | 298 | ····</div> |
| 299 | ··</div> | 299 | ··</div> |
| 300 | </div> | 300 | </div> |
| 301 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 301 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 95 | Prediction·Latency | 95 | Prediction·Latency |
| 96 | _\x8E_\x8a_\x8r_\x8l_\x8y_\x8·_\x8s_\x8t_\x8o_\x8p_\x8p_\x8i_\x8n_\x8g_\x8·_\x8o_\x8f_\x8·_\x8S_\x8t_\x8o_\x8c_\x8h_\x8a_\x8s_\x8t_\x8i_\x8c_\x8·_\x8G_\x8r_\x8a_\x8d_\x8i_\x8e_\x8n_\x8t_\x8·_\x8D_\x8e_\x8s_\x8c_\x8e_\x8n_\x8t | 96 | _\x8E_\x8a_\x8r_\x8l_\x8y_\x8·_\x8s_\x8t_\x8o_\x8p_\x8p_\x8i_\x8n_\x8g_\x8·_\x8o_\x8f_\x8·_\x8S_\x8t_\x8o_\x8c_\x8h_\x8a_\x8s_\x8t_\x8i_\x8c_\x8·_\x8G_\x8r_\x8a_\x8d_\x8i_\x8e_\x8n_\x8t_\x8·_\x8D_\x8e_\x8s_\x8c_\x8e_\x8n_\x8t |
| 97 | Early·stopping·of·Stochastic·Gradient·Descent | 97 | Early·stopping·of·Stochastic·Gradient·Descent |
| 98 | _\x8A_\x8p_\x8p_\x8r_\x8o_\x8x_\x8i_\x8m_\x8a_\x8t_\x8e_\x8·_\x8n_\x8e_\x8a_\x8r_\x8e_\x8s_\x8t_\x8·_\x8n_\x8e_\x8i_\x8g_\x8h_\x8b_\x8o_\x8r_\x8s_\x8·_\x8i_\x8n_\x8·_\x8T_\x8S_\x8N_\x8E | 98 | _\x8A_\x8p_\x8p_\x8r_\x8o_\x8x_\x8i_\x8m_\x8a_\x8t_\x8e_\x8·_\x8n_\x8e_\x8a_\x8r_\x8e_\x8s_\x8t_\x8·_\x8n_\x8e_\x8i_\x8g_\x8h_\x8b_\x8o_\x8r_\x8s_\x8·_\x8i_\x8n_\x8·_\x8T_\x8S_\x8N_\x8E |
| 99 | Approximate·nearest·neighbors·in·TSNE | 99 | Approximate·nearest·neighbors·in·TSNE |
| 100 | _\x8E_\x8f_\x8f_\x8e_\x8c_\x8t_\x8·_\x8o_\x8f_\x8·_\x8v_\x8a_\x8r_\x8y_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8r_\x8e_\x8s_\x8h_\x8o_\x8l_\x8d_\x8·_\x8f_\x8o_\x8r_\x8·_\x8s_\x8e_\x8l_\x8f_\x8-_\x8t_\x8r_\x8a_\x8i_\x8n_\x8i_\x8n_\x8g | 100 | _\x8E_\x8f_\x8f_\x8e_\x8c_\x8t_\x8·_\x8o_\x8f_\x8·_\x8v_\x8a_\x8r_\x8y_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8r_\x8e_\x8s_\x8h_\x8o_\x8l_\x8d_\x8·_\x8f_\x8o_\x8r_\x8·_\x8s_\x8e_\x8l_\x8f_\x8-_\x8t_\x8r_\x8a_\x8i_\x8n_\x8i_\x8n_\x8g |
| 101 | Effect·of·varying·threshold·for·self-training | 101 | Effect·of·varying·threshold·for·self-training |
| 102 | ©·2007·-·202 | 102 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 268 | <div·class="clearer"></div></section> | 268 | <div·class="clearer"></div></section> |
| 269 | ······</div> | 269 | ······</div> |
| 270 | ····<div·class="container"> | 270 | ····<div·class="container"> |
| 271 | ······<footer·class="sk-content-footer"> | 271 | ······<footer·class="sk-content-footer"> |
| 272 | ············©·2007·-·202 | 272 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 273 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.sparsefuncs.incr_mean_variance_axis.rst.txt"·rel="nofollow">Show·this·page·source</a> | 273 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.sparsefuncs.incr_mean_variance_axis.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 274 | ······</footer> | 274 | ······</footer> |
| 275 | ····</div> | 275 | ····</div> |
| 276 | ··</div> | 276 | ··</div> |
| 277 | </div> | 277 | </div> |
| 278 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 278 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 96 | ··············[0,·0,·0]]) | 96 | ··············[0,·0,·0]]) |
| 97 | ······>>>·sparsefuncs.incr_mean_variance_axis( | 97 | ······>>>·sparsefuncs.incr_mean_variance_axis( |
| 98 | ······...·····csr,·axis=0,·last_mean=np.zeros(3),·last_var=np.zeros(3), | 98 | ······...·····csr,·axis=0,·last_mean=np.zeros(3),·last_var=np.zeros(3), |
| 99 | ······last_n=2 | 99 | ······last_n=2 |
| 100 | ······...·) | 100 | ······...·) |
| 101 | ······(array([1.3...,·0.1...,·1.1...]),·array([8.8...,·0.1...,·3.4...]), | 101 | ······(array([1.3...,·0.1...,·1.1...]),·array([8.8...,·0.1...,·3.4...]), |
| 102 | ······array([6.,·6.,·6.])) | 102 | ······array([6.,·6.,·6.])) |
| 103 | ©·2007·-·202 | 103 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 232 | <div·class="clearer"></div></section> | 232 | <div·class="clearer"></div></section> |
| 233 | ······</div> | 233 | ······</div> |
| 234 | ····<div·class="container"> | 234 | ····<div·class="container"> |
| 235 | ······<footer·class="sk-content-footer"> | 235 | ······<footer·class="sk-content-footer"> |
| 236 | ············©·2007·-·202 | 236 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 237 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.sparsefuncs.inplace_column_scale.rst.txt"·rel="nofollow">Show·this·page·source</a> | 237 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.sparsefuncs.inplace_column_scale.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 238 | ······</footer> | 238 | ······</footer> |
| 239 | ····</div> | 239 | ····</div> |
| 240 | ··</div> | 240 | ··</div> |
| 241 | </div> | 241 | </div> |
| 242 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 242 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 57 | ··············[0,·0,·0]]) | 57 | ··············[0,·0,·0]]) |
| 58 | ······>>>·sparsefuncs.inplace_column_scale(csr,·scale) | 58 | ······>>>·sparsefuncs.inplace_column_scale(csr,·scale) |
| 59 | ······>>>·csr.todense() | 59 | ······>>>·csr.todense() |
| 60 | ······matrix([[16,··3,··4], | 60 | ······matrix([[16,··3,··4], |
| 61 | ··············[·0,··0,·10], | 61 | ··············[·0,··0,·10], |
| 62 | ··············[·0,··0,··0], | 62 | ··············[·0,··0,··0], |
| 63 | ··············[·0,··0,··0]]) | 63 | ··············[·0,··0,··0]]) |
| 64 | ©·2007·-·202 | 64 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 232 | <div·class="clearer"></div></section> | 232 | <div·class="clearer"></div></section> |
| 233 | ······</div> | 233 | ······</div> |
| 234 | ····<div·class="container"> | 234 | ····<div·class="container"> |
| 235 | ······<footer·class="sk-content-footer"> | 235 | ······<footer·class="sk-content-footer"> |
| 236 | ············©·2007·-·202 | 236 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 237 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.sparsefuncs.inplace_csr_column_scale.rst.txt"·rel="nofollow">Show·this·page·source</a> | 237 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.sparsefuncs.inplace_csr_column_scale.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 238 | ······</footer> | 238 | ······</footer> |
| 239 | ····</div> | 239 | ····</div> |
| 240 | ··</div> | 240 | ··</div> |
| 241 | </div> | 241 | </div> |
| 242 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 242 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 57 | ··············[0,·0,·0]]) | 57 | ··············[0,·0,·0]]) |
| 58 | ······>>>·sparsefuncs.inplace_csr_column_scale(csr,·scale) | 58 | ······>>>·sparsefuncs.inplace_csr_column_scale(csr,·scale) |
| 59 | ······>>>·csr.todense() | 59 | ······>>>·csr.todense() |
| 60 | ······matrix([[16,··3,··4], | 60 | ······matrix([[16,··3,··4], |
| 61 | ··············[·0,··0,·10], | 61 | ··············[·0,··0,·10], |
| 62 | ··············[·0,··0,··0], | 62 | ··············[·0,··0,··0], |
| 63 | ··············[·0,··0,··0]]) | 63 | ··············[·0,··0,··0]]) |
| 64 | ©·2007·-·202 | 64 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 231 | <div·class="clearer"></div></section> | 231 | <div·class="clearer"></div></section> |
| 232 | ······</div> | 232 | ······</div> |
| 233 | ····<div·class="container"> | 233 | ····<div·class="container"> |
| 234 | ······<footer·class="sk-content-footer"> | 234 | ······<footer·class="sk-content-footer"> |
| 235 | ············©·2007·-·202 | 235 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 236 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.sparsefuncs.inplace_row_scale.rst.txt"·rel="nofollow">Show·this·page·source</a> | 236 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.sparsefuncs.inplace_row_scale.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 237 | ······</footer> | 237 | ······</footer> |
| 238 | ····</div> | 238 | ····</div> |
| 239 | ··</div> | 239 | ··</div> |
| 240 | </div> | 240 | </div> |
| 241 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 241 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 56 | ··············[0,·0,·0,·6]]) | 56 | ··············[0,·0,·0,·6]]) |
| 57 | ······>>>·sparsefuncs.inplace_row_scale(csr,·scale) | 57 | ······>>>·sparsefuncs.inplace_row_scale(csr,·scale) |
| 58 | ······>>>·csr.todense() | 58 | ······>>>·csr.todense() |
| 59 | ·······matrix([[16,··2,··0,··0], | 59 | ·······matrix([[16,··2,··0,··0], |
| 60 | ···············[·0,··0,··6,··0], | 60 | ···············[·0,··0,··6,··0], |
| 61 | ···············[·0,··0,··0,·20], | 61 | ···············[·0,··0,··0,·20], |
| 62 | ···············[·0,··0,··0,·30]]) | 62 | ···············[·0,··0,··0,·30]]) |
| 63 | ©·2007·-·202 | 63 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 231 | <div·class="clearer"></div></section> | 231 | <div·class="clearer"></div></section> |
| 232 | ······</div> | 232 | ······</div> |
| 233 | ····<div·class="container"> | 233 | ····<div·class="container"> |
| 234 | ······<footer·class="sk-content-footer"> | 234 | ······<footer·class="sk-content-footer"> |
| 235 | ············©·2007·-·202 | 235 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 236 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.sparsefuncs.inplace_swap_column.rst.txt"·rel="nofollow">Show·this·page·source</a> | 236 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.sparsefuncs.inplace_swap_column.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 237 | ······</footer> | 237 | ······</footer> |
| 238 | ····</div> | 238 | ····</div> |
| 239 | ··</div> | 239 | ··</div> |
| 240 | </div> | 240 | </div> |
| 241 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 241 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 55 | ··············[0,·0,·0]]) | 55 | ··············[0,·0,·0]]) |
| 56 | ······>>>·sparsefuncs.inplace_swap_column(csr,·0,·1) | 56 | ······>>>·sparsefuncs.inplace_swap_column(csr,·0,·1) |
| 57 | ······>>>·csr.todense() | 57 | ······>>>·csr.todense() |
| 58 | ······matrix([[0,·8,·2], | 58 | ······matrix([[0,·8,·2], |
| 59 | ··············[0,·0,·5], | 59 | ··············[0,·0,·5], |
| 60 | ··············[0,·0,·0], | 60 | ··············[0,·0,·0], |
| 61 | ··············[0,·0,·0]]) | 61 | ··············[0,·0,·0]]) |
| 62 | ©·2007·-·202 | 62 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 231 | <div·class="clearer"></div></section> | 231 | <div·class="clearer"></div></section> |
| 232 | ······</div> | 232 | ······</div> |
| 233 | ····<div·class="container"> | 233 | ····<div·class="container"> |
| 234 | ······<footer·class="sk-content-footer"> | 234 | ······<footer·class="sk-content-footer"> |
| 235 | ············©·2007·-·202 | 235 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 236 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.sparsefuncs.inplace_swap_row.rst.txt"·rel="nofollow">Show·this·page·source</a> | 236 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.sparsefuncs.inplace_swap_row.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 237 | ······</footer> | 237 | ······</footer> |
| 238 | ····</div> | 238 | ····</div> |
| 239 | ··</div> | 239 | ··</div> |
| 240 | </div> | 240 | </div> |
| 241 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 241 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 55 | ··············[0,·0,·0]]) | 55 | ··············[0,·0,·0]]) |
| 56 | ······>>>·sparsefuncs.inplace_swap_row(csr,·0,·1) | 56 | ······>>>·sparsefuncs.inplace_swap_row(csr,·0,·1) |
| 57 | ······>>>·csr.todense() | 57 | ······>>>·csr.todense() |
| 58 | ······matrix([[0,·0,·5], | 58 | ······matrix([[0,·0,·5], |
| 59 | ··············[8,·0,·2], | 59 | ··············[8,·0,·2], |
| 60 | ··············[0,·0,·0], | 60 | ··············[0,·0,·0], |
| 61 | ··············[0,·0,·0]]) | 61 | ··············[0,·0,·0]]) |
| 62 | ©·2007·-·202 | 62 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 248 | <div·class="clearer"></div></section> | 248 | <div·class="clearer"></div></section> |
| 249 | ······</div> | 249 | ······</div> |
| 250 | ····<div·class="container"> | 250 | ····<div·class="container"> |
| 251 | ······<footer·class="sk-content-footer"> | 251 | ······<footer·class="sk-content-footer"> |
| 252 | ············©·2007·-·202 | 252 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 253 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.sparsefuncs.mean_variance_axis.rst.txt"·rel="nofollow">Show·this·page·source</a> | 253 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.sparsefuncs.mean_variance_axis.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 254 | ······</footer> | 254 | ······</footer> |
| 255 | ····</div> | 255 | ····</div> |
| 256 | ··</div> | 256 | ··</div> |
| 257 | </div> | 257 | </div> |
| 258 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 258 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 67 | ······>>>·csr.todense() | 67 | ······>>>·csr.todense() |
| 68 | ······matrix([[8,·1,·2], | 68 | ······matrix([[8,·1,·2], |
| 69 | ··············[0,·0,·5], | 69 | ··············[0,·0,·5], |
| 70 | ··············[0,·0,·0], | 70 | ··············[0,·0,·0], |
| 71 | ··············[0,·0,·0]]) | 71 | ··············[0,·0,·0]]) |
| 72 | ······>>>·sparsefuncs.mean_variance_axis(csr,·axis=0) | 72 | ······>>>·sparsefuncs.mean_variance_axis(csr,·axis=0) |
| 73 | ······(array([2.··,·0.25,·1.75]),·array([12.····,··0.1875,··4.1875])) | 73 | ······(array([2.··,·0.25,·1.75]),·array([12.····,··0.1875,··4.1875])) |
| 74 | ©·2007·-·202 | 74 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 197 | <div·class="clearer"></div></section> | 197 | <div·class="clearer"></div></section> |
| 198 | ······</div> | 198 | ······</div> |
| 199 | ····<div·class="container"> | 199 | ····<div·class="container"> |
| 200 | ······<footer·class="sk-content-footer"> | 200 | ······<footer·class="sk-content-footer"> |
| 201 | ············©·2007·-·202 | 201 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 202 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.sparsefuncs_fast.inplace_csr_row_normalize_l1.rst.txt"·rel="nofollow">Show·this·page·source</a> | 202 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.sparsefuncs_fast.inplace_csr_row_normalize_l1.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 203 | ······</footer> | 203 | ······</footer> |
| 204 | ····</div> | 204 | ····</div> |
| 205 | ··</div> | 205 | ··</div> |
| 206 | </div> | 206 | </div> |
| 207 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 207 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 28 | _\x8O_\x8t_\x8h_\x8e_\x8r_\x8·_\x8v_\x8e_\x8r_\x8s_\x8i_\x8o_\x8n_\x8s | 28 | _\x8O_\x8t_\x8h_\x8e_\x8r_\x8·_\x8v_\x8e_\x8r_\x8s_\x8i_\x8o_\x8n_\x8s |
| 29 | Please·_\x8c_\x8i_\x8t_\x8e_\x8·_\x8u_\x8s·if·you·use·the·software. | 29 | Please·_\x8c_\x8i_\x8t_\x8e_\x8·_\x8u_\x8s·if·you·use·the·software. |
| 30 | ····*·_\x8s_\x8k_\x8l_\x8e_\x8a_\x8r_\x8n_\x8._\x8u_\x8t_\x8i_\x8l_\x8s_\x8._\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8f_\x8u_\x8n_\x8c_\x8s_\x8__\x8f_\x8a_\x8s_\x8t_\x8._\x8i_\x8n_\x8p_\x8l_\x8a_\x8c_\x8e_\x8__\x8c_\x8s_\x8r_\x8__\x8r_\x8o_\x8w_\x8__\x8n_\x8o_\x8r_\x8m_\x8a_\x8l_\x8i_\x8z_\x8e_\x8__\x8l_\x81 | 30 | ····*·_\x8s_\x8k_\x8l_\x8e_\x8a_\x8r_\x8n_\x8._\x8u_\x8t_\x8i_\x8l_\x8s_\x8._\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8f_\x8u_\x8n_\x8c_\x8s_\x8__\x8f_\x8a_\x8s_\x8t_\x8._\x8i_\x8n_\x8p_\x8l_\x8a_\x8c_\x8e_\x8__\x8c_\x8s_\x8r_\x8__\x8r_\x8o_\x8w_\x8__\x8n_\x8o_\x8r_\x8m_\x8a_\x8l_\x8i_\x8z_\x8e_\x8__\x8l_\x81 |
| 31 | ··········o·_\x8i_\x8n_\x8p_\x8l_\x8a_\x8c_\x8e_\x8__\x8c_\x8s_\x8r_\x8__\x8r_\x8o_\x8w_\x8__\x8n_\x8o_\x8r_\x8m_\x8a_\x8l_\x8i_\x8z_\x8e_\x8__\x8l_\x81 | 31 | ··········o·_\x8i_\x8n_\x8p_\x8l_\x8a_\x8c_\x8e_\x8__\x8c_\x8s_\x8r_\x8__\x8r_\x8o_\x8w_\x8__\x8n_\x8o_\x8r_\x8m_\x8a_\x8l_\x8i_\x8z_\x8e_\x8__\x8l_\x81 |
| 32 | *\x8**\x8**\x8**\x8**\x8**\x8*·_\x8s\x8s_\x8k\x8k_\x8l\x8l_\x8e\x8e_\x8a\x8a_\x8r\x8r_\x8n\x8n_\x8.\x8._\x8u\x8u_\x8t\x8t_\x8i\x8i_\x8l\x8l_\x8s\x8s_\x8.\x8._\x8s\x8s_\x8p\x8p_\x8a\x8a_\x8r\x8r_\x8s\x8s_\x8e\x8e_\x8f\x8f_\x8u\x8u_\x8n\x8n_\x8c\x8c_\x8s\x8s_\x8_\x8__\x8f\x8f_\x8a\x8a_\x8s\x8s_\x8t\x8t.\x8.i\x8in\x8np\x8pl\x8la\x8ac\x8ce\x8e_\x8_c\x8cs\x8sr\x8r_\x8_r\x8ro\x8ow\x8w_\x8_n\x8no\x8or\x8rm\x8ma\x8al\x8li\x8iz\x8ze\x8e_\x8_l\x8l1\x81_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8**\x8* | 32 | *\x8**\x8**\x8**\x8**\x8**\x8*·_\x8s\x8s_\x8k\x8k_\x8l\x8l_\x8e\x8e_\x8a\x8a_\x8r\x8r_\x8n\x8n_\x8.\x8._\x8u\x8u_\x8t\x8t_\x8i\x8i_\x8l\x8l_\x8s\x8s_\x8.\x8._\x8s\x8s_\x8p\x8p_\x8a\x8a_\x8r\x8r_\x8s\x8s_\x8e\x8e_\x8f\x8f_\x8u\x8u_\x8n\x8n_\x8c\x8c_\x8s\x8s_\x8_\x8__\x8f\x8f_\x8a\x8a_\x8s\x8s_\x8t\x8t.\x8.i\x8in\x8np\x8pl\x8la\x8ac\x8ce\x8e_\x8_c\x8cs\x8sr\x8r_\x8_r\x8ro\x8ow\x8w_\x8_n\x8no\x8or\x8rm\x8ma\x8al\x8li\x8iz\x8ze\x8e_\x8_l\x8l1\x81_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8**\x8* |
| 33 | ··sklearn.utils.sparsefuncs_fast.inplace_csr_row_normalize_l1(X\x8X)_\x8¶ | 33 | ··sklearn.utils.sparsefuncs_fast.inplace_csr_row_normalize_l1(X\x8X)_\x8¶ |
| 34 | ······Inplace·row·normalize·using·the·l1·norm | 34 | ······Inplace·row·normalize·using·the·l1·norm |
| 35 | ©·2007·-·202 | 35 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 197 | <div·class="clearer"></div></section> | 197 | <div·class="clearer"></div></section> |
| 198 | ······</div> | 198 | ······</div> |
| 199 | ····<div·class="container"> | 199 | ····<div·class="container"> |
| 200 | ······<footer·class="sk-content-footer"> | 200 | ······<footer·class="sk-content-footer"> |
| 201 | ············©·2007·-·202 | 201 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 202 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.sparsefuncs_fast.inplace_csr_row_normalize_l2.rst.txt"·rel="nofollow">Show·this·page·source</a> | 202 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.sparsefuncs_fast.inplace_csr_row_normalize_l2.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 203 | ······</footer> | 203 | ······</footer> |
| 204 | ····</div> | 204 | ····</div> |
| 205 | ··</div> | 205 | ··</div> |
| 206 | </div> | 206 | </div> |
| 207 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 207 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 28 | _\x8O_\x8t_\x8h_\x8e_\x8r_\x8·_\x8v_\x8e_\x8r_\x8s_\x8i_\x8o_\x8n_\x8s | 28 | _\x8O_\x8t_\x8h_\x8e_\x8r_\x8·_\x8v_\x8e_\x8r_\x8s_\x8i_\x8o_\x8n_\x8s |
| 29 | Please·_\x8c_\x8i_\x8t_\x8e_\x8·_\x8u_\x8s·if·you·use·the·software. | 29 | Please·_\x8c_\x8i_\x8t_\x8e_\x8·_\x8u_\x8s·if·you·use·the·software. |
| 30 | ····*·_\x8s_\x8k_\x8l_\x8e_\x8a_\x8r_\x8n_\x8._\x8u_\x8t_\x8i_\x8l_\x8s_\x8._\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8f_\x8u_\x8n_\x8c_\x8s_\x8__\x8f_\x8a_\x8s_\x8t_\x8._\x8i_\x8n_\x8p_\x8l_\x8a_\x8c_\x8e_\x8__\x8c_\x8s_\x8r_\x8__\x8r_\x8o_\x8w_\x8__\x8n_\x8o_\x8r_\x8m_\x8a_\x8l_\x8i_\x8z_\x8e_\x8__\x8l_\x82 | 30 | ····*·_\x8s_\x8k_\x8l_\x8e_\x8a_\x8r_\x8n_\x8._\x8u_\x8t_\x8i_\x8l_\x8s_\x8._\x8s_\x8p_\x8a_\x8r_\x8s_\x8e_\x8f_\x8u_\x8n_\x8c_\x8s_\x8__\x8f_\x8a_\x8s_\x8t_\x8._\x8i_\x8n_\x8p_\x8l_\x8a_\x8c_\x8e_\x8__\x8c_\x8s_\x8r_\x8__\x8r_\x8o_\x8w_\x8__\x8n_\x8o_\x8r_\x8m_\x8a_\x8l_\x8i_\x8z_\x8e_\x8__\x8l_\x82 |
| 31 | ··········o·_\x8i_\x8n_\x8p_\x8l_\x8a_\x8c_\x8e_\x8__\x8c_\x8s_\x8r_\x8__\x8r_\x8o_\x8w_\x8__\x8n_\x8o_\x8r_\x8m_\x8a_\x8l_\x8i_\x8z_\x8e_\x8__\x8l_\x82 | 31 | ··········o·_\x8i_\x8n_\x8p_\x8l_\x8a_\x8c_\x8e_\x8__\x8c_\x8s_\x8r_\x8__\x8r_\x8o_\x8w_\x8__\x8n_\x8o_\x8r_\x8m_\x8a_\x8l_\x8i_\x8z_\x8e_\x8__\x8l_\x82 |
| 32 | *\x8**\x8**\x8**\x8**\x8**\x8*·_\x8s\x8s_\x8k\x8k_\x8l\x8l_\x8e\x8e_\x8a\x8a_\x8r\x8r_\x8n\x8n_\x8.\x8._\x8u\x8u_\x8t\x8t_\x8i\x8i_\x8l\x8l_\x8s\x8s_\x8.\x8._\x8s\x8s_\x8p\x8p_\x8a\x8a_\x8r\x8r_\x8s\x8s_\x8e\x8e_\x8f\x8f_\x8u\x8u_\x8n\x8n_\x8c\x8c_\x8s\x8s_\x8_\x8__\x8f\x8f_\x8a\x8a_\x8s\x8s_\x8t\x8t.\x8.i\x8in\x8np\x8pl\x8la\x8ac\x8ce\x8e_\x8_c\x8cs\x8sr\x8r_\x8_r\x8ro\x8ow\x8w_\x8_n\x8no\x8or\x8rm\x8ma\x8al\x8li\x8iz\x8ze\x8e_\x8_l\x8l2\x82_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8**\x8* | 32 | *\x8**\x8**\x8**\x8**\x8**\x8*·_\x8s\x8s_\x8k\x8k_\x8l\x8l_\x8e\x8e_\x8a\x8a_\x8r\x8r_\x8n\x8n_\x8.\x8._\x8u\x8u_\x8t\x8t_\x8i\x8i_\x8l\x8l_\x8s\x8s_\x8.\x8._\x8s\x8s_\x8p\x8p_\x8a\x8a_\x8r\x8r_\x8s\x8s_\x8e\x8e_\x8f\x8f_\x8u\x8u_\x8n\x8n_\x8c\x8c_\x8s\x8s_\x8_\x8__\x8f\x8f_\x8a\x8a_\x8s\x8s_\x8t\x8t.\x8.i\x8in\x8np\x8pl\x8la\x8ac\x8ce\x8e_\x8_c\x8cs\x8sr\x8r_\x8_r\x8ro\x8ow\x8w_\x8_n\x8no\x8or\x8rm\x8ma\x8al\x8li\x8iz\x8ze\x8e_\x8_l\x8l2\x82_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8**\x8* |
| 33 | ··sklearn.utils.sparsefuncs_fast.inplace_csr_row_normalize_l2(X\x8X)_\x8¶ | 33 | ··sklearn.utils.sparsefuncs_fast.inplace_csr_row_normalize_l2(X\x8X)_\x8¶ |
| 34 | ······Inplace·row·normalize·using·the·l2·norm | 34 | ······Inplace·row·normalize·using·the·l2·norm |
| 35 | ©·2007·-·202 | 35 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 266 | </div></div><div·class="clearer"></div></section> | 266 | </div></div><div·class="clearer"></div></section> |
| 267 | </section> | 267 | </section> |
| 268 | ······</div> | 268 | ······</div> |
| 269 | ····<div·class="container"> | 269 | ····<div·class="container"> |
| 270 | ······<footer·class="sk-content-footer"> | 270 | ······<footer·class="sk-content-footer"> |
| 271 | ············©·2007·-·202 | 271 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 272 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.validation.check_is_fitted.rst.txt"·rel="nofollow">Show·this·page·source</a> | 272 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.validation.check_is_fitted.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 273 | ······</footer> | 273 | ······</footer> |
| 274 | ····</div> | 274 | ····</div> |
| 275 | ··</div> | 275 | ··</div> |
| 276 | </div> | 276 | </div> |
| 277 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 277 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 82 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.u\x8ut\x8ti\x8il\x8ls\x8s.\x8.v\x8va\x8al\x8li\x8id\x8da\x8at\x8ti\x8io\x8on\x8n.\x8.c\x8ch\x8he\x8ec\x8ck\x8k_\x8_i\x8is\x8s_\x8_f\x8fi\x8it\x8tt\x8te\x8ed\x8d_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 82 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·u\x8us\x8si\x8in\x8ng\x8g·s\x8sk\x8kl\x8le\x8ea\x8ar\x8rn\x8n.\x8.u\x8ut\x8ti\x8il\x8ls\x8s.\x8.v\x8va\x8al\x8li\x8id\x8da\x8at\x8ti\x8io\x8on\x8n.\x8.c\x8ch\x8he\x8ec\x8ck\x8k_\x8_i\x8is\x8s_\x8_f\x8fi\x8it\x8tt\x8te\x8ed\x8d_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 83 | _\x8I_\x8n_\x8d_\x8u_\x8c_\x8t_\x8i_\x8v_\x8e_\x8·_\x8C_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g | 83 | _\x8I_\x8n_\x8d_\x8u_\x8c_\x8t_\x8i_\x8v_\x8e_\x8·_\x8C_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g |
| 84 | Inductive·Clustering | 84 | Inductive·Clustering |
| 85 | _\x8__\x8__\x8s_\x8k_\x8l_\x8e_\x8a_\x8r_\x8n_\x8__\x8i_\x8s_\x8__\x8f_\x8i_\x8t_\x8t_\x8e_\x8d_\x8__\x8__\x8·_\x8a_\x8s_\x8·_\x8D_\x8e_\x8v_\x8e_\x8l_\x8o_\x8p_\x8e_\x8r_\x8·_\x8A_\x8P_\x8I | 85 | _\x8__\x8__\x8s_\x8k_\x8l_\x8e_\x8a_\x8r_\x8n_\x8__\x8i_\x8s_\x8__\x8f_\x8i_\x8t_\x8t_\x8e_\x8d_\x8__\x8__\x8·_\x8a_\x8s_\x8·_\x8D_\x8e_\x8v_\x8e_\x8l_\x8o_\x8p_\x8e_\x8r_\x8·_\x8A_\x8P_\x8I |
| 86 | __sklearn_is_fitted__·as·Developer·API | 86 | __sklearn_is_fitted__·as·Developer·API |
| 87 | _\x8M_\x8e_\x8t_\x8a_\x8d_\x8a_\x8t_\x8a_\x8·_\x8R_\x8o_\x8u_\x8t_\x8i_\x8n_\x8g | 87 | _\x8M_\x8e_\x8t_\x8a_\x8d_\x8a_\x8t_\x8a_\x8·_\x8R_\x8o_\x8u_\x8t_\x8i_\x8n_\x8g |
| 88 | Metadata·Routing | 88 | Metadata·Routing |
| 89 | ©·2007·-·202 | 89 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 229 | <div·class="clearer"></div></section> | 229 | <div·class="clearer"></div></section> |
| 230 | ······</div> | 230 | ······</div> |
| 231 | ····<div·class="container"> | 231 | ····<div·class="container"> |
| 232 | ······<footer·class="sk-content-footer"> | 232 | ······<footer·class="sk-content-footer"> |
| 233 | ············©·2007·-·202 | 233 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 234 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.validation.check_memory.rst.txt"·rel="nofollow">Show·this·page·source</a> | 234 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.validation.check_memory.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 235 | ······</footer> | 235 | ······</footer> |
| 236 | ····</div> | 236 | ····</div> |
| 237 | ··</div> | 237 | ··</div> |
| 238 | </div> | 238 | </div> |
| 239 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 239 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 47 | ········Raises: | 47 | ········Raises: |
| 48 | ··············ValueError | 48 | ··············ValueError |
| 49 | ··················If·memory·is·not·joblib.Memory-like. | 49 | ··················If·memory·is·not·joblib.Memory-like. |
| 50 | ······Examples | 50 | ······Examples |
| 51 | ······>>>·from·sklearn.utils.validation·import·check_memory | 51 | ······>>>·from·sklearn.utils.validation·import·check_memory |
| 52 | ······>>>·check_memory("caching_dir") | 52 | ······>>>·check_memory("caching_dir") |
| 53 | ······Memory(location=caching_dir/joblib) | 53 | ······Memory(location=caching_dir/joblib) |
| 54 | ©·2007·-·202 | 54 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 238 | <div·class="clearer"></div></section> | 238 | <div·class="clearer"></div></section> |
| 239 | ······</div> | 239 | ······</div> |
| 240 | ····<div·class="container"> | 240 | ····<div·class="container"> |
| 241 | ······<footer·class="sk-content-footer"> | 241 | ······<footer·class="sk-content-footer"> |
| 242 | ············©·2007·-·202 | 242 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 243 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.validation.check_symmetric.rst.txt"·rel="nofollow">Show·this·page·source</a> | 243 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.validation.check_symmetric.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 244 | ······</footer> | 244 | ······</footer> |
| 245 | ····</div> | 245 | ····</div> |
| 246 | ··</div> | 246 | ··</div> |
| 247 | </div> | 247 | </div> |
| 248 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 248 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 61 | ·············[1,·0,·1], | 61 | ·············[1,·0,·1], |
| 62 | ·············[2,·1,·0]]) | 62 | ·············[2,·1,·0]]) |
| 63 | ······>>>·from·scipy.sparse·import·csr_matrix | 63 | ······>>>·from·scipy.sparse·import·csr_matrix |
| 64 | ······>>>·sparse_symmetric_array·=·csr_matrix(symmetric_array) | 64 | ······>>>·sparse_symmetric_array·=·csr_matrix(symmetric_array) |
| 65 | ······>>>·check_symmetric(sparse_symmetric_array) | 65 | ······>>>·check_symmetric(sparse_symmetric_array) |
| 66 | ······<3x3·sparse·matrix·of·type·'<class·'numpy.int64'>' | 66 | ······<3x3·sparse·matrix·of·type·'<class·'numpy.int64'>' |
| 67 | ··········with·6·stored·elements·in·Compressed·Sparse·Row·format> | 67 | ··········with·6·stored·elements·in·Compressed·Sparse·Row·format> |
| 68 | ©·2007·-·202 | 68 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 230 | <div·class="clearer"></div></section> | 230 | <div·class="clearer"></div></section> |
| 231 | ······</div> | 231 | ······</div> |
| 232 | ····<div·class="container"> | 232 | ····<div·class="container"> |
| 233 | ······<footer·class="sk-content-footer"> | 233 | ······<footer·class="sk-content-footer"> |
| 234 | ············©·2007·-·202 | 234 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 235 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.validation.column_or_1d.rst.txt"·rel="nofollow">Show·this·page·source</a> | 235 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.validation.column_or_1d.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 236 | ······</footer> | 236 | ······</footer> |
| 237 | ····</div> | 237 | ····</div> |
| 238 | ··</div> | 238 | ··</div> |
| 239 | </div> | 239 | </div> |
| 240 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 240 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 47 | ··············ValueError | 47 | ··············ValueError |
| 48 | ··················If·y·is·not·a·1D·array·or·a·2D·array·with·a·single·row·or | 48 | ··················If·y·is·not·a·1D·array·or·a·2D·array·with·a·single·row·or |
| 49 | ··················column. | 49 | ··················column. |
| 50 | ······Examples | 50 | ······Examples |
| 51 | ······>>>·from·sklearn.utils.validation·import·column_or_1d | 51 | ······>>>·from·sklearn.utils.validation·import·column_or_1d |
| 52 | ······>>>·column_or_1d([1,·1]) | 52 | ······>>>·column_or_1d([1,·1]) |
| 53 | ······array([1,·1]) | 53 | ······array([1,·1]) |
| 54 | ©·2007·-·202 | 54 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 221 | <div·class="clearer"></div></section> | 221 | <div·class="clearer"></div></section> |
| 222 | ······</div> | 222 | ······</div> |
| 223 | ····<div·class="container"> | 223 | ····<div·class="container"> |
| 224 | ······<footer·class="sk-content-footer"> | 224 | ······<footer·class="sk-content-footer"> |
| 225 | ············©·2007·-·202 | 225 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 226 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.validation.has_fit_parameter.rst.txt"·rel="nofollow">Show·this·page·source</a> | 226 | ··········<a·href="../../_sources/modules/generated/sklearn.utils.validation.has_fit_parameter.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 227 | ······</footer> | 227 | ······</footer> |
| 228 | ····</div> | 228 | ····</div> |
| 229 | ··</div> | 229 | ··</div> |
| 230 | </div> | 230 | </div> |
| 231 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 231 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 42 | ··················Whether·the·parameter·was·found·to·be·a·named·parameter·of | 42 | ··················Whether·the·parameter·was·found·to·be·a·named·parameter·of |
| 43 | ··················the·estimator’s·fit·method. | 43 | ··················the·estimator’s·fit·method. |
| 44 | ······Examples | 44 | ······Examples |
| 45 | ······>>>·from·sklearn.svm·import·SVC | 45 | ······>>>·from·sklearn.svm·import·SVC |
| 46 | ······>>>·from·sklearn.utils.validation·import·has_fit_parameter | 46 | ······>>>·from·sklearn.utils.validation·import·has_fit_parameter |
| 47 | ······>>>·has_fit_parameter(SVC(),·"sample_weight") | 47 | ······>>>·has_fit_parameter(SVC(),·"sample_weight") |
| 48 | ······True | 48 | ······True |
| 49 | ©·2007·-·202 | 49 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 980 | </section> | 980 | </section> |
| 981 | </section> | 981 | </section> |
| 982 | ······</div> | 982 | ······</div> |
| 983 | ····<div·class="container"> | 983 | ····<div·class="container"> |
| 984 | ······<footer·class="sk-content-footer"> | 984 | ······<footer·class="sk-content-footer"> |
| 985 | ············©·2007·-·202 | 985 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 986 | ··········<a·href="../_sources/modules/grid_search.rst.txt"·rel="nofollow">Show·this·page·source</a> | 986 | ··········<a·href="../_sources/modules/grid_search.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 987 | ······</footer> | 987 | ······</footer> |
| 988 | ····</div> | 988 | ····</div> |
| 989 | ··</div> | 989 | ··</div> |
| 990 | </div> | 990 | </div> |
| 991 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 991 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 578 | _\x8e_\x8n_\x8s_\x8e_\x8m_\x8b_\x8l_\x8e_\x8._\x8E_\x8x_\x8t_\x8r_\x8a_\x8T_\x8r_\x8e_\x8e_\x8s_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r([...])···An·extra-trees·classifier. | 578 | _\x8e_\x8n_\x8s_\x8e_\x8m_\x8b_\x8l_\x8e_\x8._\x8E_\x8x_\x8t_\x8r_\x8a_\x8T_\x8r_\x8e_\x8e_\x8s_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r([...])···An·extra-trees·classifier. |
| 579 | _\x8e_\x8n_\x8s_\x8e_\x8m_\x8b_\x8l_\x8e_\x8._\x8E_\x8x_\x8t_\x8r_\x8a_\x8T_\x8r_\x8e_\x8e_\x8s_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8o_\x8r(··········An·extra-trees·regressor. | 579 | _\x8e_\x8n_\x8s_\x8e_\x8m_\x8b_\x8l_\x8e_\x8._\x8E_\x8x_\x8t_\x8r_\x8a_\x8T_\x8r_\x8e_\x8e_\x8s_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8o_\x8r(··········An·extra-trees·regressor. |
| 580 | [n_estimators, ...]) | 580 | [n_estimators, ...]) |
| 581 | _\x8e_\x8n_\x8s_\x8e_\x8m_\x8b_\x8l_\x8e_\x8._\x8G_\x8r_\x8a_\x8d_\x8i_\x8e_\x8n_\x8t_\x8B_\x8o_\x8o_\x8s_\x8t_\x8i_\x8n_\x8g_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r(*··Gradient·Boosting·for·classification. | 581 | _\x8e_\x8n_\x8s_\x8e_\x8m_\x8b_\x8l_\x8e_\x8._\x8G_\x8r_\x8a_\x8d_\x8i_\x8e_\x8n_\x8t_\x8B_\x8o_\x8o_\x8s_\x8t_\x8i_\x8n_\x8g_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r(*··Gradient·Boosting·for·classification. |
| 582 | [, ...]) | 582 | [, ...]) |
| 583 | _\x8e_\x8n_\x8s_\x8e_\x8m_\x8b_\x8l_\x8e_\x8._\x8G_\x8r_\x8a_\x8d_\x8i_\x8e_\x8n_\x8t_\x8B_\x8o_\x8o_\x8s_\x8t_\x8i_\x8n_\x8g_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8o_\x8r(*···Gradient·Boosting·for·regression. | 583 | _\x8e_\x8n_\x8s_\x8e_\x8m_\x8b_\x8l_\x8e_\x8._\x8G_\x8r_\x8a_\x8d_\x8i_\x8e_\x8n_\x8t_\x8B_\x8o_\x8o_\x8s_\x8t_\x8i_\x8n_\x8g_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8o_\x8r(*···Gradient·Boosting·for·regression. |
| 584 | [, ...]) | 584 | [, ...]) |
| 585 | ©·2007·-·202 | 585 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 584 | </section> | 584 | </section> |
| 585 | </section> | 585 | </section> |
| 586 | ······</div> | 586 | ······</div> |
| 587 | ····<div·class="container"> | 587 | ····<div·class="container"> |
| 588 | ······<footer·class="sk-content-footer"> | 588 | ······<footer·class="sk-content-footer"> |
| 589 | ············©·2007·-·202 | 589 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 590 | ··········<a·href="../_sources/modules/impute.rst.txt"·rel="nofollow">Show·this·page·source</a> | 590 | ··········<a·href="../_sources/modules/impute.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 591 | ······</footer> | 591 | ······</footer> |
| 592 | ····</div> | 592 | ····</div> |
| 593 | ··</div> | 593 | ··</div> |
| 594 | </div> | 594 | </div> |
| 595 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 595 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 334 | ··········o·_\x8S_\x8t_\x8a_\x8c_\x8k_\x8i_\x8n_\x8g_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r | 334 | ··········o·_\x8S_\x8t_\x8a_\x8c_\x8k_\x8i_\x8n_\x8g_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r |
| 335 | ··········o·_\x8S_\x8t_\x8a_\x8c_\x8k_\x8i_\x8n_\x8g_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8o_\x8r | 335 | ··········o·_\x8S_\x8t_\x8a_\x8c_\x8k_\x8i_\x8n_\x8g_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8o_\x8r |
| 336 | ··········o·_\x8S_\x8t_\x8a_\x8n_\x8d_\x8a_\x8r_\x8d_\x8S_\x8c_\x8a_\x8l_\x8e_\x8r | 336 | ··········o·_\x8S_\x8t_\x8a_\x8n_\x8d_\x8a_\x8r_\x8d_\x8S_\x8c_\x8a_\x8l_\x8e_\x8r |
| 337 | ··········o·_\x8T_\x8a_\x8r_\x8g_\x8e_\x8t_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r | 337 | ··········o·_\x8T_\x8a_\x8r_\x8g_\x8e_\x8t_\x8E_\x8n_\x8c_\x8o_\x8d_\x8e_\x8r |
| 338 | ··········o·_\x8V_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e_\x8T_\x8h_\x8r_\x8e_\x8s_\x8h_\x8o_\x8l_\x8d | 338 | ··········o·_\x8V_\x8a_\x8r_\x8i_\x8a_\x8n_\x8c_\x8e_\x8T_\x8h_\x8r_\x8e_\x8s_\x8h_\x8o_\x8l_\x8d |
| 339 | ··········o·_\x8V_\x8o_\x8t_\x8i_\x8n_\x8g_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r | 339 | ··········o·_\x8V_\x8o_\x8t_\x8i_\x8n_\x8g_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r |
| 340 | ··········o·_\x8V_\x8o_\x8t_\x8i_\x8n_\x8g_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8o_\x8r | 340 | ··········o·_\x8V_\x8o_\x8t_\x8i_\x8n_\x8g_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8o_\x8r |
| 341 | ©·2007·-·202 | 341 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 210 | </figure> | 210 | </figure> |
| 211 | </section> | 211 | </section> |
| 212 | ······</div> | 212 | ······</div> |
| 213 | ····<div·class="container"> | 213 | ····<div·class="container"> |
| 214 | ······<footer·class="sk-content-footer"> | 214 | ······<footer·class="sk-content-footer"> |
| 215 | ············©·2007·-·202 | 215 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 216 | ··········<a·href="../_sources/modules/isotonic.rst.txt"·rel="nofollow">Show·this·page·source</a> | 216 | ··········<a·href="../_sources/modules/isotonic.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 217 | ······</footer> | 217 | ······</footer> |
| 218 | ····</div> | 218 | ····</div> |
| 219 | ··</div> | 219 | ··</div> |
| 220 | </div> | 220 | </div> |
| 221 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 221 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 40 | constraint·based·on·_\x8S_\x8p_\x8e_\x8a_\x8r_\x8m_\x8a_\x8n_\x8’_\x8s_\x8·_\x8r_\x8a_\x8n_\x8k_\x8·_\x8c_\x8o_\x8r_\x8r_\x8e_\x8l_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8c_\x8o_\x8e_\x8f_\x8f_\x8i_\x8c_\x8i_\x8e_\x8n_\x8t. | 40 | constraint·based·on·_\x8S_\x8p_\x8e_\x8a_\x8r_\x8m_\x8a_\x8n_\x8’_\x8s_\x8·_\x8r_\x8a_\x8n_\x8k_\x8·_\x8c_\x8o_\x8r_\x8r_\x8e_\x8l_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8c_\x8o_\x8e_\x8f_\x8f_\x8i_\x8c_\x8i_\x8e_\x8n_\x8t. |
| 41 | _\x8I_\x8s_\x8o_\x8t_\x8o_\x8n_\x8i_\x8c_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n·produces·a·series·of·predictions·\(\hat{y}_i\)·for·the | 41 | _\x8I_\x8s_\x8o_\x8t_\x8o_\x8n_\x8i_\x8c_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n·produces·a·series·of·predictions·\(\hat{y}_i\)·for·the |
| 42 | training·data·which·are·the·closest·to·the·targets·\(y\)·in·terms·of·mean | 42 | training·data·which·are·the·closest·to·the·targets·\(y\)·in·terms·of·mean |
| 43 | squared·error.·These·predictions·are·interpolated·for·predicting·to·unseen | 43 | squared·error.·These·predictions·are·interpolated·for·predicting·to·unseen |
| 44 | data.·The·predictions·of·_\x8I_\x8s_\x8o_\x8t_\x8o_\x8n_\x8i_\x8c_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n·thus·form·a·function·that·is | 44 | data.·The·predictions·of·_\x8I_\x8s_\x8o_\x8t_\x8o_\x8n_\x8i_\x8c_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n·thus·form·a·function·that·is |
| 45 | piecewise·linear: | 45 | piecewise·linear: |
| 46 | _\x8[_\x8._\x8._\x8/_\x8__\x8i_\x8m_\x8a_\x8g_\x8e_\x8s_\x8/_\x8s_\x8p_\x8h_\x8x_\x8__\x8g_\x8l_\x8r_\x8__\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8s_\x8o_\x8t_\x8o_\x8n_\x8i_\x8c_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8__\x80_\x80_\x81_\x8._\x8p_\x8n_\x8g_\x8] | 46 | _\x8[_\x8._\x8._\x8/_\x8__\x8i_\x8m_\x8a_\x8g_\x8e_\x8s_\x8/_\x8s_\x8p_\x8h_\x8x_\x8__\x8g_\x8l_\x8r_\x8__\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8s_\x8o_\x8t_\x8o_\x8n_\x8i_\x8c_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8__\x80_\x80_\x81_\x8._\x8p_\x8n_\x8g_\x8] |
| 47 | ©·2007·-·202 | 47 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 474 | </section> | 474 | </section> |
| 475 | </section> | 475 | </section> |
| 476 | ······</div> | 476 | ······</div> |
| 477 | ····<div·class="container"> | 477 | ····<div·class="container"> |
| 478 | ······<footer·class="sk-content-footer"> | 478 | ······<footer·class="sk-content-footer"> |
| 479 | ············©·2007·-·202 | 479 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 480 | ··········<a·href="../_sources/modules/kernel_approximation.rst.txt"·rel="nofollow">Show·this·page·source</a> | 480 | ··········<a·href="../_sources/modules/kernel_approximation.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 481 | ······</footer> | 481 | ······</footer> |
| 482 | ····</div> | 482 | ····</div> |
| 483 | ··</div> | 483 | ··</div> |
| 484 | </div> | 484 | </div> |
| 485 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 485 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 232 | _\x8“_\x8F_\x8a_\x8s_\x8t_\x8·_\x8a_\x8n_\x8d_\x8·_\x8s_\x8c_\x8a_\x8l_\x8a_\x8b_\x8l_\x8e_\x8·_\x8p_\x8o_\x8l_\x8y_\x8n_\x8o_\x8m_\x8i_\x8a_\x8l_\x8·_\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8s_\x8·_\x8v_\x8i_\x8a_\x8·_\x8e_\x8x_\x8p_\x8l_\x8i_\x8c_\x8i_\x8t_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8m_\x8a_\x8p_\x8s_\x8”·Pham,·N.,·& | 232 | _\x8“_\x8F_\x8a_\x8s_\x8t_\x8·_\x8a_\x8n_\x8d_\x8·_\x8s_\x8c_\x8a_\x8l_\x8a_\x8b_\x8l_\x8e_\x8·_\x8p_\x8o_\x8l_\x8y_\x8n_\x8o_\x8m_\x8i_\x8a_\x8l_\x8·_\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8s_\x8·_\x8v_\x8i_\x8a_\x8·_\x8e_\x8x_\x8p_\x8l_\x8i_\x8c_\x8i_\x8t_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8m_\x8a_\x8p_\x8s_\x8”·Pham,·N.,·& |
| 233 | Pagh,·R.·-·2013 | 233 | Pagh,·R.·-·2013 |
| 234 | [_\x8C_\x8C_\x8F_\x82_\x80_\x80_\x82] | 234 | [_\x8C_\x8C_\x8F_\x82_\x80_\x80_\x82] |
| 235 | _\x8“_\x8F_\x8i_\x8n_\x8d_\x8i_\x8n_\x8g_\x8·_\x8f_\x8r_\x8e_\x8q_\x8u_\x8e_\x8n_\x8t_\x8·_\x8i_\x8t_\x8e_\x8m_\x8s_\x8·_\x8i_\x8n_\x8·_\x8d_\x8a_\x8t_\x8a_\x8·_\x8s_\x8t_\x8r_\x8e_\x8a_\x8m_\x8s_\x8”·Charikar,·M.,·Chen,·K.,·&·Farach- | 235 | _\x8“_\x8F_\x8i_\x8n_\x8d_\x8i_\x8n_\x8g_\x8·_\x8f_\x8r_\x8e_\x8q_\x8u_\x8e_\x8n_\x8t_\x8·_\x8i_\x8t_\x8e_\x8m_\x8s_\x8·_\x8i_\x8n_\x8·_\x8d_\x8a_\x8t_\x8a_\x8·_\x8s_\x8t_\x8r_\x8e_\x8a_\x8m_\x8s_\x8”·Charikar,·M.,·Chen,·K.,·&·Farach- |
| 236 | Colton·-·2002 | 236 | Colton·-·2002 |
| 237 | [_\x8W_\x8I_\x8K_\x8I_\x8C_\x8S] | 237 | [_\x8W_\x8I_\x8K_\x8I_\x8C_\x8S] |
| 238 | _\x8“_\x8W_\x8i_\x8k_\x8i_\x8p_\x8e_\x8d_\x8i_\x8a_\x8:_\x8·_\x8C_\x8o_\x8u_\x8n_\x8t_\x8·_\x8s_\x8k_\x8e_\x8t_\x8c_\x8h_\x8” | 238 | _\x8“_\x8W_\x8i_\x8k_\x8i_\x8p_\x8e_\x8d_\x8i_\x8a_\x8:_\x8·_\x8C_\x8o_\x8u_\x8n_\x8t_\x8·_\x8s_\x8k_\x8e_\x8t_\x8c_\x8h_\x8” |
| 239 | ©·2007·-·202 | 239 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 244 | </aside> | 244 | </aside> |
| 245 | </section> | 245 | </section> |
| 246 | ······</div> | 246 | ······</div> |
| 247 | ····<div·class="container"> | 247 | ····<div·class="container"> |
| 248 | ······<footer·class="sk-content-footer"> | 248 | ······<footer·class="sk-content-footer"> |
| 249 | ············©·2007·-·202 | 249 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 250 | ··········<a·href="../_sources/modules/kernel_ridge.rst.txt"·rel="nofollow">Show·this·page·source</a> | 250 | ··········<a·href="../_sources/modules/kernel_ridge.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 251 | ······</footer> | 251 | ······</footer> |
| 252 | ····</div> | 252 | ····</div> |
| 253 | ··</div> | 253 | ··</div> |
| 254 | </div> | 254 | </div> |
| 255 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 255 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 60 | prediction·time·depends·on·the·parameters·\(\epsilon\)·and·\(C\)·of·the·_\x8S_\x8V_\x8R;·\ | 60 | prediction·time·depends·on·the·parameters·\(\epsilon\)·and·\(C\)·of·the·_\x8S_\x8V_\x8R;·\ |
| 61 | (\epsilon·=·0\)·would·correspond·to·a·dense·model. | 61 | (\epsilon·=·0\)·would·correspond·to·a·dense·model. |
| 62 | _\x8[_\x8._\x8._\x8/_\x8__\x8i_\x8m_\x8a_\x8g_\x8e_\x8s_\x8/_\x8s_\x8p_\x8h_\x8x_\x8__\x8g_\x8l_\x8r_\x8__\x8p_\x8l_\x8o_\x8t_\x8__\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8__\x8r_\x8i_\x8d_\x8g_\x8e_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8__\x80_\x80_\x82_\x8._\x8p_\x8n_\x8g_\x8] | 62 | _\x8[_\x8._\x8._\x8/_\x8__\x8i_\x8m_\x8a_\x8g_\x8e_\x8s_\x8/_\x8s_\x8p_\x8h_\x8x_\x8__\x8g_\x8l_\x8r_\x8__\x8p_\x8l_\x8o_\x8t_\x8__\x8k_\x8e_\x8r_\x8n_\x8e_\x8l_\x8__\x8r_\x8i_\x8d_\x8g_\x8e_\x8__\x8r_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8__\x80_\x80_\x82_\x8._\x8p_\x8n_\x8g_\x8] |
| 63 | References: | 63 | References: |
| 64 | [_\x8M_\x82_\x80_\x81_\x82] | 64 | [_\x8M_\x82_\x80_\x81_\x82] |
| 65 | “Machine·Learning:·A·Probabilistic·Perspective”·Murphy,·K.·P.·-·chapter·14.4.3, | 65 | “Machine·Learning:·A·Probabilistic·Perspective”·Murphy,·K.·P.·-·chapter·14.4.3, |
| 66 | pp.·492-493,·The·MIT·Press,·2012 | 66 | pp.·492-493,·The·MIT·Press,·2012 |
| 67 | ©·2007·-·202 | 67 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 424 | </section> | 424 | </section> |
| 425 | </section> | 425 | </section> |
| 426 | ······</div> | 426 | ······</div> |
| 427 | ····<div·class="container"> | 427 | ····<div·class="container"> |
| 428 | ······<footer·class="sk-content-footer"> | 428 | ······<footer·class="sk-content-footer"> |
| 429 | ············©·2007·-·202 | 429 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 430 | ··········<a·href="../_sources/modules/lda_qda.rst.txt"·rel="nofollow">Show·this·page·source</a> | 430 | ··········<a·href="../_sources/modules/lda_qda.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 431 | ······</footer> | 431 | ······</footer> |
| 432 | ····</div> | 432 | ····</div> |
| 433 | ··</div> | 433 | ··</div> |
| 434 | </div> | 434 | </div> |
| 435 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 435 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 202 | Section·4.3,·p.106-119,·2008. | 202 | Section·4.3,·p.106-119,·2008. |
| 203 | [_\x82] | 203 | [_\x82] |
| 204 | Ledoit·O,·Wolf·M.·Honey,·I·Shrunk·the·Sample·Covariance·Matrix.·The·Journal·of | 204 | Ledoit·O,·Wolf·M.·Honey,·I·Shrunk·the·Sample·Covariance·Matrix.·The·Journal·of |
| 205 | Portfolio·Management·30(4),·110-119,·2004. | 205 | Portfolio·Management·30(4),·110-119,·2004. |
| 206 | [_\x83] | 206 | [_\x83] |
| 207 | R.·O.·Duda,·P.·E.·Hart,·D.·G.·Stork.·Pattern·Classification·(Second·Edition), | 207 | R.·O.·Duda,·P.·E.·Hart,·D.·G.·Stork.·Pattern·Classification·(Second·Edition), |
| 208 | section·2.6.2. | 208 | section·2.6.2. |
| 209 | ©·2007·-·202 | 209 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 357 | </section> | 357 | </section> |
| 358 | </section> | 358 | </section> |
| 359 | ······</div> | 359 | ······</div> |
| 360 | ····<div·class="container"> | 360 | ····<div·class="container"> |
| 361 | ······<footer·class="sk-content-footer"> | 361 | ······<footer·class="sk-content-footer"> |
| 362 | ············©·2007·-·202 | 362 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 363 | ··········<a·href="../_sources/modules/learning_curve.rst.txt"·rel="nofollow">Show·this·page·source</a> | 363 | ··········<a·href="../_sources/modules/learning_curve.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 364 | ······</footer> | 364 | ······</footer> |
| 365 | ····</div> | 365 | ····</div> |
| 366 | ··</div> | 366 | ··</div> |
| 367 | </div> | 367 | </div> |
| 368 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 368 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 160 | from·sklearn.svm·import·SVC | 160 | from·sklearn.svm·import·SVC |
| 161 | from·sklearn.utils·import·shuffle | 161 | from·sklearn.utils·import·shuffle |
| 162 | X,·y·=·load_iris(return_X_y=True) | 162 | X,·y·=·load_iris(return_X_y=True) |
| 163 | X,·y·=·shuffle(X,·y,·random_state=0) | 163 | X,·y·=·shuffle(X,·y,·random_state=0) |
| 164 | LearningCurveDisplay.from_estimator( | 164 | LearningCurveDisplay.from_estimator( |
| 165 | ···SVC(kernel="linear"),·X,·y,·train_sizes=[50,·80,·110],·cv=5) | 165 | ···SVC(kernel="linear"),·X,·y,·train_sizes=[50,·80,·110],·cv=5) |
| 166 | [../_images/learning_curve-2.png] | 166 | [../_images/learning_curve-2.png] |
| 167 | ©·2007·-·202 | 167 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 2113 | </section> | 2113 | </section> |
| 2114 | </section> | 2114 | </section> |
| 2115 | ······</div> | 2115 | ······</div> |
| 2116 | ····<div·class="container"> | 2116 | ····<div·class="container"> |
| 2117 | ······<footer·class="sk-content-footer"> | 2117 | ······<footer·class="sk-content-footer"> |
| 2118 | ············©·2007·-·202 | 2118 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 2119 | ··········<a·href="../_sources/modules/linear_model.rst.txt"·rel="nofollow">Show·this·page·source</a> | 2119 | ··········<a·href="../_sources/modules/linear_model.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 2120 | ······</footer> | 2120 | ······</footer> |
| 2121 | ····</div> | 2121 | ····</div> |
| 2122 | ··</div> | 2122 | ··</div> |
| 2123 | </div> | 2123 | </div> |
| 2124 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 2124 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 1190 | >>>·clf·=·Perceptron(fit_intercept=False,·max_iter=10,·tol=None, | 1190 | >>>·clf·=·Perceptron(fit_intercept=False,·max_iter=10,·tol=None, |
| 1191 | ...··················shuffle=False).fit(X,·y) | 1191 | ...··················shuffle=False).fit(X,·y) |
| 1192 | And·the·classifier·“predictions”·are·perfect: | 1192 | And·the·classifier·“predictions”·are·perfect: |
| 1193 | >>>·clf.predict(X) | 1193 | >>>·clf.predict(X) |
| 1194 | array([0,·1,·1,·0]) | 1194 | array([0,·1,·1,·0]) |
| 1195 | >>>·clf.score(X,·y) | 1195 | >>>·clf.score(X,·y) |
| 1196 | 1.0 | 1196 | 1.0 |
| 1197 | ©·2007·-·202 | 1197 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 836 | </section> | 836 | </section> |
| 837 | </section> | 837 | </section> |
| 838 | ······</div> | 838 | ······</div> |
| 839 | ····<div·class="container"> | 839 | ····<div·class="container"> |
| 840 | ······<footer·class="sk-content-footer"> | 840 | ······<footer·class="sk-content-footer"> |
| 841 | ············©·2007·-·202 | 841 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 842 | ··········<a·href="../_sources/modules/manifold.rst.txt"·rel="nofollow">Show·this·page·source</a> | 842 | ··········<a·href="../_sources/modules/manifold.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 843 | ······</footer> | 843 | ······</footer> |
| 844 | ····</div> | 844 | ····</div> |
| 845 | ··</div> | 845 | ··</div> |
| 846 | </div> | 846 | </div> |
| 847 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 847 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 451 | ······attempt·to·understand·the·source·of·the·singularity:·if·it·is·due·to | 451 | ······attempt·to·understand·the·source·of·the·singularity:·if·it·is·due·to |
| 452 | ······disjoint·sets,·increasing·n_neighbors·may·help.·If·it·is·due·to·identical | 452 | ······disjoint·sets,·increasing·n_neighbors·may·help.·If·it·is·due·to·identical |
| 453 | ······points·in·the·dataset,·removing·these·points·may·help. | 453 | ······points·in·the·dataset,·removing·these·points·may·help. |
| 454 | See·also | 454 | See·also |
| 455 | _\x8T_\x8o_\x8t_\x8a_\x8l_\x8l_\x8y_\x8·_\x8R_\x8a_\x8n_\x8d_\x8o_\x8m_\x8·_\x8T_\x8r_\x8e_\x8e_\x8s_\x8·_\x8E_\x8m_\x8b_\x8e_\x8d_\x8d_\x8i_\x8n_\x8g·can·also·be·useful·to·derive·non-linear | 455 | _\x8T_\x8o_\x8t_\x8a_\x8l_\x8l_\x8y_\x8·_\x8R_\x8a_\x8n_\x8d_\x8o_\x8m_\x8·_\x8T_\x8r_\x8e_\x8e_\x8s_\x8·_\x8E_\x8m_\x8b_\x8e_\x8d_\x8d_\x8i_\x8n_\x8g·can·also·be·useful·to·derive·non-linear |
| 456 | representations·of·feature·space,·also·it·does·not·perform·dimensionality | 456 | representations·of·feature·space,·also·it·does·not·perform·dimensionality |
| 457 | reduction. | 457 | reduction. |
| 458 | ©·2007·-·202 | 458 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 385 | </section> | 385 | </section> |
| 386 | </section> | 386 | </section> |
| 387 | ······</div> | 387 | ······</div> |
| 388 | ····<div·class="container"> | 388 | ····<div·class="container"> |
| 389 | ······<footer·class="sk-content-footer"> | 389 | ······<footer·class="sk-content-footer"> |
| 390 | ············©·2007·-·202 | 390 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 391 | ··········<a·href="../_sources/modules/metrics.rst.txt"·rel="nofollow">Show·this·page·source</a> | 391 | ··········<a·href="../_sources/modules/metrics.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 392 | ······</footer> | 392 | ······</footer> |
| 393 | ····</div> | 393 | ····</div> |
| 394 | ··</div> | 394 | ··</div> |
| 395 | </div> | 395 | </div> |
| 396 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 396 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 171 | The·chi·squared·kernel·is·most·commonly·used·on·histograms·(bags)·of·visual | 171 | The·chi·squared·kernel·is·most·commonly·used·on·histograms·(bags)·of·visual |
| 172 | words. | 172 | words. |
| 173 | References: | 173 | References: |
| 174 | ····*·Zhang,·J.·and·Marszalek,·M.·and·Lazebnik,·S.·and·Schmid,·C.·Local | 174 | ····*·Zhang,·J.·and·Marszalek,·M.·and·Lazebnik,·S.·and·Schmid,·C.·Local |
| 175 | ······features·and·kernels·for·classification·of·texture·and·object·categories: | 175 | ······features·and·kernels·for·classification·of·texture·and·object·categories: |
| 176 | ······A·comprehensive·study·International·Journal·of·Computer·Vision·2007 | 176 | ······A·comprehensive·study·International·Journal·of·Computer·Vision·2007 |
| 177 | ······_\x8h_\x8t_\x8t_\x8p_\x8s_\x8:_\x8/_\x8/_\x8h_\x8a_\x8l_\x8._\x8a_\x8r_\x8c_\x8h_\x8i_\x8v_\x8e_\x8s_\x8-_\x8o_\x8u_\x8v_\x8e_\x8r_\x8t_\x8e_\x8s_\x8._\x8f_\x8r_\x8/_\x8h_\x8a_\x8l_\x8-_\x80_\x80_\x81_\x87_\x81_\x84_\x81_\x82_\x8/_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t | 177 | ······_\x8h_\x8t_\x8t_\x8p_\x8s_\x8:_\x8/_\x8/_\x8h_\x8a_\x8l_\x8._\x8a_\x8r_\x8c_\x8h_\x8i_\x8v_\x8e_\x8s_\x8-_\x8o_\x8u_\x8v_\x8e_\x8r_\x8t_\x8e_\x8s_\x8._\x8f_\x8r_\x8/_\x8h_\x8a_\x8l_\x8-_\x80_\x80_\x81_\x87_\x81_\x84_\x81_\x82_\x8/_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t |
| 178 | ©·2007·-·202 | 178 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 547 | </section> | 547 | </section> |
| 548 | </section> | 548 | </section> |
| 549 | ······</div> | 549 | ······</div> |
| 550 | ····<div·class="container"> | 550 | ····<div·class="container"> |
| 551 | ······<footer·class="sk-content-footer"> | 551 | ······<footer·class="sk-content-footer"> |
| 552 | ············©·2007·-·202 | 552 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 553 | ··········<a·href="../_sources/modules/mixture.rst.txt"·rel="nofollow">Show·this·page·source</a> | 553 | ··········<a·href="../_sources/modules/mixture.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 554 | ······</footer> | 554 | ······</footer> |
| 555 | ····</div> | 555 | ····</div> |
| 556 | ··</div> | 556 | ··</div> |
| 557 | </div> | 557 | </div> |
| 558 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 558 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 255 | non·zero·weights). | 255 | non·zero·weights). |
| 256 | Variational·inference·techniques·for·the·Dirichlet·process·still·work·with·a | 256 | Variational·inference·techniques·for·the·Dirichlet·process·still·work·with·a |
| 257 | finite·approximation·to·this·infinite·mixture·model,·but·instead·of·having·to | 257 | finite·approximation·to·this·infinite·mixture·model,·but·instead·of·having·to |
| 258 | specify·a·priori·how·many·components·one·wants·to·use,·one·just·specifies·the | 258 | specify·a·priori·how·many·components·one·wants·to·use,·one·just·specifies·the |
| 259 | concentration·parameter·and·an·upper·bound·on·the·number·of·mixture·components | 259 | concentration·parameter·and·an·upper·bound·on·the·number·of·mixture·components |
| 260 | (this·upper·bound,·assuming·it·is·higher·than·the·“true”·number·of·components, | 260 | (this·upper·bound,·assuming·it·is·higher·than·the·“true”·number·of·components, |
| 261 | affects·only·algorithmic·complexity,·not·the·actual·number·of·components·used). | 261 | affects·only·algorithmic·complexity,·not·the·actual·number·of·components·used). |
| 262 | ©·2007·-·202 | 262 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 3046 | </section> | 3046 | </section> |
| 3047 | </section> | 3047 | </section> |
| 3048 | ······</div> | 3048 | ······</div> |
| 3049 | ····<div·class="container"> | 3049 | ····<div·class="container"> |
| 3050 | ······<footer·class="sk-content-footer"> | 3050 | ······<footer·class="sk-content-footer"> |
| 3051 | ············©·2007·-·202 | 3051 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 3052 | ··········<a·href="../_sources/modules/model_evaluation.rst.txt"·rel="nofollow">Show·this·page·source</a> | 3052 | ··········<a·href="../_sources/modules/model_evaluation.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 3053 | ······</footer> | 3053 | ······</footer> |
| 3054 | ····</div> | 3054 | ····</div> |
| 3055 | ··</div> | 3055 | ··</div> |
| 3056 | </div> | 3056 | </div> |
| 3057 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 3057 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 2069 | _\x8D_\x8u_\x8m_\x8m_\x8y_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8o_\x8r·also·implements·four·simple·rules·of·thumb·for·regression: | 2069 | _\x8D_\x8u_\x8m_\x8m_\x8y_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8o_\x8r·also·implements·four·simple·rules·of·thumb·for·regression: |
| 2070 | ····*·mean·always·predicts·the·mean·of·the·training·targets. | 2070 | ····*·mean·always·predicts·the·mean·of·the·training·targets. |
| 2071 | ····*·median·always·predicts·the·median·of·the·training·targets. | 2071 | ····*·median·always·predicts·the·median·of·the·training·targets. |
| 2072 | ····*·quantile·always·predicts·a·user·provided·quantile·of·the·training | 2072 | ····*·quantile·always·predicts·a·user·provided·quantile·of·the·training |
| 2073 | ······targets. | 2073 | ······targets. |
| 2074 | ····*·constant·always·predicts·a·constant·value·that·is·provided·by·the·user. | 2074 | ····*·constant·always·predicts·a·constant·value·that·is·provided·by·the·user. |
| 2075 | In·all·these·strategies,·the·predict·method·completely·ignores·the·input·data. | 2075 | In·all·these·strategies,·the·predict·method·completely·ignores·the·input·data. |
| 2076 | ©·2007·-·202 | 2076 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 768 | </section> | 768 | </section> |
| 769 | </section> | 769 | </section> |
| 770 | ······</div> | 770 | ······</div> |
| 771 | ····<div·class="container"> | 771 | ····<div·class="container"> |
| 772 | ······<footer·class="sk-content-footer"> | 772 | ······<footer·class="sk-content-footer"> |
| 773 | ············©·2007·-·202 | 773 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 774 | ··········<a·href="../_sources/modules/multiclass.rst.txt"·rel="nofollow">Show·this·page·source</a> | 774 | ··········<a·href="../_sources/modules/multiclass.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 775 | ······</footer> | 775 | ······</footer> |
| 776 | ····</div> | 776 | ····</div> |
| 777 | ··</div> | 777 | ··</div> |
| 778 | </div> | 778 | </div> |
| 779 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 779 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 449 | ·······[·-30.170388··,··-94.80956739,···12.16979946], | 449 | ·······[·-30.170388··,··-94.80956739,···12.16979946], |
| 450 | ·······[·140.72667194,··176.50941682,··-17.50447799], | 450 | ·······[·140.72667194,··176.50941682,··-17.50447799], |
| 451 | ·······[·149.37967282,··-81.15699552,···-5.72850319]]) | 451 | ·······[·149.37967282,··-81.15699552,···-5.72850319]]) |
| 452 | *\x8**\x8**\x8**\x8*·1\x81.\x8.1\x812\x82.\x8.4\x84.\x8.3\x83.\x8.·R\x8Re\x8eg\x8gr\x8re\x8es\x8ss\x8so\x8or\x8rC\x8Ch\x8ha\x8ai\x8in\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8* | 452 | *\x8**\x8**\x8**\x8*·1\x81.\x8.1\x812\x82.\x8.4\x84.\x8.3\x83.\x8.·R\x8Re\x8eg\x8gr\x8re\x8es\x8ss\x8so\x8or\x8rC\x8Ch\x8ha\x8ai\x8in\x8n_\x8?\x8¶·*\x8**\x8**\x8**\x8* |
| 453 | Regressor·chains·(see·_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8o_\x8r_\x8C_\x8h_\x8a_\x8i_\x8n)·is·analogous·to·_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r_\x8C_\x8h_\x8a_\x8i_\x8n·as·a·way | 453 | Regressor·chains·(see·_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8o_\x8r_\x8C_\x8h_\x8a_\x8i_\x8n)·is·analogous·to·_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8e_\x8r_\x8C_\x8h_\x8a_\x8i_\x8n·as·a·way |
| 454 | of·combining·a·number·of·regressions·into·a·single·multi-target·model·that·is | 454 | of·combining·a·number·of·regressions·into·a·single·multi-target·model·that·is |
| 455 | capable·of·exploiting·correlations·among·targets. | 455 | capable·of·exploiting·correlations·among·targets. |
| 456 | ©·2007·-·202 | 456 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 442 | </section> | 442 | </section> |
| 443 | </section> | 443 | </section> |
| 444 | ······</div> | 444 | ······</div> |
| 445 | ····<div·class="container"> | 445 | ····<div·class="container"> |
| 446 | ······<footer·class="sk-content-footer"> | 446 | ······<footer·class="sk-content-footer"> |
| 447 | ············©·2007·-·202 | 447 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 448 | ··········<a·href="../_sources/modules/naive_bayes.rst.txt"·rel="nofollow">Show·this·page·source</a> | 448 | ··········<a·href="../_sources/modules/naive_bayes.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 449 | ······</footer> | 449 | ······</footer> |
| 450 | ····</div> | 450 | ····</div> |
| 451 | ··</div> | 451 | ··</div> |
| 452 | </div> | 452 | </div> |
| 453 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 453 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 196 | the·list·of·all·the·expected·class·labels. | 196 | the·list·of·all·the·expected·class·labels. |
| 197 | For·an·overview·of·available·strategies·in·scikit-learn,·see·also·the·_\x8o_\x8u_\x8t_\x8-_\x8o_\x8f_\x8- | 197 | For·an·overview·of·available·strategies·in·scikit-learn,·see·also·the·_\x8o_\x8u_\x8t_\x8-_\x8o_\x8f_\x8- |
| 198 | _\x8c_\x8o_\x8r_\x8e_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g·documentation. | 198 | _\x8c_\x8o_\x8r_\x8e_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g·documentation. |
| 199 | Note | 199 | Note |
| 200 | The·partial_fit·method·call·of·naive·Bayes·models·introduces·some·computational | 200 | The·partial_fit·method·call·of·naive·Bayes·models·introduces·some·computational |
| 201 | overhead.·It·is·recommended·to·use·data·chunk·sizes·that·are·as·large·as | 201 | overhead.·It·is·recommended·to·use·data·chunk·sizes·that·are·as·large·as |
| 202 | possible,·that·is·as·the·available·RAM·allows. | 202 | possible,·that·is·as·the·available·RAM·allows. |
| 203 | ©·2007·-·202 | 203 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 951 | </section> | 951 | </section> |
| 952 | </section> | 952 | </section> |
| 953 | ······</div> | 953 | ······</div> |
| 954 | ····<div·class="container"> | 954 | ····<div·class="container"> |
| 955 | ······<footer·class="sk-content-footer"> | 955 | ······<footer·class="sk-content-footer"> |
| 956 | ············©·2007·-·202 | 956 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 957 | ··········<a·href="../_sources/modules/neighbors.rst.txt"·rel="nofollow">Show·this·page·source</a> | 957 | ··········<a·href="../_sources/modules/neighbors.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 958 | ······</footer> | 958 | ······</footer> |
| 959 | ····</div> | 959 | ····</div> |
| 960 | ··</div> | 960 | ··</div> |
| 961 | </div> | 961 | </div> |
| 962 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 962 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 611 | complexity·in·the·operation. | 611 | complexity·in·the·operation. |
| 612 | References: | 612 | References: |
| 613 | [_\x81] | 613 | [_\x81] |
| 614 | _\x8“_\x8N_\x8e_\x8i_\x8g_\x8h_\x8b_\x8o_\x8u_\x8r_\x8h_\x8o_\x8o_\x8d_\x8·_\x8C_\x8o_\x8m_\x8p_\x8o_\x8n_\x8e_\x8n_\x8t_\x8s_\x8·_\x8A_\x8n_\x8a_\x8l_\x8y_\x8s_\x8i_\x8s_\x8”,·J.·Goldberger,·S.·Roweis,·G.·Hinton,·R. | 614 | _\x8“_\x8N_\x8e_\x8i_\x8g_\x8h_\x8b_\x8o_\x8u_\x8r_\x8h_\x8o_\x8o_\x8d_\x8·_\x8C_\x8o_\x8m_\x8p_\x8o_\x8n_\x8e_\x8n_\x8t_\x8s_\x8·_\x8A_\x8n_\x8a_\x8l_\x8y_\x8s_\x8i_\x8s_\x8”,·J.·Goldberger,·S.·Roweis,·G.·Hinton,·R. |
| 615 | Salakhutdinov,·Advances·in·Neural·Information·Processing·Systems,·Vol.·17,·May | 615 | Salakhutdinov,·Advances·in·Neural·Information·Processing·Systems,·Vol.·17,·May |
| 616 | 2005,·pp.·513-520. | 616 | 2005,·pp.·513-520. |
| 617 | _\x8W_\x8i_\x8k_\x8i_\x8p_\x8e_\x8d_\x8i_\x8a_\x8·_\x8e_\x8n_\x8t_\x8r_\x8y_\x8·_\x8o_\x8n_\x8·_\x8N_\x8e_\x8i_\x8g_\x8h_\x8b_\x8o_\x8r_\x8h_\x8o_\x8o_\x8d_\x8·_\x8C_\x8o_\x8m_\x8p_\x8o_\x8n_\x8e_\x8n_\x8t_\x8s_\x8·_\x8A_\x8n_\x8a_\x8l_\x8y_\x8s_\x8i_\x8s | 617 | _\x8W_\x8i_\x8k_\x8i_\x8p_\x8e_\x8d_\x8i_\x8a_\x8·_\x8e_\x8n_\x8t_\x8r_\x8y_\x8·_\x8o_\x8n_\x8·_\x8N_\x8e_\x8i_\x8g_\x8h_\x8b_\x8o_\x8r_\x8h_\x8o_\x8o_\x8d_\x8·_\x8C_\x8o_\x8m_\x8p_\x8o_\x8n_\x8e_\x8n_\x8t_\x8s_\x8·_\x8A_\x8n_\x8a_\x8l_\x8y_\x8s_\x8i_\x8s |
| 618 | ©·2007·-·202 | 618 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 511 | </section> | 511 | </section> |
| 512 | </section> | 512 | </section> |
| 513 | ······</div> | 513 | ······</div> |
| 514 | ····<div·class="container"> | 514 | ····<div·class="container"> |
| 515 | ······<footer·class="sk-content-footer"> | 515 | ······<footer·class="sk-content-footer"> |
| 516 | ············©·2007·-·202 | 516 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 517 | ··········<a·href="../_sources/modules/neural_networks_supervised.rst.txt"·rel="nofollow">Show·this·page·source</a> | 517 | ··········<a·href="../_sources/modules/neural_networks_supervised.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 518 | ······</footer> | 518 | ······</footer> |
| 519 | ····</div> | 519 | ····</div> |
| 520 | ··</div> | 520 | ··</div> |
| 521 | </div> | 521 | </div> |
| 522 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 522 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 268 | ····*·_\x8“_\x8S_\x8t_\x8o_\x8c_\x8h_\x8a_\x8s_\x8t_\x8i_\x8c_\x8·_\x8G_\x8r_\x8a_\x8d_\x8i_\x8e_\x8n_\x8t_\x8·_\x8D_\x8e_\x8s_\x8c_\x8e_\x8n_\x8t_\x8”·L.·Bottou·-·Website,·2010. | 268 | ····*·_\x8“_\x8S_\x8t_\x8o_\x8c_\x8h_\x8a_\x8s_\x8t_\x8i_\x8c_\x8·_\x8G_\x8r_\x8a_\x8d_\x8i_\x8e_\x8n_\x8t_\x8·_\x8D_\x8e_\x8s_\x8c_\x8e_\x8n_\x8t_\x8”·L.·Bottou·-·Website,·2010. |
| 269 | ····*·_\x8“_\x8B_\x8a_\x8c_\x8k_\x8p_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8”·Andrew·Ng,·Jiquan·Ngiam,·Chuan·Yu·Foo,·Yifan·Mai, | 269 | ····*·_\x8“_\x8B_\x8a_\x8c_\x8k_\x8p_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8”·Andrew·Ng,·Jiquan·Ngiam,·Chuan·Yu·Foo,·Yifan·Mai, |
| 270 | ······Caroline·Suen·-·Website,·2011. | 270 | ······Caroline·Suen·-·Website,·2011. |
| 271 | ····*·_\x8“_\x8E_\x8f_\x8f_\x8i_\x8c_\x8i_\x8e_\x8n_\x8t_\x8·_\x8B_\x8a_\x8c_\x8k_\x8P_\x8r_\x8o_\x8p_\x8”·Y.·LeCun,·L.·Bottou,·G.·Orr,·K.·Müller·-·In·Neural | 271 | ····*·_\x8“_\x8E_\x8f_\x8f_\x8i_\x8c_\x8i_\x8e_\x8n_\x8t_\x8·_\x8B_\x8a_\x8c_\x8k_\x8P_\x8r_\x8o_\x8p_\x8”·Y.·LeCun,·L.·Bottou,·G.·Orr,·K.·Müller·-·In·Neural |
| 272 | ······Networks:·Tricks·of·the·Trade·1998. | 272 | ······Networks:·Tricks·of·the·Trade·1998. |
| 273 | ····*·_\x8“_\x8A_\x8d_\x8a_\x8m_\x8:_\x8·_\x8A_\x8·_\x8m_\x8e_\x8t_\x8h_\x8o_\x8d_\x8·_\x8f_\x8o_\x8r_\x8·_\x8s_\x8t_\x8o_\x8c_\x8h_\x8a_\x8s_\x8t_\x8i_\x8c_\x8·_\x8o_\x8p_\x8t_\x8i_\x8m_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8”·Kingma,·Diederik,·and·Jimmy | 273 | ····*·_\x8“_\x8A_\x8d_\x8a_\x8m_\x8:_\x8·_\x8A_\x8·_\x8m_\x8e_\x8t_\x8h_\x8o_\x8d_\x8·_\x8f_\x8o_\x8r_\x8·_\x8s_\x8t_\x8o_\x8c_\x8h_\x8a_\x8s_\x8t_\x8i_\x8c_\x8·_\x8o_\x8p_\x8t_\x8i_\x8m_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8”·Kingma,·Diederik,·and·Jimmy |
| 274 | ······Ba·(2014) | 274 | ······Ba·(2014) |
| 275 | ©·2007·-·202 | 275 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 313 | </section> | 313 | </section> |
| 314 | </section> | 314 | </section> |
| 315 | ······</div> | 315 | ······</div> |
| 316 | ····<div·class="container"> | 316 | ····<div·class="container"> |
| 317 | ······<footer·class="sk-content-footer"> | 317 | ······<footer·class="sk-content-footer"> |
| 318 | ············©·2007·-·202 | 318 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 319 | ··········<a·href="../_sources/modules/neural_networks_unsupervised.rst.txt"·rel="nofollow">Show·this·page·source</a> | 319 | ··········<a·href="../_sources/modules/neural_networks_unsupervised.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 320 | ······</footer> | 320 | ······</footer> |
| 321 | ····</div> | 321 | ····</div> |
| 322 | ··</div> | 322 | ··</div> |
| 323 | </div> | 323 | </div> |
| 324 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 324 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 117 | (k\)·Gibbs·steps·after·each·weight·update.·This·allows·the·particles·to·explore | 117 | (k\)·Gibbs·steps·after·each·weight·update.·This·allows·the·particles·to·explore |
| 118 | the·space·more·thoroughly. | 118 | the·space·more·thoroughly. |
| 119 | References: | 119 | References: |
| 120 | ····*·_\x8“_\x8A_\x8·_\x8f_\x8a_\x8s_\x8t_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m_\x8·_\x8f_\x8o_\x8r_\x8·_\x8d_\x8e_\x8e_\x8p_\x8·_\x8b_\x8e_\x8l_\x8i_\x8e_\x8f_\x8·_\x8n_\x8e_\x8t_\x8s_\x8”·G.·Hinton,·S.·Osindero, | 120 | ····*·_\x8“_\x8A_\x8·_\x8f_\x8a_\x8s_\x8t_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m_\x8·_\x8f_\x8o_\x8r_\x8·_\x8d_\x8e_\x8e_\x8p_\x8·_\x8b_\x8e_\x8l_\x8i_\x8e_\x8f_\x8·_\x8n_\x8e_\x8t_\x8s_\x8”·G.·Hinton,·S.·Osindero, |
| 121 | ······Y.-W.·Teh,·2006 | 121 | ······Y.-W.·Teh,·2006 |
| 122 | ····*·_\x8“_\x8T_\x8r_\x8a_\x8i_\x8n_\x8i_\x8n_\x8g_\x8·_\x8R_\x8e_\x8s_\x8t_\x8r_\x8i_\x8c_\x8t_\x8e_\x8d_\x8·_\x8B_\x8o_\x8l_\x8t_\x8z_\x8m_\x8a_\x8n_\x8n_\x8·_\x8M_\x8a_\x8c_\x8h_\x8i_\x8n_\x8e_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8A_\x8p_\x8p_\x8r_\x8o_\x8x_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n_\x8s_\x8·_\x8t_\x8o_\x8·_\x8t_\x8h_\x8e | 122 | ····*·_\x8“_\x8T_\x8r_\x8a_\x8i_\x8n_\x8i_\x8n_\x8g_\x8·_\x8R_\x8e_\x8s_\x8t_\x8r_\x8i_\x8c_\x8t_\x8e_\x8d_\x8·_\x8B_\x8o_\x8l_\x8t_\x8z_\x8m_\x8a_\x8n_\x8n_\x8·_\x8M_\x8a_\x8c_\x8h_\x8i_\x8n_\x8e_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8A_\x8p_\x8p_\x8r_\x8o_\x8x_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n_\x8s_\x8·_\x8t_\x8o_\x8·_\x8t_\x8h_\x8e |
| 123 | ······_\x8L_\x8i_\x8k_\x8e_\x8l_\x8i_\x8h_\x8o_\x8o_\x8d_\x8·_\x8G_\x8r_\x8a_\x8d_\x8i_\x8e_\x8n_\x8t_\x8”·T.·Tieleman,·2008 | 123 | ······_\x8L_\x8i_\x8k_\x8e_\x8l_\x8i_\x8h_\x8o_\x8o_\x8d_\x8·_\x8G_\x8r_\x8a_\x8d_\x8i_\x8e_\x8n_\x8t_\x8”·T.·Tieleman,·2008 |
| 124 | ©·2007·-·202 | 124 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 604 | </section> | 604 | </section> |
| 605 | </section> | 605 | </section> |
| 606 | ······</div> | 606 | ······</div> |
| 607 | ····<div·class="container"> | 607 | ····<div·class="container"> |
| 608 | ······<footer·class="sk-content-footer"> | 608 | ······<footer·class="sk-content-footer"> |
| 609 | ············©·2007·-·202 | 609 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 610 | ··········<a·href="../_sources/modules/outlier_detection.rst.txt"·rel="nofollow">Show·this·page·source</a> | 610 | ··········<a·href="../_sources/modules/outlier_detection.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 611 | ······</footer> | 611 | ······</footer> |
| 612 | ····</div> | 612 | ····</div> |
| 613 | ··</div> | 613 | ··</div> |
| 614 | </div> | 614 | </div> |
| 615 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 615 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 294 | When·novelty·is·set·to·True·be·aware·that·you·must·only·use·predict, | 294 | When·novelty·is·set·to·True·be·aware·that·you·must·only·use·predict, |
| 295 | decision_function·and·score_samples·on·new·unseen·data·and·not·on·the·training | 295 | decision_function·and·score_samples·on·new·unseen·data·and·not·on·the·training |
| 296 | samples·as·this·would·lead·to·wrong·results.·I.e.,·the·result·of·predict·will | 296 | samples·as·this·would·lead·to·wrong·results.·I.e.,·the·result·of·predict·will |
| 297 | not·be·the·same·as·fit_predict.·The·scores·of·abnormality·of·the·training | 297 | not·be·the·same·as·fit_predict.·The·scores·of·abnormality·of·the·training |
| 298 | samples·are·always·accessible·through·the·negative_outlier_factor_·attribute. | 298 | samples·are·always·accessible·through·the·negative_outlier_factor_·attribute. |
| 299 | Novelty·detection·with·Local·Outlier·Factor·is·illustrated·below. | 299 | Novelty·detection·with·Local·Outlier·Factor·is·illustrated·below. |
| 300 | _\x8[_\x8._\x8._\x8/_\x8__\x8i_\x8m_\x8a_\x8g_\x8e_\x8s_\x8/_\x8s_\x8p_\x8h_\x8x_\x8__\x8g_\x8l_\x8r_\x8__\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8o_\x8f_\x8__\x8n_\x8o_\x8v_\x8e_\x8l_\x8t_\x8y_\x8__\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8__\x80_\x80_\x81_\x8._\x8p_\x8n_\x8g_\x8] | 300 | _\x8[_\x8._\x8._\x8/_\x8__\x8i_\x8m_\x8a_\x8g_\x8e_\x8s_\x8/_\x8s_\x8p_\x8h_\x8x_\x8__\x8g_\x8l_\x8r_\x8__\x8p_\x8l_\x8o_\x8t_\x8__\x8l_\x8o_\x8f_\x8__\x8n_\x8o_\x8v_\x8e_\x8l_\x8t_\x8y_\x8__\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8__\x80_\x80_\x81_\x8._\x8p_\x8n_\x8g_\x8] |
| 301 | ©·2007·-·202 | 301 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 476 | </section> | 476 | </section> |
| 477 | </section> | 477 | </section> |
| 478 | ······</div> | 478 | ······</div> |
| 479 | ····<div·class="container"> | 479 | ····<div·class="container"> |
| 480 | ······<footer·class="sk-content-footer"> | 480 | ······<footer·class="sk-content-footer"> |
| 481 | ············©·2007·-·202 | 481 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 482 | ··········<a·href="../_sources/modules/partial_dependence.rst.txt"·rel="nofollow">Show·this·page·source</a> | 482 | ··········<a·href="../_sources/modules/partial_dependence.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 483 | ······</footer> | 483 | ······</footer> |
| 484 | ····</div> | 484 | ····</div> |
| 485 | ··</div> | 485 | ··</div> |
| 486 | </div> | 486 | </div> |
| 487 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 487 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 238 | [_\x8M_\x82_\x80_\x81_\x89] | 238 | [_\x8M_\x82_\x80_\x81_\x89] |
| 239 | C.·Molnar,·_\x8I_\x8n_\x8t_\x8e_\x8r_\x8p_\x8r_\x8e_\x8t_\x8a_\x8b_\x8l_\x8e_\x8·_\x8M_\x8a_\x8c_\x8h_\x8i_\x8n_\x8e_\x8·_\x8L_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g,·Section·5.1,·2019. | 239 | C.·Molnar,·_\x8I_\x8n_\x8t_\x8e_\x8r_\x8p_\x8r_\x8e_\x8t_\x8a_\x8b_\x8l_\x8e_\x8·_\x8M_\x8a_\x8c_\x8h_\x8i_\x8n_\x8e_\x8·_\x8L_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g,·Section·5.1,·2019. |
| 240 | [G2015]·(_\x81,_\x82) | 240 | [G2015]·(_\x81,_\x82) |
| 241 | _\x8A_\x8._\x8·_\x8G_\x8o_\x8l_\x8d_\x8s_\x8t_\x8e_\x8i_\x8n_\x8,_\x8·_\x8A_\x8._\x8·_\x8K_\x8a_\x8p_\x8e_\x8l_\x8n_\x8e_\x8r_\x8,_\x8·_\x8J_\x8._\x8·_\x8B_\x8l_\x8e_\x8i_\x8c_\x8h_\x8,_\x8·_\x8a_\x8n_\x8d_\x8·_\x8E_\x8._\x8·_\x8P_\x8i_\x8t_\x8k_\x8i_\x8n_\x8,_\x8·_\x8“_\x8P_\x8e_\x8e_\x8k_\x8i_\x8n_\x8g_\x8·_\x8I_\x8n_\x8s_\x8i_\x8d_\x8e_\x8·_\x8t_\x8h_\x8e_\x8·_\x8B_\x8l_\x8a_\x8c_\x8k | 241 | _\x8A_\x8._\x8·_\x8G_\x8o_\x8l_\x8d_\x8s_\x8t_\x8e_\x8i_\x8n_\x8,_\x8·_\x8A_\x8._\x8·_\x8K_\x8a_\x8p_\x8e_\x8l_\x8n_\x8e_\x8r_\x8,_\x8·_\x8J_\x8._\x8·_\x8B_\x8l_\x8e_\x8i_\x8c_\x8h_\x8,_\x8·_\x8a_\x8n_\x8d_\x8·_\x8E_\x8._\x8·_\x8P_\x8i_\x8t_\x8k_\x8i_\x8n_\x8,_\x8·_\x8“_\x8P_\x8e_\x8e_\x8k_\x8i_\x8n_\x8g_\x8·_\x8I_\x8n_\x8s_\x8i_\x8d_\x8e_\x8·_\x8t_\x8h_\x8e_\x8·_\x8B_\x8l_\x8a_\x8c_\x8k |
| 242 | _\x8B_\x8o_\x8x_\x8:_\x8·_\x8V_\x8i_\x8s_\x8u_\x8a_\x8l_\x8i_\x8z_\x8i_\x8n_\x8g_\x8·_\x8S_\x8t_\x8a_\x8t_\x8i_\x8s_\x8t_\x8i_\x8c_\x8a_\x8l_\x8·_\x8L_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8W_\x8i_\x8t_\x8h_\x8·_\x8P_\x8l_\x8o_\x8t_\x8s_\x8·_\x8o_\x8f_\x8·_\x8I_\x8n_\x8d_\x8i_\x8v_\x8i_\x8d_\x8u_\x8a_\x8l_\x8·_\x8C_\x8o_\x8n_\x8d_\x8i_\x8t_\x8i_\x8o_\x8n_\x8a_\x8l | 242 | _\x8B_\x8o_\x8x_\x8:_\x8·_\x8V_\x8i_\x8s_\x8u_\x8a_\x8l_\x8i_\x8z_\x8i_\x8n_\x8g_\x8·_\x8S_\x8t_\x8a_\x8t_\x8i_\x8s_\x8t_\x8i_\x8c_\x8a_\x8l_\x8·_\x8L_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8W_\x8i_\x8t_\x8h_\x8·_\x8P_\x8l_\x8o_\x8t_\x8s_\x8·_\x8o_\x8f_\x8·_\x8I_\x8n_\x8d_\x8i_\x8v_\x8i_\x8d_\x8u_\x8a_\x8l_\x8·_\x8C_\x8o_\x8n_\x8d_\x8i_\x8t_\x8i_\x8o_\x8n_\x8a_\x8l |
| 243 | _\x8E_\x8x_\x8p_\x8e_\x8c_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8”_\x8·_\x8J_\x8o_\x8u_\x8r_\x8n_\x8a_\x8l_\x8·_\x8o_\x8f_\x8·_\x8C_\x8o_\x8m_\x8p_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8a_\x8l_\x8·_\x8a_\x8n_\x8d_\x8·_\x8G_\x8r_\x8a_\x8p_\x8h_\x8i_\x8c_\x8a_\x8l_\x8·_\x8S_\x8t_\x8a_\x8t_\x8i_\x8s_\x8t_\x8i_\x8c_\x8s_\x8,_\x8·_\x82_\x84_\x8(_\x81_\x8)_\x8:_\x8·_\x84_\x84_\x8-_\x86_\x85_\x8, | 243 | _\x8E_\x8x_\x8p_\x8e_\x8c_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8”_\x8·_\x8J_\x8o_\x8u_\x8r_\x8n_\x8a_\x8l_\x8·_\x8o_\x8f_\x8·_\x8C_\x8o_\x8m_\x8p_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8a_\x8l_\x8·_\x8a_\x8n_\x8d_\x8·_\x8G_\x8r_\x8a_\x8p_\x8h_\x8i_\x8c_\x8a_\x8l_\x8·_\x8S_\x8t_\x8a_\x8t_\x8i_\x8s_\x8t_\x8i_\x8c_\x8s_\x8,_\x8·_\x82_\x84_\x8(_\x81_\x8)_\x8:_\x8·_\x84_\x84_\x8-_\x86_\x85_\x8, |
| 244 | _\x8S_\x8p_\x8r_\x8i_\x8n_\x8g_\x8e_\x8r_\x8,_\x8·_\x82_\x80_\x81_\x85_\x8. | 244 | _\x8S_\x8p_\x8r_\x8i_\x8n_\x8g_\x8e_\x8r_\x8,_\x8·_\x82_\x80_\x81_\x85_\x8. |
| 245 | ©·2007·-·202 | 245 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 423 | </section> | 423 | </section> |
| 424 | </section> | 424 | </section> |
| 425 | ······</div> | 425 | ······</div> |
| 426 | ····<div·class="container"> | 426 | ····<div·class="container"> |
| 427 | ······<footer·class="sk-content-footer"> | 427 | ······<footer·class="sk-content-footer"> |
| 428 | ············©·2007·-·202 | 428 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 429 | ··········<a·href="../_sources/modules/permutation_importance.rst.txt"·rel="nofollow">Show·this·page·source</a> | 429 | ··········<a·href="../_sources/modules/permutation_importance.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 430 | ······</footer> | 430 | ······</footer> |
| 431 | ····</div> | 431 | ····</div> |
| 432 | ··</div> | 432 | ··</div> |
| 433 | </div> | 433 | </div> |
| 434 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 434 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 204 | _\x8M_\x8u_\x8l_\x8t_\x8i_\x8c_\x8o_\x8l_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8o_\x8r_\x8·_\x8C_\x8o_\x8r_\x8r_\x8e_\x8l_\x8a_\x8t_\x8e_\x8d_\x8·_\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s. | 204 | _\x8M_\x8u_\x8l_\x8t_\x8i_\x8c_\x8o_\x8l_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8o_\x8r_\x8·_\x8C_\x8o_\x8r_\x8r_\x8e_\x8l_\x8a_\x8t_\x8e_\x8d_\x8·_\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s. |
| 205 | Examples: | 205 | Examples: |
| 206 | ····*·_\x8P_\x8e_\x8r_\x8m_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8I_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8·_\x8v_\x8s_\x8·_\x8R_\x8a_\x8n_\x8d_\x8o_\x8m_\x8·_\x8F_\x8o_\x8r_\x8e_\x8s_\x8t_\x8·_\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8I_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8·_\x8(_\x8M_\x8D_\x8I_\x8) | 206 | ····*·_\x8P_\x8e_\x8r_\x8m_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8I_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8·_\x8v_\x8s_\x8·_\x8R_\x8a_\x8n_\x8d_\x8o_\x8m_\x8·_\x8F_\x8o_\x8r_\x8e_\x8s_\x8t_\x8·_\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8I_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8·_\x8(_\x8M_\x8D_\x8I_\x8) |
| 207 | ····*·_\x8P_\x8e_\x8r_\x8m_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8I_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8M_\x8u_\x8l_\x8t_\x8i_\x8c_\x8o_\x8l_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8o_\x8r_\x8·_\x8C_\x8o_\x8r_\x8r_\x8e_\x8l_\x8a_\x8t_\x8e_\x8d_\x8·_\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s | 207 | ····*·_\x8P_\x8e_\x8r_\x8m_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8I_\x8m_\x8p_\x8o_\x8r_\x8t_\x8a_\x8n_\x8c_\x8e_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8M_\x8u_\x8l_\x8t_\x8i_\x8c_\x8o_\x8l_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8o_\x8r_\x8·_\x8C_\x8o_\x8r_\x8r_\x8e_\x8l_\x8a_\x8t_\x8e_\x8d_\x8·_\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8s |
| 208 | References: | 208 | References: |
| 209 | [_\x81] | 209 | [_\x81] |
| 210 | L.·Breiman,·_\x8“_\x8R_\x8a_\x8n_\x8d_\x8o_\x8m_\x8·_\x8F_\x8o_\x8r_\x8e_\x8s_\x8t_\x8s_\x8”,·Machine·Learning,·45(1),·5-32,·2001. | 210 | L.·Breiman,·_\x8“_\x8R_\x8a_\x8n_\x8d_\x8o_\x8m_\x8·_\x8F_\x8o_\x8r_\x8e_\x8s_\x8t_\x8s_\x8”,·Machine·Learning,·45(1),·5-32,·2001. |
| 211 | ©·2007·-·202 | 211 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 191 | ··window.location.href·=·"./compose.html"; | 191 | ··window.location.href·=·"./compose.html"; |
| 192 | </script><p>This·content·is·now·at·<a·class="reference·internal"·href="compose.html#combining-estimators"><span·class="std·std-ref">Pipelines·and·composite·estimators</span></a>.</p> | 192 | </script><p>This·content·is·now·at·<a·class="reference·internal"·href="compose.html#combining-estimators"><span·class="std·std-ref">Pipelines·and·composite·estimators</span></a>.</p> |
| 193 | ······</div> | 193 | ······</div> |
| 194 | ····<div·class="container"> | 194 | ····<div·class="container"> |
| 195 | ······<footer·class="sk-content-footer"> | 195 | ······<footer·class="sk-content-footer"> |
| 196 | ············©·2007·-·202 | 196 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 197 | ··········<a·href="../_sources/modules/pipeline.rst.txt"·rel="nofollow">Show·this·page·source</a> | 197 | ··········<a·href="../_sources/modules/pipeline.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 198 | ······</footer> | 198 | ······</footer> |
| 199 | ····</div> | 199 | ····</div> |
| 200 | ··</div> | 200 | ··</div> |
| 201 | </div> | 201 | </div> |
| 202 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 202 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 26 | >Prev | 26 | >Prev |
| 27 | ·_\x8U_\x8p | 27 | ·_\x8U_\x8p |
| 28 | >Next | 28 | >Next |
| 29 | s\x8sc\x8ci\x8ik\x8ki\x8it\x8t-\x8-l\x8le\x8ea\x8ar\x8rn\x8n·1\x81.\x8.4\x84.\x8.2\x82 | 29 | s\x8sc\x8ci\x8ik\x8ki\x8it\x8t-\x8-l\x8le\x8ea\x8ar\x8rn\x8n·1\x81.\x8.4\x84.\x8.2\x82 |
| 30 | _\x8O_\x8t_\x8h_\x8e_\x8r_\x8·_\x8v_\x8e_\x8r_\x8s_\x8i_\x8o_\x8n_\x8s | 30 | _\x8O_\x8t_\x8h_\x8e_\x8r_\x8·_\x8v_\x8e_\x8r_\x8s_\x8i_\x8o_\x8n_\x8s |
| 31 | Please·_\x8c_\x8i_\x8t_\x8e_\x8·_\x8u_\x8s·if·you·use·the·software. | 31 | Please·_\x8c_\x8i_\x8t_\x8e_\x8·_\x8u_\x8s·if·you·use·the·software. |
| 32 | This·content·is·now·at·_\x8P_\x8i_\x8p_\x8e_\x8l_\x8i_\x8n_\x8e_\x8s_\x8·_\x8a_\x8n_\x8d_\x8·_\x8c_\x8o_\x8m_\x8p_\x8o_\x8s_\x8i_\x8t_\x8e_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8s. | 32 | This·content·is·now·at·_\x8P_\x8i_\x8p_\x8e_\x8l_\x8i_\x8n_\x8e_\x8s_\x8·_\x8a_\x8n_\x8d_\x8·_\x8c_\x8o_\x8m_\x8p_\x8o_\x8s_\x8i_\x8t_\x8e_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8s. |
| 33 | ©·2007·-·202 | 33 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 1389 | </section> | 1389 | </section> |
| 1390 | </section> | 1390 | </section> |
| 1391 | ······</div> | 1391 | ······</div> |
| 1392 | ····<div·class="container"> | 1392 | ····<div·class="container"> |
| 1393 | ······<footer·class="sk-content-footer"> | 1393 | ······<footer·class="sk-content-footer"> |
| 1394 | ············©·2007·-·202 | 1394 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 1395 | ··········<a·href="../_sources/modules/preprocessing.rst.txt"·rel="nofollow">Show·this·page·source</a> | 1395 | ··········<a·href="../_sources/modules/preprocessing.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 1396 | ······</footer> | 1396 | ······</footer> |
| 1397 | ····</div> | 1397 | ····</div> |
| 1398 | ··</div> | 1398 | ··</div> |
| 1399 | </div> | 1399 | </div> |
| 1400 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 1400 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 986 | warning·is·raised·and·can·be·turned·into·an·error·with·a·filterwarnings: | 986 | warning·is·raised·and·can·be·turned·into·an·error·with·a·filterwarnings: |
| 987 | >>>·import·warnings | 987 | >>>·import·warnings |
| 988 | >>>·warnings.filterwarnings("error",·message=".*check_inverse*.", | 988 | >>>·warnings.filterwarnings("error",·message=".*check_inverse*.", |
| 989 | ...·························category=UserWarning,·append=False) | 989 | ...·························category=UserWarning,·append=False) |
| 990 | For·a·full·code·example·that·demonstrates·using·a·_\x8F_\x8u_\x8n_\x8c_\x8t_\x8i_\x8o_\x8n_\x8T_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8e_\x8r·to | 990 | For·a·full·code·example·that·demonstrates·using·a·_\x8F_\x8u_\x8n_\x8c_\x8t_\x8i_\x8o_\x8n_\x8T_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8e_\x8r·to |
| 991 | extract·features·from·text·data·see·_\x8C_\x8o_\x8l_\x8u_\x8m_\x8n_\x8·_\x8T_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8e_\x8r_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8H_\x8e_\x8t_\x8e_\x8r_\x8o_\x8g_\x8e_\x8n_\x8e_\x8o_\x8u_\x8s_\x8·_\x8D_\x8a_\x8t_\x8a | 991 | extract·features·from·text·data·see·_\x8C_\x8o_\x8l_\x8u_\x8m_\x8n_\x8·_\x8T_\x8r_\x8a_\x8n_\x8s_\x8f_\x8o_\x8r_\x8m_\x8e_\x8r_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8H_\x8e_\x8t_\x8e_\x8r_\x8o_\x8g_\x8e_\x8n_\x8e_\x8o_\x8u_\x8s_\x8·_\x8D_\x8a_\x8t_\x8a |
| 992 | _\x8S_\x8o_\x8u_\x8r_\x8c_\x8e_\x8s·and·_\x8T_\x8i_\x8m_\x8e_\x8-_\x8r_\x8e_\x8l_\x8a_\x8t_\x8e_\x8d_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8e_\x8n_\x8g_\x8i_\x8n_\x8e_\x8e_\x8r_\x8i_\x8n_\x8g. | 992 | _\x8S_\x8o_\x8u_\x8r_\x8c_\x8e_\x8s·and·_\x8T_\x8i_\x8m_\x8e_\x8-_\x8r_\x8e_\x8l_\x8a_\x8t_\x8e_\x8d_\x8·_\x8f_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8e_\x8n_\x8g_\x8i_\x8n_\x8e_\x8e_\x8r_\x8i_\x8n_\x8g. |
| 993 | ©·2007·-·202 | 993 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 288 | </section> | 288 | </section> |
| 289 | </section> | 289 | </section> |
| 290 | ······</div> | 290 | ······</div> |
| 291 | ····<div·class="container"> | 291 | ····<div·class="container"> |
| 292 | ······<footer·class="sk-content-footer"> | 292 | ······<footer·class="sk-content-footer"> |
| 293 | ············©·2007·-·202 | 293 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 294 | ··········<a·href="../_sources/modules/preprocessing_targets.rst.txt"·rel="nofollow">Show·this·page·source</a> | 294 | ··········<a·href="../_sources/modules/preprocessing_targets.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 295 | ······</footer> | 295 | ······</footer> |
| 296 | ····</div> | 296 | ····</div> |
| 297 | ··</div> | 297 | ··</div> |
| 298 | </div> | 298 | </div> |
| 299 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 299 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 99 | LabelEncoder() | 99 | LabelEncoder() |
| 100 | >>>·list(le.classes_) | 100 | >>>·list(le.classes_) |
| 101 | ['amsterdam',·'paris',·'tokyo'] | 101 | ['amsterdam',·'paris',·'tokyo'] |
| 102 | >>>·le.transform(["tokyo",·"tokyo",·"paris"]) | 102 | >>>·le.transform(["tokyo",·"tokyo",·"paris"]) |
| 103 | array([2,·2,·1]) | 103 | array([2,·2,·1]) |
| 104 | >>>·list(le.inverse_transform([2,·2,·1])) | 104 | >>>·list(le.inverse_transform([2,·2,·1])) |
| 105 | ['tokyo',·'tokyo',·'paris'] | 105 | ['tokyo',·'tokyo',·'paris'] |
| 106 | ©·2007·-·202 | 106 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 372 | </section> | 372 | </section> |
| 373 | </section> | 373 | </section> |
| 374 | ······</div> | 374 | ······</div> |
| 375 | ····<div·class="container"> | 375 | ····<div·class="container"> |
| 376 | ······<footer·class="sk-content-footer"> | 376 | ······<footer·class="sk-content-footer"> |
| 377 | ············©·2007·-·202 | 377 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 378 | ··········<a·href="../_sources/modules/random_projection.rst.txt"·rel="nofollow">Show·this·page·source</a> | 378 | ··········<a·href="../_sources/modules/random_projection.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 379 | ······</footer> | 379 | ······</footer> |
| 380 | ····</div> | 380 | ····</div> |
| 381 | ··</div> | 381 | ··</div> |
| 382 | </div> | 382 | </div> |
| 383 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 383 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 152 | (100,·3947) | 152 | (100,·3947) |
| 153 | >>>·X_new_inversed·=·transformer.inverse_transform(X_new) | 153 | >>>·X_new_inversed·=·transformer.inverse_transform(X_new) |
| 154 | >>>·X_new_inversed.shape | 154 | >>>·X_new_inversed.shape |
| 155 | (100,·10000) | 155 | (100,·10000) |
| 156 | >>>·X_new_again·=·transformer.transform(X_new_inversed) | 156 | >>>·X_new_again·=·transformer.transform(X_new_inversed) |
| 157 | >>>·np.allclose(X_new,·X_new_again) | 157 | >>>·np.allclose(X_new,·X_new_again) |
| 158 | True | 158 | True |
| 159 | ©·2007·-·202 | 159 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 330 | </section> | 330 | </section> |
| 331 | </section> | 331 | </section> |
| 332 | ······</div> | 332 | ······</div> |
| 333 | ····<div·class="container"> | 333 | ····<div·class="container"> |
| 334 | ······<footer·class="sk-content-footer"> | 334 | ······<footer·class="sk-content-footer"> |
| 335 | ············©·2007·-·202 | 335 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 336 | ··········<a·href="../_sources/modules/semi_supervised.rst.txt"·rel="nofollow">Show·this·page·source</a> | 336 | ··········<a·href="../_sources/modules/semi_supervised.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 337 | ······</footer> | 337 | ······</footer> |
| 338 | ····</div> | 338 | ····</div> |
| 339 | ··</div> | 339 | ··</div> |
| 340 | </div> | 340 | </div> |
| 341 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 341 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 122 | ····*·_\x8L_\x8a_\x8b_\x8e_\x8l_\x8·_\x8P_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8·_\x8a_\x8c_\x8t_\x8i_\x8v_\x8e_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g | 122 | ····*·_\x8L_\x8a_\x8b_\x8e_\x8l_\x8·_\x8P_\x8r_\x8o_\x8p_\x8a_\x8g_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8d_\x8i_\x8g_\x8i_\x8t_\x8s_\x8·_\x8a_\x8c_\x8t_\x8i_\x8v_\x8e_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g |
| 123 | References | 123 | References |
| 124 | [2]·Yoshua·Bengio,·Olivier·Delalleau,·Nicolas·Le·Roux.·In·Semi-Supervised | 124 | [2]·Yoshua·Bengio,·Olivier·Delalleau,·Nicolas·Le·Roux.·In·Semi-Supervised |
| 125 | Learning·(2006),·pp.·193-216 | 125 | Learning·(2006),·pp.·193-216 |
| 126 | [3]·Olivier·Delalleau,·Yoshua·Bengio,·Nicolas·Le·Roux.·Efficient·Non-Parametric | 126 | [3]·Olivier·Delalleau,·Yoshua·Bengio,·Nicolas·Le·Roux.·Efficient·Non-Parametric |
| 127 | Function·Induction·in·Semi-Supervised·Learning.·AISTAT·2005·_\x8h_\x8t_\x8t_\x8p_\x8s_\x8:_\x8/_\x8/ | 127 | Function·Induction·in·Semi-Supervised·Learning.·AISTAT·2005·_\x8h_\x8t_\x8t_\x8p_\x8s_\x8:_\x8/_\x8/ |
| 128 | _\x8w_\x8w_\x8w_\x8._\x8g_\x8a_\x8t_\x8s_\x8b_\x8y_\x8._\x8u_\x8c_\x8l_\x8._\x8a_\x8c_\x8._\x8u_\x8k_\x8/_\x8a_\x8i_\x8s_\x8t_\x8a_\x8t_\x8s_\x8/_\x8f_\x8u_\x8l_\x8l_\x8p_\x8a_\x8p_\x8e_\x8r_\x8s_\x8/_\x82_\x80_\x84_\x8._\x8p_\x8d_\x8f | 128 | _\x8w_\x8w_\x8w_\x8._\x8g_\x8a_\x8t_\x8s_\x8b_\x8y_\x8._\x8u_\x8c_\x8l_\x8._\x8a_\x8c_\x8._\x8u_\x8k_\x8/_\x8a_\x8i_\x8s_\x8t_\x8a_\x8t_\x8s_\x8/_\x8f_\x8u_\x8l_\x8l_\x8p_\x8a_\x8p_\x8e_\x8r_\x8s_\x8/_\x82_\x80_\x84_\x8._\x8p_\x8d_\x8f |
| 129 | ©·2007·-·202 | 129 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 723 | </section> | 723 | </section> |
| 724 | </section> | 724 | </section> |
| 725 | ······</div> | 725 | ······</div> |
| 726 | ····<div·class="container"> | 726 | ····<div·class="container"> |
| 727 | ······<footer·class="sk-content-footer"> | 727 | ······<footer·class="sk-content-footer"> |
| 728 | ············©·2007·-·202 | 728 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 729 | ··········<a·href="../_sources/modules/sgd.rst.txt"·rel="nofollow">Show·this·page·source</a> | 729 | ··········<a·href="../_sources/modules/sgd.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 730 | ······</footer> | 730 | ······</footer> |
| 731 | ····</div> | 731 | ····</div> |
| 732 | ··</div> | 732 | ··</div> |
| 733 | </div> | 733 | </div> |
| 734 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 734 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 402 | _\x8G_\x8r_\x8a_\x8d_\x8i_\x8e_\x8n_\x8t_\x8·_\x8D_\x8e_\x8s_\x8c_\x8e_\x8n_\x8t_\x8”·Xu,·Wei·(2011) | 402 | _\x8G_\x8r_\x8a_\x8d_\x8i_\x8e_\x8n_\x8t_\x8·_\x8D_\x8e_\x8s_\x8c_\x8e_\x8n_\x8t_\x8”·Xu,·Wei·(2011) |
| 403 | [_\x81_\x81] | 403 | [_\x81_\x81] |
| 404 | _\x8“_\x8R_\x8e_\x8g_\x8u_\x8l_\x8a_\x8r_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8a_\x8n_\x8d_\x8·_\x8v_\x8a_\x8r_\x8i_\x8a_\x8b_\x8l_\x8e_\x8·_\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8v_\x8i_\x8a_\x8·_\x8t_\x8h_\x8e_\x8·_\x8e_\x8l_\x8a_\x8s_\x8t_\x8i_\x8c_\x8·_\x8n_\x8e_\x8t_\x8”·H.·Zou,·T.·Hastie·- | 404 | _\x8“_\x8R_\x8e_\x8g_\x8u_\x8l_\x8a_\x8r_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8a_\x8n_\x8d_\x8·_\x8v_\x8a_\x8r_\x8i_\x8a_\x8b_\x8l_\x8e_\x8·_\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8v_\x8i_\x8a_\x8·_\x8t_\x8h_\x8e_\x8·_\x8e_\x8l_\x8a_\x8s_\x8t_\x8i_\x8c_\x8·_\x8n_\x8e_\x8t_\x8”·H.·Zou,·T.·Hastie·- |
| 405 | Journal·of·the·Royal·Statistical·Society·Series·B,·67·(2),·301-320. | 405 | Journal·of·the·Royal·Statistical·Society·Series·B,·67·(2),·301-320. |
| 406 | [_\x81_\x82] | 406 | [_\x81_\x82] |
| 407 | _\x8“_\x8S_\x8o_\x8l_\x8v_\x8i_\x8n_\x8g_\x8·_\x8l_\x8a_\x8r_\x8g_\x8e_\x8·_\x8s_\x8c_\x8a_\x8l_\x8e_\x8·_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8p_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8p_\x8r_\x8o_\x8b_\x8l_\x8e_\x8m_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8s_\x8t_\x8o_\x8c_\x8h_\x8a_\x8s_\x8t_\x8i_\x8c_\x8·_\x8g_\x8r_\x8a_\x8d_\x8i_\x8e_\x8n_\x8t | 407 | _\x8“_\x8S_\x8o_\x8l_\x8v_\x8i_\x8n_\x8g_\x8·_\x8l_\x8a_\x8r_\x8g_\x8e_\x8·_\x8s_\x8c_\x8a_\x8l_\x8e_\x8·_\x8l_\x8i_\x8n_\x8e_\x8a_\x8r_\x8·_\x8p_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8p_\x8r_\x8o_\x8b_\x8l_\x8e_\x8m_\x8s_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8s_\x8t_\x8o_\x8c_\x8h_\x8a_\x8s_\x8t_\x8i_\x8c_\x8·_\x8g_\x8r_\x8a_\x8d_\x8i_\x8e_\x8n_\x8t |
| 408 | _\x8d_\x8e_\x8s_\x8c_\x8e_\x8n_\x8t_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m_\x8s_\x8”·T.·Zhang·-·In·Proceedings·of·ICML·‘04. | 408 | _\x8d_\x8e_\x8s_\x8c_\x8e_\x8n_\x8t_\x8·_\x8a_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m_\x8s_\x8”·T.·Zhang·-·In·Proceedings·of·ICML·‘04. |
| 409 | ©·2007·-·202 | 409 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 972 | </section> | 972 | </section> |
| 973 | </section> | 973 | </section> |
| 974 | ······</div> | 974 | ······</div> |
| 975 | ····<div·class="container"> | 975 | ····<div·class="container"> |
| 976 | ······<footer·class="sk-content-footer"> | 976 | ······<footer·class="sk-content-footer"> |
| 977 | ············©·2007·-·202 | 977 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 978 | ··········<a·href="../_sources/modules/svm.rst.txt"·rel="nofollow">Show·this·page·source</a> | 978 | ··········<a·href="../_sources/modules/svm.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 979 | ······</footer> | 979 | ······</footer> |
| 980 | ····</div> | 980 | ····</div> |
| 981 | ··</div> | 981 | ··</div> |
| 982 | </div> | 982 | </div> |
| 983 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 983 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 563 | _\x8“_\x8A_\x8·_\x8T_\x8u_\x8t_\x8o_\x8r_\x8i_\x8a_\x8l_\x8·_\x8o_\x8n_\x8·_\x8S_\x8u_\x8p_\x8p_\x8o_\x8r_\x8t_\x8·_\x8V_\x8e_\x8c_\x8t_\x8o_\x8r_\x8·_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8”·Alex·J.·Smola,·Bernhard·Schölkopf·- | 563 | _\x8“_\x8A_\x8·_\x8T_\x8u_\x8t_\x8o_\x8r_\x8i_\x8a_\x8l_\x8·_\x8o_\x8n_\x8·_\x8S_\x8u_\x8p_\x8p_\x8o_\x8r_\x8t_\x8·_\x8V_\x8e_\x8c_\x8t_\x8o_\x8r_\x8·_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8”·Alex·J.·Smola,·Bernhard·Schölkopf·- |
| 564 | Statistics·and·Computing·archive·Volume·14·Issue·3,·August·2004,·p.·199-222. | 564 | Statistics·and·Computing·archive·Volume·14·Issue·3,·August·2004,·p.·199-222. |
| 565 | [_\x81_\x85] | 565 | [_\x81_\x85] |
| 566 | Schölkopf·et.·al·_\x8N_\x8e_\x8w_\x8·_\x8S_\x8u_\x8p_\x8p_\x8o_\x8r_\x8t_\x8·_\x8V_\x8e_\x8c_\x8t_\x8o_\x8r_\x8·_\x8A_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m_\x8s | 566 | Schölkopf·et.·al·_\x8N_\x8e_\x8w_\x8·_\x8S_\x8u_\x8p_\x8p_\x8o_\x8r_\x8t_\x8·_\x8V_\x8e_\x8c_\x8t_\x8o_\x8r_\x8·_\x8A_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m_\x8s |
| 567 | [_\x81_\x86] | 567 | [_\x81_\x86] |
| 568 | Crammer·and·Singer·_\x8O_\x8n_\x8·_\x8t_\x8h_\x8e_\x8·_\x8A_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m_\x8i_\x8c_\x8·_\x8I_\x8m_\x8p_\x8l_\x8e_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8M_\x8u_\x8l_\x8t_\x8i_\x8c_\x8l_\x8a_\x8s_\x8s_\x8·_\x8K_\x8e_\x8r_\x8n_\x8e_\x8l_\x8-_\x8b_\x8a_\x8s_\x8e_\x8d | 568 | Crammer·and·Singer·_\x8O_\x8n_\x8·_\x8t_\x8h_\x8e_\x8·_\x8A_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m_\x8i_\x8c_\x8·_\x8I_\x8m_\x8p_\x8l_\x8e_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8f_\x8M_\x8u_\x8l_\x8t_\x8i_\x8c_\x8l_\x8a_\x8s_\x8s_\x8·_\x8K_\x8e_\x8r_\x8n_\x8e_\x8l_\x8-_\x8b_\x8a_\x8s_\x8e_\x8d |
| 569 | _\x8V_\x8e_\x8c_\x8t_\x8o_\x8r_\x8·_\x8M_\x8a_\x8c_\x8h_\x8i_\x8n_\x8e_\x8s,·JMLR·2001. | 569 | _\x8V_\x8e_\x8c_\x8t_\x8o_\x8r_\x8·_\x8M_\x8a_\x8c_\x8h_\x8i_\x8n_\x8e_\x8s,·JMLR·2001. |
| 570 | ©·2007·-·202 | 570 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 805 | </section> | 805 | </section> |
| 806 | </section> | 806 | </section> |
| 807 | ······</div> | 807 | ······</div> |
| 808 | ····<div·class="container"> | 808 | ····<div·class="container"> |
| 809 | ······<footer·class="sk-content-footer"> | 809 | ······<footer·class="sk-content-footer"> |
| 810 | ············©·2007·-·202 | 810 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 811 | ··········<a·href="../_sources/modules/tree.rst.txt"·rel="nofollow">Show·this·page·source</a> | 811 | ··········<a·href="../_sources/modules/tree.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 812 | ······</footer> | 812 | ······</footer> |
| 813 | ····</div> | 813 | ····</div> |
| 814 | ··</div> | 814 | ··</div> |
| 815 | </div> | 815 | </div> |
| 816 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 816 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 481 | Trees.·Wadsworth,·Belmont,·CA,·1984. | 481 | Trees.·Wadsworth,·Belmont,·CA,·1984. |
| 482 | ····*·_\x8h_\x8t_\x8t_\x8p_\x8s_\x8:_\x8/_\x8/_\x8e_\x8n_\x8._\x8w_\x8i_\x8k_\x8i_\x8p_\x8e_\x8d_\x8i_\x8a_\x8._\x8o_\x8r_\x8g_\x8/_\x8w_\x8i_\x8k_\x8i_\x8/_\x8D_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8__\x8t_\x8r_\x8e_\x8e_\x8__\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g | 482 | ····*·_\x8h_\x8t_\x8t_\x8p_\x8s_\x8:_\x8/_\x8/_\x8e_\x8n_\x8._\x8w_\x8i_\x8k_\x8i_\x8p_\x8e_\x8d_\x8i_\x8a_\x8._\x8o_\x8r_\x8g_\x8/_\x8w_\x8i_\x8k_\x8i_\x8/_\x8D_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8__\x8t_\x8r_\x8e_\x8e_\x8__\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g |
| 483 | ····*·_\x8h_\x8t_\x8t_\x8p_\x8s_\x8:_\x8/_\x8/_\x8e_\x8n_\x8._\x8w_\x8i_\x8k_\x8i_\x8p_\x8e_\x8d_\x8i_\x8a_\x8._\x8o_\x8r_\x8g_\x8/_\x8w_\x8i_\x8k_\x8i_\x8/_\x8P_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8v_\x8e_\x8__\x8a_\x8n_\x8a_\x8l_\x8y_\x8t_\x8i_\x8c_\x8s | 483 | ····*·_\x8h_\x8t_\x8t_\x8p_\x8s_\x8:_\x8/_\x8/_\x8e_\x8n_\x8._\x8w_\x8i_\x8k_\x8i_\x8p_\x8e_\x8d_\x8i_\x8a_\x8._\x8o_\x8r_\x8g_\x8/_\x8w_\x8i_\x8k_\x8i_\x8/_\x8P_\x8r_\x8e_\x8d_\x8i_\x8c_\x8t_\x8i_\x8v_\x8e_\x8__\x8a_\x8n_\x8a_\x8l_\x8y_\x8t_\x8i_\x8c_\x8s |
| 484 | ····*·J.R.·Quinlan.·C4.·5:·programs·for·machine·learning.·Morgan·Kaufmann, | 484 | ····*·J.R.·Quinlan.·C4.·5:·programs·for·machine·learning.·Morgan·Kaufmann, |
| 485 | ······1993. | 485 | ······1993. |
| 486 | ····*·T.·Hastie,·R.·Tibshirani·and·J.·Friedman.·Elements·of·Statistical | 486 | ····*·T.·Hastie,·R.·Tibshirani·and·J.·Friedman.·Elements·of·Statistical |
| 487 | ······Learning,·Springer,·2009. | 487 | ······Learning,·Springer,·2009. |
| 488 | ©·2007·-·202 | 488 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 248 | </section> | 248 | </section> |
| 249 | </section> | 249 | </section> |
| 250 | ······</div> | 250 | ······</div> |
| 251 | ····<div·class="container"> | 251 | ····<div·class="container"> |
| 252 | ······<footer·class="sk-content-footer"> | 252 | ······<footer·class="sk-content-footer"> |
| 253 | ············©·2007·-·202 | 253 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 254 | ··········<a·href="../_sources/modules/unsupervised_reduction.rst.txt"·rel="nofollow">Show·this·page·source</a> | 254 | ··········<a·href="../_sources/modules/unsupervised_reduction.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 255 | ······</footer> | 255 | ······</footer> |
| 256 | ····</div> | 256 | ····</div> |
| 257 | ··</div> | 257 | ··</div> |
| 258 | </div> | 258 | </div> |
| 259 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 259 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 59 | ····*·_\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8a_\x8g_\x8g_\x8l_\x8o_\x8m_\x8e_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8v_\x8s_\x8._\x8·_\x8u_\x8n_\x8i_\x8v_\x8a_\x8r_\x8i_\x8a_\x8t_\x8e_\x8·_\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n | 59 | ····*·_\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8a_\x8g_\x8g_\x8l_\x8o_\x8m_\x8e_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8v_\x8s_\x8._\x8·_\x8u_\x8n_\x8i_\x8v_\x8a_\x8r_\x8i_\x8a_\x8t_\x8e_\x8·_\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n |
| 60 | ····*·_\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8a_\x8g_\x8g_\x8l_\x8o_\x8m_\x8e_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n | 60 | ····*·_\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8·_\x8a_\x8g_\x8g_\x8l_\x8o_\x8m_\x8e_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n |
| 61 | F\x8Fe\x8ea\x8at\x8tu\x8ur\x8re\x8e·s\x8sc\x8ca\x8al\x8li\x8in\x8ng\x8g | 61 | F\x8Fe\x8ea\x8at\x8tu\x8ur\x8re\x8e·s\x8sc\x8ca\x8al\x8li\x8in\x8ng\x8g |
| 62 | Note·that·if·features·have·very·different·scaling·or·statistical·properties, | 62 | Note·that·if·features·have·very·different·scaling·or·statistical·properties, |
| 63 | _\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8._\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8A_\x8g_\x8g_\x8l_\x8o_\x8m_\x8e_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n·may·not·be·able·to·capture·the·links·between | 63 | _\x8c_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8._\x8F_\x8e_\x8a_\x8t_\x8u_\x8r_\x8e_\x8A_\x8g_\x8g_\x8l_\x8o_\x8m_\x8e_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n·may·not·be·able·to·capture·the·links·between |
| 64 | related·features.·Using·a·_\x8p_\x8r_\x8e_\x8p_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s_\x8i_\x8n_\x8g_\x8._\x8S_\x8t_\x8a_\x8n_\x8d_\x8a_\x8r_\x8d_\x8S_\x8c_\x8a_\x8l_\x8e_\x8r·can·be·useful·in·these | 64 | related·features.·Using·a·_\x8p_\x8r_\x8e_\x8p_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s_\x8i_\x8n_\x8g_\x8._\x8S_\x8t_\x8a_\x8n_\x8d_\x8a_\x8r_\x8d_\x8S_\x8c_\x8a_\x8l_\x8e_\x8r·can·be·useful·in·these |
| 65 | settings. | 65 | settings. |
| 66 | ©·2007·-·202 | 66 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 486 | </div> | 486 | </div> |
| 487 | </section> | 487 | </section> |
| 488 | ······</div> | 488 | ······</div> |
| 489 | ····<div·class="container"> | 489 | ····<div·class="container"> |
| 490 | ······<footer·class="sk-content-footer"> | 490 | ······<footer·class="sk-content-footer"> |
| 491 | ············©·2007·-·202 | 491 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 492 | ··········<a·href="_sources/preface.rst.txt"·rel="nofollow">Show·this·page·source</a> | 492 | ··········<a·href="_sources/preface.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 493 | ······</footer> | 493 | ······</footer> |
| 494 | ····</div> | 494 | ····</div> |
| 495 | ··</div> | 495 | ··</div> |
| 496 | </div> | 496 | </div> |
| 497 | <script·src="_static/js/vendor/bootstrap.min.js"></script> | 497 | <script·src="_static/js/vendor/bootstrap.min.js"></script> |
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| 136 | ··········o·_\x8A_\x8r_\x8c_\x8h_\x8i_\x8t_\x8e_\x8c_\x8t_\x8u_\x8r_\x8a_\x8l_\x8·_\x8/_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8l_\x8·_\x8g_\x8o_\x8a_\x8l_\x8s | 136 | ··········o·_\x8A_\x8r_\x8c_\x8h_\x8i_\x8t_\x8e_\x8c_\x8t_\x8u_\x8r_\x8a_\x8l_\x8·_\x8/_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8l_\x8·_\x8g_\x8o_\x8a_\x8l_\x8s |
| 137 | ··········o·_\x8S_\x8u_\x8b_\x8p_\x8a_\x8c_\x8k_\x8a_\x8g_\x8e_\x8-_\x8s_\x8p_\x8e_\x8c_\x8i_\x8f_\x8i_\x8c_\x8·_\x8g_\x8o_\x8a_\x8l_\x8s | 137 | ··········o·_\x8S_\x8u_\x8b_\x8p_\x8a_\x8c_\x8k_\x8a_\x8g_\x8e_\x8-_\x8s_\x8p_\x8e_\x8c_\x8i_\x8f_\x8i_\x8c_\x8·_\x8g_\x8o_\x8a_\x8l_\x8s |
| 138 | ····*·_\x8S_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n_\x8·_\x8g_\x8o_\x8v_\x8e_\x8r_\x8n_\x8a_\x8n_\x8c_\x8e_\x8·_\x8a_\x8n_\x8d_\x8·_\x8d_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8-_\x8m_\x8a_\x8k_\x8i_\x8n_\x8g | 138 | ····*·_\x8S_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n_\x8·_\x8g_\x8o_\x8v_\x8e_\x8r_\x8n_\x8a_\x8n_\x8c_\x8e_\x8·_\x8a_\x8n_\x8d_\x8·_\x8d_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8-_\x8m_\x8a_\x8k_\x8i_\x8n_\x8g |
| 139 | ··········o·_\x8R_\x8o_\x8l_\x8e_\x8s_\x8·_\x8A_\x8n_\x8d_\x8·_\x8R_\x8e_\x8s_\x8p_\x8o_\x8n_\x8s_\x8i_\x8b_\x8i_\x8l_\x8i_\x8t_\x8i_\x8e_\x8s | 139 | ··········o·_\x8R_\x8o_\x8l_\x8e_\x8s_\x8·_\x8A_\x8n_\x8d_\x8·_\x8R_\x8e_\x8s_\x8p_\x8o_\x8n_\x8s_\x8i_\x8b_\x8i_\x8l_\x8i_\x8t_\x8i_\x8e_\x8s |
| 140 | ··········o·_\x8D_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8·_\x8M_\x8a_\x8k_\x8i_\x8n_\x8g_\x8·_\x8P_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s | 140 | ··········o·_\x8D_\x8e_\x8c_\x8i_\x8s_\x8i_\x8o_\x8n_\x8·_\x8M_\x8a_\x8k_\x8i_\x8n_\x8g_\x8·_\x8P_\x8r_\x8o_\x8c_\x8e_\x8s_\x8s |
| 141 | ··········o·_\x8E_\x8n_\x8h_\x8a_\x8n_\x8c_\x8e_\x8m_\x8e_\x8n_\x8t_\x8·_\x8p_\x8r_\x8o_\x8p_\x8o_\x8s_\x8a_\x8l_\x8s_\x8·_\x8(_\x8S_\x8L_\x8E_\x8P_\x8s_\x8) | 141 | ··········o·_\x8E_\x8n_\x8h_\x8a_\x8n_\x8c_\x8e_\x8m_\x8e_\x8n_\x8t_\x8·_\x8p_\x8r_\x8o_\x8p_\x8o_\x8s_\x8a_\x8l_\x8s_\x8·_\x8(_\x8S_\x8L_\x8E_\x8P_\x8s_\x8) |
| 142 | ©·2007·-·202 | 142 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 254 | </section> | 254 | </section> |
| 255 | </section> | 255 | </section> |
| 256 | ······</div> | 256 | ······</div> |
| 257 | ····<div·class="container"> | 257 | ····<div·class="container"> |
| 258 | ······<footer·class="sk-content-footer"> | 258 | ······<footer·class="sk-content-footer"> |
| 259 | ············©·2007·-·202 | 259 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 260 | ··········<a·href="_sources/presentations.rst.txt"·rel="nofollow">Show·this·page·source</a> | 260 | ··········<a·href="_sources/presentations.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 261 | ······</footer> | 261 | ······</footer> |
| 262 | ····</div> | 262 | ····</div> |
| 263 | ··</div> | 263 | ··</div> |
| 264 | </div> | 264 | </div> |
| 265 | <script·src="_static/js/vendor/bootstrap.min.js"></script> | 265 | <script·src="_static/js/vendor/bootstrap.min.js"></script> |
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| 65 | ······_\x8l_\x8e_\x8a_\x8r_\x8n·by·_\x8O_\x8l_\x8i_\x8v_\x8i_\x8e_\x8r_\x8·_\x8G_\x8r_\x8i_\x8s_\x8e_\x8l·at·PyCon·2012 | 65 | ······_\x8l_\x8e_\x8a_\x8r_\x8n·by·_\x8O_\x8l_\x8i_\x8v_\x8i_\x8e_\x8r_\x8·_\x8G_\x8r_\x8i_\x8s_\x8e_\x8l·at·PyCon·2012 |
| 66 | ······3-hours·long·introduction·to·prediction·tasks·using·scikit-learn. | 66 | ······3-hours·long·introduction·to·prediction·tasks·using·scikit-learn. |
| 67 | ····*·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n_\x8·_\x8-_\x8·_\x8M_\x8a_\x8c_\x8h_\x8i_\x8n_\x8e_\x8·_\x8L_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8i_\x8n_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n·by·_\x8J_\x8a_\x8k_\x8e_\x8·_\x8V_\x8a_\x8n_\x8d_\x8e_\x8r_\x8p_\x8l_\x8a_\x8s·at·the·2012 | 67 | ····*·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n_\x8·_\x8-_\x8·_\x8M_\x8a_\x8c_\x8h_\x8i_\x8n_\x8e_\x8·_\x8L_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8i_\x8n_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n·by·_\x8J_\x8a_\x8k_\x8e_\x8·_\x8V_\x8a_\x8n_\x8d_\x8e_\x8r_\x8p_\x8l_\x8a_\x8s·at·the·2012 |
| 68 | ······PyData·workshop·at·Google | 68 | ······PyData·workshop·at·Google |
| 69 | ······Interactive·demonstration·of·some·scikit-learn·features.·75·minutes. | 69 | ······Interactive·demonstration·of·some·scikit-learn·features.·75·minutes. |
| 70 | ····*·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n_\x8·_\x8t_\x8u_\x8t_\x8o_\x8r_\x8i_\x8a_\x8l·by·_\x8J_\x8a_\x8k_\x8e_\x8·_\x8V_\x8a_\x8n_\x8d_\x8e_\x8r_\x8p_\x8l_\x8a_\x8s·at·PyData·NYC·2012 | 70 | ····*·_\x8s_\x8c_\x8i_\x8k_\x8i_\x8t_\x8-_\x8l_\x8e_\x8a_\x8r_\x8n_\x8·_\x8t_\x8u_\x8t_\x8o_\x8r_\x8i_\x8a_\x8l·by·_\x8J_\x8a_\x8k_\x8e_\x8·_\x8V_\x8a_\x8n_\x8d_\x8e_\x8r_\x8p_\x8l_\x8a_\x8s·at·PyData·NYC·2012 |
| 71 | ······Presentation·using·the·online·tutorial,·45·minutes. | 71 | ······Presentation·using·the·online·tutorial,·45·minutes. |
| 72 | ©·2007·-·202 | 72 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 537 | </section> | 537 | </section> |
| 538 | </section> | 538 | </section> |
| 539 | ······</div> | 539 | ······</div> |
| 540 | ····<div·class="container"> | 540 | ····<div·class="container"> |
| 541 | ······<footer·class="sk-content-footer"> | 541 | ······<footer·class="sk-content-footer"> |
| 542 | ············©·2007·-·202 | 542 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 543 | ··········<a·href="_sources/related_projects.rst.txt"·rel="nofollow">Show·this·page·source</a> | 543 | ··········<a·href="_sources/related_projects.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 544 | ······</footer> | 544 | ······</footer> |
| 545 | ····</div> | 545 | ····</div> |
| 546 | ··</div> | 546 | ··</div> |
| 547 | </div> | 547 | </div> |
| 548 | <script·src="_static/js/vendor/bootstrap.min.js"></script> | 548 | <script·src="_static/js/vendor/bootstrap.min.js"></script> |
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| 266 | ····*·_\x8C_\x8h_\x8i_\x8n_\x8e_\x8s_\x8e_\x8·_\x8t_\x8r_\x8a_\x8n_\x8s_\x8l_\x8a_\x8t_\x8i_\x8o_\x8n·(_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e) | 266 | ····*·_\x8C_\x8h_\x8i_\x8n_\x8e_\x8s_\x8e_\x8·_\x8t_\x8r_\x8a_\x8n_\x8s_\x8l_\x8a_\x8t_\x8i_\x8o_\x8n·(_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e) |
| 267 | ····*·_\x8P_\x8e_\x8r_\x8s_\x8i_\x8a_\x8n_\x8·_\x8t_\x8r_\x8a_\x8n_\x8s_\x8l_\x8a_\x8t_\x8i_\x8o_\x8n·(_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e) | 267 | ····*·_\x8P_\x8e_\x8r_\x8s_\x8i_\x8a_\x8n_\x8·_\x8t_\x8r_\x8a_\x8n_\x8s_\x8l_\x8a_\x8t_\x8i_\x8o_\x8n·(_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e) |
| 268 | ····*·_\x8S_\x8p_\x8a_\x8n_\x8i_\x8s_\x8h_\x8·_\x8t_\x8r_\x8a_\x8n_\x8s_\x8l_\x8a_\x8t_\x8i_\x8o_\x8n·(_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e) | 268 | ····*·_\x8S_\x8p_\x8a_\x8n_\x8i_\x8s_\x8h_\x8·_\x8t_\x8r_\x8a_\x8n_\x8s_\x8l_\x8a_\x8t_\x8i_\x8o_\x8n·(_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e) |
| 269 | ····*·_\x8K_\x8o_\x8r_\x8e_\x8a_\x8n_\x8·_\x8t_\x8r_\x8a_\x8n_\x8s_\x8l_\x8a_\x8t_\x8i_\x8o_\x8n·(_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e) | 269 | ····*·_\x8K_\x8o_\x8r_\x8e_\x8a_\x8n_\x8·_\x8t_\x8r_\x8a_\x8n_\x8s_\x8l_\x8a_\x8t_\x8i_\x8o_\x8n·(_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e) |
| 270 | Footnotes | 270 | Footnotes |
| 271 | [_\x81] | 271 | [_\x81] |
| 272 | following·_\x8l_\x8i_\x8n_\x8u_\x8x_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8D_\x8i_\x8s_\x8c_\x8l_\x8a_\x8i_\x8m_\x8e_\x8r | 272 | following·_\x8l_\x8i_\x8n_\x8u_\x8x_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8D_\x8i_\x8s_\x8c_\x8l_\x8a_\x8i_\x8m_\x8e_\x8r |
| 273 | ©·2007·-·202 | 273 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 475 | </section> | 475 | </section> |
| 476 | </section> | 476 | </section> |
| 477 | ······</div> | 477 | ······</div> |
| 478 | ····<div·class="container"> | 478 | ····<div·class="container"> |
| 479 | ······<footer·class="sk-content-footer"> | 479 | ······<footer·class="sk-content-footer"> |
| 480 | ············©·2007·-·202 | 480 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 481 | ··········<a·href="_sources/roadmap.rst.txt"·rel="nofollow">Show·this·page·source</a> | 481 | ··········<a·href="_sources/roadmap.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 482 | ······</footer> | 482 | ······</footer> |
| 483 | ····</div> | 483 | ····</div> |
| 484 | ··</div> | 484 | ··</div> |
| 485 | </div> | 485 | </div> |
| 486 | <script·src="_static/js/vendor/bootstrap.min.js"></script> | 486 | <script·src="_static/js/vendor/bootstrap.min.js"></script> |
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| 222 | _\x8s_\x8k_\x8l_\x8e_\x8a_\x8r_\x8n_\x8._\x8n_\x8e_\x8i_\x8g_\x8h_\x8b_\x8o_\x8r_\x8s | 222 | _\x8s_\x8k_\x8l_\x8e_\x8a_\x8r_\x8n_\x8._\x8n_\x8e_\x8i_\x8g_\x8h_\x8b_\x8o_\x8r_\x8s |
| 223 | ····*·-\x8A-\x8b-\x8i-\x8l-\x8i-\x8t-\x8y-\x8·-\x8t-\x8o-\x8·-\x8s-\x8u-\x8b-\x8s-\x8t-\x8i-\x8t-\x8u-\x8t-\x8e-\x8·-\x8a-\x8·-\x8c-\x8u-\x8s-\x8t-\x8o-\x8m-\x8/-\x8a-\x8p-\x8p-\x8r-\x8o-\x8x-\x8i-\x8m-\x8a-\x8t-\x8e-\x8/-\x8p-\x8r-\x8e-\x8c-\x8o-\x8m-\x8p-\x8u-\x8t-\x8e-\x8d-\x8·-\x8n-\x8e-\x8a-\x8r-\x8e-\x8s-\x8t-\x8·-\x8n-\x8e-\x8i-\x8g-\x8h-\x8b-\x8o-\x8r-\x8s | 223 | ····*·-\x8A-\x8b-\x8i-\x8l-\x8i-\x8t-\x8y-\x8·-\x8t-\x8o-\x8·-\x8s-\x8u-\x8b-\x8s-\x8t-\x8i-\x8t-\x8u-\x8t-\x8e-\x8·-\x8a-\x8·-\x8c-\x8u-\x8s-\x8t-\x8o-\x8m-\x8/-\x8a-\x8p-\x8p-\x8r-\x8o-\x8x-\x8i-\x8m-\x8a-\x8t-\x8e-\x8/-\x8p-\x8r-\x8e-\x8c-\x8o-\x8m-\x8p-\x8u-\x8t-\x8e-\x8d-\x8·-\x8n-\x8e-\x8a-\x8r-\x8e-\x8s-\x8t-\x8·-\x8n-\x8e-\x8i-\x8g-\x8h-\x8b-\x8o-\x8r-\x8s |
| 224 | ······-\x8i-\x8m-\x8p-\x8l-\x8e-\x8m-\x8e-\x8n-\x8t-\x8a-\x8t-\x8i-\x8o-\x8n-\x8·-\x8f-\x8o-\x8r-\x8·-\x8o-\x8u-\x8r-\x8s-\x8·-\x8i-\x8n-\x8·-\x8a-\x8l-\x8l-\x8/-\x8m-\x8o-\x8s-\x8t-\x8·-\x8c-\x8o-\x8n-\x8t-\x8e-\x8x-\x8t-\x8s-\x8·-\x8t-\x8h-\x8a-\x8t-\x8·-\x8n-\x8e-\x8a-\x8r-\x8e-\x8s-\x8t-\x8·-\x8n-\x8e-\x8i-\x8g-\x8h-\x8b-\x8o-\x8r-\x8s-\x8·-\x8a-\x8r-\x8e | 224 | ······-\x8i-\x8m-\x8p-\x8l-\x8e-\x8m-\x8e-\x8n-\x8t-\x8a-\x8t-\x8i-\x8o-\x8n-\x8·-\x8f-\x8o-\x8r-\x8·-\x8o-\x8u-\x8r-\x8s-\x8·-\x8i-\x8n-\x8·-\x8a-\x8l-\x8l-\x8/-\x8m-\x8o-\x8s-\x8t-\x8·-\x8c-\x8o-\x8n-\x8t-\x8e-\x8x-\x8t-\x8s-\x8·-\x8t-\x8h-\x8a-\x8t-\x8·-\x8n-\x8e-\x8a-\x8r-\x8e-\x8s-\x8t-\x8·-\x8n-\x8e-\x8i-\x8g-\x8h-\x8b-\x8o-\x8r-\x8s-\x8·-\x8a-\x8r-\x8e |
| 225 | ······-\x8u-\x8s-\x8e-\x8d-\x8·-\x8f-\x8o-\x8r-\x8·-\x8l-\x8e-\x8a-\x8r-\x8n-\x8i-\x8n-\x8g-\x8.-\x8·-\x8_\x8#-\x8_\x81-\x8_\x80-\x8_\x84-\x8_\x86-\x8_\x83 | 225 | ······-\x8u-\x8s-\x8e-\x8d-\x8·-\x8f-\x8o-\x8r-\x8·-\x8l-\x8e-\x8a-\x8r-\x8n-\x8i-\x8n-\x8g-\x8.-\x8·-\x8_\x8#-\x8_\x81-\x8_\x80-\x8_\x84-\x8_\x86-\x8_\x83 |
| 226 | _\x8s_\x8k_\x8l_\x8e_\x8a_\x8r_\x8n_\x8._\x8p_\x8i_\x8p_\x8e_\x8l_\x8i_\x8n_\x8e | 226 | _\x8s_\x8k_\x8l_\x8e_\x8a_\x8r_\x8n_\x8._\x8p_\x8i_\x8p_\x8e_\x8l_\x8i_\x8n_\x8e |
| 227 | ····*·Performance·issues·with·Pipeline.memory | 227 | ····*·Performance·issues·with·Pipeline.memory |
| 228 | ····*·see·“Everything·in·Scikit-learn·should·conform·to·our·API·contract”·above | 228 | ····*·see·“Everything·in·Scikit-learn·should·conform·to·our·API·contract”·above |
| 229 | ©·2007·-·202 | 229 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 200 | ·· | 200 | ·· |
| 201 | ··<div·id="search-results"></div> | 201 | ··<div·id="search-results"></div> |
| 202 | ·· | 202 | ·· |
| 203 | ······</div> | 203 | ······</div> |
| 204 | ····<div·class="container"> | 204 | ····<div·class="container"> |
| 205 | ······<footer·class="sk-content-footer"> | 205 | ······<footer·class="sk-content-footer"> |
| 206 | ············©·2007·-·202 | 206 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 207 | ······</footer> | 207 | ······</footer> |
| 208 | ····</div> | 208 | ····</div> |
| 209 | ··</div> | 209 | ··</div> |
| 210 | </div> | 210 | </div> |
| 211 | <script·src="_static/js/vendor/bootstrap.min.js"></script> | 211 | <script·src="_static/js/vendor/bootstrap.min.js"></script> |
| 212 | <script> | 212 | <script> |
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532 B
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| 28 | s\x8sc\x8ci\x8ik\x8ki\x8it\x8t-\x8-l\x8le\x8ea\x8ar\x8rn\x8n·1\x81.\x8.4\x84.\x8.2\x82 | 28 | s\x8sc\x8ci\x8ik\x8ki\x8it\x8t-\x8-l\x8le\x8ea\x8ar\x8rn\x8n·1\x81.\x8.4\x84.\x8.2\x82 |
| 29 | _\x8O_\x8t_\x8h_\x8e_\x8r_\x8·_\x8v_\x8e_\x8r_\x8s_\x8i_\x8o_\x8n_\x8s | 29 | _\x8O_\x8t_\x8h_\x8e_\x8r_\x8·_\x8v_\x8e_\x8r_\x8s_\x8i_\x8o_\x8n_\x8s |
| 30 | Please·_\x8c_\x8i_\x8t_\x8e_\x8·_\x8u_\x8s·if·you·use·the·software. | 30 | Please·_\x8c_\x8i_\x8t_\x8e_\x8·_\x8u_\x8s·if·you·use·the·software. |
| 31 | *\x8**\x8**\x8**\x8**\x8**\x8*·S\x8Se\x8ea\x8ar\x8rc\x8ch\x8h·*\x8**\x8**\x8**\x8**\x8**\x8* | 31 | *\x8**\x8**\x8**\x8**\x8**\x8*·S\x8Se\x8ea\x8ar\x8rc\x8ch\x8h·*\x8**\x8**\x8**\x8**\x8**\x8* |
| 32 | Please·activate·JavaScript·to·enable·the·search·functionality. | 32 | Please·activate·JavaScript·to·enable·the·search·functionality. |
| 33 | Searching·for·multiple·words·only·shows·matches·that·contain·all·words. | 33 | Searching·for·multiple·words·only·shows·matches·that·contain·all·words. |
| 34 | [q···················][search] | 34 | [q···················][search] |
| 35 | ©·2007·-·202 | 35 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
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| Offset 23637, 162 lines modified | Offset 23637, 164 lines modified | ||
| 23637 | ········"0003":·104, | 23637 | ········"0003":·104, |
| 23638 | ········"000335292414924956":·251, | 23638 | ········"000335292414924956":·251, |
| 23639 | ········"0004":·[104,·283,·568], | 23639 | ········"0004":·[104,·283,·568], |
| 23640 | ········"0008":·354, | 23640 | ········"0008":·354, |
| 23641 | ········"000977":·238, | 23641 | ········"000977":·238, |
| 23642 | ········"00099547":·140, | 23642 | ········"00099547":·140, |
| 23643 | ········"000e":·381, | 23643 | ········"000e":·381, |
| 23644 | ········"001":·[7,·14,·30,·41,·59,·112,·135,·1 | 23644 | ········"001":·[7,·14,·30,·41,·59,·112,·135,·190,·208,·218,·224,·236,·238,·240,·299,·343,·352,·377,·500,·501,·503,·510,·591,·608,·609,·610,·611,·616,·617,·624,·625,·626,·627,·630,·631,·632,·640,·641,·642,·643,·645,·648,·653,·654,·657,·658,·760,·761,·822,·823,·860,·861,·867,·868,·869,·870,·871,·942,·979,·988], |
| 23645 | ········"0012":·658, | 23645 | ········"0012":·658, |
| 23646 | ········"00166409":·625, | 23646 | ········"00166409":·625, |
| 23647 | ········"00171412":·[721,·722,·951], | 23647 | ········"00171412":·[721,·722,·951], |
| 23648 | ········"001882":·[169,·170], | 23648 | ········"001882":·[169,·170], |
| 23649 | ········"002":·[4,·5,·12,·13,·47,· | 23649 | ········"002":·[4,·5,·12,·13,·47,·107,·109,·111,·112,·121,·135,·137,·142,·165,·209,·257,·284,·343], |
| 23650 | ········"002592":·[169,·170], | 23650 | ········"002592":·[169,·170], |
| 23651 | ········"002861":·[169,·170], | 23651 | ········"002861":·[169,·170], |
| 23652 | ········"003":·[6,· | 23652 | ········"003":·[6,·87,·137,·153,·217,·239,·320,·321], |
| 23653 | ········"003533":·170, | 23653 | ········"003533":·170, |
| 23654 | ········"003586":·500, | 23654 | ········"003586":·500, |
| 23655 | ········"00360392":·500, | 23655 | ········"00360392":·500, |
| 23656 | ········"0036211":·500, | 23656 | ········"0036211":·500, |
| 23657 | ········"00362644":·500, | 23657 | ········"00362644":·500, |
| 23658 | ········"00375":·983, | 23658 | ········"00375":·983, |
| 23659 | ········"00393284e":·162, | 23659 | ········"00393284e":·162, |
| 23660 | ········"003935":·[169,·170], | 23660 | ········"003935":·[169,·170], |
| 23661 | ········"003e":·381, | 23661 | ········"003e":·381, |
| 23662 | ········"004":·[15,·1 | 23662 | ········"004":·[15,·67,·137,·148,·154,·155,·181,·255,·271,·278,·300,·319], |
| 23663 | ········"0044":·872, | 23663 | ········"0044":·872, |
| 23664 | ········"004577621579910596":·285, | 23664 | ········"004577621579910596":·285, |
| 23665 | ········"00462428":·714, | 23665 | ········"00462428":·714, |
| 23666 | ········"0049896314219657345":·285, | 23666 | ········"0049896314219657345":·285, |
| 23667 | ········"005":·[11,·19,·149,·19 | 23667 | ········"005":·[11,·19,·66,·90,·149,·197,·238,·242,·263,·275,·278,·352], |
| 23668 | ········"005027":·241, | 23668 | ········"005027":·241, |
| 23669 | ········"005383":·[169,·170], | 23669 | ········"005383":·[169,·170], |
| 23670 | ········"005422":·238, | 23670 | ········"005422":·238, |
| 23671 | ········"005670":·[169,·170], | 23671 | ········"005670":·[169,·170], |
| 23672 | ········"005840":·241, | 23672 | ········"005840":·241, |
| 23673 | ········"005861":·241, | 23673 | ········"005861":·241, |
| 23674 | ········"006":·[8,· | 23674 | ········"006":·[7,·8,·108,·189,·352], |
| 23675 | ········"006360":·241, | 23675 | ········"006360":·241, |
| 23676 | ········"006 | 23676 | ········"006797":·236, |
| 23677 | ········"007":·[ | 23677 | ········"007":·[224,·258], |
| 23678 | ········"0072b2":·224, | 23678 | ········"0072b2":·224, |
| 23679 | ········"0075":·[437,·505], | 23679 | ········"0075":·[437,·505], |
| 23680 | ········"00755":·505, | 23680 | ········"00755":·505, |
| 23681 | ········"007581":·243, | 23681 | ········"007581":·243, |
| 23682 | ········"00768662e":·162, | 23682 | ········"00768662e":·162, |
| 23683 | ········"0077":·983, | 23683 | ········"0077":·983, |
| 23684 | ········"007833":·243, | 23684 | ········"007833":·243, |
| 23685 | ········"008":·[135,·246,·343,·352], | 23685 | ········"008":·[59,·135,·199,·246,·343,·352], |
| 23686 | ········"008142":·[169,·170], | 23686 | ········"008142":·[169,·170], |
| 23687 | ········"0083899664":·727, | 23687 | ········"0083899664":·727, |
| 23688 | ········"008449":·[169,·170], | 23688 | ········"008449":·[169,·170], |
| 23689 | ········"00860051":·622, | 23689 | ········"00860051":·622, |
| 23690 | ········"008915":·241, | 23690 | ········"008915":·241, |
| 23691 | ········"009":·[ | 23691 | ········"009":·[246,·352], |
| 23692 | ········"00911944e":·162, | 23692 | ········"00911944e":·162, |
| 23693 | ········"0092":·104, | 23693 | ········"0092":·104, |
| 23694 | ········"009362":·[169,·170], | 23694 | ········"009362":·[169,·170], |
| 23695 | ········"009778":·241, | 23695 | ········"009778":·241, |
| 23696 | ········"0098":·104, | 23696 | ········"0098":·104, |
| 23697 | ········"00ff00":·266, | 23697 | ········"00ff00":·266, |
| 23698 | ········"01":·[6,·8,·10,·14,·16,·37,·41,·48,·59,·79,·87,·89,·104,·113,·115,·118,·119,·135,·146,·154,·162,·165,·172,·188,·193,·194,·201,·202,·208,·212,·213,·214,·218,·219,·226,·230,·232,·237,·238,·243,·245,·246,·247,·263,·274,·276,·278,·288,·294,·309,·325,·326,·341,·343,·351,·373,·382,·413,·435,·479,·496,·503,·507,·509,·559,·560,·562,·569,·606,·610,·618,·622,·642,·660,·679,·762,·776,·859,·922,·949,·953,·957,·963,·965,·967,·984,·988], | 23698 | ········"01":·[6,·8,·10,·14,·16,·37,·41,·48,·59,·79,·87,·89,·104,·113,·115,·118,·119,·135,·146,·154,·162,·165,·172,·188,·193,·194,·201,·202,·208,·212,·213,·214,·218,·219,·226,·230,·232,·237,·238,·243,·245,·246,·247,·263,·274,·276,·278,·288,·294,·309,·325,·326,·341,·343,·351,·373,·382,·413,·435,·479,·496,·503,·507,·509,·559,·560,·562,·569,·606,·610,·618,·622,·642,·660,·679,·762,·776,·859,·922,·949,·953,·957,·963,·965,·967,·984,·988], |
| 23699 | ········"010":·[352,·790,·961], | 23699 | ········"010":·[352,·790,·961], |
| 23700 | ········"0106":·613, | 23700 | ········"0106":·613, |
| 23701 | ········"011":·[258,·352], | 23701 | ········"011":·[196,·258,·352], |
| 23702 | ········"011595":·[169,·170], | 23702 | ········"011595":·[169,·170], |
| 23703 | ········"0116":·568, | 23703 | ········"0116":·568, |
| 23704 | ········"011e":·381, | 23704 | ········"011e":·381, |
| 23705 | ········"012":·[156,·158], | 23705 | ········"012":·[156,·158], |
| 23706 | ········"012191":·[169,·170], | 23706 | ········"012191":·[169,·170], |
| 23707 | ········"012521":·170, | 23707 | ········"012521":·170, |
| 23708 | ········"012831":·170, | 23708 | ········"012831":·170, |
| 23709 | ········"0129126":·340, | 23709 | ········"0129126":·340, |
| 23710 | ········"013037429051881391":·246, | 23710 | ········"013037429051881391":·246, |
| 23711 | ········"01327":·341, | 23711 | ········"01327":·341, |
| 23712 | ········"014":·[246,·352], | 23712 | ········"014":·[246,·352], |
| 23713 | ········"0144":·579, | 23713 | ········"0144":·579, |
| 23714 | ········"015":·[1 | 23714 | ········"015":·[132,·146,·323,·961], |
| 23715 | ········"0152":·104, | 23715 | ········"0152":·104, |
| 23716 | ········"015596":·[169,·170], | 23716 | ········"015596":·[169,·170], |
| 23717 | ········"0157":·508, | 23717 | ········"0157":·508, |
| 23718 | ········"016":·246, | 23718 | ········"016":·246, |
| 23719 | ········"01621459":·373, | 23719 | ········"01621459":·373, |
| 23720 | ········"016445":·238, | 23720 | ········"016445":·238, |
| 23721 | ········"017":·[290,·352,·435,·436], | 23721 | ········"017":·[290,·352,·435,·436], |
| 23722 | ········"017646":·[169,·170], | 23722 | ········"017646":·[169,·170], |
| 23723 | ········"018":·[238,·436], | 23723 | ········"018":·[36,·238,·436], |
| 23724 | ········"0182":·858, | 23724 | ········"0182":·858, |
| 23725 | ········"018851032596491145":·246, | 23725 | ········"018851032596491145":·246, |
| 23726 | ········"0188ff":·282, | 23726 | ········"0188ff":·282, |
| 23727 | ········"018900":·170, | 23727 | ········"018900":·170, |
| 23728 | ········"019":·[135,·343,·352,·435], | 23728 | ········"019":·[50,·74,·135,·343,·352,·435], |
| 23729 | ········"019023":·238, | 23729 | ········"019023":·238, |
| 23730 | ········"019069":·170, | 23730 | ········"019069":·170, |
| 23731 | ········"01915283":·97, | 23731 | ········"01915283":·97, |
| 23732 | ········"019163":·[169,·170], | 23732 | ········"019163":·[169,·170], |
| 23733 | ········"0193":·[434,·440], | 23733 | ········"0193":·[434,·440], |
| 23734 | ········"019460386635221996":·246, | 23734 | ········"019460386635221996":·246, |
| 23735 | ········"0195":·[386,·439], | 23735 | ········"0195":·[386,·439], |
| 23736 | ········"0196":·104, | 23736 | ········"0196":·104, |
| 23737 | ········"0198e1":·85, | 23737 | ········"0198e1":·85, |
| 23738 | ········"019907":·[169,·170], | 23738 | ········"019907":·[169,·170], |
| 23739 | ········"02":·[12,·28,·41,·47,·49,·55,·59,·61,·77,·79,·87,·90,·103,·110,·135,·139,·144,·152,·162,·208,·216,·218,·233,·245,·263,·273,·276,·278,·280,·301,·303,·324,·340,·343,·351,·377,·405,·409,·561,·569,·622,·640,·762,·776,·844,·860,·874,·949], | 23739 | ········"02":·[12,·28,·41,·47,·49,·55,·59,·61,·77,·79,·87,·90,·103,·110,·135,·139,·144,·152,·162,·208,·216,·218,·233,·245,·263,·273,·276,·278,·280,·301,·303,·324,·340,·343,·351,·377,·405,·409,·561,·569,·622,·640,·762,·776,·844,·860,·874,·949], |
| 23740 | ········"020":· | 23740 | ········"020":·961, |
| 23741 | ········"021":·218, | ||
| 23741 | ········"021849":·292, | 23742 | ········"021849":·292, |
| 23742 | ········"021872":·[169,·170], | 23743 | ········"021872":·[169,·170], |
| 23743 | ········"022":· | 23744 | ········"022":·961, |
| 23744 | ········"0226":·613, | 23745 | ········"0226":·613, |
| 23745 | ········"022688":·[169,·170], | 23746 | ········"022688":·[169,·170], |
| 23746 | ········"023":·[45,·866,·961], | 23747 | ········"023":·[45,·53,·866,·961], |
| 23747 | ········"02306214":·631, | 23748 | ········"02306214":·631, |
| 23748 | ········"02449161":·97, | 23749 | ········"02449161":·97, |
| 23749 | ········"02456369":·165, | 23750 | ········"02456369":·165, |
| 23750 | ········"024991":·[169,·170], | 23751 | ········"024991":·[169,·170], |
| 23751 | ········"025":·[29,·183,·218,·235,·654,·658], | 23752 | ········"025":·[29,·183,·218,·235,·654,·658], |
| 23752 | ········"025118864315095794":·986, | 23753 | ········"025118864315095794":·986, |
| 23753 | ········"025422":·238, | 23754 | ········"025422":·238, |
| 23754 | ········"0255":·104, | 23755 | ········"0255":·104, |
| 23755 | ········"0256":·140, | 23756 | ········"0256":·140, |
| 23756 | ········"02564103":·327, | 23757 | ········"02564103":·327, |
| 23757 | ········"025930":·[169,·170], | 23758 | ········"025930":·[169,·170], |
| 23758 | ········"026":· | 23759 | ········"026":·80, |
| 23759 | ········"026328":·[169,·170], | 23760 | ········"026328":·[169,·170], |
| 23760 | ········"026711":·51, | 23761 | ········"026711":·51, |
| 23761 | ········"027":·[135,·343], | 23762 | ········"027":·[135,·222,·294,·343], |
| 23762 | ········"027400":·332, | 23763 | ········"027400":·332, |
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| 522 | </div> | 522 | </div> |
| 523 | </section> | 523 | </section> |
| 524 | ······</div> | 524 | ······</div> |
| 525 | ····<div·class="container"> | 525 | ····<div·class="container"> |
| 526 | ······<footer·class="sk-content-footer"> | 526 | ······<footer·class="sk-content-footer"> |
| 527 | ············©·2007·-·202 | 527 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 528 | ··········<a·href="_sources/supervised_learning.rst.txt"·rel="nofollow">Show·this·page·source</a> | 528 | ··········<a·href="_sources/supervised_learning.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 529 | ······</footer> | 529 | ······</footer> |
| 530 | ····</div> | 530 | ····</div> |
| 531 | ··</div> | 531 | ··</div> |
| 532 | </div> | 532 | </div> |
| 533 | <script·src="_static/js/vendor/bootstrap.min.js"></script> | 533 | <script·src="_static/js/vendor/bootstrap.min.js"></script> |
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| 174 | ··········o·_\x81_\x8._\x81_\x87_\x8._\x83_\x8._\x8·_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n | 174 | ··········o·_\x81_\x8._\x81_\x87_\x8._\x83_\x8._\x8·_\x8R_\x8e_\x8g_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n |
| 175 | ··········o·_\x81_\x8._\x81_\x87_\x8._\x84_\x8._\x8·_\x8R_\x8e_\x8g_\x8u_\x8l_\x8a_\x8r_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n | 175 | ··········o·_\x81_\x8._\x81_\x87_\x8._\x84_\x8._\x8·_\x8R_\x8e_\x8g_\x8u_\x8l_\x8a_\x8r_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n |
| 176 | ··········o·_\x81_\x8._\x81_\x87_\x8._\x85_\x8._\x8·_\x8A_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m_\x8s | 176 | ··········o·_\x81_\x8._\x81_\x87_\x8._\x85_\x8._\x8·_\x8A_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m_\x8s |
| 177 | ··········o·_\x81_\x8._\x81_\x87_\x8._\x86_\x8._\x8·_\x8C_\x8o_\x8m_\x8p_\x8l_\x8e_\x8x_\x8i_\x8t_\x8y | 177 | ··········o·_\x81_\x8._\x81_\x87_\x8._\x86_\x8._\x8·_\x8C_\x8o_\x8m_\x8p_\x8l_\x8e_\x8x_\x8i_\x8t_\x8y |
| 178 | ··········o·_\x81_\x8._\x81_\x87_\x8._\x87_\x8._\x8·_\x8M_\x8a_\x8t_\x8h_\x8e_\x8m_\x8a_\x8t_\x8i_\x8c_\x8a_\x8l_\x8·_\x8f_\x8o_\x8r_\x8m_\x8u_\x8l_\x8a_\x8t_\x8i_\x8o_\x8n | 178 | ··········o·_\x81_\x8._\x81_\x87_\x8._\x87_\x8._\x8·_\x8M_\x8a_\x8t_\x8h_\x8e_\x8m_\x8a_\x8t_\x8i_\x8c_\x8a_\x8l_\x8·_\x8f_\x8o_\x8r_\x8m_\x8u_\x8l_\x8a_\x8t_\x8i_\x8o_\x8n |
| 179 | ··········o·_\x81_\x8._\x81_\x87_\x8._\x88_\x8._\x8·_\x8T_\x8i_\x8p_\x8s_\x8·_\x8o_\x8n_\x8·_\x8P_\x8r_\x8a_\x8c_\x8t_\x8i_\x8c_\x8a_\x8l_\x8·_\x8U_\x8s_\x8e | 179 | ··········o·_\x81_\x8._\x81_\x87_\x8._\x88_\x8._\x8·_\x8T_\x8i_\x8p_\x8s_\x8·_\x8o_\x8n_\x8·_\x8P_\x8r_\x8a_\x8c_\x8t_\x8i_\x8c_\x8a_\x8l_\x8·_\x8U_\x8s_\x8e |
| 180 | ··········o·_\x81_\x8._\x81_\x87_\x8._\x89_\x8._\x8·_\x8M_\x8o_\x8r_\x8e_\x8·_\x8c_\x8o_\x8n_\x8t_\x8r_\x8o_\x8l_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8w_\x8a_\x8r_\x8m_\x8__\x8s_\x8t_\x8a_\x8r_\x8t | 180 | ··········o·_\x81_\x8._\x81_\x87_\x8._\x89_\x8._\x8·_\x8M_\x8o_\x8r_\x8e_\x8·_\x8c_\x8o_\x8n_\x8t_\x8r_\x8o_\x8l_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8w_\x8a_\x8r_\x8m_\x8__\x8s_\x8t_\x8a_\x8r_\x8t |
| 181 | ©·2007·-·202 | 181 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 261 | </section> | 261 | </section> |
| 262 | </section> | 262 | </section> |
| 263 | ······</div> | 263 | ······</div> |
| 264 | ····<div·class="container"> | 264 | ····<div·class="container"> |
| 265 | ······<footer·class="sk-content-footer"> | 265 | ······<footer·class="sk-content-footer"> |
| 266 | ············©·2007·-·202 | 266 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 267 | ··········<a·href="_sources/support.rst.txt"·rel="nofollow">Show·this·page·source</a> | 267 | ··········<a·href="_sources/support.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 268 | ······</footer> | 268 | ······</footer> |
| 269 | ····</div> | 269 | ····</div> |
| 270 | ··</div> | 270 | ··</div> |
| 271 | </div> | 271 | </div> |
| 272 | <script·src="_static/js/vendor/bootstrap.min.js"></script> | 272 | <script·src="_static/js/vendor/bootstrap.min.js"></script> |
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| 74 | discussions·and·support,·please·refer·to·the·other·channels·mentioned·in·this | 74 | discussions·and·support,·please·refer·to·the·other·channels·mentioned·in·this |
| 75 | document. | 75 | document. |
| 76 | *\x8**\x8**\x8**\x8**\x8*·D\x8Do\x8oc\x8cu\x8um\x8me\x8en\x8nt\x8ta\x8at\x8ti\x8io\x8on\x8n·R\x8Re\x8es\x8so\x8ou\x8ur\x8rc\x8ce\x8es\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 76 | *\x8**\x8**\x8**\x8**\x8*·D\x8Do\x8oc\x8cu\x8um\x8me\x8en\x8nt\x8ta\x8at\x8ti\x8io\x8on\x8n·R\x8Re\x8es\x8so\x8ou\x8ur\x8rc\x8ce\x8es\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 77 | This·documentation·is·for·1.4.2.·Find·documentation·for·other·versions·_\x8h_\x8e_\x8r_\x8e. | 77 | This·documentation·is·for·1.4.2.·Find·documentation·for·other·versions·_\x8h_\x8e_\x8r_\x8e. |
| 78 | Older·versions’·printable·PDF·documentation·is·available·_\x8h_\x8e_\x8r_\x8e.·Building·the·PDF | 78 | Older·versions’·printable·PDF·documentation·is·available·_\x8h_\x8e_\x8r_\x8e.·Building·the·PDF |
| 79 | documentation·is·no·longer·supported·in·the·website,·but·you·can·still·generate | 79 | documentation·is·no·longer·supported·in·the·website,·but·you·can·still·generate |
| 80 | it·locally·by·following·the·_\x8b_\x8u_\x8i_\x8l_\x8d_\x8i_\x8n_\x8g_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8i_\x8n_\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8i_\x8o_\x8n_\x8s. | 80 | it·locally·by·following·the·_\x8b_\x8u_\x8i_\x8l_\x8d_\x8i_\x8n_\x8g_\x8·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8i_\x8n_\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8i_\x8o_\x8n_\x8s. |
| 81 | ©·2007·-·202 | 81 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 715 | </div></section> | 715 | </div></section> |
| 716 | </section> | 716 | </section> |
| 717 | ······</div> | 717 | ······</div> |
| 718 | ····<div·class="container"> | 718 | ····<div·class="container"> |
| 719 | ······<footer·class="sk-content-footer"> | 719 | ······<footer·class="sk-content-footer"> |
| 720 | ············©·2007·-·202 | 720 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 721 | ··········<a·href="../_sources/testimonials/testimonials.rst.txt"·rel="nofollow">Show·this·page·source</a> | 721 | ··········<a·href="../_sources/testimonials/testimonials.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 722 | ······</footer> | 722 | ······</footer> |
| 723 | ····</div> | 723 | ····</div> |
| 724 | ··</div> | 724 | ··</div> |
| 725 | </div> | 725 | </div> |
| 726 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 726 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 353 | learn’s·pipelines·in·our·internal·model·risk·governance·as·one·of·our·good | 353 | learn’s·pipelines·in·our·internal·model·risk·governance·as·one·of·our·good |
| 354 | practices·to·decrease·operational·risks·and·overfitting·risk.·As·a·way·to | 354 | practices·to·decrease·operational·risks·and·overfitting·risk.·As·a·way·to |
| 355 | support·open·source·software·development·and·in·particular·scikit-learn | 355 | support·open·source·software·development·and·in·particular·scikit-learn |
| 356 | project,·we·decided·to·participate·to·scikit-learn’s·consortium·at·La·Fondation | 356 | project,·we·decided·to·participate·to·scikit-learn’s·consortium·at·La·Fondation |
| 357 | Inria·since·its·creation·in·2018. | 357 | Inria·since·its·creation·in·2018. |
| 358 | Sébastien·Conort,·Chief·Data·Scientist,·BNP·Paribas·Cardif | 358 | Sébastien·Conort,·Chief·Data·Scientist,·BNP·Paribas·Cardif |
| 359 | _\x8[_\x8._\x8._\x8/_\x8__\x8i_\x8m_\x8a_\x8g_\x8e_\x8s_\x8/_\x8b_\x8n_\x8p_\x8__\x8p_\x8a_\x8r_\x8i_\x8b_\x8a_\x8s_\x8__\x8c_\x8a_\x8r_\x8d_\x8i_\x8f_\x8._\x8p_\x8n_\x8g_\x8] | 359 | _\x8[_\x8._\x8._\x8/_\x8__\x8i_\x8m_\x8a_\x8g_\x8e_\x8s_\x8/_\x8b_\x8n_\x8p_\x8__\x8p_\x8a_\x8r_\x8i_\x8b_\x8a_\x8s_\x8__\x8c_\x8a_\x8r_\x8d_\x8i_\x8f_\x8._\x8p_\x8n_\x8g_\x8] |
| 360 | ©·2007·-·202 | 360 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 311 | ······margin-bottom:·0; | 311 | ······margin-bottom:·0; |
| 312 | ··} | 312 | ··} |
| 313 | </style> | 313 | </style> |
| 314 | ······</div> | 314 | ······</div> |
| 315 | ····<div·class="container"> | 315 | ····<div·class="container"> |
| 316 | ······<footer·class="sk-content-footer"> | 316 | ······<footer·class="sk-content-footer"> |
| 317 | ············©·2007·-·202 | 317 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 318 | ··········<a·href="_sources/tune_toc.rst.txt"·rel="nofollow">Show·this·page·source</a> | 318 | ··········<a·href="_sources/tune_toc.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 319 | ······</footer> | 319 | ······</footer> |
| 320 | ····</div> | 320 | ····</div> |
| 321 | ··</div> | 321 | ··</div> |
| 322 | </div> | 322 | </div> |
| 323 | <script·src="_static/js/vendor/bootstrap.min.js"></script> | 323 | <script·src="_static/js/vendor/bootstrap.min.js"></script> |
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| 25 | [·]Toggle·Menu | 25 | [·]Toggle·Menu |
| 26 | >Prev | 26 | >Prev |
| 27 | ·_\x8U_\x8p | 27 | ·_\x8U_\x8p |
| 28 | >Next | 28 | >Next |
| 29 | s\x8sc\x8ci\x8ik\x8ki\x8it\x8t-\x8-l\x8le\x8ea\x8ar\x8rn\x8n·1\x81.\x8.4\x84.\x8.2\x82 | 29 | s\x8sc\x8ci\x8ik\x8ki\x8it\x8t-\x8-l\x8le\x8ea\x8ar\x8rn\x8n·1\x81.\x8.4\x84.\x8.2\x82 |
| 30 | _\x8O_\x8t_\x8h_\x8e_\x8r_\x8·_\x8v_\x8e_\x8r_\x8s_\x8i_\x8o_\x8n_\x8s | 30 | _\x8O_\x8t_\x8h_\x8e_\x8r_\x8·_\x8v_\x8e_\x8r_\x8s_\x8i_\x8o_\x8n_\x8s |
| 31 | Please·_\x8c_\x8i_\x8t_\x8e_\x8·_\x8u_\x8s·if·you·use·the·software. | 31 | Please·_\x8c_\x8i_\x8t_\x8e_\x8·_\x8u_\x8s·if·you·use·the·software. |
| 32 | ©·2007·-·202 | 32 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 516 | </section> | 516 | </section> |
| 517 | </section> | 517 | </section> |
| 518 | ······</div> | 518 | ······</div> |
| 519 | ····<div·class="container"> | 519 | ····<div·class="container"> |
| 520 | ······<footer·class="sk-content-footer"> | 520 | ······<footer·class="sk-content-footer"> |
| 521 | ············©·2007·-·202 | 521 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 522 | ··········<a·href="../../_sources/tutorial/basic/tutorial.rst.txt"·rel="nofollow">Show·this·page·source</a> | 522 | ··········<a·href="../../_sources/tutorial/basic/tutorial.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 523 | ······</footer> | 523 | ······</footer> |
| 524 | ····</div> | 524 | ····</div> |
| 525 | ··</div> | 525 | ··</div> |
| 526 | </div> | 526 | </div> |
| 527 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 527 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 266 | ·······[0,·1,·0,·1,·0], | 266 | ·······[0,·1,·0,·1,·0], |
| 267 | ·······[1,·0,·1,·0,·0], | 267 | ·······[1,·0,·1,·0,·0], |
| 268 | ·······[1,·0,·1,·0,·0]]) | 268 | ·······[1,·0,·1,·0,·0]]) |
| 269 | In·this·case,·the·classifier·is·fit·upon·instances·each·assigned·multiple | 269 | In·this·case,·the·classifier·is·fit·upon·instances·each·assigned·multiple |
| 270 | labels.·The·_\x8M_\x8u_\x8l_\x8t_\x8i_\x8L_\x8a_\x8b_\x8e_\x8l_\x8B_\x8i_\x8n_\x8a_\x8r_\x8i_\x8z_\x8e_\x8r·is·used·to·binarize·the·2d·array·of·multilabels | 270 | labels.·The·_\x8M_\x8u_\x8l_\x8t_\x8i_\x8L_\x8a_\x8b_\x8e_\x8l_\x8B_\x8i_\x8n_\x8a_\x8r_\x8i_\x8z_\x8e_\x8r·is·used·to·binarize·the·2d·array·of·multilabels |
| 271 | to·fit·upon.·As·a·result,·predict()·returns·a·2d·array·with·multiple·predicted | 271 | to·fit·upon.·As·a·result,·predict()·returns·a·2d·array·with·multiple·predicted |
| 272 | labels·for·each·instance. | 272 | labels·for·each·instance. |
| 273 | ©·2007·-·202 | 273 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 420 | </div> | 420 | </div> |
| 421 | </section> | 421 | </section> |
| 422 | ······</div> | 422 | ······</div> |
| 423 | ····<div·class="container"> | 423 | ····<div·class="container"> |
| 424 | ······<footer·class="sk-content-footer"> | 424 | ······<footer·class="sk-content-footer"> |
| 425 | ············©·2007·-·202 | 425 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 426 | ··········<a·href="../_sources/tutorial/index.rst.txt"·rel="nofollow">Show·this·page·source</a> | 426 | ··········<a·href="../_sources/tutorial/index.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 427 | ······</footer> | 427 | ······</footer> |
| 428 | ····</div> | 428 | ····</div> |
| 429 | ··</div> | 429 | ··</div> |
| 430 | </div> | 430 | </div> |
| 431 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 431 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 76 | Note | 76 | Note |
| 77 | D\x8Do\x8oc\x8ct\x8te\x8es\x8st\x8t·M\x8Mo\x8od\x8de\x8e | 77 | D\x8Do\x8oc\x8ct\x8te\x8es\x8st\x8t·M\x8Mo\x8od\x8de\x8e |
| 78 | The·code-examples·in·the·above·tutorials·are·written·in·a·p\x8py\x8yt\x8th\x8ho\x8on\x8n-\x8-c\x8co\x8on\x8ns\x8so\x8ol\x8le\x8e | 78 | The·code-examples·in·the·above·tutorials·are·written·in·a·p\x8py\x8yt\x8th\x8ho\x8on\x8n-\x8-c\x8co\x8on\x8ns\x8so\x8ol\x8le\x8e |
| 79 | format.·If·you·wish·to·easily·execute·these·examples·in·I\x8IP\x8Py\x8yt\x8th\x8ho\x8on\x8n,·use: | 79 | format.·If·you·wish·to·easily·execute·these·examples·in·I\x8IP\x8Py\x8yt\x8th\x8ho\x8on\x8n,·use: |
| 80 | %doctest_mode | 80 | %doctest_mode |
| 81 | in·the·IPython-console.·You·can·then·simply·copy·and·paste·the·examples | 81 | in·the·IPython-console.·You·can·then·simply·copy·and·paste·the·examples |
| 82 | directly·into·IPython·without·having·to·worry·about·removing·the·>\x8>>\x8>>\x8>·manually. | 82 | directly·into·IPython·without·having·to·worry·about·removing·the·>\x8>>\x8>>\x8>·manually. |
| 83 | ©·2007·-·202 | 83 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 257 | ····</map> | 257 | ····</map> |
| 258 | </img></section> | 258 | </img></section> |
| 259 | ······</div> | 259 | ······</div> |
| 260 | ····<div·class="container"> | 260 | ····<div·class="container"> |
| 261 | ······<footer·class="sk-content-footer"> | 261 | ······<footer·class="sk-content-footer"> |
| 262 | ············©·2007·-·202 | 262 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 263 | ··········<a·href="../../_sources/tutorial/machine_learning_map/index.rst.txt"·rel="nofollow">Show·this·page·source</a> | 263 | ··········<a·href="../../_sources/tutorial/machine_learning_map/index.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 264 | ······</footer> | 264 | ······</footer> |
| 265 | ····</div> | 265 | ····</div> |
| 266 | ··</div> | 266 | ··</div> |
| 267 | </div> | 267 | </div> |
| 268 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 268 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 33 | right·estimator·for·the·job. | 33 | right·estimator·for·the·job. |
| 34 | Different·estimators·are·better·suited·for·different·types·of·data·and | 34 | Different·estimators·are·better·suited·for·different·types·of·data·and |
| 35 | different·problems. | 35 | different·problems. |
| 36 | The·flowchart·below·is·designed·to·give·users·a·bit·of·a·rough·guide·on·how·to | 36 | The·flowchart·below·is·designed·to·give·users·a·bit·of·a·rough·guide·on·how·to |
| 37 | approach·problems·with·regard·to·which·estimators·to·try·on·your·data. | 37 | approach·problems·with·regard·to·which·estimators·to·try·on·your·data. |
| 38 | Click·on·any·estimator·in·the·chart·below·to·see·its·documentation. | 38 | Click·on·any·estimator·in·the·chart·below·to·see·its·documentation. |
| 39 | [Move·mouse·over·image] | 39 | [Move·mouse·over·image] |
| 40 | ©·2007·-·202 | 40 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 267 | </div> | 267 | </div> |
| 268 | </section> | 268 | </section> |
| 269 | ······</div> | 269 | ······</div> |
| 270 | ····<div·class="container"> | 270 | ····<div·class="container"> |
| 271 | ······<footer·class="sk-content-footer"> | 271 | ······<footer·class="sk-content-footer"> |
| 272 | ············©·2007·-·202 | 272 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 273 | ··········<a·href="../../_sources/tutorial/statistical_inference/index.rst.txt"·rel="nofollow">Show·this·page·source</a> | 273 | ··········<a·href="../../_sources/tutorial/statistical_inference/index.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 274 | ······</footer> | 274 | ······</footer> |
| 275 | ····</div> | 275 | ····</div> |
| 276 | ··</div> | 276 | ··</div> |
| 277 | </div> | 277 | </div> |
| 278 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 278 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 58 | ····*·_\x8U_\x8n_\x8s_\x8u_\x8p_\x8e_\x8r_\x8v_\x8i_\x8s_\x8e_\x8d_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8:_\x8·_\x8s_\x8e_\x8e_\x8k_\x8i_\x8n_\x8g_\x8·_\x8r_\x8e_\x8p_\x8r_\x8e_\x8s_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8s_\x8·_\x8o_\x8f_\x8·_\x8t_\x8h_\x8e_\x8·_\x8d_\x8a_\x8t_\x8a | 58 | ····*·_\x8U_\x8n_\x8s_\x8u_\x8p_\x8e_\x8r_\x8v_\x8i_\x8s_\x8e_\x8d_\x8·_\x8l_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8:_\x8·_\x8s_\x8e_\x8e_\x8k_\x8i_\x8n_\x8g_\x8·_\x8r_\x8e_\x8p_\x8r_\x8e_\x8s_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8s_\x8·_\x8o_\x8f_\x8·_\x8t_\x8h_\x8e_\x8·_\x8d_\x8a_\x8t_\x8a |
| 59 | ··········o·_\x8C_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8:_\x8·_\x8g_\x8r_\x8o_\x8u_\x8p_\x8i_\x8n_\x8g_\x8·_\x8o_\x8b_\x8s_\x8e_\x8r_\x8v_\x8a_\x8t_\x8i_\x8o_\x8n_\x8s_\x8·_\x8t_\x8o_\x8g_\x8e_\x8t_\x8h_\x8e_\x8r | 59 | ··········o·_\x8C_\x8l_\x8u_\x8s_\x8t_\x8e_\x8r_\x8i_\x8n_\x8g_\x8:_\x8·_\x8g_\x8r_\x8o_\x8u_\x8p_\x8i_\x8n_\x8g_\x8·_\x8o_\x8b_\x8s_\x8e_\x8r_\x8v_\x8a_\x8t_\x8i_\x8o_\x8n_\x8s_\x8·_\x8t_\x8o_\x8g_\x8e_\x8t_\x8h_\x8e_\x8r |
| 60 | ··········o·_\x8D_\x8e_\x8c_\x8o_\x8m_\x8p_\x8o_\x8s_\x8i_\x8t_\x8i_\x8o_\x8n_\x8s_\x8:_\x8·_\x8f_\x8r_\x8o_\x8m_\x8·_\x8a_\x8·_\x8s_\x8i_\x8g_\x8n_\x8a_\x8l_\x8·_\x8t_\x8o_\x8·_\x8c_\x8o_\x8m_\x8p_\x8o_\x8n_\x8e_\x8n_\x8t_\x8s_\x8·_\x8a_\x8n_\x8d_\x8·_\x8l_\x8o_\x8a_\x8d_\x8i_\x8n_\x8g_\x8s | 60 | ··········o·_\x8D_\x8e_\x8c_\x8o_\x8m_\x8p_\x8o_\x8s_\x8i_\x8t_\x8i_\x8o_\x8n_\x8s_\x8:_\x8·_\x8f_\x8r_\x8o_\x8m_\x8·_\x8a_\x8·_\x8s_\x8i_\x8g_\x8n_\x8a_\x8l_\x8·_\x8t_\x8o_\x8·_\x8c_\x8o_\x8m_\x8p_\x8o_\x8n_\x8e_\x8n_\x8t_\x8s_\x8·_\x8a_\x8n_\x8d_\x8·_\x8l_\x8o_\x8a_\x8d_\x8i_\x8n_\x8g_\x8s |
| 61 | ····*·_\x8P_\x8u_\x8t_\x8t_\x8i_\x8n_\x8g_\x8·_\x8i_\x8t_\x8·_\x8a_\x8l_\x8l_\x8·_\x8t_\x8o_\x8g_\x8e_\x8t_\x8h_\x8e_\x8r | 61 | ····*·_\x8P_\x8u_\x8t_\x8t_\x8i_\x8n_\x8g_\x8·_\x8i_\x8t_\x8·_\x8a_\x8l_\x8l_\x8·_\x8t_\x8o_\x8g_\x8e_\x8t_\x8h_\x8e_\x8r |
| 62 | ··········o·_\x8P_\x8i_\x8p_\x8e_\x8l_\x8i_\x8n_\x8i_\x8n_\x8g | 62 | ··········o·_\x8P_\x8i_\x8p_\x8e_\x8l_\x8i_\x8n_\x8i_\x8n_\x8g |
| 63 | ··········o·_\x8F_\x8a_\x8c_\x8e_\x8·_\x8r_\x8e_\x8c_\x8o_\x8g_\x8n_\x8i_\x8t_\x8i_\x8o_\x8n_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8e_\x8i_\x8g_\x8e_\x8n_\x8f_\x8a_\x8c_\x8e_\x8s | 63 | ··········o·_\x8F_\x8a_\x8c_\x8e_\x8·_\x8r_\x8e_\x8c_\x8o_\x8g_\x8n_\x8i_\x8t_\x8i_\x8o_\x8n_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8e_\x8i_\x8g_\x8e_\x8n_\x8f_\x8a_\x8c_\x8e_\x8s |
| 64 | ··········o·_\x8O_\x8p_\x8e_\x8n_\x8·_\x8p_\x8r_\x8o_\x8b_\x8l_\x8e_\x8m_\x8:_\x8·_\x8S_\x8t_\x8o_\x8c_\x8k_\x8·_\x8M_\x8a_\x8r_\x8k_\x8e_\x8t_\x8·_\x8S_\x8t_\x8r_\x8u_\x8c_\x8t_\x8u_\x8r_\x8e | 64 | ··········o·_\x8O_\x8p_\x8e_\x8n_\x8·_\x8p_\x8r_\x8o_\x8b_\x8l_\x8e_\x8m_\x8:_\x8·_\x8S_\x8t_\x8o_\x8c_\x8k_\x8·_\x8M_\x8a_\x8r_\x8k_\x8e_\x8t_\x8·_\x8S_\x8t_\x8r_\x8u_\x8c_\x8t_\x8u_\x8r_\x8e |
| 65 | ©·2007·-·202 | 65 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 466 | </section> | 466 | </section> |
| 467 | </section> | 467 | </section> |
| 468 | ······</div> | 468 | ······</div> |
| 469 | ····<div·class="container"> | 469 | ····<div·class="container"> |
| 470 | ······<footer·class="sk-content-footer"> | 470 | ······<footer·class="sk-content-footer"> |
| 471 | ············©·2007·-·202 | 471 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 472 | ··········<a·href="../../_sources/tutorial/statistical_inference/model_selection.rst.txt"·rel="nofollow">Show·this·page·source</a> | 472 | ··········<a·href="../../_sources/tutorial/statistical_inference/model_selection.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 473 | ······</footer> | 473 | ······</footer> |
| 474 | ····</div> | 474 | ····</div> |
| 475 | ··</div> | 475 | ··</div> |
| 476 | </div> | 476 | </div> |
| 477 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 477 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 216 | from·sklearn·import·datasets | 216 | from·sklearn·import·datasets |
| 217 | from·sklearn.linear_model·import·Lasso | 217 | from·sklearn.linear_model·import·Lasso |
| 218 | from·sklearn.model_selection·import·GridSearchCV | 218 | from·sklearn.model_selection·import·GridSearchCV |
| 219 | X,·y·=·datasets.load_diabetes(return_X_y=True) | 219 | X,·y·=·datasets.load_diabetes(return_X_y=True) |
| 220 | X·=·X[:150] | 220 | X·=·X[:150] |
| 221 | S\x8So\x8ol\x8lu\x8ut\x8ti\x8io\x8on\x8n:\x8:·_\x8C_\x8r_\x8o_\x8s_\x8s_\x8-_\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8d_\x8i_\x8a_\x8b_\x8e_\x8t_\x8e_\x8s_\x8·_\x8D_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8·_\x8E_\x8x_\x8e_\x8r_\x8c_\x8i_\x8s_\x8e | 221 | S\x8So\x8ol\x8lu\x8ut\x8ti\x8io\x8on\x8n:\x8:·_\x8C_\x8r_\x8o_\x8s_\x8s_\x8-_\x8v_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8o_\x8n_\x8·_\x8d_\x8i_\x8a_\x8b_\x8e_\x8t_\x8e_\x8s_\x8·_\x8D_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8·_\x8E_\x8x_\x8e_\x8r_\x8c_\x8i_\x8s_\x8e |
| 222 | ©·2007·-·202 | 222 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 445 | </section> | 445 | </section> |
| 446 | </section> | 446 | </section> |
| 447 | ······</div> | 447 | ······</div> |
| 448 | ····<div·class="container"> | 448 | ····<div·class="container"> |
| 449 | ······<footer·class="sk-content-footer"> | 449 | ······<footer·class="sk-content-footer"> |
| 450 | ············©·2007·-·202 | 450 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 451 | ··········<a·href="../../_sources/tutorial/statistical_inference/putting_together.rst.txt"·rel="nofollow">Show·this·page·source</a> | 451 | ··········<a·href="../../_sources/tutorial/statistical_inference/putting_together.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 452 | ······</footer> | 452 | ······</footer> |
| 453 | ····</div> | 453 | ····</div> |
| 454 | ··</div> | 454 | ··</div> |
| 455 | </div> | 455 | </div> |
| 456 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 456 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 263 | ····George_W_Bush·······0.93······0.86······0.90·······129 | 263 | ····George_W_Bush·······0.93······0.86······0.90·······129 |
| 264 | ······avg·/·total·······0.86······0.84······0.85·······282 | 264 | ······avg·/·total·······0.86······0.84······0.85·······282 |
| 265 | *\x8**\x8**\x8**\x8**\x8*·O\x8Op\x8pe\x8en\x8n·p\x8pr\x8ro\x8ob\x8bl\x8le\x8em\x8m:\x8:·S\x8St\x8to\x8oc\x8ck\x8k·M\x8Ma\x8ar\x8rk\x8ke\x8et\x8t·S\x8St\x8tr\x8ru\x8uc\x8ct\x8tu\x8ur\x8re\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 265 | *\x8**\x8**\x8**\x8**\x8*·O\x8Op\x8pe\x8en\x8n·p\x8pr\x8ro\x8ob\x8bl\x8le\x8em\x8m:\x8:·S\x8St\x8to\x8oc\x8ck\x8k·M\x8Ma\x8ar\x8rk\x8ke\x8et\x8t·S\x8St\x8tr\x8ru\x8uc\x8ct\x8tu\x8ur\x8re\x8e_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 266 | Can·we·predict·the·variation·in·stock·prices·for·Google·over·a·given·time | 266 | Can·we·predict·the·variation·in·stock·prices·for·Google·over·a·given·time |
| 267 | frame? | 267 | frame? |
| 268 | _\x8L_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8a_\x8·_\x8g_\x8r_\x8a_\x8p_\x8h_\x8·_\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8u_\x8r_\x8e | 268 | _\x8L_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8·_\x8a_\x8·_\x8g_\x8r_\x8a_\x8p_\x8h_\x8·_\x8s_\x8t_\x8r_\x8u_\x8c_\x8t_\x8u_\x8r_\x8e |
| 269 | ©·2007·-·202 | 269 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 266 | </section> | 266 | </section> |
| 267 | </section> | 267 | </section> |
| 268 | ······</div> | 268 | ······</div> |
| 269 | ····<div·class="container"> | 269 | ····<div·class="container"> |
| 270 | ······<footer·class="sk-content-footer"> | 270 | ······<footer·class="sk-content-footer"> |
| 271 | ············©·2007·-·202 | 271 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 272 | ··········<a·href="../../_sources/tutorial/statistical_inference/settings.rst.txt"·rel="nofollow">Show·this·page·source</a> | 272 | ··········<a·href="../../_sources/tutorial/statistical_inference/settings.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 273 | ······</footer> | 273 | ······</footer> |
| 274 | ····</div> | 274 | ····</div> |
| 275 | ··</div> | 275 | ··</div> |
| 276 | </div> | 276 | </div> |
| 277 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 277 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 76 | >>>·estimator·=·Estimator(param1=1,·param2=2) | 76 | >>>·estimator·=·Estimator(param1=1,·param2=2) |
| 77 | >>>·estimator.param1 | 77 | >>>·estimator.param1 |
| 78 | 1 | 78 | 1 |
| 79 | E\x8Es\x8st\x8ti\x8im\x8ma\x8at\x8te\x8ed\x8d·p\x8pa\x8ar\x8ra\x8am\x8me\x8et\x8te\x8er\x8rs\x8s:·When·data·is·fitted·with·an·estimator,·parameters·are | 79 | E\x8Es\x8st\x8ti\x8im\x8ma\x8at\x8te\x8ed\x8d·p\x8pa\x8ar\x8ra\x8am\x8me\x8et\x8te\x8er\x8rs\x8s:·When·data·is·fitted·with·an·estimator,·parameters·are |
| 80 | estimated·from·the·data·at·hand.·All·the·estimated·parameters·are·attributes·of | 80 | estimated·from·the·data·at·hand.·All·the·estimated·parameters·are·attributes·of |
| 81 | the·estimator·object·ending·by·an·underscore: | 81 | the·estimator·object·ending·by·an·underscore: |
| 82 | >>>·estimator.estimated_param_ | 82 | >>>·estimator.estimated_param_ |
| 83 | ©·2007·-·202 | 83 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 651 | </section> | 651 | </section> |
| 652 | </section> | 652 | </section> |
| 653 | ······</div> | 653 | ······</div> |
| 654 | ····<div·class="container"> | 654 | ····<div·class="container"> |
| 655 | ······<footer·class="sk-content-footer"> | 655 | ······<footer·class="sk-content-footer"> |
| 656 | ············©·2007·-·202 | 656 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 657 | ··········<a·href="../../_sources/tutorial/statistical_inference/supervised_learning.rst.txt"·rel="nofollow">Show·this·page·source</a> | 657 | ··········<a·href="../../_sources/tutorial/statistical_inference/supervised_learning.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 658 | ······</footer> | 658 | ······</footer> |
| 659 | ····</div> | 659 | ····</div> |
| 660 | ··</div> | 660 | ··</div> |
| 661 | </div> | 661 | </div> |
| 662 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 662 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 336 | X·=·iris.data | 336 | X·=·iris.data |
| 337 | y·=·iris.target | 337 | y·=·iris.target |
| 338 | X·=·X[y·!=·0,·:2] | 338 | X·=·X[y·!=·0,·:2] |
| 339 | y·=·y[y·!=·0] | 339 | y·=·y[y·!=·0] |
| 340 | _\x8[_\x8._\x8._\x8/_\x8._\x8._\x8/_\x8__\x8i_\x8m_\x8a_\x8g_\x8e_\x8s_\x8/_\x8s_\x8p_\x8h_\x8x_\x8__\x8g_\x8l_\x8r_\x8__\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8r_\x8i_\x8s_\x8__\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8__\x80_\x80_\x81_\x8._\x8p_\x8n_\x8g_\x8] | 340 | _\x8[_\x8._\x8._\x8/_\x8._\x8._\x8/_\x8__\x8i_\x8m_\x8a_\x8g_\x8e_\x8s_\x8/_\x8s_\x8p_\x8h_\x8x_\x8__\x8g_\x8l_\x8r_\x8__\x8p_\x8l_\x8o_\x8t_\x8__\x8i_\x8r_\x8i_\x8s_\x8__\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8__\x80_\x80_\x81_\x8._\x8p_\x8n_\x8g_\x8] |
| 341 | A·solution·can·be·downloaded·_\x8h_\x8e_\x8r_\x8e | 341 | A·solution·can·be·downloaded·_\x8h_\x8e_\x8r_\x8e |
| 342 | ©·2007·-·202 | 342 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 466 | </section> | 466 | </section> |
| 467 | </section> | 467 | </section> |
| 468 | ······</div> | 468 | ······</div> |
| 469 | ····<div·class="container"> | 469 | ····<div·class="container"> |
| 470 | ······<footer·class="sk-content-footer"> | 470 | ······<footer·class="sk-content-footer"> |
| 471 | ············©·2007·-·202 | 471 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 472 | ··········<a·href="../../_sources/tutorial/statistical_inference/unsupervised_learning.rst.txt"·rel="nofollow">Show·this·page·source</a> | 472 | ··········<a·href="../../_sources/tutorial/statistical_inference/unsupervised_learning.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 473 | ······</footer> | 473 | ······</footer> |
| 474 | ····</div> | 474 | ····</div> |
| 475 | ··</div> | 475 | ··</div> |
| 476 | </div> | 476 | </div> |
| 477 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 477 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 222 | >>>·#·Compute·ICA | 222 | >>>·#·Compute·ICA |
| 223 | >>>·ica·=·decomposition.FastICA() | 223 | >>>·ica·=·decomposition.FastICA() |
| 224 | >>>·S_·=·ica.fit_transform(X)··#·Get·the·estimated·sources | 224 | >>>·S_·=·ica.fit_transform(X)··#·Get·the·estimated·sources |
| 225 | >>>·A_·=·ica.mixing_.T | 225 | >>>·A_·=·ica.mixing_.T |
| 226 | >>>·np.allclose(X,··np.dot(S_,·A_)·+·ica.mean_) | 226 | >>>·np.allclose(X,··np.dot(S_,·A_)·+·ica.mean_) |
| 227 | True | 227 | True |
| 228 | ©·2007·-·202 | 228 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 682 | </section> | 682 | </section> |
| 683 | </section> | 683 | </section> |
| 684 | ······</div> | 684 | ······</div> |
| 685 | ····<div·class="container"> | 685 | ····<div·class="container"> |
| 686 | ······<footer·class="sk-content-footer"> | 686 | ······<footer·class="sk-content-footer"> |
| 687 | ············©·2007·-·202 | 687 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 688 | ··········<a·href="../../_sources/tutorial/text_analytics/working_with_text_data.rst.txt"·rel="nofollow">Show·this·page·source</a> | 688 | ··········<a·href="../../_sources/tutorial/text_analytics/working_with_text_data.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 689 | ······</footer> | 689 | ······</footer> |
| 690 | ····</div> | 690 | ····</div> |
| 691 | ··</div> | 691 | ··</div> |
| 692 | </div> | 692 | </div> |
| 693 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> | 693 | <script·src="../../_static/js/vendor/bootstrap.min.js"></script> |
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| 393 | ····*·If·you·have·multiple·labels·per·document,·e.g.·categories,·have·a·look·at | 393 | ····*·If·you·have·multiple·labels·per·document,·e.g.·categories,·have·a·look·at |
| 394 | ······the·_\x8M_\x8u_\x8l_\x8t_\x8i_\x8c_\x8l_\x8a_\x8s_\x8s_\x8·_\x8a_\x8n_\x8d_\x8·_\x8m_\x8u_\x8l_\x8t_\x8i_\x8l_\x8a_\x8b_\x8e_\x8l_\x8·_\x8s_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n. | 394 | ······the·_\x8M_\x8u_\x8l_\x8t_\x8i_\x8c_\x8l_\x8a_\x8s_\x8s_\x8·_\x8a_\x8n_\x8d_\x8·_\x8m_\x8u_\x8l_\x8t_\x8i_\x8l_\x8a_\x8b_\x8e_\x8l_\x8·_\x8s_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n. |
| 395 | ····*·Try·using·_\x8T_\x8r_\x8u_\x8n_\x8c_\x8a_\x8t_\x8e_\x8d_\x8·_\x8S_\x8V_\x8D·for·_\x8l_\x8a_\x8t_\x8e_\x8n_\x8t_\x8·_\x8s_\x8e_\x8m_\x8a_\x8n_\x8t_\x8i_\x8c_\x8·_\x8a_\x8n_\x8a_\x8l_\x8y_\x8s_\x8i_\x8s. | 395 | ····*·Try·using·_\x8T_\x8r_\x8u_\x8n_\x8c_\x8a_\x8t_\x8e_\x8d_\x8·_\x8S_\x8V_\x8D·for·_\x8l_\x8a_\x8t_\x8e_\x8n_\x8t_\x8·_\x8s_\x8e_\x8m_\x8a_\x8n_\x8t_\x8i_\x8c_\x8·_\x8a_\x8n_\x8a_\x8l_\x8y_\x8s_\x8i_\x8s. |
| 396 | ····*·Have·a·look·at·using·_\x8O_\x8u_\x8t_\x8-_\x8o_\x8f_\x8-_\x8c_\x8o_\x8r_\x8e_\x8·_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n·to·learn·from·data·that | 396 | ····*·Have·a·look·at·using·_\x8O_\x8u_\x8t_\x8-_\x8o_\x8f_\x8-_\x8c_\x8o_\x8r_\x8e_\x8·_\x8C_\x8l_\x8a_\x8s_\x8s_\x8i_\x8f_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n·to·learn·from·data·that |
| 397 | ······would·not·fit·into·the·computer·main·memory. | 397 | ······would·not·fit·into·the·computer·main·memory. |
| 398 | ····*·Have·a·look·at·the·_\x8H_\x8a_\x8s_\x8h_\x8i_\x8n_\x8g_\x8·_\x8V_\x8e_\x8c_\x8t_\x8o_\x8r_\x8i_\x8z_\x8e_\x8r·as·a·memory·efficient·alternative | 398 | ····*·Have·a·look·at·the·_\x8H_\x8a_\x8s_\x8h_\x8i_\x8n_\x8g_\x8·_\x8V_\x8e_\x8c_\x8t_\x8o_\x8r_\x8i_\x8z_\x8e_\x8r·as·a·memory·efficient·alternative |
| 399 | ······to·_\x8C_\x8o_\x8u_\x8n_\x8t_\x8V_\x8e_\x8c_\x8t_\x8o_\x8r_\x8i_\x8z_\x8e_\x8r. | 399 | ······to·_\x8C_\x8o_\x8u_\x8n_\x8t_\x8V_\x8e_\x8c_\x8t_\x8o_\x8r_\x8i_\x8z_\x8e_\x8r. |
| 400 | ©·2007·-·202 | 400 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 414 | </div> | 414 | </div> |
| 415 | </section> | 415 | </section> |
| 416 | ······</div> | 416 | ······</div> |
| 417 | ····<div·class="container"> | 417 | ····<div·class="container"> |
| 418 | ······<footer·class="sk-content-footer"> | 418 | ······<footer·class="sk-content-footer"> |
| 419 | ············©·2007·-·202 | 419 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 420 | ··········<a·href="_sources/unsupervised_learning.rst.txt"·rel="nofollow">Show·this·page·source</a> | 420 | ··········<a·href="_sources/unsupervised_learning.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 421 | ······</footer> | 421 | ······</footer> |
| 422 | ····</div> | 422 | ····</div> |
| 423 | ··</div> | 423 | ··</div> |
| 424 | </div> | 424 | </div> |
| 425 | <script·src="_static/js/vendor/bootstrap.min.js"></script> | 425 | <script·src="_static/js/vendor/bootstrap.min.js"></script> |
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| 101 | ··········o·_\x82_\x8._\x87_\x8._\x83_\x8._\x8·_\x8O_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8·_\x8D_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n | 101 | ··········o·_\x82_\x8._\x87_\x8._\x83_\x8._\x8·_\x8O_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8·_\x8D_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n |
| 102 | ··········o·_\x82_\x8._\x87_\x8._\x84_\x8._\x8·_\x8N_\x8o_\x8v_\x8e_\x8l_\x8t_\x8y_\x8·_\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8L_\x8o_\x8c_\x8a_\x8l_\x8·_\x8O_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8·_\x8F_\x8a_\x8c_\x8t_\x8o_\x8r | 102 | ··········o·_\x82_\x8._\x87_\x8._\x84_\x8._\x8·_\x8N_\x8o_\x8v_\x8e_\x8l_\x8t_\x8y_\x8·_\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8L_\x8o_\x8c_\x8a_\x8l_\x8·_\x8O_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8·_\x8F_\x8a_\x8c_\x8t_\x8o_\x8r |
| 103 | ····*·_\x82_\x8._\x88_\x8._\x8·_\x8D_\x8e_\x8n_\x8s_\x8i_\x8t_\x8y_\x8·_\x8E_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n | 103 | ····*·_\x82_\x8._\x88_\x8._\x8·_\x8D_\x8e_\x8n_\x8s_\x8i_\x8t_\x8y_\x8·_\x8E_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n |
| 104 | ··········o·_\x82_\x8._\x88_\x8._\x81_\x8._\x8·_\x8D_\x8e_\x8n_\x8s_\x8i_\x8t_\x8y_\x8·_\x8E_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n_\x8:_\x8·_\x8H_\x8i_\x8s_\x8t_\x8o_\x8g_\x8r_\x8a_\x8m_\x8s | 104 | ··········o·_\x82_\x8._\x88_\x8._\x81_\x8._\x8·_\x8D_\x8e_\x8n_\x8s_\x8i_\x8t_\x8y_\x8·_\x8E_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n_\x8:_\x8·_\x8H_\x8i_\x8s_\x8t_\x8o_\x8g_\x8r_\x8a_\x8m_\x8s |
| 105 | ··········o·_\x82_\x8._\x88_\x8._\x82_\x8._\x8·_\x8K_\x8e_\x8r_\x8n_\x8e_\x8l_\x8·_\x8D_\x8e_\x8n_\x8s_\x8i_\x8t_\x8y_\x8·_\x8E_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n | 105 | ··········o·_\x82_\x8._\x88_\x8._\x82_\x8._\x8·_\x8K_\x8e_\x8r_\x8n_\x8e_\x8l_\x8·_\x8D_\x8e_\x8n_\x8s_\x8i_\x8t_\x8y_\x8·_\x8E_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8i_\x8o_\x8n |
| 106 | ····*·_\x82_\x8._\x89_\x8._\x8·_\x8N_\x8e_\x8u_\x8r_\x8a_\x8l_\x8·_\x8n_\x8e_\x8t_\x8w_\x8o_\x8r_\x8k_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l_\x8s_\x8·_\x8(_\x8u_\x8n_\x8s_\x8u_\x8p_\x8e_\x8r_\x8v_\x8i_\x8s_\x8e_\x8d_\x8) | 106 | ····*·_\x82_\x8._\x89_\x8._\x8·_\x8N_\x8e_\x8u_\x8r_\x8a_\x8l_\x8·_\x8n_\x8e_\x8t_\x8w_\x8o_\x8r_\x8k_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l_\x8s_\x8·_\x8(_\x8u_\x8n_\x8s_\x8u_\x8p_\x8e_\x8r_\x8v_\x8i_\x8s_\x8e_\x8d_\x8) |
| 107 | ··········o·_\x82_\x8._\x89_\x8._\x81_\x8._\x8·_\x8R_\x8e_\x8s_\x8t_\x8r_\x8i_\x8c_\x8t_\x8e_\x8d_\x8·_\x8B_\x8o_\x8l_\x8t_\x8z_\x8m_\x8a_\x8n_\x8n_\x8·_\x8m_\x8a_\x8c_\x8h_\x8i_\x8n_\x8e_\x8s | 107 | ··········o·_\x82_\x8._\x89_\x8._\x81_\x8._\x8·_\x8R_\x8e_\x8s_\x8t_\x8r_\x8i_\x8c_\x8t_\x8e_\x8d_\x8·_\x8B_\x8o_\x8l_\x8t_\x8z_\x8m_\x8a_\x8n_\x8n_\x8·_\x8m_\x8a_\x8c_\x8h_\x8i_\x8n_\x8e_\x8s |
| 108 | ©·2007·-·202 | 108 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 883 | </section> | 883 | </section> |
| 884 | </section> | 884 | </section> |
| 885 | ······</div> | 885 | ······</div> |
| 886 | ····<div·class="container"> | 886 | ····<div·class="container"> |
| 887 | ······<footer·class="sk-content-footer"> | 887 | ······<footer·class="sk-content-footer"> |
| 888 | ············©·2007·-·202 | 888 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 889 | ··········<a·href="_sources/user_guide.rst.txt"·rel="nofollow">Show·this·page·source</a> | 889 | ··········<a·href="_sources/user_guide.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 890 | ······</footer> | 890 | ······</footer> |
| 891 | ····</div> | 891 | ····</div> |
| 892 | ··</div> | 892 | ··</div> |
| 893 | </div> | 893 | </div> |
| 894 | <script·src="_static/js/vendor/bootstrap.min.js"></script> | 894 | <script·src="_static/js/vendor/bootstrap.min.js"></script> |
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| 370 | ····*·_\x81_\x81_\x8._\x8·_\x8D_\x8i_\x8s_\x8p_\x8a_\x8t_\x8c_\x8h_\x8i_\x8n_\x8g | 370 | ····*·_\x81_\x81_\x8._\x8·_\x8D_\x8i_\x8s_\x8p_\x8a_\x8t_\x8c_\x8h_\x8i_\x8n_\x8g |
| 371 | ··········o·_\x81_\x81_\x8._\x81_\x8._\x8·_\x8A_\x8r_\x8r_\x8a_\x8y_\x8·_\x8A_\x8P_\x8I_\x8·_\x8s_\x8u_\x8p_\x8p_\x8o_\x8r_\x8t_\x8·_\x8(_\x8e_\x8x_\x8p_\x8e_\x8r_\x8i_\x8m_\x8e_\x8n_\x8t_\x8a_\x8l_\x8) | 371 | ··········o·_\x81_\x81_\x8._\x81_\x8._\x8·_\x8A_\x8r_\x8r_\x8a_\x8y_\x8·_\x8A_\x8P_\x8I_\x8·_\x8s_\x8u_\x8p_\x8p_\x8o_\x8r_\x8t_\x8·_\x8(_\x8e_\x8x_\x8p_\x8e_\x8r_\x8i_\x8m_\x8e_\x8n_\x8t_\x8a_\x8l_\x8) |
| 372 | ················#·_\x81_\x81_\x8._\x81_\x8._\x81_\x8._\x8·_\x8E_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8·_\x8u_\x8s_\x8a_\x8g_\x8e | 372 | ················#·_\x81_\x81_\x8._\x81_\x8._\x81_\x8._\x8·_\x8E_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8·_\x8u_\x8s_\x8a_\x8g_\x8e |
| 373 | ················#·_\x81_\x81_\x8._\x81_\x8._\x82_\x8._\x8·_\x8S_\x8u_\x8p_\x8p_\x8o_\x8r_\x8t_\x8·_\x8f_\x8o_\x8r_\x8·_\x8A_\x8r_\x8r_\x8a_\x8y_\x8·_\x8A_\x8P_\x8I_\x8-_\x8c_\x8o_\x8m_\x8p_\x8a_\x8t_\x8i_\x8b_\x8l_\x8e_\x8·_\x8i_\x8n_\x8p_\x8u_\x8t_\x8s | 373 | ················#·_\x81_\x81_\x8._\x81_\x8._\x82_\x8._\x8·_\x8S_\x8u_\x8p_\x8p_\x8o_\x8r_\x8t_\x8·_\x8f_\x8o_\x8r_\x8·_\x8A_\x8r_\x8r_\x8a_\x8y_\x8·_\x8A_\x8P_\x8I_\x8-_\x8c_\x8o_\x8m_\x8p_\x8a_\x8t_\x8i_\x8b_\x8l_\x8e_\x8·_\x8i_\x8n_\x8p_\x8u_\x8t_\x8s |
| 374 | ················#·_\x81_\x81_\x8._\x81_\x8._\x83_\x8._\x8·_\x8C_\x8o_\x8m_\x8m_\x8o_\x8n_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8·_\x8c_\x8h_\x8e_\x8c_\x8k_\x8s | 374 | ················#·_\x81_\x81_\x8._\x81_\x8._\x83_\x8._\x8·_\x8C_\x8o_\x8m_\x8m_\x8o_\x8n_\x8·_\x8e_\x8s_\x8t_\x8i_\x8m_\x8a_\x8t_\x8o_\x8r_\x8·_\x8c_\x8h_\x8e_\x8c_\x8k_\x8s |
| 375 | *\x8**\x8**\x8**\x8**\x8*·U\x8Un\x8nd\x8de\x8er\x8r·D\x8De\x8ev\x8ve\x8el\x8lo\x8op\x8pm\x8me\x8en\x8nt\x8t_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 375 | *\x8**\x8**\x8**\x8**\x8*·U\x8Un\x8nd\x8de\x8er\x8r·D\x8De\x8ev\x8ve\x8el\x8lo\x8op\x8pm\x8me\x8en\x8nt\x8t_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 376 | ····*·_\x81_\x8._\x8·_\x8M_\x8e_\x8t_\x8a_\x8d_\x8a_\x8t_\x8a_\x8·_\x8R_\x8o_\x8u_\x8t_\x8i_\x8n_\x8g | 376 | ····*·_\x81_\x8._\x8·_\x8M_\x8e_\x8t_\x8a_\x8d_\x8a_\x8t_\x8a_\x8·_\x8R_\x8o_\x8u_\x8t_\x8i_\x8n_\x8g |
| 377 | ©·2007·-·202 | 377 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 397 | </section> | 397 | </section> |
| 398 | </section> | 398 | </section> |
| 399 | ······</div> | 399 | ······</div> |
| 400 | ····<div·class="container"> | 400 | ····<div·class="container"> |
| 401 | ······<footer·class="sk-content-footer"> | 401 | ······<footer·class="sk-content-footer"> |
| 402 | ············©·2007·-·202 | 402 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 403 | ··········<a·href="_sources/visualizations.rst.txt"·rel="nofollow">Show·this·page·source</a> | 403 | ··········<a·href="_sources/visualizations.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 404 | ······</footer> | 404 | ······</footer> |
| 405 | ····</div> | 405 | ····</div> |
| 406 | ··</div> | 406 | ··</div> |
| 407 | </div> | 407 | </div> |
| 408 | <script·src="_static/js/vendor/bootstrap.min.js"></script> | 408 | <script·src="_static/js/vendor/bootstrap.min.js"></script> |
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| 104 | (*, y_true, y_pred)·····················of·a·regression·model. | 104 | (*, y_true, y_pred)·····················of·a·regression·model. |
| 105 | _\x8m_\x8e_\x8t_\x8r_\x8i_\x8c_\x8s_\x8._\x8R_\x8o_\x8c_\x8C_\x8u_\x8r_\x8v_\x8e_\x8D_\x8i_\x8s_\x8p_\x8l_\x8a_\x8y(*, fpr, tpr·····ROC·Curve·visualization. | 105 | _\x8m_\x8e_\x8t_\x8r_\x8i_\x8c_\x8s_\x8._\x8R_\x8o_\x8c_\x8C_\x8u_\x8r_\x8v_\x8e_\x8D_\x8i_\x8s_\x8p_\x8l_\x8a_\x8y(*, fpr, tpr·····ROC·Curve·visualization. |
| 106 | [, ...]) | 106 | [, ...]) |
| 107 | _\x8m_\x8o_\x8d_\x8e_\x8l_\x8__\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8._\x8L_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8C_\x8u_\x8r_\x8v_\x8e_\x8D_\x8i_\x8s_\x8p_\x8l_\x8a_\x8y····Learning·Curve·visualization. | 107 | _\x8m_\x8o_\x8d_\x8e_\x8l_\x8__\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8._\x8L_\x8e_\x8a_\x8r_\x8n_\x8i_\x8n_\x8g_\x8C_\x8u_\x8r_\x8v_\x8e_\x8D_\x8i_\x8s_\x8p_\x8l_\x8a_\x8y····Learning·Curve·visualization. |
| 108 | (*, ...) | 108 | (*, ...) |
| 109 | _\x8m_\x8o_\x8d_\x8e_\x8l_\x8__\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8._\x8V_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n_\x8C_\x8u_\x8r_\x8v_\x8e_\x8D_\x8i_\x8s_\x8p_\x8l_\x8a_\x8y··Validation·Curve·visualization. | 109 | _\x8m_\x8o_\x8d_\x8e_\x8l_\x8__\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8._\x8V_\x8a_\x8l_\x8i_\x8d_\x8a_\x8t_\x8i_\x8o_\x8n_\x8C_\x8u_\x8r_\x8v_\x8e_\x8D_\x8i_\x8s_\x8p_\x8l_\x8a_\x8y··Validation·Curve·visualization. |
| 110 | (*, ...) | 110 | (*, ...) |
| 111 | ©·2007·-·202 | 111 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 185 | ······<div·class="sk-page-content·container-fluid·body·px-md-3"·role="main"> | 185 | ······<div·class="sk-page-content·container-fluid·body·px-md-3"·role="main"> |
| 186 | ········ | 186 | ········ |
| 187 | ·· | 187 | ·· |
| 188 | ······</div> | 188 | ······</div> |
| 189 | ····<div·class="container"> | 189 | ····<div·class="container"> |
| 190 | ······<footer·class="sk-content-footer"> | 190 | ······<footer·class="sk-content-footer"> |
| 191 | ············©·2007·-·202 | 191 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 192 | ··········<a·href="../_sources/whats_new/_contributors.rst.txt"·rel="nofollow">Show·this·page·source</a> | 192 | ··········<a·href="../_sources/whats_new/_contributors.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 193 | ······</footer> | 193 | ······</footer> |
| 194 | ····</div> | 194 | ····</div> |
| 195 | ··</div> | 195 | ··</div> |
| 196 | </div> | 196 | </div> |
| 197 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 197 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 25 | [·]Toggle·Menu | 25 | [·]Toggle·Menu |
| 26 | >Prev | 26 | >Prev |
| 27 | ·_\x8U_\x8p | 27 | ·_\x8U_\x8p |
| 28 | >Next | 28 | >Next |
| 29 | s\x8sc\x8ci\x8ik\x8ki\x8it\x8t-\x8-l\x8le\x8ea\x8ar\x8rn\x8n·1\x81.\x8.4\x84.\x8.2\x82 | 29 | s\x8sc\x8ci\x8ik\x8ki\x8it\x8t-\x8-l\x8le\x8ea\x8ar\x8rn\x8n·1\x81.\x8.4\x84.\x8.2\x82 |
| 30 | _\x8O_\x8t_\x8h_\x8e_\x8r_\x8·_\x8v_\x8e_\x8r_\x8s_\x8i_\x8o_\x8n_\x8s | 30 | _\x8O_\x8t_\x8h_\x8e_\x8r_\x8·_\x8v_\x8e_\x8r_\x8s_\x8i_\x8o_\x8n_\x8s |
| 31 | Please·_\x8c_\x8i_\x8t_\x8e_\x8·_\x8u_\x8s·if·you·use·the·software. | 31 | Please·_\x8c_\x8i_\x8t_\x8e_\x8·_\x8u_\x8s·if·you·use·the·software. |
| 32 | ©·2007·-·202 | 32 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 1334 | </section> | 1334 | </section> |
| 1335 | </section> | 1335 | </section> |
| 1336 | ······</div> | 1336 | ······</div> |
| 1337 | ····<div·class="container"> | 1337 | ····<div·class="container"> |
| 1338 | ······<footer·class="sk-content-footer"> | 1338 | ······<footer·class="sk-content-footer"> |
| 1339 | ············©·2007·-·202 | 1339 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 1340 | ··········<a·href="../_sources/whats_new/older_versions.rst.txt"·rel="nofollow">Show·this·page·source</a> | 1340 | ··········<a·href="../_sources/whats_new/older_versions.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 1341 | ······</footer> | 1341 | ······</footer> |
| 1342 | ····</div> | 1342 | ····</div> |
| 1343 | ··</div> | 1343 | ··</div> |
| 1344 | </div> | 1344 | </div> |
| 1345 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 1345 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 925 | ····*·11·Gael·Varoquaux | 925 | ····*·11·Gael·Varoquaux |
| 926 | ····*·5·Yaroslav·Halchenko | 926 | ····*·5·Yaroslav·Halchenko |
| 927 | ····*·2·Vincent·Michel | 927 | ····*·2·Vincent·Michel |
| 928 | ····*·1·Chris·Filo·Gorgolewski | 928 | ····*·1·Chris·Filo·Gorgolewski |
| 929 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ea\x8ar\x8rl\x8li\x8ie\x8er\x8r·v\x8ve\x8er\x8rs\x8si\x8io\x8on\x8ns\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* | 929 | *\x8**\x8**\x8**\x8**\x8*·E\x8Ea\x8ar\x8rl\x8li\x8ie\x8er\x8r·v\x8ve\x8er\x8rs\x8si\x8io\x8on\x8ns\x8s_\x8?\x8¶·*\x8**\x8**\x8**\x8**\x8* |
| 930 | Earlier·versions·included·contributions·by·Fred·Mailhot,·David·Cooke,·David | 930 | Earlier·versions·included·contributions·by·Fred·Mailhot,·David·Cooke,·David |
| 931 | Huard,·Dave·Morrill,·Ed·Schofield,·Travis·Oliphant,·Pearu·Peterson. | 931 | Huard,·Dave·Morrill,·Ed·Schofield,·Travis·Oliphant,·Pearu·Peterson. |
| 932 | ©·2007·-·202 | 932 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 524 | </section> | 524 | </section> |
| 525 | </section> | 525 | </section> |
| 526 | ······</div> | 526 | ······</div> |
| 527 | ····<div·class="container"> | 527 | ····<div·class="container"> |
| 528 | ······<footer·class="sk-content-footer"> | 528 | ······<footer·class="sk-content-footer"> |
| 529 | ············©·2007·-·202 | 529 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 530 | ··········<a·href="../_sources/whats_new/v0.13.rst.txt"·rel="nofollow">Show·this·page·source</a> | 530 | ··········<a·href="../_sources/whats_new/v0.13.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 531 | ······</footer> | 531 | ······</footer> |
| 532 | ····</div> | 532 | ····</div> |
| 533 | ··</div> | 533 | ··</div> |
| 534 | </div> | 534 | </div> |
| 535 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 535 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 307 | ····*·1·Shaun·Jackman | 307 | ····*·1·Shaun·Jackman |
| 308 | ····*·1·Subhodeep·Moitra | 308 | ····*·1·Subhodeep·Moitra |
| 309 | ····*·1·bob | 309 | ····*·1·bob |
| 310 | ····*·1·dengemann | 310 | ····*·1·dengemann |
| 311 | ····*·1·emanuele | 311 | ····*·1·emanuele |
| 312 | ····*·1·x006 | 312 | ····*·1·x006 |
| 313 | ©·2007·-·202 | 313 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 516 | </section> | 516 | </section> |
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| 518 | ····<div·class="container"> | 518 | ····<div·class="container"> |
| 519 | ······<footer·class="sk-content-footer"> | 519 | ······<footer·class="sk-content-footer"> |
| 520 | ············©·2007·-·202 | 520 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 521 | ··········<a·href="../_sources/whats_new/v0.14.rst.txt"·rel="nofollow">Show·this·page·source</a> | 521 | ··········<a·href="../_sources/whats_new/v0.14.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 522 | ······</footer> | 522 | ······</footer> |
| 523 | ····</div> | 523 | ····</div> |
| 524 | ··</div> | 524 | ··</div> |
| 525 | </div> | 525 | </div> |
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| 304 | ····*·1·Sergio·Medina | 304 | ····*·1·Sergio·Medina |
| 305 | ····*·1·Stefano·Lattarini | 305 | ····*·1·Stefano·Lattarini |
| 306 | ····*·1·Steve·Koch | 306 | ····*·1·Steve·Koch |
| 307 | ····*·1·Sturla·Molden | 307 | ····*·1·Sturla·Molden |
| 308 | ····*·1·Thomas·Jarosch | 308 | ····*·1·Thomas·Jarosch |
| 309 | ····*·1·Yaroslav·Halchenko | 309 | ····*·1·Yaroslav·Halchenko |
| 310 | ©·2007·-·202 | 310 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 738 | </section> | 738 | </section> |
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| 740 | ····<div·class="container"> | 740 | ····<div·class="container"> |
| 741 | ······<footer·class="sk-content-footer"> | 741 | ······<footer·class="sk-content-footer"> |
| 742 | ············©·2007·-·202 | 742 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
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| 746 | ··</div> | 746 | ··</div> |
| 747 | </div> | 747 | </div> |
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| 477 | ····*·1·Paul·Butler | 477 | ····*·1·Paul·Butler |
| 478 | ····*·1·Paweł·Mandera | 478 | ····*·1·Paweł·Mandera |
| 479 | ····*·1·Peter | 479 | ····*·1·Peter |
| 480 | ····*·1·Andrew·Ash | 480 | ····*·1·Andrew·Ash |
| 481 | ····*·1·Pietro·Zambelli | 481 | ····*·1·Pietro·Zambelli |
| 482 | ····*·1·staubda | 482 | ····*·1·staubda |
| 483 | ©·2007·-·202 | 483 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 637 | </section> | 637 | </section> |
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| 639 | ····<div·class="container"> | 639 | ····<div·class="container"> |
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| 641 | ············©·2007·-·202 | 641 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 642 | ··········<a·href="../_sources/whats_new/v0.16.rst.txt"·rel="nofollow">Show·this·page·source</a> | 642 | ··········<a·href="../_sources/whats_new/v0.16.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 643 | ······</footer> | 643 | ······</footer> |
| 644 | ····</div> | 644 | ····</div> |
| 645 | ··</div> | 645 | ··</div> |
| 646 | </div> | 646 | </div> |
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| 393 | Charron,·Saurabh·Jha,·sethdandridge,·sinhrks,·snuderl,·Stefan·Otte,·Stefan·van | 393 | Charron,·Saurabh·Jha,·sethdandridge,·sinhrks,·snuderl,·Stefan·Otte,·Stefan·van |
| 394 | der·Walt,·Steve·Tjoa,·swu,·Sylvain·Zimmer,·tejesh95,·terrycojones,·Thomas | 394 | der·Walt,·Steve·Tjoa,·swu,·Sylvain·Zimmer,·tejesh95,·terrycojones,·Thomas |
| 395 | Delteil,·Thomas·Unterthiner,·Tomas·Kazmar,·trevorstephens,·tttthomasssss,·Tzu- | 395 | Delteil,·Thomas·Unterthiner,·Tomas·Kazmar,·trevorstephens,·tttthomasssss,·Tzu- |
| 396 | Ming·Kuo,·ugurcaliskan,·ugurthemaster,·Vinayak·Mehta,·Vincent·Dubourg, | 396 | Ming·Kuo,·ugurcaliskan,·ugurthemaster,·Vinayak·Mehta,·Vincent·Dubourg, |
| 397 | Vjacheslav·Murashkin,·Vlad·Niculae,·wadawson,·Wei·Xue,·Will·Lamond,·Wu·Jiang, | 397 | Vjacheslav·Murashkin,·Vlad·Niculae,·wadawson,·Wei·Xue,·Will·Lamond,·Wu·Jiang, |
| 398 | x0l,·Xinfan·Meng,·Yan·Yi,·Yu-Chin | 398 | x0l,·Xinfan·Meng,·Yan·Yi,·Yu-Chin |
| 399 | ©·2007·-·202 | 399 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 610 | </section> | 610 | </section> |
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| 612 | ····<div·class="container"> | 612 | ····<div·class="container"> |
| 613 | ······<footer·class="sk-content-footer"> | 613 | ······<footer·class="sk-content-footer"> |
| 614 | ············©·2007·-·202 | 614 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
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| 616 | ······</footer> | 616 | ······</footer> |
| 617 | ····</div> | 617 | ····</div> |
| 618 | ··</div> | 618 | ··</div> |
| 619 | </div> | 619 | </div> |
| 620 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 620 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 369 | saurabh.bansod,·scls19fr,·Sebastian·Raschka,·Sebastian·Saeger,·Shivan | 369 | saurabh.bansod,·scls19fr,·Sebastian·Raschka,·Sebastian·Saeger,·Shivan |
| 370 | Sornarajah,·SimonPL,·sinhrks,·Skipper·Seabold,·Sonny·Hu,·sseg,·Stephen·Hoover, | 370 | Sornarajah,·SimonPL,·sinhrks,·Skipper·Seabold,·Sonny·Hu,·sseg,·Stephen·Hoover, |
| 371 | Steven·De·Gryze,·Steven·Seguin,·Theodore·Vasiloudis,·Thomas·Unterthiner,·Tiago | 371 | Steven·De·Gryze,·Steven·Seguin,·Theodore·Vasiloudis,·Thomas·Unterthiner,·Tiago |
| 372 | Freitas·Pereira,·Tian·Wang,·Tim·Head,·Timothy·Hopper,·tokoroten,·Tom·Dupré·la | 372 | Freitas·Pereira,·Tian·Wang,·Tim·Head,·Timothy·Hopper,·tokoroten,·Tom·Dupré·la |
| 373 | Tour,·Trevor·Stephens,·Valentin·Stolbunov,·Vighnesh·Birodkar,·Vinayak·Mehta, | 373 | Tour,·Trevor·Stephens,·Valentin·Stolbunov,·Vighnesh·Birodkar,·Vinayak·Mehta, |
| 374 | Vincent,·Vincent·Michel,·vstolbunov,·wangz10,·Wei·Xue,·Yucheng·Low,·Yury | 374 | Vincent,·Vincent·Michel,·vstolbunov,·wangz10,·Wei·Xue,·Yucheng·Low,·Yury |
| 375 | Zhauniarovich,·Zac·Stewart,·zhai_pro,·Zichen·Wang | 375 | Zhauniarovich,·Zac·Stewart,·zhai_pro,·Zichen·Wang |
| 376 | ©·2007·-·202 | 376 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 906 | </section> | 906 | </section> |
| 907 | </section> | 907 | </section> |
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| 909 | ····<div·class="container"> | 909 | ····<div·class="container"> |
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| 911 | ············©·2007·-·202 | 911 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
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| 913 | ······</footer> | 913 | ······</footer> |
| 914 | ····</div> | 914 | ····</div> |
| 915 | ··</div> | 915 | ··</div> |
| 916 | </div> | 916 | </div> |
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| 566 | themrmax,·Thierry,·Thierry·Guillemot,·Thomas,·Thomas·Hallock,·Thomas·Moreau, | 566 | themrmax,·Thierry,·Thierry·Guillemot,·Thomas,·Thomas·Hallock,·Thomas·Moreau, |
| 567 | Tim·Head,·tKammy,·toastedcornflakes,·Tom,·TomDLT,·Toshihiro·Kamishima, | 567 | Tim·Head,·tKammy,·toastedcornflakes,·Tom,·TomDLT,·Toshihiro·Kamishima, |
| 568 | tracer0tong,·Trent·Hauck,·trevorstephens,·Tue·Vo,·Varun,·Varun·Jewalikar, | 568 | tracer0tong,·Trent·Hauck,·trevorstephens,·Tue·Vo,·Varun,·Varun·Jewalikar, |
| 569 | Viacheslav,·Vighnesh·Birodkar,·Vikram,·Villu·Ruusmann,·Vinayak·Mehta,·walter, | 569 | Viacheslav,·Vighnesh·Birodkar,·Vikram,·Villu·Ruusmann,·Vinayak·Mehta,·walter, |
| 570 | waterponey,·Wenhua·Yang,·Wenjian·Huang,·Will·Welch,·wyseguy7,·xyguo,·yanlend, | 570 | waterponey,·Wenhua·Yang,·Wenjian·Huang,·Will·Welch,·wyseguy7,·xyguo,·yanlend, |
| 571 | Yaroslav·Halchenko,·yelite,·Yen,·YenChenLin,·Yichuan·Liu,·Yoav·Ram,·Yoshiki, | 571 | Yaroslav·Halchenko,·yelite,·Yen,·YenChenLin,·Yichuan·Liu,·Yoav·Ram,·Yoshiki, |
| 572 | Zheng·RuiFeng,·zivori,·Óscar·Nájera | 572 | Zheng·RuiFeng,·zivori,·Óscar·Nájera |
| 573 | ©·2007·-·202 | 573 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 1124 | </section> | 1124 | </section> |
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| 1132 | ··</div> | 1132 | ··</div> |
| 1133 | </div> | 1133 | </div> |
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| 736 | Kirkby,·David·Nicholson,·rashchedrin,·Deborah·Gertrude·Digges,·Denis·Engemann, | 736 | Kirkby,·David·Nicholson,·rashchedrin,·Deborah·Gertrude·Digges,·Denis·Engemann, |
| 737 | Devansh·D,·Dickson,·Bob·Baxley,·Don86,·E.·Lynch-Klarup,·Ed·Rogers,·Elizabeth | 737 | Devansh·D,·Dickson,·Bob·Baxley,·Don86,·E.·Lynch-Klarup,·Ed·Rogers,·Elizabeth |
| 738 | Ferriss,·Ellen-Co2,·Fabian·Egli,·Fang-Chieh·Chou,·Bing·Tian·Dai,·Greg·Stupp, | 738 | Ferriss,·Ellen-Co2,·Fabian·Egli,·Fang-Chieh·Chou,·Bing·Tian·Dai,·Greg·Stupp, |
| 739 | Grzegorz·Szpak,·Bertrand·Thirion,·Hadrien·Bertrand,·Harizo·Rajaona,·zxcvbnius, | 739 | Grzegorz·Szpak,·Bertrand·Thirion,·Hadrien·Bertrand,·Harizo·Rajaona,·zxcvbnius, |
| 740 | Henry·Lin,·Holger·Peters,·Icyblade·Dai,·Igor·Andriushchenko,·Ilya,·Isaac | 740 | Henry·Lin,·Holger·Peters,·Icyblade·Dai,·Igor·Andriushchenko,·Ilya,·Isaac |
| 741 | Laughlin,·Iván·Vallés,·Aurélien·Bellet,·JPFrancoia,·Jacob·Schreiber,·Asish | 741 | Laughlin,·Iván·Vallés,·Aurélien·Bellet,·JPFrancoia,·Jacob·Schreiber,·Asish |
| 742 | Mahapatra | 742 | Mahapatra |
| 743 | ©·2007·-·202 | 743 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 1849 | ····<div·class="container"> | 1849 | ····<div·class="container"> |
| 1850 | ······<footer·class="sk-content-footer"> | 1850 | ······<footer·class="sk-content-footer"> |
| 1851 | ············©·2007·-·202 | 1851 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 1852 | ··········<a·href="../_sources/whats_new/v0.20.rst.txt"·rel="nofollow">Show·this·page·source</a> | 1852 | ··········<a·href="../_sources/whats_new/v0.20.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 1853 | ······</footer> | 1853 | ······</footer> |
| 1854 | ····</div> | 1854 | ····</div> |
| 1855 | ··</div> | 1855 | ··</div> |
| 1856 | </div> | 1856 | </div> |
| 1857 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 1857 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 1204 | twosigmajab,·Umar·Farouk·Umar,·Urvang·Patel,·Utkarsh·Upadhyay,·Vadim | 1204 | twosigmajab,·Umar·Farouk·Umar,·Urvang·Patel,·Utkarsh·Upadhyay,·Vadim |
| 1205 | Markovtsev,·Varun·Agrawal,·Vathsala·Achar,·Vilhelm·von·Ehrenheim,·Vinayak | 1205 | Markovtsev,·Varun·Agrawal,·Vathsala·Achar,·Vilhelm·von·Ehrenheim,·Vinayak |
| 1206 | Mehta,·Vinit,·Vinod·Kumar·L,·Viraj·Mavani,·Viraj·Navkal,·Vivek·Kumar,·Vlad | 1206 | Mehta,·Vinit,·Vinod·Kumar·L,·Viraj·Mavani,·Viraj·Navkal,·Vivek·Kumar,·Vlad |
| 1207 | Niculae,·vqean3,·Vrishank·Bhardwaj,·vufg,·wallygauze,·Warut·Vijitbenjaronk, | 1207 | Niculae,·vqean3,·Vrishank·Bhardwaj,·vufg,·wallygauze,·Warut·Vijitbenjaronk, |
| 1208 | wdevazelhes,·Wenhao·Zhang,·Wes·Barnett,·Will,·William·de·Vazelhes,·Will | 1208 | wdevazelhes,·Wenhao·Zhang,·Wes·Barnett,·Will,·William·de·Vazelhes,·Will |
| 1209 | Rosenfeld,·Xin·Xiong,·Yiming·(Paul)·Li,·ymazari,·Yufeng,·Zach·Griffith,·Zé | 1209 | Rosenfeld,·Xin·Xiong,·Yiming·(Paul)·Li,·ymazari,·Yufeng,·Zach·Griffith,·Zé |
| 1210 | Vinícius,·Zhenqing·Hu,·Zhiqing·Xiao,·Zijie·(ZJ)·Poh | 1210 | Vinícius,·Zhenqing·Hu,·Zhiqing·Xiao,·Zijie·(ZJ)·Poh |
| 1211 | ©·2007·-·202 | 1211 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 1292 | </section> | 1292 | </section> |
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| 1295 | ····<div·class="container"> | 1295 | ····<div·class="container"> |
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| 1297 | ············©·2007·-·202 | 1297 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
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| 1300 | ····</div> | 1300 | ····</div> |
| 1301 | ··</div> | 1301 | ··</div> |
| 1302 | </div> | 1302 | </div> |
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| 781 | smarie,·Sriharsha·Hatwar,·Stephen·Hoover,·Stephen·Tierney,·Stéphane·Couvreur, | 781 | smarie,·Sriharsha·Hatwar,·Stephen·Hoover,·Stephen·Tierney,·Stéphane·Couvreur, |
| 782 | surgan12,·SylvainLan,·TakingItCasual,·Tashay·Green,·thibsej,·Thomas·Fan,·Thomas | 782 | surgan12,·SylvainLan,·TakingItCasual,·Tashay·Green,·thibsej,·Thomas·Fan,·Thomas |
| 783 | J·Fan,·Thomas·Moreau,·Tom·Dupré·la·Tour,·Tommy,·Tulio·Casagrande,·Umar·Farouk | 783 | J·Fan,·Thomas·Moreau,·Tom·Dupré·la·Tour,·Tommy,·Tulio·Casagrande,·Umar·Farouk |
| 784 | Umar,·Utkarsh·Upadhyay,·Vinayak·Mehta,·Vishaal·Kapoor,·Vivek·Kumar,·Vlad | 784 | Umar,·Utkarsh·Upadhyay,·Vinayak·Mehta,·Vishaal·Kapoor,·Vivek·Kumar,·Vlad |
| 785 | Niculae,·vqean3,·Wenhao·Zhang,·William·de·Vazelhes,·xhan,·Xing·Han·Lu, | 785 | Niculae,·vqean3,·Wenhao·Zhang,·William·de·Vazelhes,·xhan,·Xing·Han·Lu, |
| 786 | xinyuliu12,·Yaroslav·Halchenko,·Zach·Griffith,·Zach·Miller,·Zayd·Hammoudeh, | 786 | xinyuliu12,·Yaroslav·Halchenko,·Zach·Griffith,·Zach·Miller,·Zayd·Hammoudeh, |
| 787 | Zhuyi·Xue,·Zijie·(ZJ)·Poh,·^__^ | 787 | Zhuyi·Xue,·Zijie·(ZJ)·Poh,·^__^ |
| 788 | ©·2007·-·202 | 788 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 1310 | </section> | 1310 | </section> |
| 1311 | </section> | 1311 | </section> |
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| 1313 | ····<div·class="container"> | 1313 | ····<div·class="container"> |
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| 1315 | ············©·2007·-·202 | 1315 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 1316 | ··········<a·href="../_sources/whats_new/v0.22.rst.txt"·rel="nofollow">Show·this·page·source</a> | 1316 | ··········<a·href="../_sources/whats_new/v0.22.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 1317 | ······</footer> | 1317 | ······</footer> |
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| 1319 | ··</div> | 1319 | ··</div> |
| 1320 | </div> | 1320 | </div> |
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| 828 | Fan,·Thomas·Moreau,·Thomas·Schmitt,·Tilen·Kusterle,·Tim·Bicker,·Timsaur,·Tim | 828 | Fan,·Thomas·Moreau,·Thomas·Schmitt,·Tilen·Kusterle,·Tim·Bicker,·Timsaur,·Tim |
| 829 | Staley,·Tirth·Patel,·Tola·A,·Tom·Augspurger,·Tom·Dupré·la·Tour,·topisan,·Trevor | 829 | Staley,·Tirth·Patel,·Tola·A,·Tom·Augspurger,·Tom·Dupré·la·Tour,·topisan,·Trevor |
| 830 | Stephens,·ttang131,·Urvang·Patel,·Vathsala·Achar,·veerlosar,·Venkatachalam·N, | 830 | Stephens,·ttang131,·Urvang·Patel,·Vathsala·Achar,·veerlosar,·Venkatachalam·N, |
| 831 | Victor·Luzgin,·Vincent·Jeanselme,·Vincent·Lostanlen,·Vladimir·Korolev, | 831 | Victor·Luzgin,·Vincent·Jeanselme,·Vincent·Lostanlen,·Vladimir·Korolev, |
| 832 | vnherdeiro,·Wenbo·Zhao,·Wendy·Hu,·willdarnell,·William·de·Vazelhes, | 832 | vnherdeiro,·Wenbo·Zhao,·Wendy·Hu,·willdarnell,·William·de·Vazelhes, |
| 833 | wolframalpha,·xavier·dupré,·xcjason,·x-martian,·xsat,·xun-tang,·Yinglr, | 833 | wolframalpha,·xavier·dupré,·xcjason,·x-martian,·xsat,·xun-tang,·Yinglr, |
| 834 | yokasre,·Yu-Hang·“Maxin”·Tang,·Yulia·Zamriy,·Zhao·Feng | 834 | yokasre,·Yu-Hang·“Maxin”·Tang,·Yulia·Zamriy,·Zhao·Feng |
| 835 | ©·2007·-·202 | 835 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 1027 | </section> | 1027 | </section> |
| 1028 | </section> | 1028 | </section> |
| 1029 | ······</div> | 1029 | ······</div> |
| 1030 | ····<div·class="container"> | 1030 | ····<div·class="container"> |
| 1031 | ······<footer·class="sk-content-footer"> | 1031 | ······<footer·class="sk-content-footer"> |
| 1032 | ············©·2007·-·202 | 1032 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 1033 | ··········<a·href="../_sources/whats_new/v0.23.rst.txt"·rel="nofollow">Show·this·page·source</a> | 1033 | ··········<a·href="../_sources/whats_new/v0.23.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 1034 | ······</footer> | 1034 | ······</footer> |
| 1035 | ····</div> | 1035 | ····</div> |
| 1036 | ··</div> | 1036 | ··</div> |
| 1037 | </div> | 1037 | </div> |
| 1038 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 1038 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 602 | Shiki-H,·shivamgargsya,·SHUBH·CHATTERJEE,·Siddharth·Gupta,·simonamaggio, | 602 | Shiki-H,·shivamgargsya,·SHUBH·CHATTERJEE,·Siddharth·Gupta,·simonamaggio, |
| 603 | smarie,·Snowhite,·stareh,·Stephen·Blystone,·Stephen·Marsh,·Sunmi·Yoon, | 603 | smarie,·Snowhite,·stareh,·Stephen·Blystone,·Stephen·Marsh,·Sunmi·Yoon, |
| 604 | SylvainLan,·talgatomarov,·tamirlan1,·th0rwas,·theoptips,·Thomas·J·Fan,·Thomas | 604 | SylvainLan,·talgatomarov,·tamirlan1,·th0rwas,·theoptips,·Thomas·J·Fan,·Thomas |
| 605 | Li,·Thomas·Schmitt,·Tim·Nonner,·Tim·Vink,·Tiphaine·Viard,·Tirth·Patel,·Titus | 605 | Li,·Thomas·Schmitt,·Tim·Nonner,·Tim·Vink,·Tiphaine·Viard,·Tirth·Patel,·Titus |
| 606 | Christian,·Tom·Dupré·la·Tour,·trimeta,·Vachan·D·A,·Vandana·Iyer,·Venkatachalam | 606 | Christian,·Tom·Dupré·la·Tour,·trimeta,·Vachan·D·A,·Vandana·Iyer,·Venkatachalam |
| 607 | N,·waelbenamara,·wconnell,·wderose,·wenliwyan,·Windber,·wornbb,·Yu-Hang·“Maxin” | 607 | N,·waelbenamara,·wconnell,·wderose,·wenliwyan,·Windber,·wornbb,·Yu-Hang·“Maxin” |
| 608 | Tang | 608 | Tang |
| 609 | ©·2007·-·202 | 609 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 1262 | </section> | 1262 | </section> |
| 1263 | </section> | 1263 | </section> |
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| 1265 | ····<div·class="container"> | 1265 | ····<div·class="container"> |
| 1266 | ······<footer·class="sk-content-footer"> | 1266 | ······<footer·class="sk-content-footer"> |
| 1267 | ············©·2007·-·202 | 1267 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 1268 | ··········<a·href="../_sources/whats_new/v0.24.rst.txt"·rel="nofollow">Show·this·page·source</a> | 1268 | ··········<a·href="../_sources/whats_new/v0.24.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 1269 | ······</footer> | 1269 | ······</footer> |
| 1270 | ····</div> | 1270 | ····</div> |
| 1271 | ··</div> | 1271 | ··</div> |
| 1272 | </div> | 1272 | </div> |
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| 738 | t-kusanagi2,·Teon·L·Brooks,·Terence·Honles,·Thijs·van·den·Berg,·Thomas·J·Fan, | 738 | t-kusanagi2,·Teon·L·Brooks,·Terence·Honles,·Thijs·van·den·Berg,·Thomas·J·Fan, |
| 739 | Thomas·J.·Fan,·Thomas·S·Benjamin,·Thomas9292,·Thorben·Jensen,·tijanajovanovic, | 739 | Thomas·J.·Fan,·Thomas·S·Benjamin,·Thomas9292,·Thorben·Jensen,·tijanajovanovic, |
| 740 | Timo·Kaufmann,·tnwei,·Tom·Dupré·la·Tour,·Trevor·Waite,·ufmayer,·Umberto·Lupo, | 740 | Timo·Kaufmann,·tnwei,·Tom·Dupré·la·Tour,·Trevor·Waite,·ufmayer,·Umberto·Lupo, |
| 741 | Venkatachalam·N,·Vikas·Pandey,·Vinicius·Rios·Fuck,·Violeta,·watchtheblur,·Wenbo | 741 | Venkatachalam·N,·Vikas·Pandey,·Vinicius·Rios·Fuck,·Violeta,·watchtheblur,·Wenbo |
| 742 | Zhao,·willpeppo,·xavier·dupré,·Xethan,·Xue·Qianming,·xun-tang,·yagi-3,·Yakov | 742 | Zhao,·willpeppo,·xavier·dupré,·Xethan,·Xue·Qianming,·xun-tang,·yagi-3,·Yakov |
| 743 | Pchelintsev,·Yashika·Sharma,·Yi-Yan·Ge,·Yue·Wu,·Yutaro·Ikeda,·Zaccharie·Ramzi, | 743 | Pchelintsev,·Yashika·Sharma,·Yi-Yan·Ge,·Yue·Wu,·Yutaro·Ikeda,·Zaccharie·Ramzi, |
| 744 | zoj613,·Zhao·Feng. | 744 | zoj613,·Zhao·Feng. |
| 745 | ©·2007·-·202 | 745 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 1422 | ··········<a·href="../_sources/whats_new/v1.0.rst.txt"·rel="nofollow">Show·this·page·source</a> | 1422 | ··········<a·href="../_sources/whats_new/v1.0.rst.txt"·rel="nofollow">Show·this·page·source</a> |
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| 1424 | ····</div> | 1424 | ····</div> |
| 1425 | ··</div> | 1425 | ··</div> |
| 1426 | </div> | 1426 | </div> |
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| 875 | Tim·Gates,·TimotheeMathieu,·Timothy·Wolodzko,·Tim·Vink,·t-jakubek,·t-kusanagi, | 875 | Tim·Gates,·TimotheeMathieu,·Timothy·Wolodzko,·Tim·Vink,·t-jakubek,·t-kusanagi, |
| 876 | tliu68,·Tobias·Uhmann,·tom1092,·Tomás·Moreyra,·Tomás·Ronald·Hughes,·Tom·Dupré | 876 | tliu68,·Tobias·Uhmann,·tom1092,·Tomás·Moreyra,·Tomás·Ronald·Hughes,·Tom·Dupré |
| 877 | la·Tour,·Tommaso·Di·Noto,·Tomohiro·Endo,·TONY·GEORGE,·Toshihiro·NAKAE,·tsuga, | 877 | la·Tour,·Tommaso·Di·Noto,·Tomohiro·Endo,·TONY·GEORGE,·Toshihiro·NAKAE,·tsuga, |
| 878 | Uttam·kumar,·vadim-ushtanit,·Vangelis·Gkiastas,·Venkatachalam·N,·Vilém·Zouhar, | 878 | Uttam·kumar,·vadim-ushtanit,·Vangelis·Gkiastas,·Venkatachalam·N,·Vilém·Zouhar, |
| 879 | Vinicius·Rios·Fuck,·Vlasovets,·waijean,·Whidou,·xavier·dupré,·xiaoyuchai, | 879 | Vinicius·Rios·Fuck,·Vlasovets,·waijean,·Whidou,·xavier·dupré,·xiaoyuchai, |
| 880 | Yasmeen·Alsaedy,·yoch,·Yosuke·KOBAYASHI,·Yu·Feng,·YusukeNagasaka,·yzhenman, | 880 | Yasmeen·Alsaedy,·yoch,·Yosuke·KOBAYASHI,·Yu·Feng,·YusukeNagasaka,·yzhenman, |
| 881 | Zero,·ZeyuSun,·ZhaoweiWang,·Zito,·Zito·Relova | 881 | Zero,·ZeyuSun,·ZhaoweiWang,·Zito,·Zito·Relova |
| 882 | ©·2007·-·202 | 882 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 1535 | ····<div·class="container"> | 1535 | ····<div·class="container"> |
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| 1537 | ············©·2007·-·202 | 1537 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 1538 | ··········<a·href="../_sources/whats_new/v1.1.rst.txt"·rel="nofollow">Show·this·page·source</a> | 1538 | ··········<a·href="../_sources/whats_new/v1.1.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 1539 | ······</footer> | 1539 | ······</footer> |
| 1540 | ····</div> | 1540 | ····</div> |
| 1541 | ··</div> | 1541 | ··</div> |
| 1542 | </div> | 1542 | </div> |
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| 989 | Tamires·Santana,·Tenavi,·teunpe,·Theis·Ferré·Hjortkjær,·Thiruvenkadam,·Thomas | 989 | Tamires·Santana,·Tenavi,·teunpe,·Theis·Ferré·Hjortkjær,·Thiruvenkadam,·Thomas |
| 990 | J.·Fan,·t-jakubek,·toastedyeast,·Tom·Dupré·la·Tour,·Tom·McTiernan,·TONY·GEORGE, | 990 | J.·Fan,·t-jakubek,·toastedyeast,·Tom·Dupré·la·Tour,·Tom·McTiernan,·TONY·GEORGE, |
| 991 | Tyler·Martin,·Tyler·Reddy,·Udit·Gupta,·Ugo·Marchand,·Varun·Agrawal, | 991 | Tyler·Martin,·Tyler·Reddy,·Udit·Gupta,·Ugo·Marchand,·Varun·Agrawal, |
| 992 | Venkatachalam·N,·Vera·Komeyer,·victoirelouis,·Vikas·Vishwakarma,·Vikrant | 992 | Venkatachalam·N,·Vera·Komeyer,·victoirelouis,·Vikas·Vishwakarma,·Vikrant |
| 993 | khedkar,·Vladimir·Chernyy,·Vladimir·Kim,·WeijiaDu,·Xiao·Yuan,·Yar·Khine·Phyo, | 993 | khedkar,·Vladimir·Chernyy,·Vladimir·Kim,·WeijiaDu,·Xiao·Yuan,·Yar·Khine·Phyo, |
| 994 | Ying·Xiong,·yiyangq,·Yosshi999,·Yuki·Koyama,·Zach·Deane-Mayer,·Zeel·B·Patel, | 994 | Ying·Xiong,·yiyangq,·Yosshi999,·Yuki·Koyama,·Zach·Deane-Mayer,·Zeel·B·Patel, |
| 995 | zempleni,·zhenfisher,·赵丰·(Zhao·Feng) | 995 | zempleni,·zhenfisher,·赵丰·(Zhao·Feng) |
| 996 | ©·2007·-·202 | 996 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 1271 | ············©·2007·-·202 | 1271 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 1272 | ··········<a·href="../_sources/whats_new/v1.2.rst.txt"·rel="nofollow">Show·this·page·source</a> | 1272 | ··········<a·href="../_sources/whats_new/v1.2.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 1273 | ······</footer> | 1273 | ······</footer> |
| 1274 | ····</div> | 1274 | ····</div> |
| 1275 | ··</div> | 1275 | ··</div> |
| 1276 | </div> | 1276 | </div> |
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| 778 | Stehle,·Tabea·Kossen,·TheDevPanda,·the-syd-sre,·Thijs·van·Weezel,·Thomas | 778 | Stehle,·Tabea·Kossen,·TheDevPanda,·the-syd-sre,·Thijs·van·Weezel,·Thomas |
| 779 | Bonald,·Thomas·Germer,·Thomas·J.·Fan,·Ti-Ion,·Tim·Head,·Timofei·Kornev, | 779 | Bonald,·Thomas·Germer,·Thomas·J.·Fan,·Ti-Ion,·Tim·Head,·Timofei·Kornev, |
| 780 | toastedyeast,·Tobias·Pitters,·Tom·Dupré·la·Tour,·tomiock,·Tom·Mathews,·Tom | 780 | toastedyeast,·Tobias·Pitters,·Tom·Dupré·la·Tour,·tomiock,·Tom·Mathews,·Tom |
| 781 | McTiernan,·tspeng,·Tyler·Egashira,·Valentin·Laurent,·Varun·Jain,·Vera·Komeyer, | 781 | McTiernan,·tspeng,·Tyler·Egashira,·Valentin·Laurent,·Varun·Jain,·Vera·Komeyer, |
| 782 | Vicente·Reyes-Puerta,·Vinayak·Mehta,·Vincent·M,·Vishal,·Vyom·Pathak,·wattai, | 782 | Vicente·Reyes-Puerta,·Vinayak·Mehta,·Vincent·M,·Vishal,·Vyom·Pathak,·wattai, |
| 783 | wchathura,·WEN·Hao,·William·M,·x110,·Xiao·Yuan,·Xunius,·yanhong-zhao-ef,·Yusuf | 783 | wchathura,·WEN·Hao,·William·M,·x110,·Xiao·Yuan,·Xunius,·yanhong-zhao-ef,·Yusuf |
| 784 | Raji,·Z·Adil·Khwaja,·zeeshan·lone | 784 | Raji,·Z·Adil·Khwaja,·zeeshan·lone |
| 785 | ©·2007·-·202 | 785 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 1210 | </section> | 1210 | </section> |
| 1211 | </section> | 1211 | </section> |
| 1212 | ······</div> | 1212 | ······</div> |
| 1213 | ····<div·class="container"> | 1213 | ····<div·class="container"> |
| 1214 | ······<footer·class="sk-content-footer"> | 1214 | ······<footer·class="sk-content-footer"> |
| 1215 | ············©·2007·-·202 | 1215 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 1216 | ··········<a·href="../_sources/whats_new/v1.3.rst.txt"·rel="nofollow">Show·this·page·source</a> | 1216 | ··········<a·href="../_sources/whats_new/v1.3.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 1217 | ······</footer> | 1217 | ······</footer> |
| 1218 | ····</div> | 1218 | ····</div> |
| 1219 | ··</div> | 1219 | ··</div> |
| 1220 | </div> | 1220 | </div> |
| 1221 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 1221 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 737 | chauhan,·Shogo·Hida,·Shreesha·Kumar·Bhat,·sonnivs,·Sortofamudkip,·Stanislav | 737 | chauhan,·Shogo·Hida,·Shreesha·Kumar·Bhat,·sonnivs,·Sortofamudkip,·Stanislav |
| 738 | (Stanley)·Modrak,·Stefanie·Senger,·Steven·Van·Vaerenbergh,·Tabea·Kossen, | 738 | (Stanley)·Modrak,·Stefanie·Senger,·Steven·Van·Vaerenbergh,·Tabea·Kossen, |
| 739 | Théophile·Baranger,·Thijs·van·Weezel,·Thomas·A·Caswell,·Thomas·Germer,·Thomas | 739 | Théophile·Baranger,·Thijs·van·Weezel,·Thomas·A·Caswell,·Thomas·Germer,·Thomas |
| 740 | J.·Fan,·Tim·Head,·Tim·P,·Tom·Dupré·la·Tour,·tomiock,·tspeng,·Valentin·Laurent, | 740 | J.·Fan,·Tim·Head,·Tim·P,·Tom·Dupré·la·Tour,·tomiock,·tspeng,·Valentin·Laurent, |
| 741 | Veghit,·VIGNESH·D,·Vijeth·Moudgalya,·Vinayak·Mehta,·Vincent·M,·Vincent-violet, | 741 | Veghit,·VIGNESH·D,·Vijeth·Moudgalya,·Vinayak·Mehta,·Vincent·M,·Vincent-violet, |
| 742 | Vyom·Pathak,·William·M,·windiana42,·Xiao·Yuan,·Yao·Xiao,·Yaroslav·Halchenko, | 742 | Vyom·Pathak,·William·M,·windiana42,·Xiao·Yuan,·Yao·Xiao,·Yaroslav·Halchenko, |
| 743 | Yotam·Avidar-Constantini,·Yuchen·Zhou,·Yusuf·Raji,·zeeshan·lone | 743 | Yotam·Avidar-Constantini,·Yuchen·Zhou,·Yusuf·Raji,·zeeshan·lone |
| 744 | ©·2007·-·202 | 744 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 1196 | </section> | 1196 | </section> |
| 1197 | </section> | 1197 | </section> |
| 1198 | ······</div> | 1198 | ······</div> |
| 1199 | ····<div·class="container"> | 1199 | ····<div·class="container"> |
| 1200 | ······<footer·class="sk-content-footer"> | 1200 | ······<footer·class="sk-content-footer"> |
| 1201 | ············©·2007·-·202 | 1201 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 1202 | ··········<a·href="../_sources/whats_new/v1.4.rst.txt"·rel="nofollow">Show·this·page·source</a> | 1202 | ··········<a·href="../_sources/whats_new/v1.4.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 1203 | ······</footer> | 1203 | ······</footer> |
| 1204 | ····</div> | 1204 | ····</div> |
| 1205 | ··</div> | 1205 | ··</div> |
| 1206 | </div> | 1206 | </div> |
| 1207 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> | 1207 | <script·src="../_static/js/vendor/bootstrap.min.js"></script> |
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| 727 | Raphael,·Ricardo·Peres,·Riccardo·Cappuzzo,·Roman·Lutz,·Salim·Dohri,·Samuel·O. | 727 | Raphael,·Ricardo·Peres,·Riccardo·Cappuzzo,·Roman·Lutz,·Salim·Dohri,·Samuel·O. |
| 728 | Ronsin,·Sandip·Dutta,·Sayed·Qaiser·Ali,·scaja,·scikit-learn-bot,·Sebastian | 728 | Ronsin,·Sandip·Dutta,·Sayed·Qaiser·Ali,·scaja,·scikit-learn-bot,·Sebastian |
| 729 | Berg,·Shreesha·Kumar·Bhat,·Shubhal·Gupta,·Søren·Fuglede·Jørgensen,·Stefanie | 729 | Berg,·Shreesha·Kumar·Bhat,·Shubhal·Gupta,·Søren·Fuglede·Jørgensen,·Stefanie |
| 730 | Senger,·Tamara,·Tanjina·Afroj,·THARAK·HEGDE,·thebabush,·Thomas·J.·Fan,·Thomas | 730 | Senger,·Tamara,·Tanjina·Afroj,·THARAK·HEGDE,·thebabush,·Thomas·J.·Fan,·Thomas |
| 731 | Roehr,·Tialo,·Tim·Head,·tongyu,·Venkatachalam·N,·Vijeth·Moudgalya,·Vincent·M, | 731 | Roehr,·Tialo,·Tim·Head,·tongyu,·Venkatachalam·N,·Vijeth·Moudgalya,·Vincent·M, |
| 732 | Vivek·Reddy·P,·Vladimir·Fokow,·Xiao·Yuan,·Xuefeng·Xu,·Yang·Tao,·Yao·Xiao, | 732 | Vivek·Reddy·P,·Vladimir·Fokow,·Xiao·Yuan,·Xuefeng·Xu,·Yang·Tao,·Yao·Xiao, |
| 733 | Yuchen·Zhou,·Yuusuke·Hiramatsu | 733 | Yuchen·Zhou,·Yuusuke·Hiramatsu |
| 734 | ©·2007·-·202 | 734 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |
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| 315 | </div> | 315 | </div> |
| 316 | </section> | 316 | </section> |
| 317 | ······</div> | 317 | ······</div> |
| 318 | ····<div·class="container"> | 318 | ····<div·class="container"> |
| 319 | ······<footer·class="sk-content-footer"> | 319 | ······<footer·class="sk-content-footer"> |
| 320 | ············©·2007·-·202 | 320 | ············©·2007·-·2026,·scikit-learn·developers·(BSD·License). |
| 321 | ··········<a·href="_sources/whats_new.rst.txt"·rel="nofollow">Show·this·page·source</a> | 321 | ··········<a·href="_sources/whats_new.rst.txt"·rel="nofollow">Show·this·page·source</a> |
| 322 | ······</footer> | 322 | ······</footer> |
| 323 | ····</div> | 323 | ····</div> |
| 324 | ··</div> | 324 | ··</div> |
| 325 | </div> | 325 | </div> |
| 326 | <script·src="_static/js/vendor/bootstrap.min.js"></script> | 326 | <script·src="_static/js/vendor/bootstrap.min.js"></script> |
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| 109 | ··········o·_\x8V_\x8e_\x8r_\x8s_\x8i_\x8o_\x8n_\x8·_\x80_\x8._\x89 | 109 | ··········o·_\x8V_\x8e_\x8r_\x8s_\x8i_\x8o_\x8n_\x8·_\x80_\x8._\x89 |
| 110 | ··········o·_\x8V_\x8e_\x8r_\x8s_\x8i_\x8o_\x8n_\x8·_\x80_\x8._\x88 | 110 | ··········o·_\x8V_\x8e_\x8r_\x8s_\x8i_\x8o_\x8n_\x8·_\x80_\x8._\x88 |
| 111 | ··········o·_\x8V_\x8e_\x8r_\x8s_\x8i_\x8o_\x8n_\x8·_\x80_\x8._\x87 | 111 | ··········o·_\x8V_\x8e_\x8r_\x8s_\x8i_\x8o_\x8n_\x8·_\x80_\x8._\x87 |
| 112 | ··········o·_\x8V_\x8e_\x8r_\x8s_\x8i_\x8o_\x8n_\x8·_\x80_\x8._\x86 | 112 | ··········o·_\x8V_\x8e_\x8r_\x8s_\x8i_\x8o_\x8n_\x8·_\x80_\x8._\x86 |
| 113 | ··········o·_\x8V_\x8e_\x8r_\x8s_\x8i_\x8o_\x8n_\x8·_\x80_\x8._\x85 | 113 | ··········o·_\x8V_\x8e_\x8r_\x8s_\x8i_\x8o_\x8n_\x8·_\x80_\x8._\x85 |
| 114 | ··········o·_\x8V_\x8e_\x8r_\x8s_\x8i_\x8o_\x8n_\x8·_\x80_\x8._\x84 | 114 | ··········o·_\x8V_\x8e_\x8r_\x8s_\x8i_\x8o_\x8n_\x8·_\x80_\x8._\x84 |
| 115 | ··········o·_\x8E_\x8a_\x8r_\x8l_\x8i_\x8e_\x8r_\x8·_\x8v_\x8e_\x8r_\x8s_\x8i_\x8o_\x8n_\x8s | 115 | ··········o·_\x8E_\x8a_\x8r_\x8l_\x8i_\x8e_\x8r_\x8·_\x8v_\x8e_\x8r_\x8s_\x8i_\x8o_\x8n_\x8s |
| 116 | ©·2007·-·202 | 116 | ©·2007·-·2026,·scikit-learn·developers·(BSD·License).·_\x8S_\x8h_\x8o_\x8w_\x8·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e |