/usr/bin/diffoscope --timeout 7200 --html /srv/reproducible-results/rbuild-debian/r-b-build.REwl0bz9/pandas_2.2.3+dfsg-9.diffoscope.html --text /srv/reproducible-results/rbuild-debian/r-b-build.REwl0bz9/pandas_2.2.3+dfsg-9.diffoscope.txt --json /srv/reproducible-results/rbuild-debian/r-b-build.REwl0bz9/pandas_2.2.3+dfsg-9.diffoscope.json --profile=- /srv/reproducible-results/rbuild-debian/r-b-build.REwl0bz9/b1/pandas_2.2.3+dfsg-9_amd64.changes /srv/reproducible-results/rbuild-debian/r-b-build.REwl0bz9/b2/pandas_2.2.3+dfsg-9

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20.5 MB

/srv/reproducible-results/rbuild-debian/r-b-build.REwl0bz9/b1/pandas_2.2.3+dfsg-9_amd64.changes vs.

/srv/reproducible-results/rbuild-debian/r-b-build.REwl0bz9/b2/pandas_2.2.3+dfsg-9_amd64.changes ¶

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Files ¶

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python-pandas-doc_2.2.3+dfsg-9_all.deb ¶

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367 B

file list ¶

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604 B

control.tar.xz ¶

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576 B

control.tar ¶

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506 B

./control ¶

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48.0 B

./md5sums ¶

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./md5sums ¶

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316 KB

data.tar.xz ¶

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315 KB

data.tar ¶

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file list ¶

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46.7 KB

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46.6 KB

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Similarity: 0.9985610875706213% Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2025-08-04T17:50:21.478763Z', " "'iopub.status.busy': '2025-08-04T17:50:21.478395Z', 'iopub.status.idle': " "'2025-08-04T17:50:21.732643Z', 'shell.execute_reply': " "'2025-08-04T17:50:21.732180Z'}}}, 3: {'metadata': {'execution': " "{'iopub.execute_input': '2025-08-04T17:50:21.734751Z', 'iopub.status.busy': " "'2025-08-04T17:50:21.734539Z', 'iopub.status.idle': '2025-08-04T17:50:2 […]

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42.2 KB

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python3-pandas-lib_2.2.3+dfsg-9_amd64.deb ¶

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367 B

file list ¶

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98.0 B

control.tar.xz ¶

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70.0 B

control.tar ¶

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./md5sums ¶

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30.0 B

./md5sums ¶

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data.tar.xz ¶

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1.47 KB

data.tar ¶

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./usr/lib/python3/dist-packages/pandas/_libs/tslibs/timedeltas.cpython-313-x86_64-linux-gnu.so ¶

File has been modified after NT_GNU_BUILD_ID has been applied.

⊟

430 B

readelf --wide --notes {} ¶

⊟

811 B

readelf --wide --decompress --hex-dump=.gnu_debuglink {} ¶

error from `readelf --wide --decompress --hex-dump=.gnu_debuglink {}`: readelf: Error: no .dynamic section in the dynamic segment

⊟

20.1 MB

python3-pandas-lib-dbgsym_2.2.3+dfsg-9_amd64.deb ¶

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452 B

file list ¶

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5.77 KB

control.tar.xz ¶

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5.74 KB

control.tar ¶

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3.99 KB

./control ¶

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./md5sums ¶

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30.0 B

./md5sums ¶

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line order ¶

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20.1 MB

data.tar.xz ¶

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20.1 MB

data.tar ¶

⊟

4.11 KB

file list ¶

⊟

20.1 MB

./usr/lib/debug/.build-id/ec/acf7ddbac63f4c1fda2ea2d6abde602204414d.debug vs.

./usr/lib/debug/.build-id/09/f3d8adc16783bdf164e9288a3823e5d4c8fae2.debug ¶

File has been modified after NT_GNU_BUILD_ID has been applied. Files 91% similar despite different names

⊟

887 B

readelf --wide --file-header {} ¶

⊟

3.48 KB

readelf --wide --sections {} ¶

⊟

430 B

readelf --wide --notes {} ¶

⊟

20.1 MB

readelf --wide --debug-dump=info {} ¶

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74.8 KB

readelf --wide --debug-dump=loc {} ¶

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strings --all --bytes=8 {} ¶


Offset 1, 5 lines modified		Offset 1, 5 lines modified

1	·4442b049bd92e6ff21e021d06f95437b·10794348·doc·optional·python-pandas-doc_2.2.3+dfsg-9_all.deb
2	·a02acb3c36dafee71f21aea9f58e32d4·35988932·debug·optional·python3-pandas-lib-dbgsym_2.2.3+dfsg-9_amd64.deb
3	·~~7bb~~f97b7~~a07d7~~1~~6335e3c6~~0~~7d28~~6~~f171·45~~9~~4452~~·~~pyt~~hon·optional·python3-pandas-~~lib~~_2.2.3+dfsg-9_amd64.deb	1	·e3a0fd767835a01f5ad2ca70b9356d63·10793916·doc·optional·python-pandas-doc_2.2.3+dfsg-9_all.deb
		2	·b134de204e3064ff0e19c7632d284cd5·35990672·debug·optional·python3-pandas-lib-dbgsym_2.2.3+dfsg-9_amd64.deb
		3	·e96d39196fd821a8be894e5ff464b530·4595316·python·optional·python3-pandas-lib_2.2.3+dfsg-9_amd64.deb
4	·26530e0108a14fb2ef2b9fa903eb9d9d·3096852·python·optional·python3-pandas_2.2.3+dfsg-9_all.deb	4	·26530e0108a14fb2ef2b9fa903eb9d9d·3096852·python·optional·python3-pandas_2.2.3+dfsg-9_all.deb


Offset 1, 3 lines modified		Offset 1, 3 lines modified
1	-rw-r--r--···0········0········0········4·2025-03-29·13:01:52.000000·debian-binary	1	-rw-r--r--···0········0········0········4·2025-03-29·13:01:52.000000·debian-binary
2	-rw-r--r--···0········0········0···147352·2025-03-29·13:01:52.000000·control.tar.xz	2	-rw-r--r--···0········0········0···147352·2025-03-29·13:01:52.000000·control.tar.xz
3	-rw-r--r--···0········0········0·10646~~804~~·2025-03-29·13:01:52.000000·data.tar.xz	3	-rw-r--r--···0········0········0·10646372·2025-03-29·13:01:52.000000·data.tar.xz


Offset 1, 13 lines modified		Offset 1, 13 lines modified
1	Package:·python-pandas-doc	1	Package:·python-pandas-doc
2	Source:·pandas	2	Source:·pandas
3	Version:·2.2.3+dfsg-9	3	Version:·2.2.3+dfsg-9
4	Architecture:·all	4	Architecture:·all
5	Maintainer:·Debian·Science·Team·<debian-science-maintainers@lists.alioth.debian.org>	5	Maintainer:·Debian·Science·Team·<debian-science-maintainers@lists.alioth.debian.org>
6	Installed-Size:·209908	6	Installed-Size:·209907
7	Depends:·libjs-sphinxdoc·(>=·8.1),·libjs-mathjax	7	Depends:·libjs-sphinxdoc·(>=·8.1),·libjs-mathjax
8	Suggests:·python3-pandas	8	Suggests:·python3-pandas
9	Section:·doc	9	Section:·doc
10	Priority:·optional	10	Priority:·optional
11	Multi-Arch:·foreign	11	Multi-Arch:·foreign
12	Homepage:·https://pandas.pydata.org/	12	Homepage:·https://pandas.pydata.org/
13	Description:·data·structures·for·"relational"·or·"labeled"·data·-·documentation	13	Description:·data·structures·for·"relational"·or·"labeled"·data·-·documentation


Offset 21523, 15 lines modified		Offset 21523, 15 lines modified
21523	········"004194":·2186,	21523	········"004194":·2186,
21524	········"004201":·2186,	21524	········"004201":·2186,
21525	········"004229":·2186,	21525	········"004229":·2186,
21526	········"004474":·2184,	21526	········"004474":·2184,
21527	········"004580":·2210,	21527	········"004580":·2210,
21528	········"00486":·30,	21528	········"00486":·30,
21529	········"004956":·2207,	21529	········"004956":·2207,
21530	········"005":·2209,	21530	········"005":·[2193,·2209],
21531	········"005000":·2218,	21531	········"005000":·2218,
21532	········"005361":·2207,	21532	········"005361":·2207,
21533	········"005383":·2220,	21533	········"005383":·2220,
21534	········"005446":·2219,	21534	········"005446":·2219,
21535	········"005462":·2191,	21535	········"005462":·2191,
21536	········"005977":·2199,	21536	········"005977":·2199,
21537	········"005979":·2186,	21537	········"005979":·2186,
Offset 21585, 37 lines modified		Offset 21585, 41 lines modified
21585	········"0108":·2257,	21585	········"0108":·2257,
21586	········"010903":·2207,	21586	········"010903":·2207,
21587	········"011111":·[182,·760],	21587	········"011111":·[182,·760],
21588	········"011342":·2207,	21588	········"011342":·2207,
21589	········"011351":·2207,	21589	········"011351":·2207,
21590	········"011374":·2195,	21590	········"011374":·2195,
21591	········"011470":·2207,	21591	········"011470":·2207,
		21592	········"011691":·2228,
21592	········"011736":·2186,	21593	········"011736":·2186,
21593	········"011829":·2207,	21594	········"011829":·2207,
21594	········"01183":·2229,	21595	········"01183":·2229,
21595	········"011860":·[182,·760],	21596	········"011860":·[182,·760],
21596	········"011975":·2207,	21597	········"011975":·2207,
		21598	········"012":·2193,
21597	········"012108":·2207,	21599	········"012108":·2207,
21598	········"012299":·2207,	21600	········"012299":·2207,
21599	········"0123456789123456":·[2164,·2165],	21601	········"0123456789123456":·[2164,·2165],
21600	········"012549":·2207,	21602	········"012549":·2207,
21601	········"012694":·2199,	21603	········"012694":·2199,
		21604	········"012883":·2228,
21602	········"012922":·2219,	21605	········"012922":·2219,
		21606	········"013":·2193,
21603	········"013086":·15,	21607	········"013086":·15,
21604	········"0133":·2202,	21608	········"0133":·2202,
21605	········"013448":·2207,	21609	········"013448":·2207,
21606	········"013605":·2207,	21610	········"013605":·2207,
21607	········"013684":·[182,·760],	21611	········"013684":·[182,·760],
21608	········"013692":·[102,·1158],	21612	········"013692":·[102,·1158],
21609	········"013747":·2199,	21613	········"013747":·2199,
21610	········"013768":·2230,	21614	········"013768":·2230,
21611	········"013810":·[182,·760],	21615	········"013810":·[182,·760],
21612	········"013863":·2199,	21616	········"013863":·2199,
21613	········"013960":·[2185,·2197,·2199,·2202,·2204,·2215,·2257],	21617	········"013960":·[2185,·2197,·2199,·2202,·2204,·2215,·2257],
21614	········"014":·[219~~1,·2~~1~~93]~~,	21618	········"014":·2191,
21615	········"014061":·2207,	21619	········"014061":·2207,
21616	········"014073":·2204,	21620	········"014073":·2204,
21617	········"014103":·2207,	21621	········"014103":·2207,
21618	········"014138":·2191,	21622	········"014138":·2191,
21619	········"014144":·[102,·1158],	21623	········"014144":·[102,·1158],
21620	········"014648":·2186,	21624	········"014648":·2186,
21621	········"014752":·2235,	21625	········"014752":·2235,
Offset 21660, 14 lines modified		Offset 21664, 15 lines modified
21660	········"01t03":·2210,	21664	········"01t03":·2210,
21661	········"01t05":·[909,·2210,·2235],	21665	········"01t05":·[909,·2210,·2235],
21662	········"01t07":·1280,	21666	········"01t07":·1280,
21663	········"01t10":·1005,	21667	········"01t10":·1005,
21664	········"01t12":·953,	21668	········"01t12":·953,
21665	········"01t23":·[893,·2186,·2246],	21669	········"01t23":·[893,·2186,·2246],
21666	········"02":·[13,·16,·17,·19,·26,·27,·29,·31,·79,·80,·82,·133,·182,·183,·202,·207,·208,·213,·218,·230,·261,·271,·276,·277,·278,·286,·287,·288,·289,·290,·291,·292,·293,·294,·295,·296,·299,·301,·304,·305,·306,·307,·310,·312,·313,·314,·318,·319,·320,·321,·322,·323,·324,·326,·327,·329,·330,·331,·332,·345,·362,·363,·423,·519,·534,·536,·542,·543,·544,·545,·546,·547,·548,·549,·557,·558,·562,·563,·564,·565,·566,·575,·591,·592,·593,·637,·639,·640,·641,·642,·643,·644,·645,·646,·647,·649,·650,·651,·652,·654,·656,·657,·658,·659,·665,·666,·667,·673,·674,·675,·677,·678,·679,·680,·684,·685,·686,·688,·708,·760,·761,·781,·782,·788,·793,·804,·893,·899,·902,·903,·904,·919,·939,·940,·943,·945,·948,·949,·953,·957,·970,·997,·1014,·1051,·1075,·1118,·1122,·1141,·1144,·1145,·1147,·1157,·1170,·1171,·1176,·1180,·1185,·1192,·1195,·1197,·1206,·1214,·1227,·1228,·1233,·1239,·1245,·1246,·1253,·1256,·1258,·1268,·1269,·1270,·1271,·1272,·1273,·1274,·1275,·1277,·1278,·1279,·1280,·1282,·1283,·1284,·1285,·1287,·1288,·1289,·1290,·1291,·1292,·1293,·1294,·1295,·1297,·1344,·1393,·1452,·1498,·1500,·1506,·1542,·1620,·1699,·1815,·1947,·2054,·2127,·2145,·2184,·2185,·2186,·2188,·2191,·2195,·2197,·2199,·2201,·2204,·2205,·2207,·2209,·2210,·2212,·2213,·2214,·2215,·2216,·2217,·2218,·2220,·2222,·2223,·2225,·2226,·2228,·2229,·2230,·2231,·2232,·2235,·2238,·2240,·2241,·2246,·2261,·2264,·2265,·2271,·2283,·2294,·2298,·2301,·2307],	21670	········"02":·[13,·16,·17,·19,·26,·27,·29,·31,·79,·80,·82,·133,·182,·183,·202,·207,·208,·213,·218,·230,·261,·271,·276,·277,·278,·286,·287,·288,·289,·290,·291,·292,·293,·294,·295,·296,·299,·301,·304,·305,·306,·307,·310,·312,·313,·314,·318,·319,·320,·321,·322,·323,·324,·326,·327,·329,·330,·331,·332,·345,·362,·363,·423,·519,·534,·536,·542,·543,·544,·545,·546,·547,·548,·549,·557,·558,·562,·563,·564,·565,·566,·575,·591,·592,·593,·637,·639,·640,·641,·642,·643,·644,·645,·646,·647,·649,·650,·651,·652,·654,·656,·657,·658,·659,·665,·666,·667,·673,·674,·675,·677,·678,·679,·680,·684,·685,·686,·688,·708,·760,·761,·781,·782,·788,·793,·804,·893,·899,·902,·903,·904,·919,·939,·940,·943,·945,·948,·949,·953,·957,·970,·997,·1014,·1051,·1075,·1118,·1122,·1141,·1144,·1145,·1147,·1157,·1170,·1171,·1176,·1180,·1185,·1192,·1195,·1197,·1206,·1214,·1227,·1228,·1233,·1239,·1245,·1246,·1253,·1256,·1258,·1268,·1269,·1270,·1271,·1272,·1273,·1274,·1275,·1277,·1278,·1279,·1280,·1282,·1283,·1284,·1285,·1287,·1288,·1289,·1290,·1291,·1292,·1293,·1294,·1295,·1297,·1344,·1393,·1452,·1498,·1500,·1506,·1542,·1620,·1699,·1815,·1947,·2054,·2127,·2145,·2184,·2185,·2186,·2188,·2191,·2195,·2197,·2199,·2201,·2204,·2205,·2207,·2209,·2210,·2212,·2213,·2214,·2215,·2216,·2217,·2218,·2220,·2222,·2223,·2225,·2226,·2228,·2229,·2230,·2231,·2232,·2235,·2238,·2240,·2241,·2246,·2261,·2264,·2265,·2271,·2283,·2294,·2298,·2301,·2307],
		21671	········"020":·2193,
21667	········"0200":·[957,·969,·970,·997,·1498,·2210],	21672	········"0200":·[957,·969,·970,·997,·1498,·2210],
21668	········"020161":·[102,·1158],	21673	········"020161":·[102,·1158],
21669	········"020208":·2195,	21674	········"020208":·2195,
21670	········"020376":·2207,	21675	········"020376":·2207,
21671	········"020399":·2195,	21676	········"020399":·2195,
21672	········"020485":·2207,	21677	········"020485":·2207,
21673	········"020544":·2186,	21678	········"020544":·2186,
Offset 21676, 15 lines modified		Offset 21681, 14 lines modified
21676	········"021244":·2207,	21681	········"021244":·2207,
21677	········"021255":·2230,	21682	········"021255":·2230,
21678	········"021292":·2186,	21683	········"021292":·2186,
21679	········"021377":·2207,	21684	········"021377":·2207,
21680	········"021382":·2184,	21685	········"021382":·2184,
21681	········"021499":·2186,	21686	········"021499":·2186,
21682	········"02155":·30,	21687	········"02155":·30,
21683	········"022":·2193,
21684	········"022070":·2184,	21688	········"022070":·2184,
21685	········"022196":·2207,	21689	········"022196":·2207,
21686	········"022777":·2207,	21690	········"022777":·2207,
21687	········"023":·[1447,·2200,·2232],	21691	········"023":·[1447,·2200,·2232],
21688	········"023100":·2195,	21692	········"023100":·2195,
21689	········"023167":·15,	21693	········"023167":·15,
21690	········"023202":·2199,	21694	········"023202":·2199,
Offset 21737, 15 lines modified		Offset 21741, 15 lines modified
21737	········"029587":·2193,	21741	········"029587":·2193,
21738	········"029630":·2195,	21742	········"029630":·2195,
21739	········"029766":·2197,	21743	········"029766":·2197,
21740	········"02d":·2205,	21744	········"02d":·2205,
21741	········"02t00":·[2199,·2210,·2235,·2261],	21745	········"02t00":·[2199,·2210,·2235,·2261],
21742	········"02t02":·2235,	21746	········"02t02":·2235,
21743	········"02t05":·[909,·2210],	21747	········"02t05":·[909,·2210],
21744	········"03":·[26,·27,·29,·31,·79,·80,·82,·121,·182,·207,·213,·218,·219,·230,·264,·278,·286,·287,·290,·291,·292,·294,·296,·298,·301,·302,·304,·305,·306,·307,·310,·313,·314,·318,·321,·322,·326,·330,·331,·332,·362,·420,·423,·512,·517,·518,·519,·522,·524,·530,·534,·536,·543,·544,·545,·546,·547,·548,·549,·551,·557,·558,·562,·563,·564,·565,·566,·591,·592,·593,·637,·640,·642,·643,·644,·646,·651,·652,·656,·657,·658,·659,·666,·667,·673,·675,·677,·680,·681,·685,·686,·688,·696,·760,·781,·788,·793,·799,·804,·904,·939,·941,·943,·944,·945,·948,·949,·953,·955,·956,·957,·958,·962,·970,·973,·983,·990,·992,·995,·997,·999,·1002,·1006,·1007,·1008,·1009,·1013,·1014,·1018,·1051,·1075,·1145,·1169,·1192,·1226,·1253,·1269,·1270,·1276,·1280,·1289,·1344,·1393,·1447,·1452,·1489,·1498,·1500,·1506,·1542,·1699,·1741,·1793,·1815,·1982,·2000,·2108,·2184,·2185,·2186,·2188,·2191,·219~~3,·219~~5,·2197,·2199,·2200,·2201,·2204,·2205,·2207,·2209,·2210,·2212,·2214,·2215,·2216,·2218,·2219,·2220,·2222,·2225,·2226,·2228,·2229,·2230,·2231,·2232,·2235,·2238,·2240,·2241,·2246,·2261,·2264,·2271,·2283,·2298,·2302],	21748	········"03":·[26,·27,·29,·31,·79,·80,·82,·121,·182,·207,·213,·218,·219,·230,·264,·278,·286,·287,·290,·291,·292,·294,·296,·298,·301,·302,·304,·305,·306,·307,·310,·313,·314,·318,·321,·322,·326,·330,·331,·332,·362,·420,·423,·512,·517,·518,·519,·522,·524,·530,·534,·536,·543,·544,·545,·546,·547,·548,·549,·551,·557,·558,·562,·563,·564,·565,·566,·591,·592,·593,·637,·640,·642,·643,·644,·646,·651,·652,·656,·657,·658,·659,·666,·667,·673,·675,·677,·680,·681,·685,·686,·688,·696,·760,·781,·788,·793,·799,·804,·904,·939,·941,·943,·944,·945,·948,·949,·953,·955,·956,·957,·958,·962,·970,·973,·983,·990,·992,·995,·997,·999,·1002,·1006,·1007,·1008,·1009,·1013,·1014,·1018,·1051,·1075,·1145,·1169,·1192,·1226,·1253,·1269,·1270,·1276,·1280,·1289,·1344,·1393,·1447,·1452,·1489,·1498,·1500,·1506,·1542,·1699,·1741,·1793,·1815,·1982,·2000,·2108,·2184,·2185,·2186,·2188,·2191,·2195,·2197,·2199,·2200,·2201,·2204,·2205,·2207,·2209,·2210,·2212,·2214,·2215,·2216,·2218,·2219,·2220,·2222,·2225,·2226,·2228,·2229,·2230,·2231,·2232,·2235,·2238,·2240,·2241,·2246,·2261,·2264,·2271,·2283,·2298,·2302],
21745	········"030":·[1447,·2200,·2232],	21749	········"030":·[1447,·2200,·2232],
21746	········"0300":·2271,	21750	········"0300":·2271,
21747	········"030000":·18,	21751	········"030000":·18,
21748	········"030015":·2207,	21752	········"030015":·2207,
21749	········"030045":·2186,	21753	········"030045":·2186,
21750	········"030178":·2207,	21754	········"030178":·2207,
21751	········"030388":·2207,	21755	········"030388":·2207,
Offset 21893, 15 lines modified		Offset 21897, 15 lines modified
21893	········"049695":·2199,	21897	········"049695":·2199,
21894	········"049748":·2204,	21898	········"049748":·2204,
21895	········"049783":·2207,	21899	········"049783":·2207,
21896	········"049798":·2199,	21900	········"049798":·2199,
21897	········"049851":·2195,	21901	········"049851":·2195,
21898	········"04d":·2188,	21902	········"04d":·2188,
21899	········"04t00":·2261,	21903	········"04t00":·2261,
21900	········"05":·[13,·26,·27,·29,·30,·31,·80,·148,·149,·177,·178,·183,·207,·213,·218,·230,·264,·273,·276,·292,·294,·298,·302,·316,·326,·330,·331,·332,·345,·363,·423,·551,·592,·597,·644,·646,·670,·680,·685,·686,·688,·725,·726,·755,·756,·761,·781,·788,·793,·804,·900,·902,·905,·944,·1075,·1145,·1274,·1289,·1344,·1441,·1442,·1447,·1449,·1450,·1452,·1465,·1495,·1498,·1500,·1506,·1524,·1542,·1560,·1677,·1699,·1758,·2163,·2184,·2185,·2186,·2188,·2195,·2197,·2199,·2200,·2201,·2204,·2205,·2207,·2209,·2210,·2212,·2214,·2215,·2216,·2217,·2218,·2219,·2220,·2222,·2223,·2225,·2226,·2227,·2228,·2229,·2230,·2231,·2232,·2235,·2241,·2246,·2249,·2261,·2264,·2271,·2283,·2298,·2302,·2307],	21904	········"05":·[13,·26,·27,·29,·30,·31,·80,·148,·149,·177,·178,·183,·207,·213,·218,·230,·264,·273,·276,·292,·294,·298,·302,·316,·326,·330,·331,·332,·345,·363,·423,·551,·592,·597,·644,·646,·670,·680,·685,·686,·688,·725,·726,·755,·756,·761,·781,·788,·793,·804,·900,·902,·905,·944,·1075,·1145,·1274,·1289,·1344,·1441,·1442,·1447,·1449,·1450,·1452,·1465,·1495,·1498,·1500,·1506,·1524,·1542,·1560,·1677,·1699,·1758,·2163,·2184,·2185,·2186,·2188,·2193,·2195,·2197,·2199,·2200,·2201,·2204,·2205,·2207,·2209,·2210,·2212,·2214,·2215,·2216,·2217,·2218,·2219,·2220,·2222,·2223,·2225,·2226,·2227,·2228,·2229,·2230,·2231,·2232,·2235,·2241,·2246,·2249,·2261,·2264,·2271,·2283,·2298,·2302,·2307],
21901	········"0500":·[24,·25,·28,·29,·32,·1498,·2210,·2235],	21905	········"0500":·[24,·25,·28,·29,·32,·1498,·2210,·2235],
21902	········"050000":·[522,·524,·530],	21906	········"050000":·[522,·524,·530],
21903	········"050038":·2207,	21907	········"050038":·2207,
21904	········"050046":·2210,	21908	········"050046":·2210,
21905	········"050390":·2186,	21909	········"050390":·2186,
21906	········"050498":·2207,	21910	········"050498":·2207,
21907	········"051514":·2186,	21911	········"051514":·2186,
Offset 21962, 15 lines modified		Offset 21966, 15 lines modified
21962	········"059481":·2207,	21966	········"059481":·2207,
21963	········"059552":·2207,	21967	········"059552":·2207,
21964	········"059761":·2207,	21968	········"059761":·2207,
21965	········"059869e":·2191,	21969	········"059869e":·2191,
21966	········"059881":·2210,	21970	········"059881":·2210,
Max diff block lines reached; 39324/47651 bytes (82.53%) of diff not shown.


Offset 1847, 25 lines modified		Offset 1847, 25 lines modified
1847	<span·class="gp">In·[141]:·</span><span·class="n">indexer</span>·<span·class="o">=</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">arange</span><span·class="p">(</span><span·class="mi">10000</span><span·class="p">)</span>	1847	<span·class="gp">In·[141]:·</span><span·class="n">indexer</span>·<span·class="o">=</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">arange</span><span·class="p">(</span><span·class="mi">10000</span><span·class="p">)</span>

1848	<span·class="gp">In·[142]:·</span><span·class="n">random</span><span·class="o">.</span><span·class="n">shuffle</span><span·class="p">(</span><span·class="n">indexer</span><span·class="p">)</span>	1848	<span·class="gp">In·[142]:·</span><span·class="n">random</span><span·class="o">.</span><span·class="n">shuffle</span><span·class="p">(</span><span·class="n">indexer</span><span·class="p">)</span>

1849	<span·class="gp">In·[143]:·</span><span·class="o">%</span><span·class="k">timeit</span>·arr[indexer]	1849	<span·class="gp">In·[143]:·</span><span·class="o">%</span><span·class="k">timeit</span>·arr[indexer]
1850	<span·class="gp">···.....:·</span><span·class="o">%</span><span·class="k">timeit</span>·arr.take(indexer,·axis=0)	1850	<span·class="gp">···.....:·</span><span·class="o">%</span><span·class="k">timeit</span>·arr.take(indexer,·axis=0)
1851	<span·class="gp">···.....:·</span>	1851	<span·class="gp">···.....:·</span>
1852	<span·class="go">157·us·+-·2~~.63~~·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)</span>	1852	<span·class="go">117·us·+-·712·ns·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)</span>
1853	<span·class="go">38.8·us·+-·1.38·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)</span>	1853	<span·class="go">30.7·us·+-·1.08·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)</span>
1854	</pre></div>	1854	</pre></div>
1855	</div>	1855	</div>
1856	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[144]:·</span><span·class="n">ser</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">arr</span><span·class="p">[:,</span>·<span·class="mi">0</span><span·class="p">])</span>	1856	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[144]:·</span><span·class="n">ser</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">arr</span><span·class="p">[:,</span>·<span·class="mi">0</span><span·class="p">])</span>

1857	<span·class="gp">In·[145]:·</span><span·class="o">%</span><span·class="k">timeit</span>·ser.iloc[indexer]	1857	<span·class="gp">In·[145]:·</span><span·class="o">%</span><span·class="k">timeit</span>·ser.iloc[indexer]
1858	<span·class="gp">···.....:·</span><span·class="o">%</span><span·class="k">timeit</span>·ser.take(indexer)	1858	<span·class="gp">···.....:·</span><span·class="o">%</span><span·class="k">timeit</span>·ser.take(indexer)
1859	<span·class="gp">···.....:·</span>	1859	<span·class="gp">···.....:·</span>
1860	<span·class="go">118·us·+-·13.3·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)</span>
1861	<span·class="go">87.8·us·+-·~~481~~·ns·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)</span>	1860	<span·class="go">63.8·us·+-·210·ns·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)</span>
		1861	<span·class="go">59.9·us·+-·346·ns·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)</span>
1862	</pre></div>	1862	</pre></div>
1863	</div>	1863	</div>
1864	</section>	1864	</section>
1865	<section·id="index-types">	1865	<section·id="index-types">
1866	<span·id="advanced-index-types"></span><h2>Index·types<a·class="headerlink"·href="#index-types"·title="Link·to·this·heading">#</a></h2>	1866	<span·id="advanced-index-types"></span><h2>Index·types<a·class="headerlink"·href="#index-types"·title="Link·to·this·heading">#</a></h2>
1867	<p>We·have·discussed·<code·class="docutils·literal·notranslate"><span·class="pre">MultiIndex</span></code>·in·the·previous·sections·pretty·extensively.	1867	<p>We·have·discussed·<code·class="docutils·literal·notranslate"><span·class="pre">MultiIndex</span></code>·in·the·previous·sections·pretty·extensively.
1868	Documentation·about·<code·class="docutils·literal·notranslate"><span·class="pre">DatetimeIndex</span></code>·and·<code·class="docutils·literal·notranslate"><span·class="pre">PeriodIndex</span></code>·are·shown·<a·class="reference·internal"·href="timeseries.html#timeseries-overview"><span·class="std·std-ref">here</span></a>,	1868	Documentation·about·<code·class="docutils·literal·notranslate"><span·class="pre">DatetimeIndex</span></code>·and·<code·class="docutils·literal·notranslate"><span·class="pre">PeriodIndex</span></code>·are·shown·<a·class="reference·internal"·href="timeseries.html#timeseries-overview"><span·class="std·std-ref">here</span></a>,


Offset 1245, 23 lines modified		Offset 1245, 23 lines modified
1245	In·[141]:·indexer·=·np.arange(10000)	1245	In·[141]:·indexer·=·np.arange(10000)

1246	In·[142]:·random.shuffle(indexer)	1246	In·[142]:·random.shuffle(indexer)

1247	In·[143]:·%timeit·arr[indexer]	1247	In·[143]:·%timeit·arr[indexer]
1248	···.....:·%timeit·arr.take(indexer,·axis=0)	1248	···.....:·%timeit·arr.take(indexer,·axis=0)
1249	···.....:	1249	···.....:
1250	157·us·+-·2~~.63~~·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)	1250	117·us·+-·712·ns·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)
1251	38.8·us·+-·1.38·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)	1251	30.7·us·+-·1.08·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)
1252	In·[144]:·ser·=·pd.Series(arr[:,·0])	1252	In·[144]:·ser·=·pd.Series(arr[:,·0])

1253	In·[145]:·%timeit·ser.iloc[indexer]	1253	In·[145]:·%timeit·ser.iloc[indexer]
1254	···.....:·%timeit·ser.take(indexer)	1254	···.....:·%timeit·ser.take(indexer)
1255	···.....:	1255	···.....:
1256	118·us·+-·13.3·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)
1257	87.8·us·+-·~~481~~·ns·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)	1256	63.8·us·+-·210·ns·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)
		1257	59.9·us·+-·346·ns·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)
1258	\x8\x8\x8\x8\x8·I\x8In\x8nd\x8de\x8ex\x8x·t\x8ty\x8yp\x8pe\x8es\x8s_\x8#\x8#·\x8\x8\x8\x8\x8	1258	\x8\x8\x8\x8\x8·I\x8In\x8nd\x8de\x8ex\x8x·t\x8ty\x8yp\x8pe\x8es\x8s_\x8#\x8#·\x8\x8\x8\x8\x8
1259	We·have·discussed·MultiIndex·in·the·previous·sections·pretty·extensively.	1259	We·have·discussed·MultiIndex·in·the·previous·sections·pretty·extensively.
1260	Documentation·about·DatetimeIndex·and·PeriodIndex·are·shown·_\x8h_\x8e_\x8r_\x8e,·and	1260	Documentation·about·DatetimeIndex·and·PeriodIndex·are·shown·_\x8h_\x8e_\x8r_\x8e,·and
1261	documentation·about·TimedeltaIndex·is·found·_\x8h_\x8e_\x8r_\x8e.	1261	documentation·about·TimedeltaIndex·is·found·_\x8h_\x8e_\x8r_\x8e.
1262	In·the·following·sub-sections·we·will·highlight·some·other·index·types.	1262	In·the·following·sub-sections·we·will·highlight·some·other·index·types.
1263	\x8\x8\x8\x8·C\x8Ca\x8at\x8te\x8eg\x8go\x8or\x8ri\x8ic\x8ca\x8al\x8lI\x8In\x8nd\x8de\x8ex\x8x_\x8#\x8#·\x8\x8\x8\x8	1263	\x8\x8\x8\x8·C\x8Ca\x8at\x8te\x8eg\x8go\x8or\x8ri\x8ic\x8ca\x8al\x8lI\x8In\x8nd\x8de\x8ex\x8x_\x8#\x8#·\x8\x8\x8\x8
1264	_\x8C_\x8a_\x8t_\x8e_\x8g_\x8o_\x8r_\x8i_\x8c_\x8a_\x8l_\x8I_\x8n_\x8d_\x8e_\x8x·is·a·type·of·index·that·is·useful·for·supporting·indexing·with	1264	_\x8C_\x8a_\x8t_\x8e_\x8g_\x8o_\x8r_\x8i_\x8c_\x8a_\x8l_\x8I_\x8n_\x8d_\x8e_\x8x·is·a·type·of·index·that·is·useful·for·supporting·indexing·with


Offset 110, 31 lines modified		Offset 110, 31 lines modified
110	···...:·····dx·=·(b·-·a)·/·N	110	···...:·····dx·=·(b·-·a)·/·N
111	···...:·····for·i·in·range(N):	111	···...:·····for·i·in·range(N):
112	···...:·········s·+=·f(a·+·i·*·dx)	112	···...:·········s·+=·f(a·+·i·*·dx)
113	···...:·····return·s·*·dx	113	···...:·····return·s·*·dx
114	···...:	114	···...:
115	We·achieve·our·result·by·using·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e_\x8._\x8a_\x8p_\x8p_\x8l_\x8y_\x8(_\x8)·(row-wise):	115	We·achieve·our·result·by·using·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e_\x8._\x8a_\x8p_\x8p_\x8l_\x8y_\x8(_\x8)·(row-wise):
116	In·[5]:·%timeit·df.apply(lambda·x:·integrate_f(x["a"],·x["b"],·x["N"]),·axis=1)	116	In·[5]:·%timeit·df.apply(lambda·x:·integrate_f(x["a"],·x["b"],·x["N"]),·axis=1)
117	58.3·ms·+-·2·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·10·loops·each)	117	52.8·ms·+-·1.12·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·10·loops·each)
118	Let’s·take·a·look·and·see·where·the·time·is·spent·during·this·operation·using	118	Let’s·take·a·look·and·see·where·the·time·is·spent·during·this·operation·using
119	the·_\x8p_\x8r_\x8u_\x8n_\x8·_\x8i_\x8p_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8m_\x8a_\x8g_\x8i_\x8c_\x8·_\x8f_\x8u_\x8n_\x8c_\x8t_\x8i_\x8o_\x8n:	119	the·_\x8p_\x8r_\x8u_\x8n_\x8·_\x8i_\x8p_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8m_\x8a_\x8g_\x8i_\x8c_\x8·_\x8f_\x8u_\x8n_\x8c_\x8t_\x8i_\x8o_\x8n:
120	#·most·time·consuming·4·calls	120	#·most·time·consuming·4·calls
121	In·[6]:·%prun·-l·4·df.apply(lambda·x:·integrate_f(x["a"],·x["b"],·x["N"]),	121	In·[6]:·%prun·-l·4·df.apply(lambda·x:·integrate_f(x["a"],·x["b"],·x["N"]),
122	axis=1)··#·noqa·E999	122	axis=1)··#·noqa·E999
123	·········605946·function·calls·(605928·primitive·calls)·in·0.158·seconds	123	·········605946·function·calls·(605928·primitive·calls)·in·0.156·seconds

124	···Ordered·by:·internal·time	124	···Ordered·by:·internal·time
125	···List·reduced·from·159·to·4·due·to·restriction·<4>	125	···List·reduced·from·159·to·4·due·to·restriction·<4>

126	···ncalls··tottime··percall··cumtime··percall·filename:lineno(function)	126	···ncalls··tottime··percall··cumtime··percall·filename:lineno(function)
127	·····1000····0.092····0.000····0.137····0.000·<ipython-input-4-c2a74e076cf0>:1	127	·····1000····0.088····0.000····0.134····0.000·<ipython-input-4-c2a74e076cf0>:1
128	(integrate_f)	128	(integrate_f)
129	···552423····0.046····0.000····0.046····0.000·<ipython-input-3-c138bdd570e3>:1	129	···552423····0.046····0.000····0.046····0.000·<ipython-input-3-c138bdd570e3>:1
130	(f)	130	(f)
131	·····3000····0.004····0.000····0.014····0.000·series.py:1095(__getitem__)	131	·····3000····0.004····0.000····0.013····0.000·series.py:1095(__getitem__)
132	·····3000····0.002····0.000····0.006····0.000·series.py:1220(_get_value)	132	·····3000····0.002····0.000····0.006····0.000·series.py:1220(_get_value)
133	By·far·the·majority·of·time·is·spend·inside·either·integrate_f·or·f,·hence	133	By·far·the·majority·of·time·is·spend·inside·either·integrate_f·or·f,·hence
134	we’ll·concentrate·our·efforts·cythonizing·these·two·functions.	134	we’ll·concentrate·our·efforts·cythonizing·these·two·functions.
135	\x8\x8\x8\x8·P\x8Pl\x8la\x8ai\x8in\x8n·C\x8Cy\x8yt\x8th\x8ho\x8on\x8n_\x8#\x8#·\x8\x8\x8\x8	135	\x8\x8\x8\x8·P\x8Pl\x8la\x8ai\x8in\x8n·C\x8Cy\x8yt\x8th\x8ho\x8on\x8n_\x8#\x8#·\x8\x8\x8\x8
136	First·we’re·going·to·need·to·import·the·Cython·magic·function·to·IPython:	136	First·we’re·going·to·need·to·import·the·Cython·magic·function·to·IPython:
137	In·[7]:·%load_ext·Cython	137	In·[7]:·%load_ext·Cython
138	Now,·let’s·simply·copy·our·functions·over·to·Cython:	138	Now,·let’s·simply·copy·our·functions·over·to·Cython:
Offset 146, 15 lines modified		Offset 146, 15 lines modified
146	···...:·····dx·=·(b·-·a)·/·N	146	···...:·····dx·=·(b·-·a)·/·N
147	···...:·····for·i·in·range(N):	147	···...:·····for·i·in·range(N):
148	···...:·········s·+=·f_plain(a·+·i·*·dx)	148	···...:·········s·+=·f_plain(a·+·i·*·dx)
149	···...:·····return·s·*·dx	149	···...:·····return·s·*·dx
150	···...:	150	···...:
151	In·[9]:·%timeit·df.apply(lambda·x:·integrate_f_plain(x["a"],·x["b"],·x["N"]),	151	In·[9]:·%timeit·df.apply(lambda·x:·integrate_f_plain(x["a"],·x["b"],·x["N"]),
152	axis=1)	152	axis=1)
153	63.6·ms·+-·7~~.66~~·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·10·loops·each)	153	56.7·ms·+-·341·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10·loops·each)
154	This·has·improved·the·performance·compared·to·the·pure·Python·approach·by·one-	154	This·has·improved·the·performance·compared·to·the·pure·Python·approach·by·one-
155	third.	155	third.
156	\x8\x8\x8\x8·D\x8De\x8ec\x8cl\x8la\x8ar\x8ri\x8in\x8ng\x8g·C\x8C·t\x8ty\x8yp\x8pe\x8es\x8s_\x8#\x8#·\x8\x8\x8\x8	156	\x8\x8\x8\x8·D\x8De\x8ec\x8cl\x8la\x8ar\x8ri\x8in\x8ng\x8g·C\x8C·t\x8ty\x8yp\x8pe\x8es\x8s_\x8#\x8#·\x8\x8\x8\x8
157	We·can·annotate·the·function·variables·and·return·types·as·well·as·use·cdef·and	157	We·can·annotate·the·function·variables·and·return·types·as·well·as·use·cdef·and
158	cpdef·to·improve·performance:	158	cpdef·to·improve·performance:
159	In·[10]:·%%cython	159	In·[10]:·%%cython
160	···....:·cdef·double·f_typed(double·x)·except?·-2:	160	···....:·cdef·double·f_typed(double·x)·except?·-2:
Offset 166, 33 lines modified		Offset 166, 33 lines modified
166	···....:·····dx·=·(b·-·a)·/·N	166	···....:·····dx·=·(b·-·a)·/·N
167	···....:·····for·i·in·range(N):	167	···....:·····for·i·in·range(N):
168	···....:·········s·+=·f_typed(a·+·i·*·dx)	168	···....:·········s·+=·f_typed(a·+·i·*·dx)
169	···....:·····return·s·*·dx	169	···....:·····return·s·*·dx
170	···....:	170	···....:
171	In·[11]:·%timeit·df.apply(lambda·x:·integrate_f_typed(x["a"],·x["b"],·x["N"]),	171	In·[11]:·%timeit·df.apply(lambda·x:·integrate_f_typed(x["a"],·x["b"],·x["N"]),
172	axis=1)	172	axis=1)
173	7.84·ms·+-·~~872~~·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)	173	6.18·ms·+-·29.8·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)
174	Annotating·the·functions·with·C·types·yields·an·over·ten·times·performance	174	Annotating·the·functions·with·C·types·yields·an·over·ten·times·performance
175	improvement·compared·to·the·original·Python·implementation.	175	improvement·compared·to·the·original·Python·implementation.
176	\x8\x8\x8\x8·U\x8Us\x8si\x8in\x8ng\x8g·n\x8nd\x8da\x8ar\x8rr\x8ra\x8ay\x8y_\x8#\x8#·\x8\x8\x8\x8	176	\x8\x8\x8\x8·U\x8Us\x8si\x8in\x8ng\x8g·n\x8nd\x8da\x8ar\x8rr\x8ra\x8ay\x8y_\x8#\x8#·\x8\x8\x8\x8
177	When·re-profiling,·time·is·spent·creating·a·_\x8S_\x8e_\x8r_\x8i_\x8e_\x8s·from·each·row,·and·calling	177	When·re-profiling,·time·is·spent·creating·a·_\x8S_\x8e_\x8r_\x8i_\x8e_\x8s·from·each·row,·and·calling
178	__getitem__·from·both·the·index·and·the·series·(three·times·for·each·row).	178	__getitem__·from·both·the·index·and·the·series·(three·times·for·each·row).
179	These·Python·function·calls·are·expensive·and·can·be·improved·by·passing·an	179	These·Python·function·calls·are·expensive·and·can·be·improved·by·passing·an
180	np.ndarray.	180	np.ndarray.
181	In·[12]:·%prun·-l·4·df.apply(lambda·x:·integrate_f_typed(x["a"],·x["b"],·x	181	In·[12]:·%prun·-l·4·df.apply(lambda·x:·integrate_f_typed(x["a"],·x["b"],·x
182	["N"]),·axis=1)	182	["N"]),·axis=1)
183	·········52523·function·calls·(52505·primitive·calls)·in·0.022·seconds	183	·········52523·function·calls·(52505·primitive·calls)·in·0.020·seconds

184	···Ordered·by:·internal·time	184	···Ordered·by:·internal·time
185	···List·reduced·from·157·to·4·due·to·restriction·<4>	185	···List·reduced·from·157·to·4·due·to·restriction·<4>

186	···ncalls··tottime··percall··cumtime··percall·filename:lineno(function)	186	···ncalls··tottime··percall··cumtime··percall·filename:lineno(function)
187	·····3000····0.004····0.000····0.014····0.000·series.py:1095(__getitem__)	187	·····3000····0.003····0.000····0.012····0.000·series.py:1095(__getitem__)
188	·····3000····0.002····0.000····0.006····0.000·series.py:1220(_get_value)	188	·····3000····0.002····0.000····0.005····0.000·series.py:1220(_get_value)
189	····16098····0.002····0.000····0.003····0.000·{built-in·method	189	····16098····0.002····0.000····0.002····0.000·{built-in·method
190	builtins.isinstance}	190	builtins.isinstance}
191	·····3000····0.002····0.000····0.002····0.000·base.py:3777(get_loc)	191	·····3000····0.002····0.000····0.002····0.000·base.py:3777(get_loc)
192	In·[13]:·%%cython	192	In·[13]:·%%cython
193	···....:·cimport·numpy·as·np	193	···....:·cimport·numpy·as·np
194	···....:·import·numpy·as·np	194	···....:·import·numpy·as·np
195	···....:·cdef·double·f_typed(double·x)·except?·-2:	195	···....:·cdef·double·f_typed(double·x)·except?·-2:
196	···....:·····return·x·*·(x·-·1)	196	···....:·····return·x·*·(x·-·1)
Offset 235, 15 lines modified		Offset 235, 15 lines modified
235	This·implementation·creates·an·array·of·zeros·and·inserts·the·result·of	235	This·implementation·creates·an·array·of·zeros·and·inserts·the·result·of
236	integrate_f_typed·applied·over·each·row.·Looping·over·an·ndarray·is·faster·in	236	integrate_f_typed·applied·over·each·row.·Looping·over·an·ndarray·is·faster·in
237	Cython·than·looping·over·a·_\x8S_\x8e_\x8r_\x8i_\x8e_\x8s·object.	237	Cython·than·looping·over·a·_\x8S_\x8e_\x8r_\x8i_\x8e_\x8s·object.
238	Since·apply_integrate_f·is·typed·to·accept·an·np.ndarray,·_\x8S_\x8e_\x8r_\x8i_\x8e_\x8s_\x8._\x8t_\x8o_\x8__\x8n_\x8u_\x8m_\x8p_\x8y_\x8(_\x8)	238	Since·apply_integrate_f·is·typed·to·accept·an·np.ndarray,·_\x8S_\x8e_\x8r_\x8i_\x8e_\x8s_\x8._\x8t_\x8o_\x8__\x8n_\x8u_\x8m_\x8p_\x8y_\x8(_\x8)
239	calls·are·needed·to·utilize·this·function.	239	calls·are·needed·to·utilize·this·function.
240	In·[14]:·%timeit·apply_integrate_f(df["a"].to_numpy(),·df["b"].to_numpy(),·df	240	In·[14]:·%timeit·apply_integrate_f(df["a"].to_numpy(),·df["b"].to_numpy(),·df
241	["N"].to_numpy())	241	["N"].to_numpy())
242	1e+03·us·+-·152·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each)	242	908·us·+-·4.59·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each)
243	Performance·has·improved·from·the·prior·implementation·by·almost·ten·times.	243	Performance·has·improved·from·the·prior·implementation·by·almost·ten·times.
244	\x8\x8\x8\x8·D\x8Di\x8is\x8sa\x8ab\x8bl\x8li\x8in\x8ng\x8g·c\x8co\x8om\x8mp\x8pi\x8il\x8le\x8er\x8r·d\x8di\x8ir\x8re\x8ec\x8ct\x8ti\x8iv\x8ve\x8es\x8s_\x8#\x8#·\x8\x8\x8\x8	244	\x8\x8\x8\x8·D\x8Di\x8is\x8sa\x8ab\x8bl\x8li\x8in\x8ng\x8g·c\x8co\x8om\x8mp\x8pi\x8il\x8le\x8er\x8r·d\x8di\x8ir\x8re\x8ec\x8ct\x8ti\x8iv\x8ve\x8es\x8s_\x8#\x8#·\x8\x8\x8\x8
245	The·majority·of·the·time·is·now·spent·in·apply_integrate_f.·Disabling·Cython’s	245	The·majority·of·the·time·is·now·spent·in·apply_integrate_f.·Disabling·Cython’s
246	boundscheck·and·wraparound·checks·can·yield·more·performance.	246	boundscheck·and·wraparound·checks·can·yield·more·performance.
247	In·[15]:·%prun·-l·4·apply_integrate_f(df["a"].to_numpy(),·df["b"].to_numpy(),	247	In·[15]:·%prun·-l·4·apply_integrate_f(df["a"].to_numpy(),·df["b"].to_numpy(),
248	df["N"].to_numpy())	248	df["N"].to_numpy())
249	·········78·function·calls·in·0.001·seconds	249	·········78·function·calls·in·0.001·seconds
Offset 298, 15 lines modified		Offset 298, 15 lines modified
298	/usr/lib/x86_64-linux-gnu/python3-numpy/numpy/_core/include/numpy/	298	/usr/lib/x86_64-linux-gnu/python3-numpy/numpy/_core/include/numpy/
299	npy_1_7_deprecated_api.h:17:2:·warning:·#warning·"Using·deprecated·NumPy·API,	299	npy_1_7_deprecated_api.h:17:2:·warning:·#warning·"Using·deprecated·NumPy·API,
300	disable·it·with·"·"#define·NPY_NO_DEPRECATED_API·NPY_1_7_API_VERSION"·[-Wcpp]	300	disable·it·with·"·"#define·NPY_NO_DEPRECATED_API·NPY_1_7_API_VERSION"·[-Wcpp]
301	···17·\|·#warning·"Using·deprecated·NumPy·API,·disable·it·with·"·\	301	···17·\|·#warning·"Using·deprecated·NumPy·API,·disable·it·with·"·\
302	······\|··^~~~~~~	302	······\|··^~~~~~~
303	In·[17]:·%timeit·apply_integrate_f_wrap(df["a"].to_numpy(),·df["b"].to_numpy(),	303	In·[17]:·%timeit·apply_integrate_f_wrap(df["a"].to_numpy(),·df["b"].to_numpy(),
304	df["N"].to_numpy())	304	df["N"].to_numpy())
305	755·us·+-·~~107~~·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each)	305	685·us·+-·4.33·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each)
306	However,·a·loop·indexer·i·accessing·an·invalid·location·in·an·array·would·cause	306	However,·a·loop·indexer·i·accessing·an·invalid·location·in·an·array·would·cause
307	a·segfault·because·memory·access·isn’t·checked.·For·more·about·boundscheck·and	307	a·segfault·because·memory·access·isn’t·checked.·For·more·about·boundscheck·and
308	wraparound,·see·the·Cython·docs·on·_\x8c_\x8o_\x8m_\x8p_\x8i_\x8l_\x8e_\x8r_\x8·_\x8d_\x8i_\x8r_\x8e_\x8c_\x8t_\x8i_\x8v_\x8e_\x8s.	308	wraparound,·see·the·Cython·docs·on·_\x8c_\x8o_\x8m_\x8p_\x8i_\x8l_\x8e_\x8r_\x8·_\x8d_\x8i_\x8r_\x8e_\x8c_\x8t_\x8i_\x8v_\x8e_\x8s.
309	\x8\x8\x8\x8\x8·N\x8Nu\x8um\x8mb\x8ba\x8a·(\x8(J\x8JI\x8IT\x8T·c\x8co\x8om\x8mp\x8pi\x8il\x8la\x8at\x8ti\x8io\x8on\x8n)\x8)_\x8#\x8#·\x8\x8\x8\x8\x8	309	\x8\x8\x8\x8\x8·N\x8Nu\x8um\x8mb\x8ba\x8a·(\x8(J\x8JI\x8IT\x8T·c\x8co\x8om\x8mp\x8pi\x8il\x8la\x8at\x8ti\x8io\x8on\x8n)\x8)_\x8#\x8#·\x8\x8\x8\x8\x8
310	An·alternative·to·statically·compiling·Cython·code·is·to·use·a·dynamic·just-in-	310	An·alternative·to·statically·compiling·Cython·code·is·to·use·a·dynamic·just-in-
311	time·(JIT)·compiler·with·_\x8N_\x8u_\x8m_\x8b_\x8a.	311	time·(JIT)·compiler·with·_\x8N_\x8u_\x8m_\x8b_\x8a.
312	Numba·allows·you·to·write·a·pure·Python·function·which·can·be·JIT·compiled·to	312	Numba·allows·you·to·write·a·pure·Python·function·which·can·be·JIT·compiled·to
Offset 609, 17 lines modified		Offset 609, 17 lines modified
609	The·'numexpr'·engine·is·the·more·performant·engine·that·can·yield·performance	609	The·'numexpr'·engine·is·the·more·performant·engine·that·can·yield·performance
610	improvements·compared·to·standard·Python·syntax·for·large·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e.·This	610	improvements·compared·to·standard·Python·syntax·for·large·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e.·This
611	engine·requires·the·optional·dependency·numexpr·to·be·installed.	611	engine·requires·the·optional·dependency·numexpr·to·be·installed.
612	The·'python'·engine·is·generally·n\x8no\x8ot\x8t·useful·except·for·testing·other·evaluation	612	The·'python'·engine·is·generally·n\x8no\x8ot\x8t·useful·except·for·testing·other·evaluation
613	engines·against·it.·You·will·achieve·n\x8no\x8o·performance·benefits·using·_\x8e_\x8v_\x8a_\x8l_\x8(_\x8)·with	613	engines·against·it.·You·will·achieve·n\x8no\x8o·performance·benefits·using·_\x8e_\x8v_\x8a_\x8l_\x8(_\x8)·with
614	engine='python'·and·may·incur·a·performance·hit.	614	engine='python'·and·may·incur·a·performance·hit.
615	In·[40]:·%timeit·df1·+·df2·+·df3·+·df4	615	In·[40]:·%timeit·df1·+·df2·+·df3·+·df4
616	7.93·ms·+-·397·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)	616	4.84·ms·+-·53.2·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)
617	In·[41]:·%timeit·pd.eval("df1·+·df2·+·df3·+·df4",·engine="python")	617	In·[41]:·%timeit·pd.eval("df1·+·df2·+·df3·+·df4",·engine="python")
618	9.77·ms·+-·~~381~~·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)	618	5.72·ms·+-·54.6·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)
619	\x8\x8\x8\x8·T\x8Th\x8he\x8e·_\x8D\x8D_\x8a\x8a_\x8t\x8t_\x8a\x8a_\x8F\x8F_\x8r\x8r_\x8a\x8a_\x8m\x8m_\x8e\x8e_\x8.\x8._\x8e\x8e_\x8v\x8v_\x8a\x8a_\x8l\x8l_\x8(\x8(_\x8)\x8)·m\x8me\x8et\x8th\x8ho\x8od\x8d_\x8#\x8#·\x8\x8\x8\x8	619	\x8\x8\x8\x8·T\x8Th\x8he\x8e·_\x8D\x8D_\x8a\x8a_\x8t\x8t_\x8a\x8a_\x8F\x8F_\x8r\x8r_\x8a\x8a_\x8m\x8m_\x8e\x8e_\x8.\x8._\x8e\x8e_\x8v\x8v_\x8a\x8a_\x8l\x8l_\x8(\x8(_\x8)\x8)·m\x8me\x8et\x8th\x8ho\x8od\x8d_\x8#\x8#·\x8\x8\x8\x8
620	In·addition·to·the·top·level·_\x8p_\x8a_\x8n_\x8d_\x8a_\x8s_\x8._\x8e_\x8v_\x8a_\x8l_\x8(_\x8)·function·you·can·also·evaluate·an	620	In·addition·to·the·top·level·_\x8p_\x8a_\x8n_\x8d_\x8a_\x8s_\x8._\x8e_\x8v_\x8a_\x8l_\x8(_\x8)·function·you·can·also·evaluate·an
621	expression·in·the·“context”·of·a·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e.	621	expression·in·the·“context”·of·a·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e.
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Offset 1086, 16 lines modified		Offset 1086, 16 lines modified
1086	<span·class="gp">···....:·</span><span·class="n">files</span>·<span·class="o">=</span>·<span·class="n">pathlib</span><span·class="o">.</span><span·class="n">Path</span><span·class="p">(</span><span·class="s2">"data/timeseries/"</span><span·class="p">)</span><span·class="o">.</span><span·class="n">glob</span><span·class="p">(</span><span·class="s2">"ts*.parquet"</span><span·class="p">)</span>	1086	<span·class="gp">···....:·</span><span·class="n">files</span>·<span·class="o">=</span>·<span·class="n">pathlib</span><span·class="o">.</span><span·class="n">Path</span><span·class="p">(</span><span·class="s2">"data/timeseries/"</span><span·class="p">)</span><span·class="o">.</span><span·class="n">glob</span><span·class="p">(</span><span·class="s2">"ts*.parquet"</span><span·class="p">)</span>
1087	<span·class="gp">···....:·</span><span·class="n">counts</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">dtype</span><span·class="o">=</span><span·class="nb">int</span><span·class="p">)</span>	1087	<span·class="gp">···....:·</span><span·class="n">counts</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">dtype</span><span·class="o">=</span><span·class="nb">int</span><span·class="p">)</span>
1088	<span·class="gp">···....:·</span><span·class="k">for</span>·<span·class="n">path</span>·<span·class="ow">in</span>·<span·class="n">files</span><span·class="p">:</span>	1088	<span·class="gp">···....:·</span><span·class="k">for</span>·<span·class="n">path</span>·<span·class="ow">in</span>·<span·class="n">files</span><span·class="p">:</span>
1089	<span·class="gp">···....:·</span>····<span·class="n">df</span>·<span·class="o">=</span>·<span·class="n">pd</span><span·class="o">.</span><span·class="n">read_parquet</span><span·class="p">(</span><span·class="n">path</span><span·class="p">)</span>	1089	<span·class="gp">···....:·</span>····<span·class="n">df</span>·<span·class="o">=</span>·<span·class="n">pd</span><span·class="o">.</span><span·class="n">read_parquet</span><span·class="p">(</span><span·class="n">path</span><span·class="p">)</span>
1090	<span·class="gp">···....:·</span>····<span·class="n">counts</span>·<span·class="o">=</span>·<span·class="n">counts</span><span·class="o">.</span><span·class="n">add</span><span·class="p">(</span><span·class="n">df</span><span·class="p">[</span><span·class="s2">"name"</span><span·class="p">]</span><span·class="o">.</span><span·class="n">value_counts</span><span·class="p">(),</span>·<span·class="n">fill_value</span><span·class="o">=</span><span·class="mi">0</span><span·class="p">)</span>	1090	<span·class="gp">···....:·</span>····<span·class="n">counts</span>·<span·class="o">=</span>·<span·class="n">counts</span><span·class="o">.</span><span·class="n">add</span><span·class="p">(</span><span·class="n">df</span><span·class="p">[</span><span·class="s2">"name"</span><span·class="p">]</span><span·class="o">.</span><span·class="n">value_counts</span><span·class="p">(),</span>·<span·class="n">fill_value</span><span·class="o">=</span><span·class="mi">0</span><span·class="p">)</span>
1091	<span·class="gp">···....:·</span><span·class="n">counts</span><span·class="o">.</span><span·class="n">astype</span><span·class="p">(</span><span·class="nb">int</span><span·class="p">)</span>	1091	<span·class="gp">···....:·</span><span·class="n">counts</span><span·class="o">.</span><span·class="n">astype</span><span·class="p">(</span><span·class="nb">int</span><span·class="p">)</span>
1092	<span·class="gp">···....:·</span>	1092	<span·class="gp">···....:·</span>
1093	<span·class="go">CPU·times:·user·224·us,·sys:·~~271~~·us,·total:·495·us</span>	1093	<span·class="go">CPU·times:·user·304·us,·sys:·113·us,·total:·417·us</span>
1094	<span·class="go">Wall·time:·~~504~~·us</span>	1094	<span·class="go">Wall·time:·422·us</span>
1095	<span·class="gh">Out[32]:·</span><span·class="go">Series([],·dtype:·int64)</span>	1095	<span·class="gh">Out[32]:·</span><span·class="go">Series([],·dtype:·int64)</span>
1096	</pre></div>	1096	</pre></div>
1097	</div>	1097	</div>
1098	<p>Some·readers,·like·<a·class="reference·internal"·href="../reference/api/pandas.read_csv.html#pandas.read_csv"·title="pandas.read_csv"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">pandas.read_csv()</span></code></a>,·offer·parameters·to·control·the	1098	<p>Some·readers,·like·<a·class="reference·internal"·href="../reference/api/pandas.read_csv.html#pandas.read_csv"·title="pandas.read_csv"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">pandas.read_csv()</span></code></a>,·offer·parameters·to·control·the
1099	<code·class="docutils·literal·notranslate"><span·class="pre">chunksize</span></code>·when·reading·a·single·file.</p>	1099	<code·class="docutils·literal·notranslate"><span·class="pre">chunksize</span></code>·when·reading·a·single·file.</p>
1100	<p>Manually·chunking·is·an·OK·option·for·workflows·that·don’t	1100	<p>Manually·chunking·is·an·OK·option·for·workflows·that·don’t
1101	require·too·sophisticated·of·operations.·Some·operations,·like·<a·class="reference·internal"·href="../reference/api/pandas.DataFrame.groupby.html#pandas.DataFrame.groupby"·title="pandas.DataFrame.groupby"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">pandas.DataFrame.groupby()</span></code></a>,·are	1101	require·too·sophisticated·of·operations.·Some·operations,·like·<a·class="reference·internal"·href="../reference/api/pandas.DataFrame.groupby.html#pandas.DataFrame.groupby"·title="pandas.DataFrame.groupby"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">pandas.DataFrame.groupby()</span></code></a>,·are


Offset 644, 16 lines modified		Offset 644, 16 lines modified
644	···....:·files·=·pathlib.Path("data/timeseries/").glob("ts*.parquet")	644	···....:·files·=·pathlib.Path("data/timeseries/").glob("ts*.parquet")
645	···....:·counts·=·pd.Series(dtype=int)	645	···....:·counts·=·pd.Series(dtype=int)
646	···....:·for·path·in·files:	646	···....:·for·path·in·files:
647	···....:·····df·=·pd.read_parquet(path)	647	···....:·····df·=·pd.read_parquet(path)
648	···....:·····counts·=·counts.add(df["name"].value_counts(),·fill_value=0)	648	···....:·····counts·=·counts.add(df["name"].value_counts(),·fill_value=0)
649	···....:·counts.astype(int)	649	···....:·counts.astype(int)
650	···....:	650	···....:
651	CPU·times:·user·224·us,·sys:·~~271~~·us,·total:·495·us	651	CPU·times:·user·304·us,·sys:·113·us,·total:·417·us
652	Wall·time:·~~504~~·us	652	Wall·time:·422·us
653	Out[32]:·Series([],·dtype:·int64)	653	Out[32]:·Series([],·dtype:·int64)
654	Some·readers,·like·_\x8p_\x8a_\x8n_\x8d_\x8a_\x8s_\x8._\x8r_\x8e_\x8a_\x8d_\x8__\x8c_\x8s_\x8v_\x8(_\x8),·offer·parameters·to·control·the·chunksize	654	Some·readers,·like·_\x8p_\x8a_\x8n_\x8d_\x8a_\x8s_\x8._\x8r_\x8e_\x8a_\x8d_\x8__\x8c_\x8s_\x8v_\x8(_\x8),·offer·parameters·to·control·the·chunksize
655	when·reading·a·single·file.	655	when·reading·a·single·file.
656	Manually·chunking·is·an·OK·option·for·workflows·that·don’t·require·too	656	Manually·chunking·is·an·OK·option·for·workflows·that·don’t·require·too
657	sophisticated·of·operations.·Some·operations,·like·_\x8p_\x8a_\x8n_\x8d_\x8a_\x8s_\x8._\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e_\x8._\x8g_\x8r_\x8o_\x8u_\x8p_\x8b_\x8y_\x8(_\x8),	657	sophisticated·of·operations.·Some·operations,·like·_\x8p_\x8a_\x8n_\x8d_\x8a_\x8s_\x8._\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e_\x8._\x8g_\x8r_\x8o_\x8u_\x8p_\x8b_\x8y_\x8(_\x8),
658	are·much·harder·to·do·chunkwise.·In·these·cases,·you·may·be·better·switching·to	658	are·much·harder·to·do·chunkwise.·In·these·cases,·you·may·be·better·switching·to
659	a·different·library·that·implements·these·out-of-core·algorithms·for·you.	659	a·different·library·that·implements·these·out-of-core·algorithms·for·you.


Offset 39, 18 lines modified		Offset 39, 18 lines modified
39	············]	39	············]
40	········},	40	········},
41	········{	41	········{
42	············"cell_type":·"code",	42	············"cell_type":·"code",
43	············"execution_count":·1,	43	············"execution_count":·1,
44	············"metadata":·{	44	············"metadata":·{
45	················"execution":·{	45	················"execution":·{
46	····················"iopub.execute_input":·"2026-09-06T23:29:26.~~554678~~Z",	46	····················"iopub.execute_input":·"2025-08-04T17:50:21.478763Z",
47	····················"iopub.status.busy":·"2026-09-06T23:29:26.~~554404~~Z",	47	····················"iopub.status.busy":·"2025-08-04T17:50:21.478395Z",
48	····················"iopub.status.idle":·"2026-09-06T23:29:26.~~854075~~Z",	48	····················"iopub.status.idle":·"2025-08-04T17:50:21.732643Z",
49	····················"shell.execute_reply":·"2026-09-06T23:29:26.~~853445~~Z"	49	····················"shell.execute_reply":·"2025-08-04T17:50:21.732180Z"
50	················},	50	················},
51	················"nbsphinx":·"hidden"	51	················"nbsphinx":·"hidden"
52	············},	52	············},
53	············"outputs":·[],	53	············"outputs":·[],
54	············"source":·[	54	············"source":·[
55	················"import·matplotlib.pyplot\n",	55	················"import·matplotlib.pyplot\n",
56	················"#·We·have·this·here·to·trigger·matplotlib's·font·cache·stuff.\n",	56	················"#·We·have·this·here·to·trigger·matplotlib's·font·cache·stuff.\n",
Offset 77, 36 lines modified		Offset 77, 36 lines modified
77	············]	77	············]
78	········},	78	········},
79	········{	79	········{
80	············"cell_type":·"code",	80	············"cell_type":·"code",
81	············"execution_count":·2,	81	············"execution_count":·2,
82	············"metadata":·{	82	············"metadata":·{
83	················"execution":·{	83	················"execution":·{
84	····················"iopub.execute_input":·"2026-09-06T23:29:26.~~856~~775Z",	84	····················"iopub.execute_input":·"2025-08-04T17:50:21.734751Z",
85	····················"iopub.status.busy":·"2026-09-06T23:29:26.~~856~~549Z",	85	····················"iopub.status.busy":·"2025-08-04T17:50:21.734539Z",
86	····················"iopub.status.idle":·"2026-09-06T23:29:27.~~0841~~05Z",	86	····················"iopub.status.idle":·"2025-08-04T17:50:21.939608Z",
87	····················"shell.execute_reply":·"2026-09-06T23:29:27.083334Z"	87	····················"shell.execute_reply":·"2025-08-04T17:50:21.939146Z"
88	················}	88	················}
89	············},	89	············},
90	············"outputs":·[],	90	············"outputs":·[],
91	············"source":·[	91	············"source":·[
92	················"import·pandas·as·pd\n",	92	················"import·pandas·as·pd\n",
93	················"import·numpy·as·np\n",	93	················"import·numpy·as·np\n",
94	················"import·matplotlib·as·mpl\n"	94	················"import·matplotlib·as·mpl\n"
95	············]	95	············]
96	········},	96	········},
97	········{	97	········{
98	············"cell_type":·"code",	98	············"cell_type":·"code",
99	············"execution_count":·3,	99	············"execution_count":·3,
100	············"metadata":·{	100	············"metadata":·{
101	················"execution":·{	101	················"execution":·{
102	····················"iopub.execute_input":·"2026-09-06T23:29:27.~~086607~~Z",	102	····················"iopub.execute_input":·"2025-08-04T17:50:21.942035Z",
103	····················"iopub.status.busy":·"2026-09-06T23:29:27.~~08636~~8Z",	103	····················"iopub.status.busy":·"2025-08-04T17:50:21.941428Z",
104	····················"iopub.status.idle":·"2026-09-06T23:29:27.129~~118~~Z",	104	····················"iopub.status.idle":·"2025-08-04T17:50:21.979362Z",
105	····················"shell.execute_reply":·"2026-09-06T23:29:27.128~~376~~Z"	105	····················"shell.execute_reply":·"2025-08-04T17:50:21.978941Z"
106	················},	106	················},
107	················"nbsphinx":·"hidden"	107	················"nbsphinx":·"hidden"
108	············},	108	············},
109	············"outputs":·[],	109	············"outputs":·[],
110	············"source":·[	110	············"source":·[
111	················"#·For·reproducibility·-·this·doesn't·respect·uuid_len·or·positionally-passed·uuid·but·the·places·here·that·use·that·coincidentally·bypass·this·anyway\n",	111	················"#·For·reproducibility·-·this·doesn't·respect·uuid_len·or·positionally-passed·uuid·but·the·places·here·that·use·that·coincidentally·bypass·this·anyway\n",
112	················"from·pandas.io.formats.style·import·Styler\n",	112	················"from·pandas.io.formats.style·import·Styler\n",
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123	············]	123	············]
124	········},	124	········},
125	········{	125	········{
126	············"cell_type":·"code",	126	············"cell_type":·"code",
127	············"execution_count":·4,	127	············"execution_count":·4,
128	············"metadata":·{	128	············"metadata":·{
129	················"execution":·{	129	················"execution":·{
130	····················"iopub.execute_input":·"2026-09-06T23:29:27.131~~491~~Z",	130	····················"iopub.execute_input":·"2025-08-04T17:50:21.981274Z",
131	····················"iopub.status.busy":·"2026-09-06T23:29:27.~~131277~~Z",	131	····················"iopub.status.busy":·"2025-08-04T17:50:21.980829Z",
132	····················"iopub.status.idle":·"2026-09-06T23:29:27.~~1391~~84Z",	132	····················"iopub.status.idle":·"2025-08-04T17:50:21.987387Z",
133	····················"shell.execute_reply":·"2026-09-06T23:29:27.~~13865~~4Z"	133	····················"shell.execute_reply":·"2025-08-04T17:50:21.987024Z"
134	················}	134	················}
135	············},	135	············},
136	············"outputs":·[	136	············"outputs":·[
137	················{	137	················{
138	····················"data":·{	138	····················"data":·{
139	························"text/html":·[	139	························"text/html":·[
140	····························"<style·type=\"text/css\">\n",	140	····························"<style·type=\"text/css\">\n",
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193	············]	193	············]
194	········},	194	········},
195	········{	195	········{
196	············"cell_type":·"code",	196	············"cell_type":·"code",
197	············"execution_count":·5,	197	············"execution_count":·5,
198	············"metadata":·{	198	············"metadata":·{
199	················"execution":·{	199	················"execution":·{
200	····················"iopub.execute_input":·"2026-09-06T23:29:27.175920Z",	200	····················"iopub.execute_input":·"2025-08-04T17:50:22.009289Z",
201	····················"iopub.status.busy":·"2026-09-06T23:29:27.~~175699~~Z",	201	····················"iopub.status.busy":·"2025-08-04T17:50:22.008917Z",
202	····················"iopub.status.idle":·"2026-09-06T23:29:27.~~185572~~Z",	202	····················"iopub.status.idle":·"2025-08-04T17:50:22.016829Z",
203	····················"shell.execute_reply":·"2026-09-06T23:29:27.184873Z"	203	····················"shell.execute_reply":·"2025-08-04T17:50:22.016423Z"
204	················}	204	················}
205	············},	205	············},
206	············"outputs":·[	206	············"outputs":·[
207	················{	207	················{
208	····················"data":·{	208	····················"data":·{
209	························"text/html":·[	209	························"text/html":·[
210	····························"<div>\n",	210	····························"<div>\n",
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327	············]	327	············]
328	········},	328	········},
329	········{	329	········{
330	············"cell_type":·"code",	330	············"cell_type":·"code",
331	············"execution_count":·6,	331	············"execution_count":·6,
332	············"metadata":·{	332	············"metadata":·{
333	················"execution":·{	333	················"execution":·{
334	····················"iopub.execute_input":·"2026-09-06T23:29:27.187~~754~~Z",	334	····················"iopub.execute_input":·"2025-08-04T17:50:22.017990Z",
335	····················"iopub.status.busy":·"2026-09-06T23:29:27.187290Z",	335	····················"iopub.status.busy":·"2025-08-04T17:50:22.017850Z",
336	····················"iopub.status.idle":·"2026-09-06T23:29:27.~~196247~~Z",	336	····················"iopub.status.idle":·"2025-08-04T17:50:22.025395Z",
337	····················"shell.execute_reply":·"2026-09-06T23:29:27.195~~737~~Z"	337	····················"shell.execute_reply":·"2025-08-04T17:50:22.025042Z"
338	················}	338	················}
339	············},	339	············},
340	············"outputs":·[	340	············"outputs":·[
341	················{	341	················{
342	····················"data":·{	342	····················"data":·{
343	························"text/html":·[	343	························"text/html":·[
344	····························"<style·type=\"text/css\">\n",	344	····························"<style·type=\"text/css\">\n",
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448	············]	448	············]
449	········},	449	········},
450	········{	450	········{
451	············"cell_type":·"code",	451	············"cell_type":·"code",
452	············"execution_count":·7,	452	············"execution_count":·7,
453	············"metadata":·{	453	············"metadata":·{
454	················"execution":·{	454	················"execution":·{
455	····················"iopub.execute_input":·"2026-09-06T23:29:27.~~198122~~Z",	455	····················"iopub.execute_input":·"2025-08-04T17:50:22.026846Z",
456	····················"iopub.status.busy":·"2026-09-06T23:29:27.~~197955~~Z",	456	····················"iopub.status.busy":·"2025-08-04T17:50:22.026484Z",
457	····················"iopub.status.idle":·"2026-09-06T23:29:27.203724Z",	457	····················"iopub.status.idle":·"2025-08-04T17:50:22.031146Z",
458	····················"shell.execute_reply":·"2026-09-06T23:29:27.203171Z"	458	····················"shell.execute_reply":·"2025-08-04T17:50:22.030792Z"
459	················}	459	················}
460	············},	460	············},
461	············"outputs":·[	461	············"outputs":·[
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Offset 1613, 20 lines modified		Offset 1613, 20 lines modified
1613	<span·class="gp">In·[94]:·</span><span·class="n">df1</span><span·class="p">,</span>·<span·class="n">df2</span><span·class="p">,</span>·<span·class="n">df3</span><span·class="p">,</span>·<span·class="n">df4</span>·<span·class="o">=</span>·<span·class="p">[</span><span·class="n">pd</span><span·class="o">.</span><span·class="n">DataFrame</span><span·class="p">(</span><span·class="n">np</span><span·class="o">.</span><span·class="n">random</span><span·class="o">.</span><span·class="n">randn</span><span·class="p">(</span><span·class="n">nrows</span><span·class="p">,</span>·<span·class="n">ncols</span><span·class="p">))</span>	1613	<span·class="gp">In·[94]:·</span><span·class="n">df1</span><span·class="p">,</span>·<span·class="n">df2</span><span·class="p">,</span>·<span·class="n">df3</span><span·class="p">,</span>·<span·class="n">df4</span>·<span·class="o">=</span>·<span·class="p">[</span><span·class="n">pd</span><span·class="o">.</span><span·class="n">DataFrame</span><span·class="p">(</span><span·class="n">np</span><span·class="o">.</span><span·class="n">random</span><span·class="o">.</span><span·class="n">randn</span><span·class="p">(</span><span·class="n">nrows</span><span·class="p">,</span>·<span·class="n">ncols</span><span·class="p">))</span>
1614	<span·class="gp">···....:·</span>······················<span·class="k">for</span>·<span·class="n">_</span>·<span·class="ow">in</span>·<span·class="nb">range</span><span·class="p">(</span><span·class="mi">4</span><span·class="p">)]</span>	1614	<span·class="gp">···....:·</span>······················<span·class="k">for</span>·<span·class="n">_</span>·<span·class="ow">in</span>·<span·class="nb">range</span><span·class="p">(</span><span·class="mi">4</span><span·class="p">)]</span>
1615	<span·class="gp">···....:·</span>	1615	<span·class="gp">···....:·</span>
1616	</pre></div>	1616	</pre></div>
1617	</div>	1617	</div>
1618	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="go">#·eval·with·NumExpr·backend</span>	1618	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="go">#·eval·with·NumExpr·backend</span>
1619	<span·class="gp">In·[95]:·</span><span·class="o">%</span><span·class="k">timeit</span>·pd.eval('df1·+·df2·+·df3·+·df4')	1619	<span·class="gp">In·[95]:·</span><span·class="o">%</span><span·class="k">timeit</span>·pd.eval('df1·+·df2·+·df3·+·df4')
1620	<span·class="go">4.78·ms·+-·98·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)</span>	1620	<span·class="go">2.16·ms·+-·223·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each)</span>
1621	</pre></div>	1621	</pre></div>
1622	</div>	1622	</div>
1623	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="go">#·pure·Python·evaluation</span>	1623	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="go">#·pure·Python·evaluation</span>
1624	<span·class="gp">In·[96]:·</span><span·class="o">%</span><span·class="k">timeit</span>·df1·+·df2·+·df3·+·df4	1624	<span·class="gp">In·[96]:·</span><span·class="o">%</span><span·class="k">timeit</span>·df1·+·df2·+·df3·+·df4
1625	<span·class="go">5·ms·+-·186·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)</span>	1625	<span·class="go">2.57·ms·+-·61.9·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)</span>
1626	</pre></div>	1626	</pre></div>
1627	</div>	1627	</div>
1628	<p>For·more·details,·see·the·<a·class="reference·internal"·href="../user_guide/enhancingperf.html#enhancingperf-eval"><span·class="std·std-ref">the·docs</span></a></p>	1628	<p>For·more·details,·see·the·<a·class="reference·internal"·href="../user_guide/enhancingperf.html#enhancingperf-eval"><span·class="std·std-ref">the·docs</span></a></p>
1629	</li>	1629	</li>
1630	<li><p>Similar·to·<code·class="docutils·literal·notranslate"><span·class="pre">pandas.eval</span></code>,·<a·class="reference·internal"·href="../reference/api/pandas.DataFrame.html#pandas.DataFrame"·title="pandas.DataFrame"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">DataFrame</span></code></a>·has·a·new	1630	<li><p>Similar·to·<code·class="docutils·literal·notranslate"><span·class="pre">pandas.eval</span></code>,·<a·class="reference·internal"·href="../reference/api/pandas.DataFrame.html#pandas.DataFrame"·title="pandas.DataFrame"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">DataFrame</span></code></a>·has·a·new
1631	<code·class="docutils·literal·notranslate"><span·class="pre">DataFrame.eval</span></code>·method·that·evaluates·an·expression·in·the·context·of	1631	<code·class="docutils·literal·notranslate"><span·class="pre">DataFrame.eval</span></code>·method·that·evaluates·an·expression·in·the·context·of
1632	the·<code·class="docutils·literal·notranslate"><span·class="pre">DataFrame</span></code>.·For·example,</p>	1632	the·<code·class="docutils·literal·notranslate"><span·class="pre">DataFrame</span></code>.·For·example,</p>


Offset 965, 18 lines modified		Offset 965, 19 lines modified

965	······In·[94]:·df1,·df2,·df3,·df4·=·[pd.DataFrame(np.random.randn(nrows,	965	······In·[94]:·df1,·df2,·df3,·df4·=·[pd.DataFrame(np.random.randn(nrows,
966	······ncols))	966	······ncols))
967	·········....:·······················for·_·in·range(4)]	967	·········....:·······················for·_·in·range(4)]
968	·········....:	968	·········....:
969	······#·eval·with·NumExpr·backend	969	······#·eval·with·NumExpr·backend
970	······In·[95]:·%timeit·pd.eval('df1·+·df2·+·df3·+·df4')	970	······In·[95]:·%timeit·pd.eval('df1·+·df2·+·df3·+·df4')
971	······4.78·ms·+-·98·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops~~·each)~~	971	······2.16·ms·+-·223·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops
		972	······each)
972	······#·pure·Python·evaluation	973	······#·pure·Python·evaluation
973	······In·[96]:·%timeit·df1·+·df2·+·df3·+·df4	974	······In·[96]:·%timeit·df1·+·df2·+·df3·+·df4
974	······5·ms·+-·186·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)	975	······2.57·ms·+-·61.9·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)
975	······For·more·details,·see·the·_\x8t_\x8h_\x8e_\x8·_\x8d_\x8o_\x8c_\x8s	976	······For·more·details,·see·the·_\x8t_\x8h_\x8e_\x8·_\x8d_\x8o_\x8c_\x8s
976	····*·Similar·to·pandas.eval,·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e·has·a·new·DataFrame.eval·method·that	977	····*·Similar·to·pandas.eval,·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e·has·a·new·DataFrame.eval·method·that
977	······evaluates·an·expression·in·the·context·of·the·DataFrame.·For·example,	978	······evaluates·an·expression·in·the·context·of·the·DataFrame.·For·example,
978	······In·[97]:·df·=·pd.DataFrame(np.random.randn(10,·2),·columns=['a',·'b'])	979	······In·[97]:·df·=·pd.DataFrame(np.random.randn(10,·2),·columns=['a',·'b'])

979	······In·[98]:·df.eval('a·+·b')	980	······In·[98]:·df.eval('a·+·b')
980	······Out[98]:	981	······Out[98]:


Offset 1458, 18 lines modified		Offset 1458, 18 lines modified
1458	</div>	1458	</div>
1459	<div·class="admonition·note">	1459	<div·class="admonition·note">
1460	<p·class="admonition-title">Note</p>	1460	<p·class="admonition-title">Note</p>
1461	<p>If·you·want·to·perform·calculations·based·on·today’s·date,·use·<code·class="docutils·literal·notranslate"><span·class="pre">Timestamp.now()</span></code>·and·<code·class="docutils·literal·notranslate"><span·class="pre">pandas.tseries.offsets</span></code>.</p>	1461	<p>If·you·want·to·perform·calculations·based·on·today’s·date,·use·<code·class="docutils·literal·notranslate"><span·class="pre">Timestamp.now()</span></code>·and·<code·class="docutils·literal·notranslate"><span·class="pre">pandas.tseries.offsets</span></code>.</p>
1462	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[65]:·</span><span·class="kn">import</span>·<span·class="nn">pandas.tseries.offsets</span>·<span·class="k">as</span>·<span·class="nn">offsets</span>	1462	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[65]:·</span><span·class="kn">import</span>·<span·class="nn">pandas.tseries.offsets</span>·<span·class="k">as</span>·<span·class="nn">offsets</span>

1463	<span·class="gp">In·[66]:·</span><span·class="n">pd</span><span·class="o">.</span><span·class="n">Timestamp</span><span·class="o">.</span><span·class="n">now</span><span·class="p">()</span>	1463	<span·class="gp">In·[66]:·</span><span·class="n">pd</span><span·class="o">.</span><span·class="n">Timestamp</span><span·class="o">.</span><span·class="n">now</span><span·class="p">()</span>
1464	<span·class="gh">Out[66]:·</span><span·class="go">Timestamp('2026-09-06·11:30:08.914159')</span>	1464	<span·class="gh">Out[66]:·</span><span·class="go">Timestamp('2025-08-05·07:51:03.011691')</span>

1465	<span·class="gp">In·[67]:·</span><span·class="n">pd</span><span·class="o">.</span><span·class="n">Timestamp</span><span·class="o">.</span><span·class="n">now</span><span·class="p">()</span>·<span·class="o">+</span>·<span·class="n">offsets</span><span·class="o">.</span><span·class="n">DateOffset</span><span·class="p">(</span><span·class="n">years</span><span·class="o">=</span><span·class="mi">1</span><span·class="p">)</span>	1465	<span·class="gp">In·[67]:·</span><span·class="n">pd</span><span·class="o">.</span><span·class="n">Timestamp</span><span·class="o">.</span><span·class="n">now</span><span·class="p">()</span>·<span·class="o">+</span>·<span·class="n">offsets</span><span·class="o">.</span><span·class="n">DateOffset</span><span·class="p">(</span><span·class="n">years</span><span·class="o">=</span><span·class="mi">1</span><span·class="p">)</span>
1466	<span·class="gh">Out[67]:·</span><span·class="go">Timestamp('2027-09-06·11:30:08.91~~5438~~')</span>	1466	<span·class="gh">Out[67]:·</span><span·class="go">Timestamp('2026-08-05·07:51:03.012883')</span>
1467	</pre></div>	1467	</pre></div>
1468	</div>	1468	</div>
1469	</div>	1469	</div>
1470	</section>	1470	</section>
1471	</section>	1471	</section>
1472	<section·id="changes-to-index-comparisons">	1472	<section·id="changes-to-index-comparisons">
1473	<h3>Changes·to·Index·comparisons<a·class="headerlink"·href="#changes-to-index-comparisons"·title="Link·to·this·heading">#</a></h3>	1473	<h3>Changes·to·Index·comparisons<a·class="headerlink"·href="#changes-to-index-comparisons"·title="Link·to·this·heading">#</a></h3>


Offset 814, 18 lines modified		Offset 814, 18 lines modified
814	freq=None)	814	freq=None)
815	Note	815	Note
816	If·you·want·to·perform·calculations·based·on·today’s·date,·use·Timestamp.now()	816	If·you·want·to·perform·calculations·based·on·today’s·date,·use·Timestamp.now()
817	and·pandas.tseries.offsets.	817	and·pandas.tseries.offsets.
818	In·[65]:·import·pandas.tseries.offsets·as·offsets	818	In·[65]:·import·pandas.tseries.offsets·as·offsets

819	In·[66]:·pd.Timestamp.now()	819	In·[66]:·pd.Timestamp.now()
820	Out[66]:·Timestamp('2026-09-06·11:30:08.914159')	820	Out[66]:·Timestamp('2025-08-05·07:51:03.011691')

821	In·[67]:·pd.Timestamp.now()·+·offsets.DateOffset(years=1)	821	In·[67]:·pd.Timestamp.now()·+·offsets.DateOffset(years=1)
822	Out[67]:·Timestamp('2027-09-06·11:30:08.91~~5438~~')	822	Out[67]:·Timestamp('2026-08-05·07:51:03.012883')
823	\x8\x8\x8\x8·C\x8Ch\x8ha\x8an\x8ng\x8ge\x8es\x8s·t\x8to\x8o·I\x8In\x8nd\x8de\x8ex\x8x·c\x8co\x8om\x8mp\x8pa\x8ar\x8ri\x8is\x8so\x8on\x8ns\x8s_\x8#\x8#·\x8\x8\x8\x8	823	\x8\x8\x8\x8·C\x8Ch\x8ha\x8an\x8ng\x8ge\x8es\x8s·t\x8to\x8o·I\x8In\x8nd\x8de\x8ex\x8x·c\x8co\x8om\x8mp\x8pa\x8ar\x8ri\x8is\x8so\x8on\x8ns\x8s_\x8#\x8#·\x8\x8\x8\x8
824	Operator·equal·on·Index·should·behavior·similarly·to·Series·(_\x8G_\x8H_\x8·_\x89_\x89_\x84_\x87,·_\x8G_\x8H_\x8·_\x81_\x80_\x86_\x83_\x87)	824	Operator·equal·on·Index·should·behavior·similarly·to·Series·(_\x8G_\x8H_\x8·_\x89_\x89_\x84_\x87,·_\x8G_\x8H_\x8·_\x81_\x80_\x86_\x83_\x87)
825	Starting·in·v0.17.0,·comparing·Index·objects·of·different·lengths·will·raise·a	825	Starting·in·v0.17.0,·comparing·Index·objects·of·different·lengths·will·raise·a
826	ValueError.·This·is·to·be·consistent·with·the·behavior·of·Series.	826	ValueError.·This·is·to·be·consistent·with·the·behavior·of·Series.
827	Previous·behavior:	827	Previous·behavior:
828	In·[2]:·pd.Index([1,·2,·3])·==·pd.Index([1,·4,·5])	828	In·[2]:·pd.Index([1,·2,·3])·==·pd.Index([1,·4,·5])
829	Out[2]:·array([·True,·False,·False],·dtype=bool)	829	Out[2]:·array([·True,·False,·False],·dtype=bool)


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6256	-rw-r--r--···0·root·········(0)·root·········(0)···210184·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/reference/series.html	6256	-rw-r--r--···0·root·········(0)·root·········(0)···210184·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/reference/series.html
6257	-rw-r--r--···0·root·········(0)·root·········(0)····48665·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/reference/style.html	6257	-rw-r--r--···0·root·········(0)·root·········(0)····48665·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/reference/style.html
6258	-rw-r--r--···0·root·········(0)·root·········(0)····48657·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/reference/testing.html	6258	-rw-r--r--···0·root·········(0)·root·········(0)····48657·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/reference/testing.html
6259	-rw-r--r--···0·root·········(0)·root·········(0)····53295·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/reference/window.html	6259	-rw-r--r--···0·root·········(0)·root·········(0)····53295·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/reference/window.html
6260	-rw-r--r--···0·root·········(0)·root·········(0)······244·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/release.html	6260	-rw-r--r--···0·root·········(0)·root·········(0)······244·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/release.html
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6274	-rw-r--r--···0·root·········(0)·root·········(0)····36646·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/boolean.html	6274	-rw-r--r--···0·root·········(0)·root·········(0)····36646·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/boolean.html
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6277	-rw-r--r--···0·root·········(0)·root·········(0)····66125·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/copy_on_write.html	6277	-rw-r--r--···0·root·········(0)·root·········(0)····66125·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/copy_on_write.html
6278	-rw-r--r--···0·root·········(0)·root·········(0)···160414·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/dsintro.html	6278	-rw-r--r--···0·root·········(0)·root·········(0)···160414·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/dsintro.html
6279	-rw-r--r--···0·root·········(0)·root·········(0)····81376·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/duplicates.html	6279	-rw-r--r--···0·root·········(0)·root·········(0)····81376·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/duplicates.html
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6281	-rw-r--r--···0·root·········(0)·root·········(0)···107882·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/gotchas.html	6281	-rw-r--r--···0·root·········(0)·root·········(0)···107882·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/gotchas.html
6282	-rw-r--r--···0·root·········(0)·root·········(0)···300850·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/groupby.html	6282	-rw-r--r--···0·root·········(0)·root·········(0)···300850·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/groupby.html
6283	-rw-r--r--···0·root·········(0)·root·········(0)····59715·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/index.html	6283	-rw-r--r--···0·root·········(0)·root·········(0)····59715·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/index.html
6284	-rw-r--r--···0·root·········(0)·root·········(0)···395484·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/indexing.html	6284	-rw-r--r--···0·root·········(0)·root·········(0)···395484·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/indexing.html
6285	-rw-r--r--···0·root·········(0)·root·········(0)····41778·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/integer_na.html	6285	-rw-r--r--···0·root·········(0)·root·········(0)····41778·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/integer_na.html
6286	-rw-r--r--···0·root·········(0)·root·········(0)··1145870·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/io.html	6286	-rw-r--r--···0·root·········(0)·root·········(0)··1145870·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/io.html
6287	-rw-r--r--···0·root·········(0)·root·········(0)···208885·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/merging.html	6287	-rw-r--r--···0·root·········(0)·root·········(0)···208885·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/merging.html
6288	-rw-r--r--···0·root·········(0)·root·········(0)···178690·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/missing_data.html	6288	-rw-r--r--···0·root·········(0)·root·········(0)···178690·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/missing_data.html
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6290	-rw-r--r--···0·root·········(0)·root·········(0)···147524·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/pyarrow.html	6290	-rw-r--r--···0·root·········(0)·root·········(0)···147524·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/pyarrow.html
6291	-rw-r--r--···0·root·········(0)·root·········(0)···162660·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/reshaping.html	6291	-rw-r--r--···0·root·········(0)·root·········(0)···162660·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/reshaping.html
6292	-rw-r--r--···0·root·········(0)·root·········(0)···115581·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/scale.html	6292	-rw-r--r--···0·root·········(0)·root·········(0)···115581·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/scale.html
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Offset 592, 30 lines modified		Offset 592, 30 lines modified
592	<span·class="gp">···...:·</span>········<span·class="n">s</span>·<span·class="o">+=</span>·<span·class="n">f</span><span·class="p">(</span><span·class="n">a</span>·<span·class="o">+</span>·<span·class="n">i</span>·<span·class="o">*</span>·<span·class="n">dx</span><span·class="p">)</span>	592	<span·class="gp">···...:·</span>········<span·class="n">s</span>·<span·class="o">+=</span>·<span·class="n">f</span><span·class="p">(</span><span·class="n">a</span>·<span·class="o">+</span>·<span·class="n">i</span>·<span·class="o">*</span>·<span·class="n">dx</span><span·class="p">)</span>
593	<span·class="gp">···...:·</span>····<span·class="k">return</span>·<span·class="n">s</span>·<span·class="o">*</span>·<span·class="n">dx</span>	593	<span·class="gp">···...:·</span>····<span·class="k">return</span>·<span·class="n">s</span>·<span·class="o">*</span>·<span·class="n">dx</span>
594	<span·class="gp">···...:·</span>	594	<span·class="gp">···...:·</span>
595	</pre></div>	595	</pre></div>
596	</div>	596	</div>
597	<p>We·achieve·our·result·by·using·<a·class="reference·internal"·href="../reference/api/pandas.DataFrame.apply.html#pandas.DataFrame.apply"·title="pandas.DataFrame.apply"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">DataFrame.apply()</span></code></a>·(row-wise):</p>	597	<p>We·achieve·our·result·by·using·<a·class="reference·internal"·href="../reference/api/pandas.DataFrame.apply.html#pandas.DataFrame.apply"·title="pandas.DataFrame.apply"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">DataFrame.apply()</span></code></a>·(row-wise):</p>
598	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[5]:·</span><span·class="o">%</span><span·class="k">timeit</span>·df.apply(lambda·x:·integrate_f(x["a"],·x["b"],·x["N"]),·axis=1)	598	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[5]:·</span><span·class="o">%</span><span·class="k">timeit</span>·df.apply(lambda·x:·integrate_f(x["a"],·x["b"],·x["N"]),·axis=1)
599	<span·class="go">58.3·ms·+-·2·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·10·loops·each)</span>	599	<span·class="go">52.8·ms·+-·1.12·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·10·loops·each)</span>
600	</pre></div>	600	</pre></div>
601	</div>	601	</div>
602	<p>Let’s·take·a·look·and·see·where·the·time·is·spent·during·this·operation	602	<p>Let’s·take·a·look·and·see·where·the·time·is·spent·during·this·operation
603	using·the·<a·class="reference·external"·href="https://ipython.readthedocs.io/en/stable/interactive/magics.html#magic-prun">prun·ipython·magic·function</a>:</p>	603	using·the·<a·class="reference·external"·href="https://ipython.readthedocs.io/en/stable/interactive/magics.html#magic-prun">prun·ipython·magic·function</a>:</p>
604	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="go">#·most·time·consuming·4·calls</span>	604	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="go">#·most·time·consuming·4·calls</span>
605	<span·class="gp">In·[6]:·</span><span·class="o">%</span><span·class="k">prun</span>·-l·4·df.apply(lambda·x:·integrate_f(x["a"],·x["b"],·x["N"]),·axis=1)··#·noqa·E999	605	<span·class="gp">In·[6]:·</span><span·class="o">%</span><span·class="k">prun</span>·-l·4·df.apply(lambda·x:·integrate_f(x["a"],·x["b"],·x["N"]),·axis=1)··#·noqa·E999
606	<span·class="go">·········605946·function·calls·(605928·primitive·calls)·in·0.158·seconds</span>	606	<span·class="go">·········605946·function·calls·(605928·primitive·calls)·in·0.156·seconds</span>

607	<span·class="go">···Ordered·by:·internal·time</span>	607	<span·class="go">···Ordered·by:·internal·time</span>
608	<span·class="go">···List·reduced·from·159·to·4·due·to·restriction·<4></span>	608	<span·class="go">···List·reduced·from·159·to·4·due·to·restriction·<4></span>

609	<span·class="go">···ncalls··tottime··percall··cumtime··percall·filename:lineno(function)</span>	609	<span·class="go">···ncalls··tottime··percall··cumtime··percall·filename:lineno(function)</span>
610	<span·class="go">·····1000····0.092····0.000····0.137····0.000·<ipython-input-4-c2a74e076cf0>:1(integrate_f)</span>	610	<span·class="go">·····1000····0.088····0.000····0.134····0.000·<ipython-input-4-c2a74e076cf0>:1(integrate_f)</span>
611	<span·class="go">···552423····0.046····0.000····0.046····0.000·<ipython-input-3-c138bdd570e3>:1(f)</span>	611	<span·class="go">···552423····0.046····0.000····0.046····0.000·<ipython-input-3-c138bdd570e3>:1(f)</span>
612	<span·class="go">·····3000····0.004····0.000····0.014····0.000·series.py:1095(__getitem__)</span>	612	<span·class="go">·····3000····0.004····0.000····0.013····0.000·series.py:1095(__getitem__)</span>
613	<span·class="go">·····3000····0.002····0.000····0.006····0.000·series.py:1220(_get_value)</span>	613	<span·class="go">·····3000····0.002····0.000····0.006····0.000·series.py:1220(_get_value)</span>
614	</pre></div>	614	</pre></div>
615	</div>	615	</div>
616	<p>By·far·the·majority·of·time·is·spend·inside·either·<code·class="docutils·literal·notranslate"><span·class="pre">integrate_f</span></code>·or·<code·class="docutils·literal·notranslate"><span·class="pre">f</span></code>,	616	<p>By·far·the·majority·of·time·is·spend·inside·either·<code·class="docutils·literal·notranslate"><span·class="pre">integrate_f</span></code>·or·<code·class="docutils·literal·notranslate"><span·class="pre">f</span></code>,
617	hence·we’ll·concentrate·our·efforts·cythonizing·these·two·functions.</p>	617	hence·we’ll·concentrate·our·efforts·cythonizing·these·two·functions.</p>
618	</section>	618	</section>
619	<section·id="plain-cython">	619	<section·id="plain-cython">
Offset 634, 15 lines modified		Offset 634, 15 lines modified
634	<span·class="gp">···...:·</span>····for·i·in·range(N):	634	<span·class="gp">···...:·</span>····for·i·in·range(N):
635	<span·class="gp">···...:·</span>········s·+=·f_plain(a·+·i·*·dx)	635	<span·class="gp">···...:·</span>········s·+=·f_plain(a·+·i·*·dx)
636	<span·class="gp">···...:·</span>····return·s·*·dx	636	<span·class="gp">···...:·</span>····return·s·*·dx
637	<span·class="gp">···...:·</span>	637	<span·class="gp">···...:·</span>
638	</pre></div>	638	</pre></div>
639	</div>	639	</div>
640	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[9]:·</span><span·class="o">%</span><span·class="k">timeit</span>·df.apply(lambda·x:·integrate_f_plain(x["a"],·x["b"],·x["N"]),·axis=1)	640	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[9]:·</span><span·class="o">%</span><span·class="k">timeit</span>·df.apply(lambda·x:·integrate_f_plain(x["a"],·x["b"],·x["N"]),·axis=1)


Offset 757, 37 lines modified		Offset 757, 37 lines modified
757	<span·class="gp">···...:·</span>	757	<span·class="gp">···...:·</span>

758	<span·class="gp">In·[2]:·</span><span·class="n">df</span><span·class="o">.</span><span·class="n">dtypes</span>	758	<span·class="gp">In·[2]:·</span><span·class="n">df</span><span·class="o">.</span><span·class="n">dtypes</span>
759	<span·class="gh">Out[2]:·</span>	759	<span·class="gh">Out[2]:·</span>
760	<span·class="go">A·····int64</span>	760	<span·class="go">A·····int64</span>
761	<span·class="go">B····object</span>	761	<span·class="go">B····object</span>
762	<span·class="go">C····object</span>	762	<span·class="go">C····object</span>
763	<span·class="go">~~Length:·3,·~~dtype:·object</span>	763	<span·class="go">dtype:·object</span>

764	<span·class="gp">In·[3]:·</span><span·class="n">df</span><span·class="o">.</span><span·class="n">infer_objects</span><span·class="p">()</span><span·class="o">.</span><span·class="n">dtypes</span>	764	<span·class="gp">In·[3]:·</span><span·class="n">df</span><span·class="o">.</span><span·class="n">infer_objects</span><span·class="p">()</span><span·class="o">.</span><span·class="n">dtypes</span>
765	<span·class="gh">Out[3]:·</span>	765	<span·class="gh">Out[3]:·</span>
766	<span·class="go">A·····int64</span>	766	<span·class="go">A·····int64</span>
767	<span·class="go">B·····int64</span>	767	<span·class="go">B·····int64</span>
768	<span·class="go">C····object</span>	768	<span·class="go">C····object</span>
769	<span·class="go">~~Length:·3,·~~dtype:·object</span>	769	<span·class="go">dtype:·object</span>
770	</pre></div>	770	</pre></div>
771	</div>	771	</div>
772	<p>Note·that·column·<code·class="docutils·literal·notranslate"><span·class="pre">'C'</span></code>·was·not·converted·-·only·scalar·numeric·types	772	<p>Note·that·column·<code·class="docutils·literal·notranslate"><span·class="pre">'C'</span></code>·was·not·converted·-·only·scalar·numeric·types
773	will·be·converted·to·a·new·type.··Other·types·of·conversion·should·be·accomplished	773	will·be·converted·to·a·new·type.··Other·types·of·conversion·should·be·accomplished
774	using·the·<a·class="reference·internal"·href="../reference/api/pandas.to_numeric.html#pandas.to_numeric"·title="pandas.to_numeric"><code·class="xref·py·py-func·docutils·literal·notranslate"><span·class="pre">to_numeric()</span></code></a>·function·(or·<a·class="reference·internal"·href="../reference/api/pandas.to_datetime.html#pandas.to_datetime"·title="pandas.to_datetime"><code·class="xref·py·py-func·docutils·literal·notranslate"><span·class="pre">to_datetime()</span></code></a>,·<a·class="reference·internal"·href="../reference/api/pandas.to_timedelta.html#pandas.to_timedelta"·title="pandas.to_timedelta"><code·class="xref·py·py-func·docutils·literal·notranslate"><span·class="pre">to_timedelta()</span></code></a>).</p>	774	using·the·<a·class="reference·internal"·href="../reference/api/pandas.to_numeric.html#pandas.to_numeric"·title="pandas.to_numeric"><code·class="xref·py·py-func·docutils·literal·notranslate"><span·class="pre">to_numeric()</span></code></a>·function·(or·<a·class="reference·internal"·href="../reference/api/pandas.to_datetime.html#pandas.to_datetime"·title="pandas.to_datetime"><code·class="xref·py·py-func·docutils·literal·notranslate"><span·class="pre">to_datetime()</span></code></a>,·<a·class="reference·internal"·href="../reference/api/pandas.to_timedelta.html#pandas.to_timedelta"·title="pandas.to_timedelta"><code·class="xref·py·py-func·docutils·literal·notranslate"><span·class="pre">to_timedelta()</span></code></a>).</p>
775	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[4]:·</span><span·class="n">df</span>·<span·class="o">=</span>·<span·class="n">df</span><span·class="o">.</span><span·class="n">infer_objects</span><span·class="p">()</span>	775	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[4]:·</span><span·class="n">df</span>·<span·class="o">=</span>·<span·class="n">df</span><span·class="o">.</span><span·class="n">infer_objects</span><span·class="p">()</span>

776	<span·class="gp">In·[5]:·</span><span·class="n">df</span><span·class="p">[</span><span·class="s1">'C'</span><span·class="p">]</span>·<span·class="o">=</span>·<span·class="n">pd</span><span·class="o">.</span><span·class="n">to_numeric</span><span·class="p">(</span><span·class="n">df</span><span·class="p">[</span><span·class="s1">'C'</span><span·class="p">],</span>·<span·class="n">errors</span><span·class="o">=</span><span·class="s1">'coerce'</span><span·class="p">)</span>	776	<span·class="gp">In·[5]:·</span><span·class="n">df</span><span·class="p">[</span><span·class="s1">'C'</span><span·class="p">]</span>·<span·class="o">=</span>·<span·class="n">pd</span><span·class="o">.</span><span·class="n">to_numeric</span><span·class="p">(</span><span·class="n">df</span><span·class="p">[</span><span·class="s1">'C'</span><span·class="p">],</span>·<span·class="n">errors</span><span·class="o">=</span><span·class="s1">'coerce'</span><span·class="p">)</span>

777	<span·class="gp">In·[6]:·</span><span·class="n">df</span><span·class="o">.</span><span·class="n">dtypes</span>	777	<span·class="gp">In·[6]:·</span><span·class="n">df</span><span·class="o">.</span><span·class="n">dtypes</span>
778	<span·class="gh">Out[6]:·</span>	778	<span·class="gh">Out[6]:·</span>
779	<span·class="go">A····int64</span>	779	<span·class="go">A····int64</span>
780	<span·class="go">B····int64</span>	780	<span·class="go">B····int64</span>
781	<span·class="go">C····int64</span>	781	<span·class="go">C····int64</span>
782	<span·class="go">~~Length:·3,·~~dtype:·object</span>	782	<span·class="go">dtype:·object</span>
783	</pre></div>	783	</pre></div>
784	</div>	784	</div>
785	</section>	785	</section>
786	<section·id="improved-warnings-when-attempting-to-create-columns">	786	<section·id="improved-warnings-when-attempting-to-create-columns">
787	<span·id="whatsnew-0210-enhancements-attribute-access"></span><h3>Improved·warnings·when·attempting·to·create·columns<a·class="headerlink"·href="#improved-warnings-when-attempting-to-create-columns"·title="Link·to·this·heading">#</a></h3>	787	<span·id="whatsnew-0210-enhancements-attribute-access"></span><h3>Improved·warnings·when·attempting·to·create·columns<a·class="headerlink"·href="#improved-warnings-when-attempting-to-create-columns"·title="Link·to·this·heading">#</a></h3>
788	<p>New·users·are·often·puzzled·by·the·relationship·between·column·operations·and	788	<p>New·users·are·often·puzzled·by·the·relationship·between·column·operations·and
789	attribute·access·on·<code·class="docutils·literal·notranslate"><span·class="pre">DataFrame</span></code>·instances·(<a·class="extlink-issue·reference·external"·href="https://github.com/pandas-dev/pandas/issues/7175">GH·7175</a>).·One·specific	789	attribute·access·on·<code·class="docutils·literal·notranslate"><span·class="pre">DataFrame</span></code>·instances·(<a·class="extlink-issue·reference·external"·href="https://github.com/pandas-dev/pandas/issues/7175">GH·7175</a>).·One·specific
Offset 820, 32 lines modified		Offset 820, 26 lines modified


Offset 212, 35 lines modified		Offset 212, 35 lines modified
212	···...:	212	···...:

213	In·[2]:·df.dtypes	213	In·[2]:·df.dtypes
214	Out[2]:	214	Out[2]:
215	A·····int64	215	A·····int64
216	B····object	216	B····object
217	C····object	217	C····object
218	~~Length:·3,·~~dtype:·object	218	dtype:·object

219	In·[3]:·df.infer_objects().dtypes	219	In·[3]:·df.infer_objects().dtypes
220	Out[3]:	220	Out[3]:
221	A·····int64	221	A·····int64
222	B·····int64	222	B·····int64
223	C····object	223	C····object
224	~~Length:·3,·~~dtype:·object	224	dtype:·object
225	Note·that·column·'C'·was·not·converted·-·only·scalar·numeric·types·will·be	225	Note·that·column·'C'·was·not·converted·-·only·scalar·numeric·types·will·be
226	converted·to·a·new·type.·Other·types·of·conversion·should·be·accomplished·using	226	converted·to·a·new·type.·Other·types·of·conversion·should·be·accomplished·using
227	the·_\x8t_\x8o_\x8__\x8n_\x8u_\x8m_\x8e_\x8r_\x8i_\x8c_\x8(_\x8)·function·(or·_\x8t_\x8o_\x8__\x8d_\x8a_\x8t_\x8e_\x8t_\x8i_\x8m_\x8e_\x8(_\x8),·_\x8t_\x8o_\x8__\x8t_\x8i_\x8m_\x8e_\x8d_\x8e_\x8l_\x8t_\x8a_\x8(_\x8)).	227	the·_\x8t_\x8o_\x8__\x8n_\x8u_\x8m_\x8e_\x8r_\x8i_\x8c_\x8(_\x8)·function·(or·_\x8t_\x8o_\x8__\x8d_\x8a_\x8t_\x8e_\x8t_\x8i_\x8m_\x8e_\x8(_\x8),·_\x8t_\x8o_\x8__\x8t_\x8i_\x8m_\x8e_\x8d_\x8e_\x8l_\x8t_\x8a_\x8(_\x8)).
228	In·[4]:·df·=·df.infer_objects()	228	In·[4]:·df·=·df.infer_objects()

229	In·[5]:·df['C']·=·pd.to_numeric(df['C'],·errors='coerce')	229	In·[5]:·df['C']·=·pd.to_numeric(df['C'],·errors='coerce')

230	In·[6]:·df.dtypes	230	In·[6]:·df.dtypes
231	Out[6]:	231	Out[6]:
232	A····int64	232	A····int64
233	B····int64	233	B····int64
234	C····int64	234	C····int64
235	~~Length:·3,·~~dtype:·object	235	dtype:·object
236	\x8\x8\x8\x8·I\x8Im\x8mp\x8pr\x8ro\x8ov\x8ve\x8ed\x8d·w\x8wa\x8ar\x8rn\x8ni\x8in\x8ng\x8gs\x8s·w\x8wh\x8he\x8en\x8n·a\x8at\x8tt\x8te\x8em\x8mp\x8pt\x8ti\x8in\x8ng\x8g·t\x8to\x8o·c\x8cr\x8re\x8ea\x8at\x8te\x8e·c\x8co\x8ol\x8lu\x8um\x8mn\x8ns\x8s_\x8#\x8#·\x8\x8\x8\x8	236	\x8\x8\x8\x8·I\x8Im\x8mp\x8pr\x8ro\x8ov\x8ve\x8ed\x8d·w\x8wa\x8ar\x8rn\x8ni\x8in\x8ng\x8gs\x8s·w\x8wh\x8he\x8en\x8n·a\x8at\x8tt\x8te\x8em\x8mp\x8pt\x8ti\x8in\x8ng\x8g·t\x8to\x8o·c\x8cr\x8re\x8ea\x8at\x8te\x8e·c\x8co\x8ol\x8lu\x8um\x8mn\x8ns\x8s_\x8#\x8#·\x8\x8\x8\x8
237	New·users·are·often·puzzled·by·the·relationship·between·column·operations·and	237	New·users·are·often·puzzled·by·the·relationship·between·column·operations·and
238	attribute·access·on·DataFrame·instances·(_\x8G_\x8H_\x8·_\x87_\x81_\x87_\x85).·One·specific·instance·of	238	attribute·access·on·DataFrame·instances·(_\x8G_\x8H_\x8·_\x87_\x81_\x87_\x85).·One·specific·instance·of
239	this·confusion·is·attempting·to·create·a·new·column·by·setting·an·attribute·on	239	this·confusion·is·attempting·to·create·a·new·column·by·setting·an·attribute·on
240	the·DataFrame:	240	the·DataFrame:
241	In·[1]:·df·=·pd.DataFrame({'one':·[1.,·2.,·3.]})	241	In·[1]:·df·=·pd.DataFrame({'one':·[1.,·2.,·3.]})
242	In·[2]:·df.two·=·[4,·5,·6]	242	In·[2]:·df.two·=·[4,·5,·6]
Offset 264, 91 lines modified		Offset 264, 73 lines modified

264	In·[8]:·df	264	In·[8]:·df


Offset 745, 24 lines modified		Offset 745, 24 lines modified
745	<p><em>pandas·0.22</em></p>	745	<p><em>pandas·0.22</em></p>
746	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[8]:·</span><span·class="n">grouper</span>·<span·class="o">=</span>·<span·class="n">pd</span><span·class="o">.</span><span·class="n">Categorical</span><span·class="p">([</span><span·class="s2">"a"</span><span·class="p">,</span>·<span·class="s2">"a"</span><span·class="p">],</span>·<span·class="n">categories</span><span·class="o">=</span><span·class="p">[</span><span·class="s2">"a"</span><span·class="p">,</span>·<span·class="s2">"b"</span><span·class="p">])</span>	746	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[8]:·</span><span·class="n">grouper</span>·<span·class="o">=</span>·<span·class="n">pd</span><span·class="o">.</span><span·class="n">Categorical</span><span·class="p">([</span><span·class="s2">"a"</span><span·class="p">,</span>·<span·class="s2">"a"</span><span·class="p">],</span>·<span·class="n">categories</span><span·class="o">=</span><span·class="p">[</span><span·class="s2">"a"</span><span·class="p">,</span>·<span·class="s2">"b"</span><span·class="p">])</span>

747	<span·class="gp">In·[9]:·</span><span·class="n">pd</span><span·class="o">.</span><span·class="n">Series</span><span·class="p">([</span><span·class="mi">1</span><span·class="p">,</span>·<span·class="mi">2</span><span·class="p">])</span><span·class="o">.</span><span·class="n">groupby</span><span·class="p">(</span><span·class="n">grouper</span><span·class="p">,</span>·<span·class="n">observed</span><span·class="o">=</span><span·class="kc">False</span><span·class="p">)</span><span·class="o">.</span><span·class="n">sum</span><span·class="p">()</span>	747	<span·class="gp">In·[9]:·</span><span·class="n">pd</span><span·class="o">.</span><span·class="n">Series</span><span·class="p">([</span><span·class="mi">1</span><span·class="p">,</span>·<span·class="mi">2</span><span·class="p">])</span><span·class="o">.</span><span·class="n">groupby</span><span·class="p">(</span><span·class="n">grouper</span><span·class="p">,</span>·<span·class="n">observed</span><span·class="o">=</span><span·class="kc">False</span><span·class="p">)</span><span·class="o">.</span><span·class="n">sum</span><span·class="p">()</span>
748	<span·class="gh">Out[9]:·</span>	748	<span·class="gh">Out[9]:·</span>
749	<span·class="go">a····3</span>	749	<span·class="go">a····3</span>
750	<span·class="go">b····0</span>	750	<span·class="go">b····0</span>
751	<span·class="go">~~Length:·2,·~~dtype:·int64</span>	751	<span·class="go">dtype:·int64</span>
752	</pre></div>	752	</pre></div>
753	</div>	753	</div>
754	<p>To·restore·the·0.21·behavior·of·returning·<code·class="docutils·literal·notranslate"><span·class="pre">NaN</span></code>·for·unobserved·groups,	754	<p>To·restore·the·0.21·behavior·of·returning·<code·class="docutils·literal·notranslate"><span·class="pre">NaN</span></code>·for·unobserved·groups,
755	use·<code·class="docutils·literal·notranslate"><span·class="pre">min_count>=1</span></code>.</p>	755	use·<code·class="docutils·literal·notranslate"><span·class="pre">min_count>=1</span></code>.</p>
756	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[10]:·</span><span·class="n">pd</span><span·class="o">.</span><span·class="n">Series</span><span·class="p">([</span><span·class="mi">1</span><span·class="p">,</span>·<span·class="mi">2</span><span·class="p">])</span><span·class="o">.</span><span·class="n">groupby</span><span·class="p">(</span><span·class="n">grouper</span><span·class="p">,</span>·<span·class="n">observed</span><span·class="o">=</span><span·class="kc">False</span><span·class="p">)</span><span·class="o">.</span><span·class="n">sum</span><span·class="p">(</span><span·class="n">min_count</span><span·class="o">=</span><span·class="mi">1</span><span·class="p">)</span>	756	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[10]:·</span><span·class="n">pd</span><span·class="o">.</span><span·class="n">Series</span><span·class="p">([</span><span·class="mi">1</span><span·class="p">,</span>·<span·class="mi">2</span><span·class="p">])</span><span·class="o">.</span><span·class="n">groupby</span><span·class="p">(</span><span·class="n">grouper</span><span·class="p">,</span>·<span·class="n">observed</span><span·class="o">=</span><span·class="kc">False</span><span·class="p">)</span><span·class="o">.</span><span·class="n">sum</span><span·class="p">(</span><span·class="n">min_count</span><span·class="o">=</span><span·class="mi">1</span><span·class="p">)</span>
757	<span·class="gh">Out[10]:·</span>	757	<span·class="gh">Out[10]:·</span>
758	<span·class="go">a····3.0</span>	758	<span·class="go">a····3.0</span>
759	<span·class="go">b····NaN</span>	759	<span·class="go">b····NaN</span>
760	<span·class="go">~~Length:·2,·~~dtype:·float64</span>	760	<span·class="go">dtype:·float64</span>
761	</pre></div>	761	</pre></div>
762	</div>	762	</div>
763	</section>	763	</section>
764	<section·id="resample">	764	<section·id="resample">
765	<h3>Resample<a·class="headerlink"·href="#resample"·title="Link·to·this·heading">#</a></h3>	765	<h3>Resample<a·class="headerlink"·href="#resample"·title="Link·to·this·heading">#</a></h3>
766	<p>The·sum·and·product·of·all-<em>NA</em>·bins·has·changed·from·<code·class="docutils·literal·notranslate"><span·class="pre">NaN</span></code>·to·<code·class="docutils·literal·notranslate"><span·class="pre">0</span></code>·for	766	<p>The·sum·and·product·of·all-<em>NA</em>·bins·has·changed·from·<code·class="docutils·literal·notranslate"><span·class="pre">NaN</span></code>·to·<code·class="docutils·literal·notranslate"><span·class="pre">0</span></code>·for
767	sum·and·<code·class="docutils·literal·notranslate"><span·class="pre">1</span></code>·for·product.</p>	767	sum·and·<code·class="docutils·literal·notranslate"><span·class="pre">1</span></code>·for·product.</p>
Offset 787, 23 lines modified		Offset 787, 23 lines modified
787	<p><em>pandas·0.22.0</em></p>	787	<p><em>pandas·0.22.0</em></p>
788	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[11]:·</span><span·class="n">s</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="mi">1</span><span·class="p">,</span>·<span·class="mi">1</span><span·class="p">,</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">nan</span><span·class="p">,</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">nan</span><span·class="p">],</span>·<span·class="n">index</span><span·class="o">=</span><span·class="n">pd</span><span·class="o">.</span><span·class="n">date_range</span><span·class="p">(</span><span·class="s2">"2017"</span><span·class="p">,</span>·<span·class="n">periods</span><span·class="o">=</span><span·class="mi">4</span><span·class="p">))</span>	788	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[11]:·</span><span·class="n">s</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="mi">1</span><span·class="p">,</span>·<span·class="mi">1</span><span·class="p">,</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">nan</span><span·class="p">,</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">nan</span><span·class="p">],</span>·<span·class="n">index</span><span·class="o">=</span><span·class="n">pd</span><span·class="o">.</span><span·class="n">date_range</span><span·class="p">(</span><span·class="s2">"2017"</span><span·class="p">,</span>·<span·class="n">periods</span><span·class="o">=</span><span·class="mi">4</span><span·class="p">))</span>

789	<span·class="gp">In·[12]:·</span><span·class="n">s</span><span·class="o">.</span><span·class="n">resample</span><span·class="p">(</span><span·class="s2">"2d"</span><span·class="p">)</span><span·class="o">.</span><span·class="n">sum</span><span·class="p">()</span>	789	<span·class="gp">In·[12]:·</span><span·class="n">s</span><span·class="o">.</span><span·class="n">resample</span><span·class="p">(</span><span·class="s2">"2d"</span><span·class="p">)</span><span·class="o">.</span><span·class="n">sum</span><span·class="p">()</span>
790	<span·class="gh">Out[12]:·</span>	790	<span·class="gh">Out[12]:·</span>
791	<span·class="go">2017-01-01····2.0</span>	791	<span·class="go">2017-01-01····2.0</span>
792	<span·class="go">2017-01-03····0.0</span>	792	<span·class="go">2017-01-03····0.0</span>
793	<span·class="go">Freq:·2D,·~~Length:·2,·~~dtype:·float64</span>	793	<span·class="go">Freq:·2D,·dtype:·float64</span>
794	</pre></div>	794	</pre></div>
795	</div>	795	</div>
796	<p>To·restore·the·0.21·behavior·of·returning·<code·class="docutils·literal·notranslate"><span·class="pre">NaN</span></code>,·use·<code·class="docutils·literal·notranslate"><span·class="pre">min_count>=1</span></code>.</p>	796	<p>To·restore·the·0.21·behavior·of·returning·<code·class="docutils·literal·notranslate"><span·class="pre">NaN</span></code>,·use·<code·class="docutils·literal·notranslate"><span·class="pre">min_count>=1</span></code>.</p>
797	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[13]:·</span><span·class="n">s</span><span·class="o">.</span><span·class="n">resample</span><span·class="p">(</span><span·class="s2">"2d"</span><span·class="p">)</span><span·class="o">.</span><span·class="n">sum</span><span·class="p">(</span><span·class="n">min_count</span><span·class="o">=</span><span·class="mi">1</span><span·class="p">)</span>	797	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[13]:·</span><span·class="n">s</span><span·class="o">.</span><span·class="n">resample</span><span·class="p">(</span><span·class="s2">"2d"</span><span·class="p">)</span><span·class="o">.</span><span·class="n">sum</span><span·class="p">(</span><span·class="n">min_count</span><span·class="o">=</span><span·class="mi">1</span><span·class="p">)</span>
798	<span·class="gh">Out[13]:·</span>	798	<span·class="gh">Out[13]:·</span>
799	<span·class="go">2017-01-01····2.0</span>	799	<span·class="go">2017-01-01····2.0</span>
800	<span·class="go">2017-01-03····NaN</span>	800	<span·class="go">2017-01-03····NaN</span>
801	<span·class="go">Freq:·2D,·~~Length:·2,·~~dtype:·float64</span>	801	<span·class="go">Freq:·2D,·dtype:·float64</span>
802	</pre></div>	802	</pre></div>
803	</div>	803	</div>
804	<p>In·particular,·upsampling·and·taking·the·sum·or·product·is·affected,·as	804	<p>In·particular,·upsampling·and·taking·the·sum·or·product·is·affected,·as
805	upsampling·introduces·missing·values·even·if·the·original·series·was	805	upsampling·introduces·missing·values·even·if·the·original·series·was
806	entirely·valid.</p>	806	entirely·valid.</p>
807	<p><em>pandas·0.21.x</em></p>	807	<p><em>pandas·0.21.x</em></p>
808	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[14]:·</span><span·class="n">idx</span>·<span·class="o">=</span>·<span·class="n">pd</span><span·class="o">.</span><span·class="n">DatetimeIndex</span><span·class="p">([</span><span·class="s1">'2017-01-01'</span><span·class="p">,</span>·<span·class="s1">'2017-01-02'</span><span·class="p">])</span>	808	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[14]:·</span><span·class="n">idx</span>·<span·class="o">=</span>·<span·class="n">pd</span><span·class="o">.</span><span·class="n">DatetimeIndex</span><span·class="p">([</span><span·class="s1">'2017-01-01'</span><span·class="p">,</span>·<span·class="s1">'2017-01-02'</span><span·class="p">])</span>
Offset 856, 15 lines modified		Offset 856, 15 lines modified
856	<p><em>pandas·0.22.0</em></p>	856	<p><em>pandas·0.22.0</em></p>
857	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[14]:·</span><span·class="n">s</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">np</span><span·class="o">.</span><span·class="n">nan</span><span·class="p">,</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">nan</span><span·class="p">])</span>	857	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[14]:·</span><span·class="n">s</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">np</span><span·class="o">.</span><span·class="n">nan</span><span·class="p">,</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">nan</span><span·class="p">])</span>

858	<span·class="gp">In·[15]:·</span><span·class="n">s</span><span·class="o">.</span><span·class="n">rolling</span><span·class="p">(</span><span·class="mi">2</span><span·class="p">,</span>·<span·class="n">min_periods</span><span·class="o">=</span><span·class="mi">0</span><span·class="p">)</span><span·class="o">.</span><span·class="n">sum</span><span·class="p">()</span>	858	<span·class="gp">In·[15]:·</span><span·class="n">s</span><span·class="o">.</span><span·class="n">rolling</span><span·class="p">(</span><span·class="mi">2</span><span·class="p">,</span>·<span·class="n">min_periods</span><span·class="o">=</span><span·class="mi">0</span><span·class="p">)</span><span·class="o">.</span><span·class="n">sum</span><span·class="p">()</span>
859	<span·class="gh">Out[15]:·</span>	859	<span·class="gh">Out[15]:·</span>
860	<span·class="go">0····0.0</span>	860	<span·class="go">0····0.0</span>
861	<span·class="go">1····0.0</span>	861	<span·class="go">1····0.0</span>
862	<span·class="go">~~Length:·2,·~~dtype:·float64</span>	862	<span·class="go">dtype:·float64</span>
863	</pre></div>	863	</pre></div>
864	</div>	864	</div>
865	<p>The·default·behavior·of·<code·class="docutils·literal·notranslate"><span·class="pre">min_periods=None</span></code>,·implying·that·<code·class="docutils·literal·notranslate"><span·class="pre">min_periods</span></code>	865	<p>The·default·behavior·of·<code·class="docutils·literal·notranslate"><span·class="pre">min_periods=None</span></code>,·implying·that·<code·class="docutils·literal·notranslate"><span·class="pre">min_periods</span></code>
866	equals·the·window·size,·is·unchanged.</p>	866	equals·the·window·size,·is·unchanged.</p>
867	</section>	867	</section>
868	</section>	868	</section>
869	<section·id="compatibility">	869	<section·id="compatibility">


Offset 192, 22 lines modified		Offset 192, 22 lines modified
192	p\x8pa\x8an\x8nd\x8da\x8as\x8s·0\x80.\x8.2\x822\x82	192	p\x8pa\x8an\x8nd\x8da\x8as\x8s·0\x80.\x8.2\x822\x82
193	In·[8]:·grouper·=·pd.Categorical(["a",·"a"],·categories=["a",·"b"])	193	In·[8]:·grouper·=·pd.Categorical(["a",·"a"],·categories=["a",·"b"])

194	In·[9]:·pd.Series([1,·2]).groupby(grouper,·observed=False).sum()	194	In·[9]:·pd.Series([1,·2]).groupby(grouper,·observed=False).sum()
195	Out[9]:	195	Out[9]:
196	a····3	196	a····3
197	b····0	197	b····0
198	~~Length:·2,·~~dtype:·int64	198	dtype:·int64
199	To·restore·the·0.21·behavior·of·returning·NaN·for·unobserved·groups,·use	199	To·restore·the·0.21·behavior·of·returning·NaN·for·unobserved·groups,·use
200	min_count>=1.	200	min_count>=1.
201	In·[10]:·pd.Series([1,·2]).groupby(grouper,·observed=False).sum(min_count=1)	201	In·[10]:·pd.Series([1,·2]).groupby(grouper,·observed=False).sum(min_count=1)
202	Out[10]:	202	Out[10]:
203	a····3.0	203	a····3.0
204	b····NaN	204	b····NaN
205	~~Length:·2,·~~dtype:·float64	205	dtype:·float64
206	\x8\x8\x8\x8·R\x8Re\x8es\x8sa\x8am\x8mp\x8pl\x8le\x8e_\x8#\x8#·\x8\x8\x8\x8	206	\x8\x8\x8\x8·R\x8Re\x8es\x8sa\x8am\x8mp\x8pl\x8le\x8e_\x8#\x8#·\x8\x8\x8\x8
207	The·sum·and·product·of·all-N\x8NA\x8A·bins·has·changed·from·NaN·to·0·for·sum·and·1·for	207	The·sum·and·product·of·all-N\x8NA\x8A·bins·has·changed·from·NaN·to·0·for·sum·and·1·for
208	product.	208	product.
209	p\x8pa\x8an\x8nd\x8da\x8as\x8s·0\x80.\x8.2\x821\x81.\x8.x\x8x	209	p\x8pa\x8an\x8nd\x8da\x8as\x8s·0\x80.\x8.2\x821\x81.\x8.x\x8x
210	In·[11]:·s·=·pd.Series([1,·1,·np.nan,·np.nan],	210	In·[11]:·s·=·pd.Series([1,·1,·np.nan,·np.nan],
211	···....:···············index=pd.date_range('2017',·periods=4))	211	···....:···············index=pd.date_range('2017',·periods=4))
212	···....:·s	212	···....:·s
Offset 227, 21 lines modified		Offset 227, 21 lines modified
227	In·[11]:·s·=·pd.Series([1,·1,·np.nan,·np.nan],·index=pd.date_range("2017",	227	In·[11]:·s·=·pd.Series([1,·1,·np.nan,·np.nan],·index=pd.date_range("2017",
228	periods=4))	228	periods=4))

229	In·[12]:·s.resample("2d").sum()	229	In·[12]:·s.resample("2d").sum()
230	Out[12]:	230	Out[12]:
231	2017-01-01····2.0	231	2017-01-01····2.0
232	2017-01-03····0.0	232	2017-01-03····0.0
233	Freq:·2D,·~~Length:·2,·~~dtype:·float64	233	Freq:·2D,·dtype:·float64
234	To·restore·the·0.21·behavior·of·returning·NaN,·use·min_count>=1.	234	To·restore·the·0.21·behavior·of·returning·NaN,·use·min_count>=1.
235	In·[13]:·s.resample("2d").sum(min_count=1)	235	In·[13]:·s.resample("2d").sum(min_count=1)
236	Out[13]:	236	Out[13]:
237	2017-01-01····2.0	237	2017-01-01····2.0
238	2017-01-03····NaN	238	2017-01-03····NaN
239	Freq:·2D,·~~Length:·2,·~~dtype:·float64	239	Freq:·2D,·dtype:·float64
240	In·particular,·upsampling·and·taking·the·sum·or·product·is·affected,·as	240	In·particular,·upsampling·and·taking·the·sum·or·product·is·affected,·as
241	upsampling·introduces·missing·values·even·if·the·original·series·was·entirely	241	upsampling·introduces·missing·values·even·if·the·original·series·was·entirely
242	valid.	242	valid.
243	p\x8pa\x8an\x8nd\x8da\x8as\x8s·0\x80.\x8.2\x821\x81.\x8.x\x8x	243	p\x8pa\x8an\x8nd\x8da\x8as\x8s·0\x80.\x8.2\x821\x81.\x8.x\x8x
244	In·[14]:·idx·=·pd.DatetimeIndex(['2017-01-01',·'2017-01-02'])	244	In·[14]:·idx·=·pd.DatetimeIndex(['2017-01-01',·'2017-01-02'])

245	In·[15]:·pd.Series([1,·2],·index=idx).resample('12H').sum()	245	In·[15]:·pd.Series([1,·2],·index=idx).resample('12H').sum()
Offset 281, 15 lines modified		Offset 281, 15 lines modified
281	p\x8pa\x8an\x8nd\x8da\x8as\x8s·0\x80.\x8.2\x822\x82.\x8.0\x80	281	p\x8pa\x8an\x8nd\x8da\x8as\x8s·0\x80.\x8.2\x822\x82.\x8.0\x80
282	In·[14]:·s·=·pd.Series([np.nan,·np.nan])	282	In·[14]:·s·=·pd.Series([np.nan,·np.nan])

283	In·[15]:·s.rolling(2,·min_periods=0).sum()	283	In·[15]:·s.rolling(2,·min_periods=0).sum()
284	Out[15]:	284	Out[15]:
285	0····0.0	285	0····0.0
286	1····0.0	286	1····0.0
287	~~Length:·2,·~~dtype:·float64	287	dtype:·float64
288	The·default·behavior·of·min_periods=None,·implying·that·min_periods·equals·the	288	The·default·behavior·of·min_periods=None,·implying·that·min_periods·equals·the
289	window·size,·is·unchanged.	289	window·size,·is·unchanged.
290	\x8\x8\x8\x8\x8·C\x8Co\x8om\x8mp\x8pa\x8at\x8ti\x8ib\x8bi\x8il\x8li\x8it\x8ty\x8y_\x8#\x8#·\x8\x8\x8\x8\x8	290	\x8\x8\x8\x8\x8·C\x8Co\x8om\x8mp\x8pa\x8at\x8ti\x8ib\x8bi\x8il\x8li\x8it\x8ty\x8y_\x8#\x8#·\x8\x8\x8\x8\x8
291	If·you·maintain·a·library·that·should·work·across·pandas·versions,·it·may·be	291	If·you·maintain·a·library·that·should·work·across·pandas·versions,·it·may·be
292	easiest·to·exclude·pandas·0.21·from·your·requirements.·Otherwise,·all·your·sum	292	easiest·to·exclude·pandas·0.21·from·your·requirements.·Otherwise,·all·your·sum
293	()·calls·would·need·to·check·if·the·Series·is·empty·before·summing.	293	()·calls·would·need·to·check·if·the·Series·is·empty·before·summing.
294	With·setuptools,·in·your·setup.py·use:	294	With·setuptools,·in·your·setup.py·use:


Offset 210, 46 lines modified		Offset 210, 42 lines modified
210	·····foo·bar········baz·qux	210	·····foo·bar········baz·qux
211	idx	211	idx
212	0······1···a·2018-01-01···a	212	0······1···a·2018-01-01···a
213	1······2···b·2018-01-02···b	213	1······2···b·2018-01-02···b
214	2······3···c·2018-01-03···c	214	2······3···c·2018-01-03···c
215	3······4···d·2018-01-04···c	215	3······4···d·2018-01-04···c

216	[4·rows·x·4·columns]

217	In·[3]:·df.dtypes	216	In·[3]:·df.dtypes
218	Out[3]:	217	Out[3]:
219	foo·············int64	218	foo·············int64
220	bar············object	219	bar············object
221	baz····datetime64[ns]	220	baz····datetime64[ns]
222	qux··········category	221	qux··········category
223	~~Length:·4,·~~dtype:·object	222	dtype:·object

224	In·[4]:·df.to_json('test.json',·orient='table')	223	In·[4]:·df.to_json('test.json',·orient='table')

225	In·[5]:·new_df·=·pd.read_json('test.json',·orient='table')	224	In·[5]:·new_df·=·pd.read_json('test.json',·orient='table')

226	In·[6]:·new_df	225	In·[6]:·new_df
227	Out[6]:	226	Out[6]:
228	·····foo·bar········baz·qux	227	·····foo·bar········baz·qux
229	idx	228	idx
230	0······1···a·2018-01-01···a	229	0······1···a·2018-01-01···a
231	1······2···b·2018-01-02···b	230	1······2···b·2018-01-02···b
232	2······3···c·2018-01-03···c	231	2······3···c·2018-01-03···c
233	3······4···d·2018-01-04···c	232	3······4···d·2018-01-04···c

234	[4·rows·x·4·columns]

235	In·[7]:·new_df.dtypes	233	In·[7]:·new_df.dtypes
236	Out[7]:	234	Out[7]:
237	foo·············int64	235	foo·············int64
238	bar············object	236	bar············object
239	baz····datetime64[ns]	237	baz····datetime64[ns]
240	qux··········category	238	qux··········category
241	~~Length:·4,·~~dtype:·object	239	dtype:·object
242	Please·note·that·the·string·index·is·not·supported·with·the·round·trip·format,	240	Please·note·that·the·string·index·is·not·supported·with·the·round·trip·format,
243	as·it·is·used·by·default·in·write_json·to·indicate·a·missing·index·name.	241	as·it·is·used·by·default·in·write_json·to·indicate·a·missing·index·name.
244	In·[8]:·df.index.name·=·'index'	242	In·[8]:·df.index.name·=·'index'

245	In·[9]:·df.to_json('test.json',·orient='table')	243	In·[9]:·df.to_json('test.json',·orient='table')

246	In·[10]:·new_df·=·pd.read_json('test.json',·orient='table')	244	In·[10]:·new_df·=·pd.read_json('test.json',·orient='table')
Offset 258, 47 lines modified		Offset 254, 41 lines modified
258	Out[11]:	254	Out[11]:
259	···foo·bar········baz·qux	255	···foo·bar········baz·qux
260	0····1···a·2018-01-01···a	256	0····1···a·2018-01-01···a
261	1····2···b·2018-01-02···b	257	1····2···b·2018-01-02···b
262	2····3···c·2018-01-03···c	258	2····3···c·2018-01-03···c
263	3····4···d·2018-01-04···c	259	3····4···d·2018-01-04···c

264	[4·rows·x·4·columns]

265	In·[12]:·new_df.dtypes	260	In·[12]:·new_df.dtypes
266	Out[12]:	261	Out[12]:
267	foo·············int64	262	foo·············int64
268	bar············object	263	bar············object
269	baz····datetime64[ns]	264	baz····datetime64[ns]
270	qux··········category	265	qux··········category
271	~~Length:·4,·~~dtype:·object	266	dtype:·object
272	\x8\x8\x8\x8·M\x8Me\x8et\x8th\x8ho\x8od\x8d·.\x8.a\x8as\x8ss\x8si\x8ig\x8gn\x8n(\x8()\x8)·a\x8ac\x8cc\x8ce\x8ep\x8pt\x8ts\x8s·d\x8de\x8ep\x8pe\x8en\x8nd\x8de\x8en\x8nt\x8t·a\x8ar\x8rg\x8gu\x8um\x8me\x8en\x8nt\x8ts\x8s_\x8#\x8#·\x8\x8\x8\x8	267	\x8\x8\x8\x8·M\x8Me\x8et\x8th\x8ho\x8od\x8d·.\x8.a\x8as\x8ss\x8si\x8ig\x8gn\x8n(\x8()\x8)·a\x8ac\x8cc\x8ce\x8ep\x8pt\x8ts\x8s·d\x8de\x8ep\x8pe\x8en\x8nd\x8de\x8en\x8nt\x8t·a\x8ar\x8rg\x8gu\x8um\x8me\x8en\x8nt\x8ts\x8s_\x8#\x8#·\x8\x8\x8\x8
273	The·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e_\x8._\x8a_\x8s_\x8s_\x8i_\x8g_\x8n_\x8(_\x8)·now·accepts·dependent·keyword·arguments·for·python	268	The·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e_\x8._\x8a_\x8s_\x8s_\x8i_\x8g_\x8n_\x8(_\x8)·now·accepts·dependent·keyword·arguments·for·python
274	version·later·than·3.6·(see·also·_\x8P_\x8E_\x8P_\x8·_\x84_\x86_\x88).·Later·keyword·arguments·may·now	269	version·later·than·3.6·(see·also·_\x8P_\x8E_\x8P_\x8·_\x84_\x86_\x88).·Later·keyword·arguments·may·now
275	refer·to·earlier·ones·if·the·argument·is·a·callable.·See·the·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8h_\x8e_\x8r_\x8e	270	refer·to·earlier·ones·if·the·argument·is·a·callable.·See·the·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8h_\x8e_\x8r_\x8e
276	(_\x8G_\x8H_\x8·_\x81_\x84_\x82_\x80_\x87)	271	(_\x8G_\x8H_\x8·_\x81_\x84_\x82_\x80_\x87)
277	In·[13]:·df·=·pd.DataFrame({'A':·[1,·2,·3]})	272	In·[13]:·df·=·pd.DataFrame({'A':·[1,·2,·3]})

278	In·[14]:·df	273	In·[14]:·df
279	Out[14]:	274	Out[14]:
280	···A	275	···A
281	0··1	276	0··1
282	1··2	277	1··2
283	2··3	278	2··3

284	[3·rows·x·1·columns]

285	In·[15]:·df.assign(B=df.A,·C=lambda·x:·x['A']·+·x['B'])	279	In·[15]:·df.assign(B=df.A,·C=lambda·x:·x['A']·+·x['B'])
286	Out[15]:	280	Out[15]:
287	···A··B··C	281	···A··B··C
288	0··1··1··2	282	0··1··1··2
289	1··2··2··4	283	1··2··2··4
290	2··3··3··6	284	2··3··3··6

291	[3·rows·x·3·columns]
292	Warning	285	Warning
293	This·may·subtly·change·the·behavior·of·your·code·when·you’re·using·.assign()·to	286	This·may·subtly·change·the·behavior·of·your·code·when·you’re·using·.assign()·to
294	update·an·existing·column.·Previously,·callables·referring·to·other·variables	287	update·an·existing·column.·Previously,·callables·referring·to·other·variables
295	being·updated·would·get·the·“old”·values	288	being·updated·would·get·the·“old”·values
296	Previous·behavior:	289	Previous·behavior:
297	In·[2]:·df·=·pd.DataFrame({"A":·[1,·2,·3]})	290	In·[2]:·df·=·pd.DataFrame({"A":·[1,·2,·3]})

Offset 311, 16 lines modified		Offset 301, 14 lines modified
311	New·behavior:	301	New·behavior:
312	In·[16]:·df.assign(A=df.A·+·1,·C=lambda·df:·df.A·*·-1)	302	In·[16]:·df.assign(A=df.A·+·1,·C=lambda·df:·df.A·*·-1)
313	Out[16]:	303	Out[16]:
314	···A··C	304	···A··C
315	0··2·-2	305	0··2·-2
316	1··3·-3	306	1··3·-3
317	2··4·-4	307	2··4·-4

318	[3·rows·x·2·columns]
319	\x8\x8\x8\x8·M\x8Me\x8er\x8rg\x8gi\x8in\x8ng\x8g·o\x8on\x8n·a\x8a·c\x8co\x8om\x8mb\x8bi\x8in\x8na\x8at\x8ti\x8io\x8on\x8n·o\x8of\x8f·c\x8co\x8ol\x8lu\x8um\x8mn\x8ns\x8s·a\x8an\x8nd\x8d·i\x8in\x8nd\x8de\x8ex\x8x·l\x8le\x8ev\x8ve\x8el\x8ls\x8s_\x8#\x8#·\x8\x8\x8\x8	308	\x8\x8\x8\x8·M\x8Me\x8er\x8rg\x8gi\x8in\x8ng\x8g·o\x8on\x8n·a\x8a·c\x8co\x8om\x8mb\x8bi\x8in\x8na\x8at\x8ti\x8io\x8on\x8n·o\x8of\x8f·c\x8co\x8ol\x8lu\x8um\x8mn\x8ns\x8s·a\x8an\x8nd\x8d·i\x8in\x8nd\x8de\x8ex\x8x·l\x8le\x8ev\x8ve\x8el\x8ls\x8s_\x8#\x8#·\x8\x8\x8\x8
320	Strings·passed·to·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e_\x8._\x8m_\x8e_\x8r_\x8g_\x8e_\x8(_\x8)·as·the·on,·left_on,·and·right_on·parameters	309	Strings·passed·to·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e_\x8._\x8m_\x8e_\x8r_\x8g_\x8e_\x8(_\x8)·as·the·on,·left_on,·and·right_on·parameters
321	may·now·refer·to·either·column·names·or·index·level·names.·This·enables·merging	310	may·now·refer·to·either·column·names·or·index·level·names.·This·enables·merging
322	DataFrame·instances·on·a·combination·of·index·levels·and·columns·without	311	DataFrame·instances·on·a·combination·of·index·levels·and·columns·without
323	resetting·indexes.·See·the·_\x8M_\x8e_\x8r_\x8g_\x8e_\x8·_\x8o_\x8n_\x8·_\x8c_\x8o_\x8l_\x8u_\x8m_\x8n_\x8s_\x8·_\x8a_\x8n_\x8d_\x8·_\x8l_\x8e_\x8v_\x8e_\x8l_\x8s·documentation·section.	312	resetting·indexes.·See·the·_\x8M_\x8e_\x8r_\x8g_\x8e_\x8·_\x8o_\x8n_\x8·_\x8c_\x8o_\x8l_\x8u_\x8m_\x8n_\x8s_\x8·_\x8a_\x8n_\x8d_\x8·_\x8l_\x8e_\x8v_\x8e_\x8l_\x8s·documentation·section.
324	(_\x8G_\x8H_\x8·_\x81_\x84_\x83_\x85_\x85)	313	(_\x8G_\x8H_\x8·_\x81_\x84_\x83_\x85_\x85)
325	In·[17]:·left_index·=·pd.Index(['K0',·'K0',·'K1',·'K2'],·name='key1')	314	In·[17]:·left_index·=·pd.Index(['K0',·'K0',·'K1',·'K2'],·name='key1')
Offset 342, 16 lines modified		Offset 330, 14 lines modified
342	In·[21]:·left.merge(right,·on=['key1',·'key2'])	330	In·[21]:·left.merge(right,·on=['key1',·'key2'])
343	Out[21]:	331	Out[21]:
344	·······A···B·key2···C···D	332	·······A···B·key2···C···D
345	key1	333	key1
346	K0····A0··B0···K0··C0··D0	334	K0····A0··B0···K0··C0··D0
347	K1····A2··B2···K0··C1··D1	335	K1····A2··B2···K0··C1··D1
348	K2····A3··B3···K1··C3··D3	336	K2····A3··B3···K1··C3··D3

349	[3·rows·x·5·columns]
350	\x8\x8\x8\x8·S\x8So\x8or\x8rt\x8ti\x8in\x8ng\x8g·b\x8by\x8y·a\x8a·c\x8co\x8om\x8mb\x8bi\x8in\x8na\x8at\x8ti\x8io\x8on\x8n·o\x8of\x8f·c\x8co\x8ol\x8lu\x8um\x8mn\x8ns\x8s·a\x8an\x8nd\x8d·i\x8in\x8nd\x8de\x8ex\x8x·l\x8le\x8ev\x8ve\x8el\x8ls\x8s_\x8#\x8#·\x8\x8\x8\x8	337	\x8\x8\x8\x8·S\x8So\x8or\x8rt\x8ti\x8in\x8ng\x8g·b\x8by\x8y·a\x8a·c\x8co\x8om\x8mb\x8bi\x8in\x8na\x8at\x8ti\x8io\x8on\x8n·o\x8of\x8f·c\x8co\x8ol\x8lu\x8um\x8mn\x8ns\x8s·a\x8an\x8nd\x8d·i\x8in\x8nd\x8de\x8ex\x8x·l\x8le\x8ev\x8ve\x8el\x8ls\x8s_\x8#\x8#·\x8\x8\x8\x8
351	Strings·passed·to·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e_\x8._\x8s_\x8o_\x8r_\x8t_\x8__\x8v_\x8a_\x8l_\x8u_\x8e_\x8s_\x8(_\x8)·as·the·by·parameter·may·now·refer·to	338	Strings·passed·to·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e_\x8._\x8s_\x8o_\x8r_\x8t_\x8__\x8v_\x8a_\x8l_\x8u_\x8e_\x8s_\x8(_\x8)·as·the·by·parameter·may·now·refer·to
352	either·column·names·or·index·level·names.·This·enables·sorting·DataFrame	339	either·column·names·or·index·level·names.·This·enables·sorting·DataFrame
353	instances·by·a·combination·of·index·levels·and·columns·without·resetting	340	instances·by·a·combination·of·index·levels·and·columns·without·resetting
354	indexes.·See·the·_\x8S_\x8o_\x8r_\x8t_\x8i_\x8n_\x8g_\x8·_\x8b_\x8y_\x8·_\x8I_\x8n_\x8d_\x8e_\x8x_\x8e_\x8s_\x8·_\x8a_\x8n_\x8d_\x8·_\x8V_\x8a_\x8l_\x8u_\x8e_\x8s·documentation·section.·(_\x8G_\x8H	341	indexes.·See·the·_\x8S_\x8o_\x8r_\x8t_\x8i_\x8n_\x8g_\x8·_\x8b_\x8y_\x8·_\x8I_\x8n_\x8d_\x8e_\x8x_\x8e_\x8s_\x8·_\x8a_\x8n_\x8d_\x8·_\x8V_\x8a_\x8l_\x8u_\x8e_\x8s·documentation·section.·(_\x8G_\x8H
355	_\x81_\x84_\x83_\x85_\x83)	342	_\x81_\x84_\x83_\x85_\x83)
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Offset 820, 18 lines modified		Offset 820, 18 lines modified
820	a·new·ndarray·of·period·objects·each·time.</p>	820	a·new·ndarray·of·period·objects·each·time.</p>
821	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[18]:·</span><span·class="n">idx</span><span·class="o">.</span><span·class="n">values</span>	821	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[18]:·</span><span·class="n">idx</span><span·class="o">.</span><span·class="n">values</span>
822	<span·class="gh">Out[18]:·</span>	822	<span·class="gh">Out[18]:·</span>
823	<span·class="go">array([Period('2000-01-01',·'D'),·Period('2000-01-02',·'D'),</span>	823	<span·class="go">array([Period('2000-01-01',·'D'),·Period('2000-01-02',·'D'),</span>
824	<span·class="go">·······Period('2000-01-03',·'D'),·Period('2000-01-04',·'D')],·dtype=object)</span>	824	<span·class="go">·······Period('2000-01-03',·'D'),·Period('2000-01-04',·'D')],·dtype=object)</span>

825	<span·class="gp">In·[19]:·</span><span·class="nb">id</span><span·class="p">(</span><span·class="n">idx</span><span·class="o">.</span><span·class="n">values</span><span·class="p">)</span>	825	<span·class="gp">In·[19]:·</span><span·class="nb">id</span><span·class="p">(</span><span·class="n">idx</span><span·class="o">.</span><span·class="n">values</span><span·class="p">)</span>
826	<span·class="gh">Out[19]:·</span><span·class="go">140563~~155~~865~~584~~</span>	826	<span·class="gh">Out[19]:·</span><span·class="go">140153632865808</span>

827	<span·class="gp">In·[20]:·</span><span·class="nb">id</span><span·class="p">(</span><span·class="n">idx</span><span·class="o">.</span><span·class="n">values</span><span·class="p">)</span>	827	<span·class="gp">In·[20]:·</span><span·class="nb">id</span><span·class="p">(</span><span·class="n">idx</span><span·class="o">.</span><span·class="n">values</span><span·class="p">)</span>
828	<span·class="gh">Out[20]:·</span><span·class="go">140563~~155~~865~~584~~</span>	828	<span·class="gh">Out[20]:·</span><span·class="go">140153632865808</span>
829	</pre></div>	829	</pre></div>
830	</div>	830	</div>
831	<p>If·you·need·an·actual·NumPy·array,·use·<a·class="reference·internal"·href="../reference/api/pandas.Series.to_numpy.html#pandas.Series.to_numpy"·title="pandas.Series.to_numpy"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">Series.to_numpy()</span></code></a>·or·<code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">Index.to_numpy()</span></code>.</p>	831	<p>If·you·need·an·actual·NumPy·array,·use·<a·class="reference·internal"·href="../reference/api/pandas.Series.to_numpy.html#pandas.Series.to_numpy"·title="pandas.Series.to_numpy"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">Series.to_numpy()</span></code></a>·or·<code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">Index.to_numpy()</span></code>.</p>
832	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[21]:·</span><span·class="n">idx</span><span·class="o">.</span><span·class="n">to_numpy</span><span·class="p">()</span>	832	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[21]:·</span><span·class="n">idx</span><span·class="o">.</span><span·class="n">to_numpy</span><span·class="p">()</span>
833	<span·class="gh">Out[21]:·</span>	833	<span·class="gh">Out[21]:·</span>
834	<span·class="go">array([Period('2000-01-01',·'D'),·Period('2000-01-02',·'D'),</span>	834	<span·class="go">array([Period('2000-01-01',·'D'),·Period('2000-01-02',·'D'),</span>
835	<span·class="go">·······Period('2000-01-03',·'D'),·Period('2000-01-04',·'D')],·dtype=object)</span>	835	<span·class="go">·······Period('2000-01-03',·'D'),·Period('2000-01-04',·'D')],·dtype=object)</span>


Offset 268, 18 lines modified		Offset 268, 18 lines modified
268	each·time.	268	each·time.
269	In·[18]:·idx.values	269	In·[18]:·idx.values
270	Out[18]:	270	Out[18]:
271	array([Period('2000-01-01',·'D'),·Period('2000-01-02',·'D'),	271	array([Period('2000-01-01',·'D'),·Period('2000-01-02',·'D'),
272	·······Period('2000-01-03',·'D'),·Period('2000-01-04',·'D')],·dtype=object)	272	·······Period('2000-01-03',·'D'),·Period('2000-01-04',·'D')],·dtype=object)

273	In·[19]:·id(idx.values)	273	In·[19]:·id(idx.values)
274	Out[19]:·140563~~155~~865~~584~~	274	Out[19]:·140153632865808

275	In·[20]:·id(idx.values)	275	In·[20]:·id(idx.values)
276	Out[20]:·140563~~155~~865~~584~~	276	Out[20]:·140153632865808
277	If·you·need·an·actual·NumPy·array,·use·_\x8S_\x8e_\x8r_\x8i_\x8e_\x8s_\x8._\x8t_\x8o_\x8__\x8n_\x8u_\x8m_\x8p_\x8y_\x8(_\x8)·or·Index.to_numpy().	277	If·you·need·an·actual·NumPy·array,·use·_\x8S_\x8e_\x8r_\x8i_\x8e_\x8s_\x8._\x8t_\x8o_\x8__\x8n_\x8u_\x8m_\x8p_\x8y_\x8(_\x8)·or·Index.to_numpy().
278	In·[21]:·idx.to_numpy()	278	In·[21]:·idx.to_numpy()
279	Out[21]:	279	Out[21]:
280	array([Period('2000-01-01',·'D'),·Period('2000-01-02',·'D'),	280	array([Period('2000-01-01',·'D'),·Period('2000-01-02',·'D'),
281	·······Period('2000-01-03',·'D'),·Period('2000-01-04',·'D')],·dtype=object)	281	·······Period('2000-01-03',·'D'),·Period('2000-01-04',·'D')],·dtype=object)

282	In·[22]:·pd.Series(idx).to_numpy()	282	In·[22]:·pd.Series(idx).to_numpy()


Offset 1, 4 lines modified		Offset 1, 4 lines modified

1	Displaying·notes·found·in:·.note.gnu.build-id	1	Displaying·notes·found·in:·.note.gnu.build-id
2	··Owner················Data·size·» Description	2	··Owner················Data·size·» Description
3	··GNU··················0x00000014» NT_GNU_BUILD_ID·(unique·build·ID·bitstring)» ····Build·ID:·ecacf7d~~dba~~c6~~3f4c1~~f~~da2~~ea2d6a~~bde602204414d~~	3	··GNU··················0x00000014» NT_GNU_BUILD_ID·(unique·build·ID·bitstring)» ····Build·ID:·09f3d8adc16783bdf164e9288a3823e5d4c8fae2


Offset 1, 7 lines modified		Offset 1, 7 lines modified

1	Hex·dump·of·section·'.gnu_debuglink':	1	Hex·dump·of·section·'.gnu_debuglink':
2	··0x00000000·61636637·64646261·63363366·34633166·acf7ddbac63f4c1f
3	··0x00000010·64613~~265·61~~326436·61626~~465~~·36303232~~·da2ea2~~d6a~~bde~~6~~022~~	2	··0x00000000·66336438·61646331·36373833·62646631·f3d8adc16783bdf1
		3	··0x00000010·36346539·32383861·33383233·65356434·64e9288a3823e5d4
4	··0x00000020·303~~4343~~1·~~3464~~2e64·65627567·00000000·~~04414d~~.debug....	4	··0x00000020·63386661·65322e64·65627567·00000000·c8fae2.debug....
5	··0x00000030·~~818d136a~~····························...j	5	··0x00000030·dbc40a27····························...'


Offset 1, 13 lines modified		Offset 1, 13 lines modified
1	Package:·python3-pandas-lib-dbgsym	1	Package:·python3-pandas-lib-dbgsym
2	Source:·pandas	2	Source:·pandas
3	Version:·2.2.3+dfsg-9	3	Version:·2.2.3+dfsg-9
4	Auto-Built-Package:·debug-symbols	4	Auto-Built-Package:·debug-symbols
5	Architecture:·amd64	5	Architecture:·amd64
6	Maintainer:·Debian·Science·Team·<debian-science-maintainers@lists.alioth.debian.org>	6	Maintainer:·Debian·Science·Team·<debian-science-maintainers@lists.alioth.debian.org>
7	Installed-Size:·37792	7	Installed-Size:·37793
8	Depends:·python3-pandas-lib·(=·2.2.3+dfsg-9)	8	Depends:·python3-pandas-lib·(=·2.2.3+dfsg-9)
9	Section:·debug	9	Section:·debug
10	Priority:·optional	10	Priority:·optional
11	Multi-Arch:·same	11	Multi-Arch:·same
12	Description:·debug·symbols·for·python3-pandas-lib	12	Description:·debug·symbols·for·python3-pandas-lib
13	Build-Ids:·047de723354e943ab012af2dc3da366ccb214bf7·04b07377d371d83b778ee451c125760837309988·0c4b8f9a535d1d6129fdaec859fd08926840a746·102134e0d73407c4f7dad94c17dec4397228d3aa·13af0762b290d571736daf766c312703e2b7874e·1677ae507e4e933b089f6d0551c9ed0bda92f543·2d090890add6b979f6c67214819161f21a103d96·2fd98a97~~365530c35808bef~~3~~100acebc7fed4ac~~6~~·32e~~5~~a60cb09~~[·...·truncated·by·diffoscope;·len:·1300,·SHA:·28~~b687f2bda9~~1~~41259a7~~b5785194062f28e~~c92~~eeb~~8951636~~d74d1ceb1~~ffa8df8~~·...·]·ed85e58d1aa16f4384cac751e38ce98049c4ca02·f51de05d2c6f212afc00e62bf6d0db3da619564d·f6fc752ae1425e6eebc3eba6331ebd71738e4140·f9b1349d5c6605c1082e1c37b723f6992b775815	13	Build-Ids:·047de723354e943ab012af2dc3da366ccb214bf7·04b07377d371d83b778ee451c125760837309988·09f3d8adc16783bdf164e9288a3823e5d4c8fae2·0c4b8f9a535d1d6129fdaec859fd08926840a746·102134e0d73407c4f7dad94c17dec4397228d3aa·13af0762b290d571736daf766c312703e2b7874e·1677ae507e4e933b089f6d0551c9ed0bda92f543·2d090890add6b979f6c67214819161f21a103d96·2fd98a97365[·...·truncated·by·diffoscope;·len:·1300,·SHA:·e8453484e1ca16c13f84bc759ab6f83e65ee5bf4487a9d1d1acb5be21cdc3ca9·...·]·ed85e58d1aa16f4384cac751e38ce98049c4ca02·f51de05d2c6f212afc00e62bf6d0db3da619564d·f6fc752ae1425e6eebc3eba6331ebd71738e4140·f9b1349d5c6605c1082e1c37b723f6992b775815


Offset 1, 9 lines modified		Offset 1, 10 lines modified
1	usr/lib/debug/.build-id/04/7de723354e943ab012af2dc3da366ccb214bf7.debug	1	usr/lib/debug/.build-id/04/7de723354e943ab012af2dc3da366ccb214bf7.debug
2	usr/lib/debug/.build-id/04/b07377d371d83b778ee451c125760837309988.debug	2	usr/lib/debug/.build-id/04/b07377d371d83b778ee451c125760837309988.debug
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3	usr/lib/debug/.build-id/0c/4b8f9a535d1d6129fdaec859fd08926840a746.debug	4	usr/lib/debug/.build-id/0c/4b8f9a535d1d6129fdaec859fd08926840a746.debug
4	usr/lib/debug/.build-id/10/2134e0d73407c4f7dad94c17dec4397228d3aa.debug	5	usr/lib/debug/.build-id/10/2134e0d73407c4f7dad94c17dec4397228d3aa.debug
5	usr/lib/debug/.build-id/13/af0762b290d571736daf766c312703e2b7874e.debug	6	usr/lib/debug/.build-id/13/af0762b290d571736daf766c312703e2b7874e.debug
6	usr/lib/debug/.build-id/16/77ae507e4e933b089f6d0551c9ed0bda92f543.debug	7	usr/lib/debug/.build-id/16/77ae507e4e933b089f6d0551c9ed0bda92f543.debug
7	usr/lib/debug/.build-id/2d/090890add6b979f6c67214819161f21a103d96.debug	8	usr/lib/debug/.build-id/2d/090890add6b979f6c67214819161f21a103d96.debug
8	usr/lib/debug/.build-id/2f/d98a97365530c35808bef3100acebc7fed4ac6.debug	9	usr/lib/debug/.build-id/2f/d98a97365530c35808bef3100acebc7fed4ac6.debug
9	usr/lib/debug/.build-id/32/e5a60cb099a6541316152ceb0dd10d4989a811.debug	10	usr/lib/debug/.build-id/32/e5a60cb099a6541316152ceb0dd10d4989a811.debug
Offset 33, 13 lines modified		Offset 34, 12 lines modified
33	usr/lib/debug/.build-id/cf/e426e0071d125e70a45937d3db1f8699cc8f16.debug	34	usr/lib/debug/.build-id/cf/e426e0071d125e70a45937d3db1f8699cc8f16.debug
34	usr/lib/debug/.build-id/d5/03c7117069185f31b2c9cee9e10de68babd115.debug	35	usr/lib/debug/.build-id/d5/03c7117069185f31b2c9cee9e10de68babd115.debug
35	usr/lib/debug/.build-id/d9/655dbe0d8b693318953c503ec528f5342770ef.debug	36	usr/lib/debug/.build-id/d9/655dbe0d8b693318953c503ec528f5342770ef.debug
36	usr/lib/debug/.build-id/e0/32c4131950d9bab8ff55a7acec2fa0e6445169.debug	37	usr/lib/debug/.build-id/e0/32c4131950d9bab8ff55a7acec2fa0e6445169.debug
37	usr/lib/debug/.build-id/e0/d07a017dc945b54be3aedfbf3e271100569711.debug	38	usr/lib/debug/.build-id/e0/d07a017dc945b54be3aedfbf3e271100569711.debug
38	usr/lib/debug/.build-id/e7/47a942defa01f48f20bc75d5297d21dde721f7.debug	39	usr/lib/debug/.build-id/e7/47a942defa01f48f20bc75d5297d21dde721f7.debug
39	usr/lib/debug/.build-id/ec/3915cda4671dcc8f66e3352e3aafec6d3d8599.debug	40	usr/lib/debug/.build-id/ec/3915cda4671dcc8f66e3352e3aafec6d3d8599.debug
40	usr/lib/debug/.build-id/ec/acf7ddbac63f4c1fda2ea2d6abde602204414d.debug
41	usr/lib/debug/.build-id/ed/85e58d1aa16f4384cac751e38ce98049c4ca02.debug	41	usr/lib/debug/.build-id/ed/85e58d1aa16f4384cac751e38ce98049c4ca02.debug
42	usr/lib/debug/.build-id/f5/1de05d2c6f212afc00e62bf6d0db3da619564d.debug	42	usr/lib/debug/.build-id/f5/1de05d2c6f212afc00e62bf6d0db3da619564d.debug
43	usr/lib/debug/.build-id/f6/fc752ae1425e6eebc3eba6331ebd71738e4140.debug	43	usr/lib/debug/.build-id/f6/fc752ae1425e6eebc3eba6331ebd71738e4140.debug
44	usr/lib/debug/.build-id/f9/b1349d5c6605c1082e1c37b723f6992b775815.debug	44	usr/lib/debug/.build-id/f9/b1349d5c6605c1082e1c37b723f6992b775815.debug
45	usr/lib/debug/.dwz/x86_64-linux-gnu/python3-pandas-lib.debug	45	usr/lib/debug/.dwz/x86_64-linux-gnu/python3-pandas-lib.debug


Offset 2, 14 lines modified		Offset 2, 16 lines modified
2	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/	2	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/
3	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/	3	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/
4	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/	4	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/
5	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/	5	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/
6	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/04/	6	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/04/
7	-rw-r--r--···0·root·········(0)·root·········(0)···331040·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/04/7de723354e943ab012af2dc3da366ccb214bf7.debug	7	-rw-r--r--···0·root·········(0)·root·········(0)···331040·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/04/7de723354e943ab012af2dc3da366ccb214bf7.debug
8	-rw-r--r--···0·root·········(0)·root·········(0)···564784·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/04/b07377d371d83b778ee451c125760837309988.debug	8	-rw-r--r--···0·root·········(0)·root·········(0)···564784·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/04/b07377d371d83b778ee451c125760837309988.debug
		9	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/09/
		10	-rw-r--r--···0·root·········(0)·root·········(0)··1119952·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/09/f3d8adc16783bdf164e9288a3823e5d4c8fae2.debug
9	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/0c/	11	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/0c/
10	-rw-r--r--···0·root·········(0)·root·········(0)··2094256·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/0c/4b8f9a535d1d6129fdaec859fd08926840a746.debug	12	-rw-r--r--···0·root·········(0)·root·········(0)··2094256·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/0c/4b8f9a535d1d6129fdaec859fd08926840a746.debug
11	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/10/	13	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/10/
12	-rw-r--r--···0·root·········(0)·root·········(0)····41928·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/10/2134e0d73407c4f7dad94c17dec4397228d3aa.debug	14	-rw-r--r--···0·root·········(0)·root·········(0)····41928·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/10/2134e0d73407c4f7dad94c17dec4397228d3aa.debug
13	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/13/	15	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/13/
14	-rw-r--r--···0·root·········(0)·root·········(0)···491432·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/13/af0762b290d571736daf766c312703e2b7874e.debug	16	-rw-r--r--···0·root·········(0)·root·········(0)···491432·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/13/af0762b290d571736daf766c312703e2b7874e.debug
15	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/16/	17	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/16/
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74	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/e0/	76	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/e0/
75	-rw-r--r--···0·root·········(0)·root·········(0)···610176·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/e0/32c4131950d9bab8ff55a7acec2fa0e6445169.debug	77	-rw-r--r--···0·root·········(0)·root·········(0)···610176·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/e0/32c4131950d9bab8ff55a7acec2fa0e6445169.debug
76	-rw-r--r--···0·root·········(0)·root·········(0)···788824·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/e0/d07a017dc945b54be3aedfbf3e271100569711.debug	78	-rw-r--r--···0·root·········(0)·root·········(0)···788824·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/e0/d07a017dc945b54be3aedfbf3e271100569711.debug
77	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/e7/	79	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/e7/
78	-rw-r--r--···0·root·········(0)·root·········(0)···435856·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/e7/47a942defa01f48f20bc75d5297d21dde721f7.debug	80	-rw-r--r--···0·root·········(0)·root·········(0)···435856·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/e7/47a942defa01f48f20bc75d5297d21dde721f7.debug
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80	-rw-r--r--···0·root·········(0)·root·········(0)···192832·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/ec/3915cda4671dcc8f66e3352e3aafec6d3d8599.debug	82	-rw-r--r--···0·root·········(0)·root·········(0)···192832·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/ec/3915cda4671dcc8f66e3352e3aafec6d3d8599.debug
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82	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/ed/	83	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/ed/
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84	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/f5/	85	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/f5/
85	-rw-r--r--···0·root·········(0)·root·········(0)···230000·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/f5/1de05d2c6f212afc00e62bf6d0db3da619564d.debug	86	-rw-r--r--···0·root·········(0)·root·········(0)···230000·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/f5/1de05d2c6f212afc00e62bf6d0db3da619564d.debug
86	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/f6/	87	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/f6/
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88	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/f9/	89	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/f9/


Offset 6, 15 lines modified		Offset 6, 15 lines modified
6	··OS/ABI:····························UNIX·-·System·V	6	··OS/ABI:····························UNIX·-·System·V
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9	··Machine:···························Advanced·Micro·Devices·X86-64	9	··Machine:···························Advanced·Micro·Devices·X86-64
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18	··Size·of·section·headers:···········64·(bytes)	18	··Size·of·section·headers:···········64·(bytes)
19	··Number·of·section·headers:·········37	19	··Number·of·section·headers:·········37
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Offset 1, 8 lines modified		Offset 1, 8 lines modified
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2	Section·Headers:	2	Section·Headers:
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4	··[·0]···················NULL············0000000000000000·000000·000000·00······0···0··0	4	··[·0]···················NULL············0000000000000000·000000·000000·00······0···0··0
5	··[·1]·.note.gnu.build-id·NOTE············0000000000000238·000238·000024·00···A··0···0··4	5	··[·1]·.note.gnu.build-id·NOTE············0000000000000238·000238·000024·00···A··0···0··4
6	··[·2]·.gnu.hash·········NOBITS··········0000000000000260·00025c·000028·00···A··3···0··8	6	··[·2]·.gnu.hash·········NOBITS··········0000000000000260·00025c·000028·00···A··3···0··8
7	··[·3]·.dynsym···········NOBITS··········0000000000000288·00025c·0015f0·18···A··4···1··8	7	··[·3]·.dynsym···········NOBITS··········0000000000000288·00025c·0015f0·18···A··4···1··8
Offset 24, 23 lines modified		Offset 24, 23 lines modified
24	··[19]·.data.rel.ro······NOBITS··········00000000000935b0·0005a0·001118·00··WA··0···0··8	24	··[19]·.data.rel.ro······NOBITS··········00000000000935b0·0005a0·001118·00··WA··0···0··8
25	··[20]·.dynamic··········NOBITS··········00000000000946c8·0005a0·0001e0·10··WA··4···0··8	25	··[20]·.dynamic··········NOBITS··········00000000000946c8·0005a0·0001e0·10··WA··4···0··8
26	··[21]·.got··············NOBITS··········00000000000948a8·0005a0·000758·08··WA··0···0··8	26	··[21]·.got··············NOBITS··········00000000000948a8·0005a0·000758·08··WA··0···0··8
27	··[22]·.data·············NOBITS··········0000000000095000·0005a0·002528·00··WA··0···0·32	27	··[22]·.data·············NOBITS··········0000000000095000·0005a0·002528·00··WA··0···0·32
28	··[23]·.bss··············NOBITS··········0000000000097540·0005a0·001c30·00··WA··0···0·32	28	··[23]·.bss··············NOBITS··········0000000000097540·0005a0·001c30·00··WA··0···0·32
29	··[24]·.comment··········PROGBITS········0000000000000000·00025c·00001f·01··MS··0···0··1	29	··[24]·.comment··········PROGBITS········0000000000000000·00025c·00001f·01··MS··0···0··1
30	··[25]·.debug_aranges····PROGBITS········0000000000000000·000280·00003d·00···C··0···0··8	30	··[25]·.debug_aranges····PROGBITS········0000000000000000·000280·00003d·00···C··0···0··8
31	··[26]·.debug_info·······PROGBITS········0000000000000000·0002c0·06525c·00···C··0···0··8	31	··[26]·.debug_info·······PROGBITS········0000000000000000·0002c0·06523d·00···C··0···0··8
32	··[27]·.debug_abbrev·····PROGBITS········0000000000000000·065520·0006db·00···C··0···0··8	32	··[27]·.debug_abbrev·····PROGBITS········0000000000000000·065500·0006db·00···C··0···0··8
33	··[28]·.debug_line·······PROGBITS········0000000000000000·065c00·02da29·00···C··0···0··8	33	··[28]·.debug_line·······PROGBITS········0000000000000000·065be0·02da29·00···C··0···0··8
34	··[29]·.debug_str········PROGBITS········0000000000000000·093630·000ffc·01·MSC··0···0··8	34	··[29]·.debug_str········PROGBITS········0000000000000000·093610·000ffc·01·MSC··0···0··8
35	··[30]·.debug_line_str···PROGBITS········0000000000000000·094630·00020b·01·MSC··0···0··8	35	··[30]·.debug_line_str···PROGBITS········0000000000000000·094610·00020b·01·MSC··0···0··8
36	··[31]·.debug_loclists···PROGBITS········0000000000000000·094840·058~~a02~~·00···C··0···0··8	36	··[31]·.debug_loclists···PROGBITS········0000000000000000·094820·0589fa·00···C··0···0··8
37	··[32]·.debug_rnglists···PROGBITS········0000000000000000·0ed248·00e5fe·00···C··0···0··8	37	··[32]·.debug_rnglists···PROGBITS········0000000000000000·0ed220·00e5fe·00···C··0···0··8
38	··[33]·.gnu_debugaltlink·PROGBITS········0000000000000000·0fb846·000052·00······0···0··1	38	··[33]·.gnu_debugaltlink·PROGBITS········0000000000000000·0fb81e·000052·00······0···0··1
39	··[34]·.symtab···········SYMTAB··········0000000000000000·0fb898·008fd0·18·····35·1301··8	39	··[34]·.symtab···········SYMTAB··········0000000000000000·0fb870·008fd0·18·····35·1301··8
40	··[35]·.strtab···········STRTAB··········0000000000000000·104868·00c3d5·00······0···0··1	40	··[35]·.strtab···········STRTAB··········0000000000000000·104840·00c3d5·00······0···0··1
41	··[36]·.shstrtab·········STRTAB··········0000000000000000·110c3d·000177·00······0···0··1	41	··[36]·.shstrtab·········STRTAB··········0000000000000000·110c15·000177·00······0···0··1
42	Key·to·Flags:	42	Key·to·Flags:
43	··W·(write),·A·(alloc),·X·(execute),·M·(merge),·S·(strings),·I·(info),	43	··W·(write),·A·(alloc),·X·(execute),·M·(merge),·S·(strings),·I·(info),
44	··L·(link·order),·O·(extra·OS·processing·required),·G·(group),·T·(TLS),	44	··L·(link·order),·O·(extra·OS·processing·required),·G·(group),·T·(TLS),
45	··C·(compressed),·x·(unknown),·o·(OS·specific),·E·(exclude),	45	··C·(compressed),·x·(unknown),·o·(OS·specific),·E·(exclude),
46	··D·(mbind),·l·(large),·p·(processor·specific)	46	··D·(mbind),·l·(large),·p·(processor·specific)


Offset 1, 11 lines modified		Offset 1, 11 lines modified
1	Contents·of·the·.debug_info·section:	1	Contents·of·the·.debug_info·section:

2	··Compilation·Unit·@·offset·0:	2	··Compilation·Unit·@·offset·0:
3	···Length:········0xd45cd·(32-bit)	3	···Length:········0xd45cb·(32-bit)
4	···Version:·······5	4	···Version:·······5
5	···Unit·Type:·····DW_UT_compile·(1)	5	···Unit·Type:·····DW_UT_compile·(1)
6	···Abbrev·Offset:·0	6	···Abbrev·Offset:·0
7	···Pointer·Size:··8	7	···Pointer·Size:··8
8	·<0><c>:·Abbrev·Number:·230·(DW_TAG_compile_unit)	8	·<0><c>:·Abbrev·Number:·230·(DW_TAG_compile_unit)
9	····<e>···DW_AT_producer····:·(GNU_strp_alt)·(offset:·0x18231)·	9	····<e>···DW_AT_producer····:·(GNU_strp_alt)·(offset:·0x18231)·
10	····<12>···DW_AT_language····:·(data1)·29» (C11)	10	····<12>···DW_AT_language····:·(data1)·29» (C11)
Offset 15305, 15 lines modified		Offset 15305, 15 lines modified
15305	·<7><94fa>:·Abbrev·Number:·2·(DW_TAG_call_site_parameter)	15305	·<7><94fa>:·Abbrev·Number:·2·(DW_TAG_call_site_parameter)
15306	····<94fb>···DW_AT_location····:·(exprloc)·1·byte·block:·54·» (DW_OP_reg4·(rsi))	15306	····<94fb>···DW_AT_location····:·(exprloc)·1·byte·block:·54·» (DW_OP_reg4·(rsi))
15307	····<94fd>···DW_AT_call_value··:·(exprloc)·9·byte·block:·3·5e·c8·7·0·0·0·0·0·» (DW_OP_addr:·7c85e)	15307	····<94fd>···DW_AT_call_value··:·(exprloc)·9·byte·block:·3·5e·c8·7·0·0·0·0·0·» (DW_OP_addr:·7c85e)
15308	·<7><9507>:·Abbrev·Number:·0	15308	·<7><9507>:·Abbrev·Number:·0
15309	·<6><9508>:·Abbrev·Number:·0	15309	·<6><9508>:·Abbrev·Number:·0
15310	·<5><9509>:·Abbrev·Number:·22·(DW_TAG_call_site)	15310	·<5><9509>:·Abbrev·Number:·22·(DW_TAG_call_site)
15311	····<950a>···DW_AT_call_return_pc:·(addr)·0x2869d	15311	····<950a>···DW_AT_call_return_pc:·(addr)·0x2869d
15312	····<9512>···DW_AT_call_origin·:·(ref_udata)·<0xc55be>	15312	····<9512>···DW_AT_call_origin·:·(ref_udata)·<0xc55bc>
15313	·<6><9515>:·Abbrev·Number:·2·(DW_TAG_call_site_parameter)	15313	·<6><9515>:·Abbrev·Number:·2·(DW_TAG_call_site_parameter)
15314	····<9516>···DW_AT_location····:·(exprloc)·1·byte·block:·55·» (DW_OP_reg5·(rdi))	15314	····<9516>···DW_AT_location····:·(exprloc)·1·byte·block:·55·» (DW_OP_reg5·(rdi))
15315	····<9518>···DW_AT_call_value··:·(exprloc)·2·byte·block:·73·0·» (DW_OP_breg3·(rbx):·0)	15315	····<9518>···DW_AT_call_value··:·(exprloc)·2·byte·block:·73·0·» (DW_OP_breg3·(rbx):·0)
15316	·<6><951b>:·Abbrev·Number:·18·(DW_TAG_call_site_parameter)	15316	·<6><951b>:·Abbrev·Number:·18·(DW_TAG_call_site_parameter)
15317	····<951c>···DW_AT_call_parameter:·(ref_udata)·<0x8696>	15317	····<951c>···DW_AT_call_parameter:·(ref_udata)·<0x8696>
15318	····<951f>···DW_AT_call_value··:·(exprloc)·9·byte·block:·3·a5·c6·7·0·0·0·0·0·» (DW_OP_addr:·7c6a5)	15318	····<951f>···DW_AT_call_value··:·(exprloc)·9·byte·block:·3·a5·c6·7·0·0·0·0·0·» (DW_OP_addr:·7c6a5)
15319	·<6><9529>:·Abbrev·Number:·0	15319	·<6><9529>:·Abbrev·Number:·0
Offset 15500, 29 lines modified		Offset 15500, 29 lines modified
15500	····<96a9>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0x1435b)·	15500	····<96a9>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0x1435b)·
15501	····<96ad>···DW_AT_decl_file···:·(implicit_const)·1	15501	····<96ad>···DW_AT_decl_file···:·(implicit_const)·1
15502	····<96ad>···DW_AT_decl_line···:·(data4)·0x11745	15502	····<96ad>···DW_AT_decl_line···:·(data4)·0x11745
15503	····<96b1>···DW_AT_decl_column·:·(data1)·13	15503	····<96b1>···DW_AT_decl_column·:·(data1)·13
15504	····<96b2>···DW_AT_type········:·(ref_udata)·<0xa1b>	15504	····<96b2>···DW_AT_type········:·(ref_udata)·<0xa1b>
15505	·<4><96b4>:·Abbrev·Number:·0	15505	·<4><96b4>:·Abbrev·Number:·0
15506	·<3><96b5>:·Abbrev·Number:·129·(DW_TAG_inlined_subroutine)	15506	·<3><96b5>:·Abbrev·Number:·129·(DW_TAG_inlined_subroutine)
15507	····<96b7>···DW_AT_abstract_origin:·(ref_udata)·<0xc2f0e>	15507	····<96b7>···DW_AT_abstract_origin:·(ref_udata)·<0xc2f0c>
15508	····<96ba>···DW_AT_entry_pc····:·(addr)·0x285d0	15508	····<96ba>···DW_AT_entry_pc····:·(addr)·0x285d0
15509	····<96c2>···DW_AT_GNU_entry_view:·(data2)·2	15509	····<96c2>···DW_AT_GNU_entry_view:·(data2)·2
15510	····<96c4>···DW_AT_ranges······:·(sec_offset)·0x1bdd	15510	····<96c4>···DW_AT_ranges······:·(sec_offset)·0x1bdd
15511	····<96c8>···DW_AT_call_file···:·(implicit_const)·1	15511	····<96c8>···DW_AT_call_file···:·(implicit_const)·1
15512	····<96c8>···DW_AT_call_line···:·(data4)·0x11745	15512	····<96c8>···DW_AT_call_line···:·(data4)·0x11745
15513	····<96cc>···DW_AT_call_column·:·(data1)·13	15513	····<96cc>···DW_AT_call_column·:·(data1)·13
15514	·<4><96cd>:·Abbrev·Number:·4·(DW_TAG_formal_parameter)	15514	·<4><96cd>:·Abbrev·Number:·4·(DW_TAG_formal_parameter)
15515	····<96ce>···DW_AT_abstract_origin:·(ref_udata)·<0xc2f1e>	15515	····<96ce>···DW_AT_abstract_origin:·(ref_udata)·<0xc2f1c>
15516	····<96d1>···DW_AT_location····:·(sec_offset)·0x53f·(location·list)	15516	····<96d1>···DW_AT_location····:·(sec_offset)·0x53f·(location·list)
15517	····<96d5>···DW_AT_GNU_locviews:·(sec_offset)·0x53d	15517	····<96d5>···DW_AT_GNU_locviews:·(sec_offset)·0x53d
15518	·<4><96d9>:·Abbrev·Number:·11·(DW_TAG_lexical_block)	15518	·<4><96d9>:·Abbrev·Number:·11·(DW_TAG_lexical_block)
15519	····<96da>···DW_AT_ranges······:·(sec_offset)·0x1bdd	15519	····<96da>···DW_AT_ranges······:·(sec_offset)·0x1bdd
15520	·<5><96de>:·Abbrev·Number:·36·(DW_TAG_variable)	15520	·<5><96de>:·Abbrev·Number:·36·(DW_TAG_variable)
15521	····<96df>···DW_AT_abstract_origin:·(ref_udata)·<0xc2f29>	15521	····<96df>···DW_AT_abstract_origin:·(ref_udata)·<0xc2f27>
15522	·<5><96e2>:·Abbrev·Number:·0	15522	·<5><96e2>:·Abbrev·Number:·0
15523	·<4><96e3>:·Abbrev·Number:·0	15523	·<4><96e3>:·Abbrev·Number:·0
15524	·<3><96e4>:·Abbrev·Number:·0	15524	·<3><96e4>:·Abbrev·Number:·0
15525	·<2><96e5>:·Abbrev·Number:·34·(DW_TAG_lexical_block)	15525	·<2><96e5>:·Abbrev·Number:·34·(DW_TAG_lexical_block)
15526	····<96e6>···DW_AT_ranges······:·(sec_offset)·0x1bef	15526	····<96e6>···DW_AT_ranges······:·(sec_offset)·0x1bef
15527	····<96ea>···DW_AT_sibling·····:·(ref_udata)·<0x97d1>	15527	····<96ea>···DW_AT_sibling·····:·(ref_udata)·<0x97d1>
15528	·<3><96ed>:·Abbrev·Number:·60·(DW_TAG_variable)	15528	·<3><96ed>:·Abbrev·Number:·60·(DW_TAG_variable)
Offset 15750, 25 lines modified		Offset 15750, 25 lines modified
15750	····<98e1>···DW_AT_GNU_locviews:·(sec_offset)·0x5f3	15750	····<98e1>···DW_AT_GNU_locviews:·(sec_offset)·0x5f3
15751	·<3><98e5>:·Abbrev·Number:·9·(DW_TAG_variable)	15751	·<3><98e5>:·Abbrev·Number:·9·(DW_TAG_variable)
15752	····<98e6>···DW_AT_abstract_origin:·(GNU_ref_alt)·<0xf557>	15752	····<98e6>···DW_AT_abstract_origin:·(GNU_ref_alt)·<0xf557>
15753	····<98ea>···DW_AT_location····:·(sec_offset)·0x607·(location·list)	15753	····<98ea>···DW_AT_location····:·(sec_offset)·0x607·(location·list)
15754	····<98ee>···DW_AT_GNU_locviews:·(sec_offset)·0x605	15754	····<98ee>···DW_AT_GNU_locviews:·(sec_offset)·0x605
15755	·<3><98f2>:·Abbrev·Number:·0	15755	·<3><98f2>:·Abbrev·Number:·0
15756	·<2><98f3>:·Abbrev·Number:·87·(DW_TAG_inlined_subroutine)	15756	·<2><98f3>:·Abbrev·Number:·87·(DW_TAG_inlined_subroutine)
15757	····<98f4>···DW_AT_abstract_origin:·(ref_udata)·<0xc2f4a>	15757	····<98f4>···DW_AT_abstract_origin:·(ref_udata)·<0xc2f48>
15758	····<98f7>···DW_AT_entry_pc····:·(addr)·0x28546	15758	····<98f7>···DW_AT_entry_pc····:·(addr)·0x28546
15759	····<98ff>···DW_AT_GNU_entry_view:·(data2)·2	15759	····<98ff>···DW_AT_GNU_entry_view:·(data2)·2
15760	····<9901>···DW_AT_low_pc······:·(addr)·0x28546	15760	····<9901>···DW_AT_low_pc······:·(addr)·0x28546
15761	····<9909>···DW_AT_high_pc·····:·(udata)·4	15761	····<9909>···DW_AT_high_pc·····:·(udata)·4
15762	····<990a>···DW_AT_call_file···:·(implicit_const)·1	15762	····<990a>···DW_AT_call_file···:·(implicit_const)·1
15763	····<990a>···DW_AT_call_line···:·(data4)·0x11744	15763	····<990a>···DW_AT_call_line···:·(data4)·0x11744
15764	····<990e>···DW_AT_call_column·:·(data1)·13	15764	····<990e>···DW_AT_call_column·:·(data1)·13
15765	····<990f>···DW_AT_sibling·····:·(ref_udata)·<0x991f>	15765	····<990f>···DW_AT_sibling·····:·(ref_udata)·<0x991f>
15766	·<3><9912>:·Abbrev·Number:·4·(DW_TAG_formal_parameter)	15766	·<3><9912>:·Abbrev·Number:·4·(DW_TAG_formal_parameter)
15767	····<9913>···DW_AT_abstract_origin:·(ref_udata)·<0xc2f5a>	15767	····<9913>···DW_AT_abstract_origin:·(ref_udata)·<0xc2f58>
15768	····<9916>···DW_AT_location····:·(sec_offset)·0x618·(location·list)	15768	····<9916>···DW_AT_location····:·(sec_offset)·0x618·(location·list)
15769	····<991a>···DW_AT_GNU_locviews:·(sec_offset)·0x616	15769	····<991a>···DW_AT_GNU_locviews:·(sec_offset)·0x616
15770	·<3><991e>:·Abbrev·Number:·0	15770	·<3><991e>:·Abbrev·Number:·0
15771	·<2><991f>:·Abbrev·Number:·8·(DW_TAG_call_site)	15771	·<2><991f>:·Abbrev·Number:·8·(DW_TAG_call_site)
15772	····<9920>···DW_AT_call_return_pc:·(addr)·0x285c0	15772	····<9920>···DW_AT_call_return_pc:·(addr)·0x285c0
15773	····<9928>···DW_AT_call_origin·:·(GNU_ref_alt)·<0xf456>	15773	····<9928>···DW_AT_call_origin·:·(GNU_ref_alt)·<0xf456>
15774	·<3><992c>:·Abbrev·Number:·2·(DW_TAG_call_site_parameter)	15774	·<3><992c>:·Abbrev·Number:·2·(DW_TAG_call_site_parameter)
Offset 16359, 15 lines modified		Offset 16359, 15 lines modified
16359	·<7><9e18>:·Abbrev·Number:·2·(DW_TAG_call_site_parameter)	16359	·<7><9e18>:·Abbrev·Number:·2·(DW_TAG_call_site_parameter)
16360	····<9e19>···DW_AT_location····:·(exprloc)·1·byte·block:·54·» (DW_OP_reg4·(rsi))	16360	····<9e19>···DW_AT_location····:·(exprloc)·1·byte·block:·54·» (DW_OP_reg4·(rsi))
16361	····<9e1b>···DW_AT_call_value··:·(exprloc)·9·byte·block:·3·5e·c8·7·0·0·0·0·0·» (DW_OP_addr:·7c85e)	16361	····<9e1b>···DW_AT_call_value··:·(exprloc)·9·byte·block:·3·5e·c8·7·0·0·0·0·0·» (DW_OP_addr:·7c85e)
16362	·<7><9e25>:·Abbrev·Number:·0	16362	·<7><9e25>:·Abbrev·Number:·0
16363	·<6><9e26>:·Abbrev·Number:·0	16363	·<6><9e26>:·Abbrev·Number:·0
16364	·<5><9e27>:·Abbrev·Number:·22·(DW_TAG_call_site)	16364	·<5><9e27>:·Abbrev·Number:·22·(DW_TAG_call_site)
16365	····<9e28>···DW_AT_call_return_pc:·(addr)·0x284ed	16365	····<9e28>···DW_AT_call_return_pc:·(addr)·0x284ed
16366	····<9e30>···DW_AT_call_origin·:·(ref_udata)·<0xc55be>	16366	····<9e30>···DW_AT_call_origin·:·(ref_udata)·<0xc55bc>
16367	·<6><9e33>:·Abbrev·Number:·2·(DW_TAG_call_site_parameter)	16367	·<6><9e33>:·Abbrev·Number:·2·(DW_TAG_call_site_parameter)
16368	····<9e34>···DW_AT_location····:·(exprloc)·1·byte·block:·55·» (DW_OP_reg5·(rdi))	16368	····<9e34>···DW_AT_location····:·(exprloc)·1·byte·block:·55·» (DW_OP_reg5·(rdi))
16369	····<9e36>···DW_AT_call_value··:·(exprloc)·2·byte·block:·73·0·» (DW_OP_breg3·(rbx):·0)	16369	····<9e36>···DW_AT_call_value··:·(exprloc)·2·byte·block:·73·0·» (DW_OP_breg3·(rbx):·0)
16370	·<6><9e39>:·Abbrev·Number:·18·(DW_TAG_call_site_parameter)	16370	·<6><9e39>:·Abbrev·Number:·18·(DW_TAG_call_site_parameter)
16371	····<9e3a>···DW_AT_call_parameter:·(ref_udata)·<0x8696>	16371	····<9e3a>···DW_AT_call_parameter:·(ref_udata)·<0x8696>
16372	····<9e3d>···DW_AT_call_value··:·(exprloc)·9·byte·block:·3·a5·c6·7·0·0·0·0·0·» (DW_OP_addr:·7c6a5)	16372	····<9e3d>···DW_AT_call_value··:·(exprloc)·9·byte·block:·3·a5·c6·7·0·0·0·0·0·» (DW_OP_addr:·7c6a5)
16373	·<6><9e47>:·Abbrev·Number:·0	16373	·<6><9e47>:·Abbrev·Number:·0
Offset 16554, 29 lines modified		Offset 16554, 29 lines modified
16554	····<9fc7>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0x1435b)·	16554	····<9fc7>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0x1435b)·
16555	····<9fcb>···DW_AT_decl_file···:·(implicit_const)·1	16555	····<9fcb>···DW_AT_decl_file···:·(implicit_const)·1
16556	····<9fcb>···DW_AT_decl_line···:·(data4)·0x11529	16556	····<9fcb>···DW_AT_decl_line···:·(data4)·0x11529
16557	····<9fcf>···DW_AT_decl_column·:·(data1)·13	16557	····<9fcf>···DW_AT_decl_column·:·(data1)·13
16558	····<9fd0>···DW_AT_type········:·(ref_udata)·<0xa1b>	16558	····<9fd0>···DW_AT_type········:·(ref_udata)·<0xa1b>
16559	·<4><9fd2>:·Abbrev·Number:·0	16559	·<4><9fd2>:·Abbrev·Number:·0
16560	·<3><9fd3>:·Abbrev·Number:·129·(DW_TAG_inlined_subroutine)	16560	·<3><9fd3>:·Abbrev·Number:·129·(DW_TAG_inlined_subroutine)
16561	····<9fd5>···DW_AT_abstract_origin:·(ref_udata)·<0xc2f0e>	16561	····<9fd5>···DW_AT_abstract_origin:·(ref_udata)·<0xc2f0c>
16562	····<9fd8>···DW_AT_entry_pc····:·(addr)·0x28420	16562	····<9fd8>···DW_AT_entry_pc····:·(addr)·0x28420
16563	····<9fe0>···DW_AT_GNU_entry_view:·(data2)·2	16563	····<9fe0>···DW_AT_GNU_entry_view:·(data2)·2
16564	····<9fe2>···DW_AT_ranges······:·(sec_offset)·0x1b5c	16564	····<9fe2>···DW_AT_ranges······:·(sec_offset)·0x1b5c
16565	····<9fe6>···DW_AT_call_file···:·(implicit_const)·1	16565	····<9fe6>···DW_AT_call_file···:·(implicit_const)·1
16566	····<9fe6>···DW_AT_call_line···:·(data4)·0x11529	16566	····<9fe6>···DW_AT_call_line···:·(data4)·0x11529
16567	····<9fea>···DW_AT_call_column·:·(data1)·13	16567	····<9fea>···DW_AT_call_column·:·(data1)·13
16568	·<4><9feb>:·Abbrev·Number:·4·(DW_TAG_formal_parameter)	16568	·<4><9feb>:·Abbrev·Number:·4·(DW_TAG_formal_parameter)
16569	····<9fec>···DW_AT_abstract_origin:·(ref_udata)·<0xc2f1e>	16569	····<9fec>···DW_AT_abstract_origin:·(ref_udata)·<0xc2f1c>
16570	····<9fef>···DW_AT_location····:·(sec_offset)·0x7a4·(location·list)	16570	····<9fef>···DW_AT_location····:·(sec_offset)·0x7a4·(location·list)
16571	····<9ff3>···DW_AT_GNU_locviews:·(sec_offset)·0x7a2	16571	····<9ff3>···DW_AT_GNU_locviews:·(sec_offset)·0x7a2
16572	·<4><9ff7>:·Abbrev·Number:·11·(DW_TAG_lexical_block)	16572	·<4><9ff7>:·Abbrev·Number:·11·(DW_TAG_lexical_block)
16573	····<9ff8>···DW_AT_ranges······:·(sec_offset)·0x1b5c	16573	····<9ff8>···DW_AT_ranges······:·(sec_offset)·0x1b5c
16574	·<5><9ffc>:·Abbrev·Number:·36·(DW_TAG_variable)	16574	·<5><9ffc>:·Abbrev·Number:·36·(DW_TAG_variable)
16575	····<9ffd>···DW_AT_abstract_origin:·(ref_udata)·<0xc2f29>	16575	····<9ffd>···DW_AT_abstract_origin:·(ref_udata)·<0xc2f27>
16576	·<5><a000>:·Abbrev·Number:·0	16576	·<5><a000>:·Abbrev·Number:·0
16577	·<4><a001>:·Abbrev·Number:·0	16577	·<4><a001>:·Abbrev·Number:·0
16578	·<3><a002>:·Abbrev·Number:·0	16578	·<3><a002>:·Abbrev·Number:·0
16579	·<2><a003>:·Abbrev·Number:·34·(DW_TAG_lexical_block)	16579	·<2><a003>:·Abbrev·Number:·34·(DW_TAG_lexical_block)
16580	····<a004>···DW_AT_ranges······:·(sec_offset)·0x1b6e	16580	····<a004>···DW_AT_ranges······:·(sec_offset)·0x1b6e
Max diff block lines reached; 21017233/21024430 bytes (99.97%) of diff not shown.


Offset 122731, 21 lines modified		Offset 122731, 21 lines modified
122731	····0005f70e·v000000000000001·v000000000000003·views·at·0005f70c·for:	122731	····0005f70e·v000000000000001·v000000000000003·views·at·0005f70c·for:
122732	·············0000000000075767·000000000007577d·(DW_OP_lit0;·DW_OP_stack_value)	122732	·············0000000000075767·000000000007577d·(DW_OP_lit0;·DW_OP_stack_value)
122733	····0005f71b·<End·of·list>	122733	····0005f71b·<End·of·list>

122734	····0005f71c·v000000000000001·v000000000000003·location·view·pair	122734	····0005f71c·v000000000000001·v000000000000003·location·view·pair

122735	····0005f71e·v000000000000001·v000000000000003·views·at·0005f71c·for:	122735	····0005f71e·v000000000000001·v000000000000003·views·at·0005f71c·for:
122736	·············0000000000075767·000000000007577d·(DW_OP_implicit_pointer:·<0x5daed>·0)	122736	·············0000000000075767·000000000007577d·(DW_OP_implicit_pointer:·<0x5daeb>·0)
122737	····0005f72f·<End·of·list>	122737	····0005f72f·<End·of·list>

122738	····0005f730·v000000000000001·v000000000000003·location·view·pair	122738	····0005f730·v000000000000001·v000000000000003·location·view·pair

122739	····0005f732·v000000000000001·v000000000000003·views·at·0005f730·for:	122739	····0005f732·v000000000000001·v000000000000003·views·at·0005f730·for:
122740	·············0000000000075767·000000000007577d·(DW_OP_implicit_pointer:·<0x5daf9>·0)	122740	·············0000000000075767·000000000007577d·(DW_OP_implicit_pointer:·<0x5daf7>·0)
122741	····0005f743·<End·of·list>	122741	····0005f743·<End·of·list>

122742	····0005f744·v000000000000001·v000000000000001·location·view·pair	122742	····0005f744·v000000000000001·v000000000000001·location·view·pair

122743	····0005f746·v000000000000001·v000000000000001·views·at·0005f744·for:	122743	····0005f746·v000000000000001·v000000000000001·views·at·0005f744·for:
122744	·············0000000000075774·000000000007577d·(DW_OP_reg3·(rbx))	122744	·············0000000000075774·000000000007577d·(DW_OP_reg3·(rbx))
122745	····0005f752·<End·of·list>	122745	····0005f752·<End·of·list>
Offset 138403, 37 lines modified		Offset 138403, 37 lines modified
138403	····0006ba9c·<End·of·list>	138403	····0006ba9c·<End·of·list>

138404	····0006ba9d·v000000000000000·v000000000000004·location·view·pair	138404	····0006ba9d·v000000000000000·v000000000000004·location·view·pair
138405	····0006ba9f·v000000000000000·v000000000000000·location·view·pair	138405	····0006ba9f·v000000000000000·v000000000000000·location·view·pair

138406	····0006baa1·000000000003d940·(base·address)	138406	····0006baa1·000000000003d940·(base·address)
138407	····0006baaa·v000000000000000·v000000000000004·views·at·0006ba9d·for:	138407	····0006baaa·v000000000000000·v000000000000004·views·at·0006ba9d·for:
138408	·············000000000003d940·000000000003d95e·(DW_OP_implicit_pointer:·<0x6c353>·0)	138408	·············000000000003d940·000000000003d95e·(DW_OP_implicit_pointer:·<0x6c351>·0)
138409	····0006bab4·v000000000000000·v000000000000000·views·at·0006ba9f·for:	138409	····0006bab4·v000000000000000·v000000000000000·views·at·0006ba9f·for:
138410	·············000000000003db50·000000000003db8a·(DW_OP_implicit_pointer:·<0x6c353>·0)	138410	·············000000000003db50·000000000003db8a·(DW_OP_implicit_pointer:·<0x6c351>·0)
138411	····0006bac0·<End·of·list>	138411	····0006bac0·<End·of·list>

138412	····0006bac1·v000000000000000·v000000000000004·location·view·pair	138412	····0006bac1·v000000000000000·v000000000000004·location·view·pair
138413	····0006bac3·v000000000000000·v000000000000000·location·view·pair	138413	····0006bac3·v000000000000000·v000000000000000·location·view·pair

138414	····0006bac5·000000000003d940·(base·address)	138414	····0006bac5·000000000003d940·(base·address)
138415	····0006bace·v000000000000000·v000000000000004·views·at·0006bac1·for:	138415	····0006bace·v000000000000000·v000000000000004·views·at·0006bac1·for:
138416	·············000000000003d940·000000000003d95e·(DW_OP_implicit_pointer:·<0x6c367>·0)	138416	·············000000000003d940·000000000003d95e·(DW_OP_implicit_pointer:·<0x6c365>·0)
138417	····0006bad8·v000000000000000·v000000000000000·views·at·0006bac3·for:	138417	····0006bad8·v000000000000000·v000000000000000·views·at·0006bac3·for:
138418	·············000000000003db50·000000000003db8a·(DW_OP_implicit_pointer:·<0x6c367>·0)	138418	·············000000000003db50·000000000003db8a·(DW_OP_implicit_pointer:·<0x6c365>·0)
138419	····0006bae4·<End·of·list>	138419	····0006bae4·<End·of·list>

138420	····0006bae5·v000000000000000·v000000000000004·location·view·pair	138420	····0006bae5·v000000000000000·v000000000000004·location·view·pair
138421	····0006bae7·v000000000000000·v000000000000000·location·view·pair	138421	····0006bae7·v000000000000000·v000000000000000·location·view·pair

138422	····0006bae9·000000000003d940·(base·address)	138422	····0006bae9·000000000003d940·(base·address)
138423	····0006baf2·v000000000000000·v000000000000004·views·at·0006bae5·for:	138423	····0006baf2·v000000000000000·v000000000000004·views·at·0006bae5·for:
138424	·············000000000003d940·000000000003d95e·(DW_OP_implicit_pointer:·<0x6c37b>·0)	138424	·············000000000003d940·000000000003d95e·(DW_OP_implicit_pointer:·<0x6c379>·0)
138425	····0006bafc·v000000000000000·v000000000000000·views·at·0006bae7·for:	138425	····0006bafc·v000000000000000·v000000000000000·views·at·0006bae7·for:
138426	·············000000000003db50·000000000003db8a·(DW_OP_implicit_pointer:·<0x6c37b>·0)	138426	·············000000000003db50·000000000003db8a·(DW_OP_implicit_pointer:·<0x6c379>·0)
138427	····0006bb08·<End·of·list>	138427	····0006bb08·<End·of·list>

138428	····0006bb09·v000000000000001·v000000000000000·location·view·pair	138428	····0006bb09·v000000000000001·v000000000000000·location·view·pair
138429	····0006bb0b·v000000000000000·v000000000000000·location·view·pair	138429	····0006bb0b·v000000000000000·v000000000000000·location·view·pair
138430	····0006bb0d·v000000000000000·v000000000000000·location·view·pair	138430	····0006bb0d·v000000000000000·v000000000000000·location·view·pair
138431	····0006bb0f·v000000000000000·v000000000000000·location·view·pair	138431	····0006bb0f·v000000000000000·v000000000000000·location·view·pair
138432	····0006bb11·v000000000000000·v000000000000000·location·view·pair	138432	····0006bb11·v000000000000000·v000000000000000·location·view·pair
Offset 165717, 37 lines modified		Offset 165717, 37 lines modified
165717	····00080a10·<End·of·list>	165717	····00080a10·<End·of·list>

165718	····00080a11·v000000000000000·v000000000000000·location·view·pair	165718	····00080a11·v000000000000000·v000000000000000·location·view·pair
165719	····00080a13·v000000000000000·v000000000000000·location·view·pair	165719	····00080a13·v000000000000000·v000000000000000·location·view·pair

165720	····00080a15·000000000003c90b·(base·address)	165720	····00080a15·000000000003c90b·(base·address)
165721	····00080a1e·v000000000000000·v000000000000000·views·at·00080a11·for:	165721	····00080a1e·v000000000000000·v000000000000000·views·at·00080a11·for:
165722	·············000000000003c90b·000000000003c934·(DW_OP_implicit_pointer:·<0x7d78f>·0)	165722	·············000000000003c90b·000000000003c934·(DW_OP_implicit_pointer:·<0x7d78d>·0)
165723	····00080a28·v000000000000000·v000000000000000·views·at·00080a13·for:	165723	····00080a28·v000000000000000·v000000000000000·views·at·00080a13·for:
165724	·············000000000003ca93·000000000003cac3·(DW_OP_implicit_pointer:·<0x7d78f>·0)	165724	·············000000000003ca93·000000000003cac3·(DW_OP_implicit_pointer:·<0x7d78d>·0)
165725	····00080a34·<End·of·list>	165725	····00080a34·<End·of·list>

165726	····00080a35·v000000000000000·v000000000000000·location·view·pair	165726	····00080a35·v000000000000000·v000000000000000·location·view·pair
165727	····00080a37·v000000000000000·v000000000000000·location·view·pair	165727	····00080a37·v000000000000000·v000000000000000·location·view·pair

165728	····00080a39·000000000003c90b·(base·address)	165728	····00080a39·000000000003c90b·(base·address)
165729	····00080a42·v000000000000000·v000000000000000·views·at·00080a35·for:	165729	····00080a42·v000000000000000·v000000000000000·views·at·00080a35·for:
165730	·············000000000003c90b·000000000003c934·(DW_OP_implicit_pointer:·<0x7d79b>·0)	165730	·············000000000003c90b·000000000003c934·(DW_OP_implicit_pointer:·<0x7d799>·0)
165731	····00080a4c·v000000000000000·v000000000000000·views·at·00080a37·for:	165731	····00080a4c·v000000000000000·v000000000000000·views·at·00080a37·for:
165732	·············000000000003ca93·000000000003cac3·(DW_OP_implicit_pointer:·<0x7d79b>·0)	165732	·············000000000003ca93·000000000003cac3·(DW_OP_implicit_pointer:·<0x7d799>·0)
165733	····00080a58·<End·of·list>	165733	····00080a58·<End·of·list>

165734	····00080a59·v000000000000000·v000000000000000·location·view·pair	165734	····00080a59·v000000000000000·v000000000000000·location·view·pair
165735	····00080a5b·v000000000000000·v000000000000000·location·view·pair	165735	····00080a5b·v000000000000000·v000000000000000·location·view·pair

165736	····00080a5d·000000000003c90b·(base·address)	165736	····00080a5d·000000000003c90b·(base·address)
165737	····00080a66·v000000000000000·v000000000000000·views·at·00080a59·for:	165737	····00080a66·v000000000000000·v000000000000000·views·at·00080a59·for:
165738	·············000000000003c90b·000000000003c934·(DW_OP_implicit_pointer:·<0x7d7a7>·0)	165738	·············000000000003c90b·000000000003c934·(DW_OP_implicit_pointer:·<0x7d7a5>·0)
165739	····00080a70·v000000000000000·v000000000000000·views·at·00080a5b·for:	165739	····00080a70·v000000000000000·v000000000000000·views·at·00080a5b·for:
165740	·············000000000003ca93·000000000003cac3·(DW_OP_implicit_pointer:·<0x7d7a7>·0)	165740	·············000000000003ca93·000000000003cac3·(DW_OP_implicit_pointer:·<0x7d7a5>·0)
165741	····00080a7c·<End·of·list>	165741	····00080a7c·<End·of·list>

165742	····00080a7d·v000000000000000·v000000000000005·location·view·pair	165742	····00080a7d·v000000000000000·v000000000000005·location·view·pair
165743	····00080a7f·v000000000000005·v000000000000000·location·view·pair	165743	····00080a7f·v000000000000005·v000000000000000·location·view·pair
165744	····00080a81·v000000000000000·v000000000000000·location·view·pair	165744	····00080a81·v000000000000000·v000000000000000·location·view·pair

165745	····00080a83·000000000003ca93·(base·address)	165745	····00080a83·000000000003ca93·(base·address)
Offset 184808, 45 lines modified		Offset 184808, 45 lines modified

184808	····0008f994·v000000000000004·v000000000000002·location·view·pair	184808	····0008f994·v000000000000004·v000000000000002·location·view·pair
184809	····0008f996·v000000000000000·v000000000000000·location·view·pair	184809	····0008f996·v000000000000000·v000000000000000·location·view·pair
184810	····0008f998·v000000000000000·v000000000000000·location·view·pair	184810	····0008f998·v000000000000000·v000000000000000·location·view·pair

184811	····0008f99a·000000000006b8a1·(base·address)	184811	····0008f99a·000000000006b8a1·(base·address)
184812	····0008f9a3·v000000000000004·v000000000000002·views·at·0008f994·for:	184812	····0008f9a3·v000000000000004·v000000000000002·views·at·0008f994·for:
184813	·············000000000006b8a1·000000000006b8e7·(DW_OP_implicit_pointer:·<0x87498>·0)	184813	·············000000000006b8a1·000000000006b8e7·(DW_OP_implicit_pointer:·<0x87496>·0)
184814	····0008f9ad·v000000000000000·v000000000000000·views·at·0008f996·for:	184814	····0008f9ad·v000000000000000·v000000000000000·views·at·0008f996·for:
184815	·············000000000006bd04·000000000006bd20·(DW_OP_implicit_pointer:·<0x87498>·0)	184815	·············000000000006bd04·000000000006bd20·(DW_OP_implicit_pointer:·<0x87496>·0)
184816	····0008f9b9·v000000000000000·v000000000000000·views·at·0008f998·for:	184816	····0008f9b9·v000000000000000·v000000000000000·views·at·0008f998·for:
184817	·············0000000000022393·0000000000022398·(DW_OP_implicit_pointer:·<0x87498>·0)	184817	·············0000000000022393·0000000000022398·(DW_OP_implicit_pointer:·<0x87496>·0)
184818	····0008f9ca·<End·of·list>	184818	····0008f9ca·<End·of·list>

184819	····0008f9cb·v000000000000004·v000000000000002·location·view·pair	184819	····0008f9cb·v000000000000004·v000000000000002·location·view·pair
184820	····0008f9cd·v000000000000000·v000000000000000·location·view·pair	184820	····0008f9cd·v000000000000000·v000000000000000·location·view·pair
184821	····0008f9cf·v000000000000000·v000000000000000·location·view·pair	184821	····0008f9cf·v000000000000000·v000000000000000·location·view·pair

184822	····0008f9d1·000000000006b8a1·(base·address)	184822	····0008f9d1·000000000006b8a1·(base·address)
184823	····0008f9da·v000000000000004·v000000000000002·views·at·0008f9cb·for:	184823	····0008f9da·v000000000000004·v000000000000002·views·at·0008f9cb·for:
184824	·············000000000006b8a1·000000000006b8e7·(DW_OP_implicit_pointer:·<0x874ac>·0)	184824	·············000000000006b8a1·000000000006b8e7·(DW_OP_implicit_pointer:·<0x874aa>·0)
184825	····0008f9e4·v000000000000000·v000000000000000·views·at·0008f9cd·for:	184825	····0008f9e4·v000000000000000·v000000000000000·views·at·0008f9cd·for:
184826	·············000000000006bd04·000000000006bd20·(DW_OP_implicit_pointer:·<0x874ac>·0)	184826	·············000000000006bd04·000000000006bd20·(DW_OP_implicit_pointer:·<0x874aa>·0)
184827	····0008f9f0·v000000000000000·v000000000000000·views·at·0008f9cf·for:	184827	····0008f9f0·v000000000000000·v000000000000000·views·at·0008f9cf·for:
184828	·············0000000000022393·0000000000022398·(DW_OP_implicit_pointer:·<0x874ac>·0)	184828	·············0000000000022393·0000000000022398·(DW_OP_implicit_pointer:·<0x874aa>·0)
184829	····0008fa01·<End·of·list>	184829	····0008fa01·<End·of·list>

184830	····0008fa02·v000000000000004·v000000000000002·location·view·pair	184830	····0008fa02·v000000000000004·v000000000000002·location·view·pair
184831	····0008fa04·v000000000000000·v000000000000000·location·view·pair	184831	····0008fa04·v000000000000000·v000000000000000·location·view·pair
Max diff block lines reached; 68314/76577 bytes (89.21%) of diff not shown.

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