/usr/bin/diffoscope --timeout 7200 --html /srv/reproducible-results/rbuild-debian/r-b-build.0EolXhxo/lmfit-py_1.3.3-1.diffoscope.html --text /srv/reproducible-results/rbuild-debian/r-b-build.0EolXhxo/lmfit-py_1.3.3-1.diffoscope.txt --json /srv/reproducible-results/rbuild-debian/r-b-build.0EolXhxo/lmfit-py_1.3.3-1.diffoscope.json --profile=- /srv/reproducible-results/rbuild-debian/r-b-build.0EolXhxo/b1/lmfit-py_1.3.3-1_arm64.changes /srv/reproducible-results/rbuild-debian/r-b-build.0EolXhxo/b2/lmfit-py_1.3.3-1

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/srv/reproducible-results/rbuild-debian/r-b-build.0EolXhxo/b1/lmfit-py_1.3.3-1_arm64.changes vs.

/srv/reproducible-results/rbuild-debian/r-b-build.0EolXhxo/b2/lmfit-py_1.3.3-1_arm64.changes ¶

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1	·7c09~~d1a7~~1~~d4e~~c~~df21~~a0197e~~5ffb32f3c~~·6379724·doc·optional·python-lmfit-doc_1.3.3-1_all.deb	1	·19a27f1b80c93ffa4c9b2de11140819a·6379644·doc·optional·python-lmfit-doc_1.3.3-1_all.deb
2	·ff3152741293e9cc00373343ffa4e68f·82296·python·optional·python3-lmfit_1.3.3-1_all.deb	2	·ff3152741293e9cc00373343ffa4e68f·82296·python·optional·python3-lmfit_1.3.3-1_all.deb

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python-lmfit-doc_1.3.3-1_all.deb ¶

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file list ¶


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2	-rw-r--r--···0········0········0·····9032·2025-03-28·16:45:54.000000·control.tar.xz	2	-rw-r--r--···0········0········0·····9040·2025-03-28·16:45:54.000000·control.tar.xz
3	-rw-r--r--···0········0········0··6370~~500~~·2025-03-28·16:45:54.000000·data.tar.xz	3	-rw-r--r--···0········0········0··6370412·2025-03-28·16:45:54.000000·data.tar.xz

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control.tar.xz ¶

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control.tar ¶

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./md5sums ¶

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./md5sums ¶

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data.tar.xz ¶

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data.tar ¶

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file list ¶

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./usr/share/doc/python3-lmfit/html/_sources/examples/example_Model_interface.rst.txt ¶


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496	..·rst-class::·sphx-glr-timing	496	..·rst-class::·sphx-glr-timing

497	···Total·running·time·of·the·script:·(0·minutes·0.~~757~~·seconds)	497	···Total·running·time·of·the·script:·(0·minutes·0.404·seconds)


498	..·_sphx_glr_download_examples_example_Model_interface.py:	498	..·_sphx_glr_download_examples_example_Model_interface.py:

499	..·only::·html	499	..·only::·html

500	··..·container::·sphx-glr-footer·sphx-glr-footer-example	500	··..·container::·sphx-glr-footer·sphx-glr-footer-example

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./usr/share/doc/python3-lmfit/html/_sources/examples/example_basinhopping.rst.txt ¶


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146	····plt.plot(x,·result.best_fit,·'-',·label=method2)	146	····plt.plot(x,·result.best_fit,·'-',·label=method2)
147	····plt.legend()	147	····plt.legend()
148	····plt.show()	148	····plt.show()


149	..·rst-class::·sphx-glr-timing	149	..·rst-class::·sphx-glr-timing

150	···Total·running·time·of·the·script:·(0·minutes·7.~~247~~·seconds)	150	···Total·running·time·of·the·script:·(0·minutes·2.761·seconds)


151	..·_sphx_glr_download_examples_example_basinhopping.py:	151	..·_sphx_glr_download_examples_example_basinhopping.py:

152	..·only::·html	152	..·only::·html

153	··..·container::·sphx-glr-footer·sphx-glr-footer-example	153	··..·container::·sphx-glr-footer·sphx-glr-footer-example

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./usr/share/doc/python3-lmfit/html/_sources/examples/example_brute.rst.txt ¶


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970	..·rst-class::·sphx-glr-timing	970	..·rst-class::·sphx-glr-timing

971	···Total·running·time·of·the·script:·(0·minutes·47.~~945~~·seconds)	971	···Total·running·time·of·the·script:·(0·minutes·17.693·seconds)


972	..·_sphx_glr_download_examples_example_brute.py:	972	..·_sphx_glr_download_examples_example_brute.py:

973	..·only::·html	973	..·only::·html

974	··..·container::·sphx-glr-footer·sphx-glr-footer-example	974	··..·container::·sphx-glr-footer·sphx-glr-footer-example

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./usr/share/doc/python3-lmfit/html/_sources/examples/example_complex_resonator_model.rst.txt ¶


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291	..·rst-class::·sphx-glr-timing	291	..·rst-class::·sphx-glr-timing

292	···Total·running·time·of·the·script:·(0·minutes·2.134·seconds)	292	···Total·running·time·of·the·script:·(0·minutes·0.738·seconds)


293	..·_sphx_glr_download_examples_example_complex_resonator_model.py:	293	..·_sphx_glr_download_examples_example_complex_resonator_model.py:

294	..·only::·html	294	..·only::·html

295	··..·container::·sphx-glr-footer·sphx-glr-footer-example	295	··..·container::·sphx-glr-footer·sphx-glr-footer-example

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./usr/share/doc/python3-lmfit/html/_sources/examples/example_confidence_interval.rst.txt ¶


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275	..·rst-class::·sphx-glr-timing	275	..·rst-class::·sphx-glr-timing

276	···Total·running·time·of·the·script:·(0·minutes·46.~~494~~·seconds)	276	···Total·running·time·of·the·script:·(0·minutes·15.538·seconds)


277	..·_sphx_glr_download_examples_example_confidence_interval.py:	277	..·_sphx_glr_download_examples_example_confidence_interval.py:

278	..·only::·html	278	..·only::·html

279	··..·container::·sphx-glr-footer·sphx-glr-footer-example	279	··..·container::·sphx-glr-footer·sphx-glr-footer-example

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./usr/share/doc/python3-lmfit/html/_sources/examples/example_detect_outliers.rst.txt ¶


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261	..·rst-class::·sphx-glr-timing	261	..·rst-class::·sphx-glr-timing

262	···Total·running·time·of·the·script:·(0·minutes·3.484·seconds)	262	···Total·running·time·of·the·script:·(0·minutes·1.124·seconds)


263	..·_sphx_glr_download_examples_example_detect_outliers.py:	263	..·_sphx_glr_download_examples_example_detect_outliers.py:

264	..·only::·html	264	..·only::·html

265	··..·container::·sphx-glr-footer·sphx-glr-footer-example	265	··..·container::·sphx-glr-footer·sphx-glr-footer-example

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./usr/share/doc/python3-lmfit/html/_sources/examples/example_diffev.rst.txt ¶


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184	..·rst-class::·sphx-glr-timing	184	..·rst-class::·sphx-glr-timing

185	···Total·running·time·of·the·script:·(0·minutes·1.~~396~~·seconds)	185	···Total·running·time·of·the·script:·(0·minutes·0.402·seconds)


186	..·_sphx_glr_download_examples_example_diffev.py:	186	..·_sphx_glr_download_examples_example_diffev.py:

187	..·only::·html	187	..·only::·html

188	··..·container::·sphx-glr-footer·sphx-glr-footer-example	188	··..·container::·sphx-glr-footer·sphx-glr-footer-example

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./usr/share/doc/python3-lmfit/html/_sources/examples/example_expression_model.rst.txt ¶


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139	..·rst-class::·sphx-glr-timing	139	..·rst-class::·sphx-glr-timing

140	···Total·running·time·of·the·script:·(0·minutes·0.~~701~~·seconds)	140	···Total·running·time·of·the·script:·(0·minutes·0.254·seconds)


141	..·_sphx_glr_download_examples_example_expression_model.py:	141	..·_sphx_glr_download_examples_example_expression_model.py:

142	..·only::·html	142	..·only::·html

143	··..·container::·sphx-glr-footer·sphx-glr-footer-example	143	··..·container::·sphx-glr-footer·sphx-glr-footer-example

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./usr/share/doc/python3-lmfit/html/_sources/examples/example_fit_jacobian_benchmark.rst.txt ¶


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238	·..·code-block::·none	238	·..·code-block::·none

239	····The·"true"·parameters·are:·a·=·2.500,·b·=·1.300,·c·=·0.800	239	····The·"true"·parameters·are:·a·=·2.500,·b·=·1.300,·c·=·0.800

240	····\|·Method··················\|·Avg.·time·(ms)·\|·#·func.·(+·Jac.)·calls·\|·Chi-squared·\|·a·····\|·b·····\|·c·····\|	240	····\|·Method··················\|·Avg.·time·(ms)·\|·#·func.·(+·Jac.)·calls·\|·Chi-squared·\|·a·····\|·b·····\|·c·····\|
241	····\|-------------------------\|----------------\|------------------------\|-------------\|-------\|-------\|-------\|	241	····\|-------------------------\|----------------\|------------------------\|-------------\|-------\|-------\|-------\|
242	····\|·leastsq·················\|·7.19···········\|·39·····················\|·1.092·······\|·2.564·\|·1.359·\|·0.824·\|	242	····\|·leastsq·················\|·1.79···········\|·39·····················\|·1.092·······\|·2.564·\|·1.359·\|·0.824·\|
243	····\|·leastsq·with·Jac.·······\|·4.86···········\|·12·(+10)···············\|·1.092·······\|·2.564·\|·1.359·\|·0.824·\|	243	····\|·leastsq·with·Jac.·······\|·1.55···········\|·12·(+10)···············\|·1.092·······\|·2.564·\|·1.359·\|·0.824·\|
244	····\|·least_squares···········\|·~~12.~~93··········\|·38·····················\|·1.092·······\|·2.564·\|·1.359·\|·0.824·\|	244	····\|·least_squares···········\|·3.89···········\|·38·····················\|·1.092·······\|·2.564·\|·1.359·\|·0.824·\|
245	····\|·least_squares·with·Jac.·\|·~~11.26~~··········\|·11·(+9)················\|·1.092·······\|·2.564·\|·1.359·\|·0.824·\|	245	····\|·least_squares·with·Jac.·\|·2.71···········\|·11·(+9)················\|·1.092·······\|·2.564·\|·1.359·\|·0.824·\|





246	..·rst-class::·sphx-glr-timing	246	..·rst-class::·sphx-glr-timing

247	···Total·running·time·of·the·script:·(0·minutes·4.~~838~~·seconds)	247	···Total·running·time·of·the·script:·(0·minutes·1.371·seconds)


248	..·_sphx_glr_download_examples_example_fit_jacobian_benchmark.py:	248	..·_sphx_glr_download_examples_example_fit_jacobian_benchmark.py:

249	..·only::·html	249	..·only::·html

250	··..·container::·sphx-glr-footer·sphx-glr-footer-example	250	··..·container::·sphx-glr-footer·sphx-glr-footer-example

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./usr/share/doc/python3-lmfit/html/_sources/examples/example_fit_multi_datasets.rst.txt ¶


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205	..·rst-class::·sphx-glr-timing	205	..·rst-class::·sphx-glr-timing

206	···Total·running·time·of·the·script:·(0·minutes·0.~~414~~·seconds)	206	···Total·running·time·of·the·script:·(0·minutes·0.267·seconds)


207	..·_sphx_glr_download_examples_example_fit_multi_datasets.py:	207	..·_sphx_glr_download_examples_example_fit_multi_datasets.py:

208	..·only::·html	208	..·only::·html

209	··..·container::·sphx-glr-footer·sphx-glr-footer-example	209	··..·container::·sphx-glr-footer·sphx-glr-footer-example

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./usr/share/doc/python3-lmfit/html/_sources/examples/example_fit_multi_datasets_Model-interface.rst.txt ¶


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230	..·rst-class::·sphx-glr-timing	230	..·rst-class::·sphx-glr-timing

231	···Total·running·time·of·the·script:·(0·minutes·0.~~514~~·seconds)	231	···Total·running·time·of·the·script:·(0·minutes·0.328·seconds)


232	..·_sphx_glr_download_examples_example_fit_multi_datasets_Model-interface.py:	232	..·_sphx_glr_download_examples_example_fit_multi_datasets_Model-interface.py:

233	..·only::·html	233	..·only::·html

234	··..·container::·sphx-glr-footer·sphx-glr-footer-example	234	··..·container::·sphx-glr-footer·sphx-glr-footer-example

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./usr/share/doc/python3-lmfit/html/_sources/examples/example_fit_with_algebraic_constraint.rst.txt ¶


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121	..·rst-class::·sphx-glr-timing	121	..·rst-class::·sphx-glr-timing

122	···Total·running·time·of·the·script:·(0·minutes·0.~~975~~·seconds)	122	···Total·running·time·of·the·script:·(0·minutes·0.283·seconds)


123	..·_sphx_glr_download_examples_example_fit_with_algebraic_constraint.py:	123	..·_sphx_glr_download_examples_example_fit_with_algebraic_constraint.py:

124	..·only::·html	124	..·only::·html

125	··..·container::·sphx-glr-footer·sphx-glr-footer-example	125	··..·container::·sphx-glr-footer·sphx-glr-footer-example

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./usr/share/doc/python3-lmfit/html/_sources/examples/example_fit_with_bounds.rst.txt ¶


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178	..·rst-class::·sphx-glr-timing	178	..·rst-class::·sphx-glr-timing

179	···Total·running·time·of·the·script:·(0·minutes·1.~~082~~·seconds)	179	···Total·running·time·of·the·script:·(0·minutes·0.273·seconds)


180	..·_sphx_glr_download_examples_example_fit_with_bounds.py:	180	..·_sphx_glr_download_examples_example_fit_with_bounds.py:

181	..·only::·html	181	..·only::·html

182	··..·container::·sphx-glr-footer·sphx-glr-footer-example	182	··..·container::·sphx-glr-footer·sphx-glr-footer-example

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./usr/share/doc/python3-lmfit/html/_sources/examples/example_fit_with_derivfunc.rst.txt ¶


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175	..·rst-class::·sphx-glr-timing	175	..·rst-class::·sphx-glr-timing

176	···Total·running·time·of·the·script:·(0·minutes·0.570·seconds)	176	···Total·running·time·of·the·script:·(0·minutes·0.257·seconds)


177	..·_sphx_glr_download_examples_example_fit_with_derivfunc.py:	177	..·_sphx_glr_download_examples_example_fit_with_derivfunc.py:

178	..·only::·html	178	..·only::·html

179	··..·container::·sphx-glr-footer·sphx-glr-footer-example	179	··..·container::·sphx-glr-footer·sphx-glr-footer-example

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./usr/share/doc/python3-lmfit/html/_sources/examples/example_fit_with_inequality.rst.txt ¶


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163	..·rst-class::·sphx-glr-timing	163	..·rst-class::·sphx-glr-timing

164	···Total·running·time·of·the·script:·(0·minutes·0.780·seconds)	164	···Total·running·time·of·the·script:·(0·minutes·0.270·seconds)


165	..·_sphx_glr_download_examples_example_fit_with_inequality.py:	165	..·_sphx_glr_download_examples_example_fit_with_inequality.py:

166	..·only::·html	166	..·only::·html

167	··..·container::·sphx-glr-footer·sphx-glr-footer-example	167	··..·container::·sphx-glr-footer·sphx-glr-footer-example

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./usr/share/doc/python3-lmfit/html/_sources/examples/example_reduce_fcn.rst.txt ¶


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199	..·rst-class::·sphx-glr-timing	199	..·rst-class::·sphx-glr-timing

200	···Total·running·time·of·the·script:·(0·minutes·1.~~192~~·seconds)	200	···Total·running·time·of·the·script:·(0·minutes·0.308·seconds)


201	..·_sphx_glr_download_examples_example_reduce_fcn.py:	201	..·_sphx_glr_download_examples_example_reduce_fcn.py:

202	..·only::·html	202	..·only::·html

203	··..·container::·sphx-glr-footer·sphx-glr-footer-example	203	··..·container::·sphx-glr-footer·sphx-glr-footer-example

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./usr/share/doc/python3-lmfit/html/_sources/examples/example_sympy.rst.txt ¶


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189	..·rst-class::·sphx-glr-timing	189	..·rst-class::·sphx-glr-timing

190	···Total·running·time·of·the·script:·(0·minutes·3.~~821~~·seconds)	190	···Total·running·time·of·the·script:·(0·minutes·1.138·seconds)


191	..·_sphx_glr_download_examples_example_sympy.py:	191	..·_sphx_glr_download_examples_example_sympy.py:

192	..·only::·html	192	..·only::·html

193	··..·container::·sphx-glr-footer·sphx-glr-footer-example	193	··..·container::·sphx-glr-footer·sphx-glr-footer-example

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./usr/share/doc/python3-lmfit/html/_sources/examples/example_two_dimensional_peak.rst.txt ¶


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368	..·rst-class::·sphx-glr-timing	368	..·rst-class::·sphx-glr-timing

369	···Total·running·time·of·the·script:·(0·minutes·7.~~257~~·seconds)	369	···Total·running·time·of·the·script:·(0·minutes·3.183·seconds)


370	..·_sphx_glr_download_examples_example_two_dimensional_peak.py:	370	..·_sphx_glr_download_examples_example_two_dimensional_peak.py:

371	..·only::·html	371	..·only::·html

372	··..·container::·sphx-glr-footer·sphx-glr-footer-example	372	··..·container::·sphx-glr-footer·sphx-glr-footer-example

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./usr/share/doc/python3-lmfit/html/_sources/examples/example_uncertainties_y_and_x.rst.txt ¶


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198	····plt.show()	198	····plt.show()

199	····#·#·<end·examples/doc_uncertainties_in_x_and_y.py>	199	····#·#·<end·examples/doc_uncertainties_in_x_and_y.py>


200	..·rst-class::·sphx-glr-timing	200	..·rst-class::·sphx-glr-timing

201	···Total·running·time·of·the·script:·(0·minutes·0.~~773~~·seconds)	201	···Total·running·time·of·the·script:·(0·minutes·0.261·seconds)


202	..·_sphx_glr_download_examples_example_uncertainties_y_and_x.py:	202	..·_sphx_glr_download_examples_example_uncertainties_y_and_x.py:

203	..·only::·html	203	..·only::·html

204	··..·container::·sphx-glr-footer·sphx-glr-footer-example	204	··..·container::·sphx-glr-footer·sphx-glr-footer-example

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./usr/share/doc/python3-lmfit/html/_sources/examples/example_use_pandas.rst.txt ¶


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123	..·rst-class::·sphx-glr-timing	123	..·rst-class::·sphx-glr-timing

124	···Total·running·time·of·the·script:·(0·minutes·0.~~782~~·seconds)	124	···Total·running·time·of·the·script:·(0·minutes·0.291·seconds)


125	..·_sphx_glr_download_examples_example_use_pandas.py:	125	..·_sphx_glr_download_examples_example_use_pandas.py:

126	..·only::·html	126	..·only::·html

127	··..·container::·sphx-glr-footer·sphx-glr-footer-example	127	··..·container::·sphx-glr-footer·sphx-glr-footer-example

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./usr/share/doc/python3-lmfit/html/examples/example_Model_interface.html ¶

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html2text {} ¶

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./usr/share/doc/python3-lmfit/html/examples/example_basinhopping.html ¶

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html2text {} ¶

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./usr/share/doc/python3-lmfit/html/examples/example_brute.html ¶


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649	</pre></div>	649	</pre></div>
650	</div>	650	</div>
651	<p>and·finally,·to·generated·the·figure:</p>	651	<p>and·finally,·to·generated·the·figure:</p>
652	<div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="n">plot_results_brute</span><span·class="p">(</span><span·class="n">result_brute</span><span·class="p">,</span>·<span·class="n">best_vals</span><span·class="o">=</span><span·class="kc">True</span><span·class="p">,</span>·<span·class="n">varlabels</span><span·class="o">=</span><span·class="kc">None</span><span·class="p">)</span>	652	<div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="n">plot_results_brute</span><span·class="p">(</span><span·class="n">result_brute</span><span·class="p">,</span>·<span·class="n">best_vals</span><span·class="o">=</span><span·class="kc">True</span><span·class="p">,</span>·<span·class="n">varlabels</span><span·class="o">=</span><span·class="kc">None</span><span·class="p">)</span>
653	<span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span>	653	<span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span>
654	</pre></div>	654	</pre></div>
655	</div>	655	</div>
656	<img·src="../_images/sphx_glr_example_brute_004.png"·srcset="../_images/sphx_glr_example_brute_004.png,·../_images/sphx_glr_example_brute_004_3_00x.png·3.00x"·alt="example·brute"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·47.~~945~~·seconds)</p>	656	<img·src="../_images/sphx_glr_example_brute_004.png"·srcset="../_images/sphx_glr_example_brute_004.png,·../_images/sphx_glr_example_brute_004_3_00x.png·3.00x"·alt="example·brute"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·17.693·seconds)</p>
657	<div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-brute-py">	657	<div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-brute-py">
658	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">	658	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
659	<p><a·class="reference·download·internal"·download=""·href="../_downloads/9254f2af7eef00978dc5823dc5418985/example_brute.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_brute.ipynb</span></code></a></p>	659	<p><a·class="reference·download·internal"·download=""·href="../_downloads/9254f2af7eef00978dc5823dc5418985/example_brute.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_brute.ipynb</span></code></a></p>
660	</div>	660	</div>
661	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">	661	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
662	<p><a·class="reference·download·internal"·download=""·href="../_downloads/c004866ac6395edd2609ff96cecdc255/example_brute.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_brute.py</span></code></a></p>	662	<p><a·class="reference·download·internal"·download=""·href="../_downloads/c004866ac6395edd2609ff96cecdc255/example_brute.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_brute.py</span></code></a></p>
663	</div>	663	</div>

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Offset 117, 15 lines modified		Offset 117, 15 lines modified

117	axs[3].plot(x,·stderrs['b'])	117	axs[3].plot(x,·stderrs['b'])
118	axs[3].scatter(x[idx],·stderrs['b'][idx],·color='r',·label='outlier')	118	axs[3].scatter(x[idx],·stderrs['b'][idx],·color='r',·label='outlier')
119	axs[3].set_ylabel('err·b·change')	119	axs[3].set_ylabel('err·b·change')

120	axs[3].set_xlabel('x')	120	axs[3].set_xlabel('x')
121	[example·detect·outliers]	121	[example·detect·outliers]
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Offset 110, 15 lines modified		Offset 110, 15 lines modified
110	····C(amp_2,·amp_5)·=·+0.1092	110	····C(amp_2,·amp_5)·=·+0.1092
111	Plot·the·data·sets·and·fits	111	Plot·the·data·sets·and·fits
112	plt.figure()	112	plt.figure()
113	for·i·in·range(5):	113	for·i·in·range(5):
114	····y_fit·=·gauss_dataset(out.params,·i,·x)	114	····y_fit·=·gauss_dataset(out.params,·i,·x)
115	····plt.plot(x,·data[i,·:],·'o',·x,·y_fit,·'-')	115	····plt.plot(x,·data[i,·:],·'o',·x,·y_fit,·'-')
116	[example·fit·multi·datasets]	116	[example·fit·multi·datasets]
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121	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y	121	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y
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Offset 84, 15 lines modified		Offset 84, 15 lines modified
84	····C(cen_g,·wid_g)······=·+0.1546	84	····C(cen_g,·wid_g)······=·+0.1546
85	and·figure:	85	and·figure:
86	plt.plot(x,·data,·'o')	86	plt.plot(x,·data,·'o')
87	plt.plot(x,·best_fit,·'--',·label='best·fit')	87	plt.plot(x,·best_fit,·'--',·label='best·fit')
88	plt.legend()	88	plt.legend()
89	plt.show()	89	plt.show()
90	[example·fit·with·inequality]	90	[example·fit·with·inequality]
91	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.780·seconds)	91	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.270·seconds)
92	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8f_\x8i_\x8t_\x8__\x8w_\x8i_\x8t_\x8h_\x8__\x8i_\x8n_\x8e_\x8q_\x8u_\x8a_\x8l_\x8i_\x8t_\x8y_\x8._\x8i_\x8p_\x8y_\x8n_\x8b	92	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8f_\x8i_\x8t_\x8__\x8w_\x8i_\x8t_\x8h_\x8__\x8i_\x8n_\x8e_\x8q_\x8u_\x8a_\x8l_\x8i_\x8t_\x8y_\x8._\x8i_\x8p_\x8y_\x8n_\x8b
93	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8f_\x8i_\x8t_\x8__\x8w_\x8i_\x8t_\x8h_\x8__\x8i_\x8n_\x8e_\x8q_\x8u_\x8a_\x8l_\x8i_\x8t_\x8y_\x8._\x8p_\x8y	93	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8f_\x8i_\x8t_\x8__\x8w_\x8i_\x8t_\x8h_\x8__\x8i_\x8n_\x8e_\x8q_\x8u_\x8a_\x8l_\x8i_\x8t_\x8y_\x8._\x8p_\x8y
94	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8f_\x8i_\x8t_\x8__\x8w_\x8i_\x8t_\x8h_\x8__\x8i_\x8n_\x8e_\x8q_\x8u_\x8a_\x8l_\x8i_\x8t_\x8y_\x8._\x8z_\x8i_\x8p	94	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8f_\x8i_\x8t_\x8__\x8w_\x8i_\x8t_\x8h_\x8__\x8i_\x8n_\x8e_\x8q_\x8u_\x8a_\x8l_\x8i_\x8t_\x8y_\x8._\x8z_\x8i_\x8p
95	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y	95	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y
96	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8	96	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8
97	····*·_\x8i_\x8n_\x8d_\x8e_\x8x	97	····*·_\x8i_\x8n_\x8d_\x8e_\x8x
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./usr/share/doc/python3-lmfit/html/examples/example_reduce_fcn.html ¶

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html2text {} ¶

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./usr/share/doc/python3-lmfit/html/examples/example_sympy.html ¶

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html2text {} ¶


Offset 80, 15 lines modified		Offset 80, 15 lines modified
80	param2_values·=·dict(x=x,·A1=2,·sigma1=1,·xc1=2,·xc2=5,·xw=4,·B=5)	80	param2_values·=·dict(x=x,·A1=2,·sigma1=1,·xc1=2,·xc2=5,·xw=4,·B=5)
81	res2·=·lm_mod.fit(data=yn,·**param2_values)	81	res2·=·lm_mod.fit(data=yn,·**param2_values)
82	res2.plot_fit()	82	res2.plot_fit()
83	plt.plot(x,·y,·label='true')	83	plt.plot(x,·y,·label='true')
84	plt.legend()	84	plt.legend()
85	plt.show()	85	plt.show()
86	[Model(_lambdifygenerated)]	86	[Model(_lambdifygenerated)]
87	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·3.~~821~~·seconds)	87	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1.138·seconds)
88	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8s_\x8y_\x8m_\x8p_\x8y_\x8._\x8i_\x8p_\x8y_\x8n_\x8b	88	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8s_\x8y_\x8m_\x8p_\x8y_\x8._\x8i_\x8p_\x8y_\x8n_\x8b
89	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8s_\x8y_\x8m_\x8p_\x8y_\x8._\x8p_\x8y	89	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8s_\x8y_\x8m_\x8p_\x8y_\x8._\x8p_\x8y
90	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8s_\x8y_\x8m_\x8p_\x8y_\x8._\x8z_\x8i_\x8p	90	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8s_\x8y_\x8m_\x8p_\x8y_\x8._\x8z_\x8i_\x8p
91	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y	91	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y
92	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8	92	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8
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./usr/share/doc/python3-lmfit/html/examples/example_two_dimensional_peak.html ¶

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html2text {} ¶


Offset 219, 15 lines modified		Offset 219, 15 lines modified

219	for·ax·in·axs.ravel():	219	for·ax·in·axs.ravel():
220	····ax.set_xlabel('x')	220	····ax.set_xlabel('x')
221	····ax.set_ylabel('y')	221	····ax.set_ylabel('y')
222	axs[1,·1].remove()	222	axs[1,·1].remove()
223	plt.show()	223	plt.show()
224	[Data,·Fit,·Data·-·Fit]	224	[Data,·Fit,·Data·-·Fit]
225	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·7.~~257~~·seconds)	225	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·3.183·seconds)
226	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8t_\x8w_\x8o_\x8__\x8d_\x8i_\x8m_\x8e_\x8n_\x8s_\x8i_\x8o_\x8n_\x8a_\x8l_\x8__\x8p_\x8e_\x8a_\x8k_\x8._\x8i_\x8p_\x8y_\x8n_\x8b	226	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8t_\x8w_\x8o_\x8__\x8d_\x8i_\x8m_\x8e_\x8n_\x8s_\x8i_\x8o_\x8n_\x8a_\x8l_\x8__\x8p_\x8e_\x8a_\x8k_\x8._\x8i_\x8p_\x8y_\x8n_\x8b
227	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8t_\x8w_\x8o_\x8__\x8d_\x8i_\x8m_\x8e_\x8n_\x8s_\x8i_\x8o_\x8n_\x8a_\x8l_\x8__\x8p_\x8e_\x8a_\x8k_\x8._\x8p_\x8y	227	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8t_\x8w_\x8o_\x8__\x8d_\x8i_\x8m_\x8e_\x8n_\x8s_\x8i_\x8o_\x8n_\x8a_\x8l_\x8__\x8p_\x8e_\x8a_\x8k_\x8._\x8p_\x8y
228	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8t_\x8w_\x8o_\x8__\x8d_\x8i_\x8m_\x8e_\x8n_\x8s_\x8i_\x8o_\x8n_\x8a_\x8l_\x8__\x8p_\x8e_\x8a_\x8k_\x8._\x8z_\x8i_\x8p	228	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8t_\x8w_\x8o_\x8__\x8d_\x8i_\x8m_\x8e_\x8n_\x8s_\x8i_\x8o_\x8n_\x8a_\x8l_\x8__\x8p_\x8e_\x8a_\x8k_\x8._\x8z_\x8i_\x8p
229	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y	229	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y
230	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8	230	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8
231	····*·_\x8i_\x8n_\x8d_\x8e_\x8x	231	····*·_\x8i_\x8n_\x8d_\x8e_\x8x
232	····*·_\x8n_\x8e_\x8x_\x8t·\|	232	····*·_\x8n_\x8e_\x8x_\x8t·\|

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./usr/share/doc/python3-lmfit/html/examples/example_uncertainties_y_and_x.html ¶

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html2text {} ¶

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./usr/share/doc/python3-lmfit/html/examples/example_use_pandas.html ¶


Offset 175, 15 lines modified		Offset 175, 15 lines modified
175	····C(amplitude,·sigma)·=·+0.7087	175	····C(amplitude,·sigma)·=·+0.7087
176	</pre></div>	176	</pre></div>
177	</div>	177	</div>
178	<p>and·plot·below:</p>	178	<p>and·plot·below:</p>
179	<div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="n">result</span><span·class="o">.</span><span·class="n">plot_fit</span><span·class="p">()</span>	179	<div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="n">result</span><span·class="o">.</span><span·class="n">plot_fit</span><span·class="p">()</span>
180	</pre></div>	180	</pre></div>
181	</div>	181	</div>
182	<img·src="../_images/sphx_glr_example_use_pandas_001.png"·srcset="../_images/sphx_glr_example_use_pandas_001.png,·../_images/sphx_glr_example_use_pandas_001_3_00x.png·3.00x"·alt="Model(lorentzian)"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.~~782~~·seconds)</p>	182	<img·src="../_images/sphx_glr_example_use_pandas_001.png"·srcset="../_images/sphx_glr_example_use_pandas_001.png,·../_images/sphx_glr_example_use_pandas_001_3_00x.png·3.00x"·alt="Model(lorentzian)"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.291·seconds)</p>
183	<div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-use-pandas-py">	183	<div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-use-pandas-py">
184	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">	184	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
185	<p><a·class="reference·download·internal"·download=""·href="../_downloads/5adbaff47e6aef0917d3da79f59fba26/example_use_pandas.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_use_pandas.ipynb</span></code></a></p>	185	<p><a·class="reference·download·internal"·download=""·href="../_downloads/5adbaff47e6aef0917d3da79f59fba26/example_use_pandas.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_use_pandas.ipynb</span></code></a></p>
186	</div>	186	</div>
187	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">	187	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
188	<p><a·class="reference·download·internal"·download=""·href="../_downloads/67e6ee8d13b1ad43c31b4b2dc6d01d54/example_use_pandas.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_use_pandas.py</span></code></a></p>	188	<p><a·class="reference·download·internal"·download=""·href="../_downloads/67e6ee8d13b1ad43c31b4b2dc6d01d54/example_use_pandas.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_use_pandas.py</span></code></a></p>
189	</div>	189	</div>

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html2text {} ¶

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js-beautify {} ¶


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337	<div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[[Variables]]	337	<div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[[Variables]]
338	····N:····7.11270194·+/-·0.24334895·(3.42%)·(init·=·10)	338	····N:····7.11270194·+/-·0.24334895·(3.42%)·(init·=·10)
339	····tau:··2.92065227·+/-·0.13488230·(4.62%)·(init·=·1)	339	····tau:··2.92065227·+/-·0.13488230·(4.62%)·(init·=·1)
340	[[Correlations]]·(unreported·correlations·are·<·0.100)	340	[[Correlations]]·(unreported·correlations·are·<·0.100)
341	····C(N,·tau)·=·-0.9320	341	····C(N,·tau)·=·-0.9320
342	</pre></div>	342	</pre></div>
343	</div>	343	</div>
344	<p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.~~757~~·seconds)</p>	344	<p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.404·seconds)</p>
345	<div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-model-interface-py">	345	<div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-model-interface-py">
346	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">	346	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
347	<p><a·class="reference·download·internal"·download=""·href="../_downloads/a69966d88009a9341e88bfe1935158a7/example_Model_interface.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_Model_interface.ipynb</span></code></a></p>	347	<p><a·class="reference·download·internal"·download=""·href="../_downloads/a69966d88009a9341e88bfe1935158a7/example_Model_interface.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_Model_interface.ipynb</span></code></a></p>
348	</div>	348	</div>
349	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">	349	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
350	<p><a·class="reference·download·internal"·download=""·href="../_downloads/8b2fe0a32f4790de5b0465c00682a37b/example_Model_interface.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_Model_interface.py</span></code></a></p>	350	<p><a·class="reference·download·internal"·download=""·href="../_downloads/8b2fe0a32f4790de5b0465c00682a37b/example_Model_interface.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_Model_interface.py</span></code></a></p>
351	</div>	351	</div>


Offset 179, 15 lines modified		Offset 179, 15 lines modified
179	result·=·model.fit(truncated_data_with_holes,·params,·t=t)	179	result·=·model.fit(truncated_data_with_holes,·params,·t=t)
180	report_fit(result.params)	180	report_fit(result.params)
181	[[Variables]]	181	[[Variables]]
182	····N:····7.11270194·+/-·0.24334895·(3.42%)·(init·=·10)	182	····N:····7.11270194·+/-·0.24334895·(3.42%)·(init·=·10)
183	····tau:··2.92065227·+/-·0.13488230·(4.62%)·(init·=·1)	183	····tau:··2.92065227·+/-·0.13488230·(4.62%)·(init·=·1)
184	[[Correlations]]·(unreported·correlations·are·<·0.100)	184	[[Correlations]]·(unreported·correlations·are·<·0.100)
185	····C(N,·tau)·=·-0.9320	185	····C(N,·tau)·=·-0.9320
186	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.~~757~~·seconds)	186	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.404·seconds)
187	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8M_\x8o_\x8d_\x8e_\x8l_\x8__\x8i_\x8n_\x8t_\x8e_\x8r_\x8f_\x8a_\x8c_\x8e_\x8._\x8i_\x8p_\x8y_\x8n_\x8b	187	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8M_\x8o_\x8d_\x8e_\x8l_\x8__\x8i_\x8n_\x8t_\x8e_\x8r_\x8f_\x8a_\x8c_\x8e_\x8._\x8i_\x8p_\x8y_\x8n_\x8b
188	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8M_\x8o_\x8d_\x8e_\x8l_\x8__\x8i_\x8n_\x8t_\x8e_\x8r_\x8f_\x8a_\x8c_\x8e_\x8._\x8p_\x8y	188	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8M_\x8o_\x8d_\x8e_\x8l_\x8__\x8i_\x8n_\x8t_\x8e_\x8r_\x8f_\x8a_\x8c_\x8e_\x8._\x8p_\x8y
189	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8M_\x8o_\x8d_\x8e_\x8l_\x8__\x8i_\x8n_\x8t_\x8e_\x8r_\x8f_\x8a_\x8c_\x8e_\x8._\x8z_\x8i_\x8p	189	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8M_\x8o_\x8d_\x8e_\x8l_\x8__\x8i_\x8n_\x8t_\x8e_\x8r_\x8f_\x8a_\x8c_\x8e_\x8._\x8z_\x8i_\x8p
190	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y	190	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y
191	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8	191	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8
192	····*·_\x8i_\x8n_\x8d_\x8e_\x8x	192	····*·_\x8i_\x8n_\x8d_\x8e_\x8x
193	····*·_\x8n_\x8e_\x8x_\x8t·\|	193	····*·_\x8n_\x8e_\x8x_\x8t·\|


Offset 235, 15 lines modified		Offset 235, 15 lines modified
235	<span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">ydat</span><span·class="p">,</span>·<span·class="s1">'o'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'data'</span><span·class="p">)</span>	235	<span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">ydat</span><span·class="p">,</span>·<span·class="s1">'o'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'data'</span><span·class="p">)</span>
236	<span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">result0</span><span·class="o">.</span><span·class="n">best_fit</span><span·class="p">,</span>·<span·class="s1">'+'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'leastsq'</span><span·class="p">)</span>	236	<span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">result0</span><span·class="o">.</span><span·class="n">best_fit</span><span·class="p">,</span>·<span·class="s1">'+'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'leastsq'</span><span·class="p">)</span>
237	<span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">result</span><span·class="o">.</span><span·class="n">best_fit</span><span·class="p">,</span>·<span·class="s1">'-'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="n">method2</span><span·class="p">)</span>	237	<span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">result</span><span·class="o">.</span><span·class="n">best_fit</span><span·class="p">,</span>·<span·class="s1">'-'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="n">method2</span><span·class="p">)</span>
238	<span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>	238	<span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>
239	<span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span>	239	<span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span>
240	</pre></div>	240	</pre></div>
241	</div>	241	</div>
242	<p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·7.~~247~~·seconds)</p>	242	<p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·2.761·seconds)</p>
243	<div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-basinhopping-py">	243	<div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-basinhopping-py">
244	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">	244	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
245	<p><a·class="reference·download·internal"·download=""·href="../_downloads/ae6f08d1acd42b44f92003d3b671ff34/example_basinhopping.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_basinhopping.ipynb</span></code></a></p>	245	<p><a·class="reference·download·internal"·download=""·href="../_downloads/ae6f08d1acd42b44f92003d3b671ff34/example_basinhopping.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_basinhopping.ipynb</span></code></a></p>
246	</div>	246	</div>
247	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">	247	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
248	<p><a·class="reference·download·internal"·download=""·href="../_downloads/165816e6cae13bf96b2272527b6d1d2b/example_basinhopping.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_basinhopping.py</span></code></a></p>	248	<p><a·class="reference·download·internal"·download=""·href="../_downloads/165816e6cae13bf96b2272527b6d1d2b/example_basinhopping.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_basinhopping.py</span></code></a></p>
249	</div>	249	</div>


Offset 124, 15 lines modified		Offset 124, 15 lines modified

124	#·plot·comparison	124	#·plot·comparison
125	plt.plot(x,·ydat,·'o',·label='data')	125	plt.plot(x,·ydat,·'o',·label='data')
126	plt.plot(x,·result0.best_fit,·'+',·label='leastsq')	126	plt.plot(x,·result0.best_fit,·'+',·label='leastsq')
127	plt.plot(x,·result.best_fit,·'-',·label=method2)	127	plt.plot(x,·result.best_fit,·'-',·label=method2)
128	plt.legend()	128	plt.legend()
129	plt.show()	129	plt.show()
130	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·7.~~247~~·seconds)	130	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·2.761·seconds)
131	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8b_\x8a_\x8s_\x8i_\x8n_\x8h_\x8o_\x8p_\x8p_\x8i_\x8n_\x8g_\x8._\x8i_\x8p_\x8y_\x8n_\x8b	131	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8b_\x8a_\x8s_\x8i_\x8n_\x8h_\x8o_\x8p_\x8p_\x8i_\x8n_\x8g_\x8._\x8i_\x8p_\x8y_\x8n_\x8b
132	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8b_\x8a_\x8s_\x8i_\x8n_\x8h_\x8o_\x8p_\x8p_\x8i_\x8n_\x8g_\x8._\x8p_\x8y	132	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8b_\x8a_\x8s_\x8i_\x8n_\x8h_\x8o_\x8p_\x8p_\x8i_\x8n_\x8g_\x8._\x8p_\x8y
133	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8b_\x8a_\x8s_\x8i_\x8n_\x8h_\x8o_\x8p_\x8p_\x8i_\x8n_\x8g_\x8._\x8z_\x8i_\x8p	133	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8b_\x8a_\x8s_\x8i_\x8n_\x8h_\x8o_\x8p_\x8p_\x8i_\x8n_\x8g_\x8._\x8z_\x8i_\x8p
134	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y	134	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y
135	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8	135	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8
136	····*·_\x8i_\x8n_\x8d_\x8e_\x8x	136	····*·_\x8i_\x8n_\x8d_\x8e_\x8x
137	····*·_\x8n_\x8e_\x8x_\x8t·\|	137	····*·_\x8n_\x8e_\x8x_\x8t·\|


Offset 476, 15 lines modified		Offset 476, 15 lines modified

476	····if·output·is·not·None:	476	····if·output·is·not·None:
477	········plt.savefig(output)	477	········plt.savefig(output)
478	and·finally,·to·generated·the·figure:	478	and·finally,·to·generated·the·figure:
479	plot_results_brute(result_brute,·best_vals=True,·varlabels=None)	479	plot_results_brute(result_brute,·best_vals=True,·varlabels=None)
480	plt.show()	480	plt.show()
481	[example·brute]	481	[example·brute]
482	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·47.~~945~~·seconds)	482	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·17.693·seconds)
483	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8b_\x8r_\x8u_\x8t_\x8e_\x8._\x8i_\x8p_\x8y_\x8n_\x8b	483	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8b_\x8r_\x8u_\x8t_\x8e_\x8._\x8i_\x8p_\x8y_\x8n_\x8b
484	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8b_\x8r_\x8u_\x8t_\x8e_\x8._\x8p_\x8y	484	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8b_\x8r_\x8u_\x8t_\x8e_\x8._\x8p_\x8y
485	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8b_\x8r_\x8u_\x8t_\x8e_\x8._\x8z_\x8i_\x8p	485	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8b_\x8r_\x8u_\x8t_\x8e_\x8._\x8z_\x8i_\x8p
486	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y	486	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y
487	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8	487	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8
488	····*·_\x8i_\x8n_\x8d_\x8e_\x8x	488	····*·_\x8i_\x8n_\x8d_\x8e_\x8x
489	····*·_\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s·\|	489	····*·_\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s·\|


Offset 278, 15 lines modified		Offset 278, 15 lines modified
278	<span·class="n">plt</span><span·class="o">.</span><span·class="n">xlabel</span><span·class="p">(</span><span·class="s1">'MHz'</span><span·class="p">)</span>	278	<span·class="n">plt</span><span·class="o">.</span><span·class="n">xlabel</span><span·class="p">(</span><span·class="s1">'MHz'</span><span·class="p">)</span>
279	</pre></div>	279	</pre></div>
280	</div>	280	</div>
281	<ul·class="sphx-glr-horizontal">	281	<ul·class="sphx-glr-horizontal">
282	<li><img·src="../_images/sphx_glr_example_complex_resonator_model_002.png"·srcset="../_images/sphx_glr_example_complex_resonator_model_002.png,·../_images/sphx_glr_example_complex_resonator_model_002_3_00x.png·3.00x"·alt="example·complex·resonator·model"·class·=·"sphx-glr-multi-img"/></li>	282	<li><img·src="../_images/sphx_glr_example_complex_resonator_model_002.png"·srcset="../_images/sphx_glr_example_complex_resonator_model_002.png,·../_images/sphx_glr_example_complex_resonator_model_002_3_00x.png·3.00x"·alt="example·complex·resonator·model"·class·=·"sphx-glr-multi-img"/></li>
283	<li><img·src="../_images/sphx_glr_example_complex_resonator_model_003.png"·srcset="../_images/sphx_glr_example_complex_resonator_model_003.png,·../_images/sphx_glr_example_complex_resonator_model_003_3_00x.png·3.00x"·alt="example·complex·resonator·model"·class·=·"sphx-glr-multi-img"/></li>	283	<li><img·src="../_images/sphx_glr_example_complex_resonator_model_003.png"·srcset="../_images/sphx_glr_example_complex_resonator_model_003.png,·../_images/sphx_glr_example_complex_resonator_model_003_3_00x.png·3.00x"·alt="example·complex·resonator·model"·class·=·"sphx-glr-multi-img"/></li>
284	</ul>	284	</ul>
285	<p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·2.134·seconds)</p>	285	<p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.738·seconds)</p>
286	<div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-complex-resonator-model-py">	286	<div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-complex-resonator-model-py">
287	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">	287	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
288	<p><a·class="reference·download·internal"·download=""·href="../_downloads/3dcc7459227dbd4ba1982949be8491e1/example_complex_resonator_model.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_complex_resonator_model.ipynb</span></code></a></p>	288	<p><a·class="reference·download·internal"·download=""·href="../_downloads/3dcc7459227dbd4ba1982949be8491e1/example_complex_resonator_model.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_complex_resonator_model.ipynb</span></code></a></p>
289	</div>	289	</div>
290	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">	290	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
291	<p><a·class="reference·download·internal"·download=""·href="../_downloads/3805fc8171e8a0686d5cf65be55085ee/example_complex_resonator_model.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_complex_resonator_model.py</span></code></a></p>	291	<p><a·class="reference·download·internal"·download=""·href="../_downloads/3805fc8171e8a0686d5cf65be55085ee/example_complex_resonator_model.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_complex_resonator_model.py</span></code></a></p>
292	</div>	292	</div>


Offset 158, 15 lines modified		Offset 158, 15 lines modified
158	plt.plot(f,·20*np.log10(np.abs(fit_s21)),·'.-',·label='best·fit')	158	plt.plot(f,·20*np.log10(np.abs(fit_s21)),·'.-',·label='best·fit')
159	plt.plot(f,·20*np.log10(np.abs(guess_s21)),·'--',·label='initial·fit')	159	plt.plot(f,·20*np.log10(np.abs(guess_s21)),·'--',·label='initial·fit')
160	plt.legend()	160	plt.legend()
161	plt.ylabel('\|S21\|·(dB)')	161	plt.ylabel('\|S21\|·(dB)')
162	plt.xlabel('MHz')	162	plt.xlabel('MHz')
163	····*·[example·complex·resonator·model]	163	····*·[example·complex·resonator·model]
164	····*·[example·complex·resonator·model]	164	····*·[example·complex·resonator·model]
165	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·2.134·seconds)	165	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.738·seconds)
166	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8c_\x8o_\x8m_\x8p_\x8l_\x8e_\x8x_\x8__\x8r_\x8e_\x8s_\x8o_\x8n_\x8a_\x8t_\x8o_\x8r_\x8__\x8m_\x8o_\x8d_\x8e_\x8l_\x8._\x8i_\x8p_\x8y_\x8n_\x8b	166	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8c_\x8o_\x8m_\x8p_\x8l_\x8e_\x8x_\x8__\x8r_\x8e_\x8s_\x8o_\x8n_\x8a_\x8t_\x8o_\x8r_\x8__\x8m_\x8o_\x8d_\x8e_\x8l_\x8._\x8i_\x8p_\x8y_\x8n_\x8b
167	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8c_\x8o_\x8m_\x8p_\x8l_\x8e_\x8x_\x8__\x8r_\x8e_\x8s_\x8o_\x8n_\x8a_\x8t_\x8o_\x8r_\x8__\x8m_\x8o_\x8d_\x8e_\x8l_\x8._\x8p_\x8y	167	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8c_\x8o_\x8m_\x8p_\x8l_\x8e_\x8x_\x8__\x8r_\x8e_\x8s_\x8o_\x8n_\x8a_\x8t_\x8o_\x8r_\x8__\x8m_\x8o_\x8d_\x8e_\x8l_\x8._\x8p_\x8y
168	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8c_\x8o_\x8m_\x8p_\x8l_\x8e_\x8x_\x8__\x8r_\x8e_\x8s_\x8o_\x8n_\x8a_\x8t_\x8o_\x8r_\x8__\x8m_\x8o_\x8d_\x8e_\x8l_\x8._\x8z_\x8i_\x8p	168	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8c_\x8o_\x8m_\x8p_\x8l_\x8e_\x8x_\x8__\x8r_\x8e_\x8s_\x8o_\x8n_\x8a_\x8t_\x8o_\x8r_\x8__\x8m_\x8o_\x8d_\x8e_\x8l_\x8._\x8z_\x8i_\x8p
169	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y	169	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y
170	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8	170	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8
171	····*·_\x8i_\x8n_\x8d_\x8e_\x8x	171	····*·_\x8i_\x8n_\x8d_\x8e_\x8x
172	····*·_\x8n_\x8e_\x8x_\x8t·\|	172	····*·_\x8n_\x8e_\x8x_\x8t·\|


Offset 291, 15 lines modified		Offset 291, 15 lines modified
291	············<span·class="n">plt</span><span·class="o">.</span><span·class="n">ylabel</span><span·class="p">(</span><span·class="s1">'prob'</span><span·class="p">)</span>	291	············<span·class="n">plt</span><span·class="o">.</span><span·class="n">ylabel</span><span·class="p">(</span><span·class="s1">'prob'</span><span·class="p">)</span>
292	············<span·class="n">ax</span><span·class="o">.</span><span·class="n">tick_params</span><span·class="p">(</span><span·class="n">labelleft</span><span·class="o">=</span><span·class="kc">True</span><span·class="p">)</span>	292	············<span·class="n">ax</span><span·class="o">.</span><span·class="n">tick_params</span><span·class="p">(</span><span·class="n">labelleft</span><span·class="o">=</span><span·class="kc">True</span><span·class="p">)</span>

293	<span·class="n">plt</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span>	293	<span·class="n">plt</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span>
294	<span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span>	294	<span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span>
295	</pre></div>	295	</pre></div>
296	</div>	296	</div>
297	<img·src="../_images/sphx_glr_example_confidence_interval_002.png"·srcset="../_images/sphx_glr_example_confidence_interval_002.png,·../_images/sphx_glr_example_confidence_interval_002_3_00x.png·3.00x"·alt="example·confidence·interval"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·46.~~494~~·seconds)</p>	297	<img·src="../_images/sphx_glr_example_confidence_interval_002.png"·srcset="../_images/sphx_glr_example_confidence_interval_002.png,·../_images/sphx_glr_example_confidence_interval_002_3_00x.png·3.00x"·alt="example·confidence·interval"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·15.538·seconds)</p>
298	<div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-confidence-interval-py">	298	<div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-confidence-interval-py">
299	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">	299	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
300	<p><a·class="reference·download·internal"·download=""·href="../_downloads/2c0316848a8a5e58fdf5c1bd1978018e/example_confidence_interval.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_confidence_interval.ipynb</span></code></a></p>	300	<p><a·class="reference·download·internal"·download=""·href="../_downloads/2c0316848a8a5e58fdf5c1bd1978018e/example_confidence_interval.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_confidence_interval.ipynb</span></code></a></p>
301	</div>	301	</div>
302	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">	302	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
303	<p><a·class="reference·download·internal"·download=""·href="../_downloads/b6a243851aa5b1d7362705005c5ed3b1/example_confidence_interval.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_confidence_interval.py</span></code></a></p>	303	<p><a·class="reference·download·internal"·download=""·href="../_downloads/b6a243851aa5b1d7362705005c5ed3b1/example_confidence_interval.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_confidence_interval.py</span></code></a></p>
304	</div>	304	</div>


Offset 171, 15 lines modified		Offset 171, 15 lines modified
171	············plt.plot(xn,·f(xn),·lw=1)	171	············plt.plot(xn,·f(xn),·lw=1)
172	············plt.ylabel('prob')	172	············plt.ylabel('prob')
173	············ax.tick_params(labelleft=True)	173	············ax.tick_params(labelleft=True)

174	plt.tight_layout()	174	plt.tight_layout()
175	plt.show()	175	plt.show()
176	[example·confidence·interval]	176	[example·confidence·interval]
177	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·46.~~494~~·seconds)	177	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·15.538·seconds)
178	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8c_\x8o_\x8n_\x8f_\x8i_\x8d_\x8e_\x8n_\x8c_\x8e_\x8__\x8i_\x8n_\x8t_\x8e_\x8r_\x8v_\x8a_\x8l_\x8._\x8i_\x8p_\x8y_\x8n_\x8b	178	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8c_\x8o_\x8n_\x8f_\x8i_\x8d_\x8e_\x8n_\x8c_\x8e_\x8__\x8i_\x8n_\x8t_\x8e_\x8r_\x8v_\x8a_\x8l_\x8._\x8i_\x8p_\x8y_\x8n_\x8b
179	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8c_\x8o_\x8n_\x8f_\x8i_\x8d_\x8e_\x8n_\x8c_\x8e_\x8__\x8i_\x8n_\x8t_\x8e_\x8r_\x8v_\x8a_\x8l_\x8._\x8p_\x8y	179	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8c_\x8o_\x8n_\x8f_\x8i_\x8d_\x8e_\x8n_\x8c_\x8e_\x8__\x8i_\x8n_\x8t_\x8e_\x8r_\x8v_\x8a_\x8l_\x8._\x8p_\x8y
180	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8c_\x8o_\x8n_\x8f_\x8i_\x8d_\x8e_\x8n_\x8c_\x8e_\x8__\x8i_\x8n_\x8t_\x8e_\x8r_\x8v_\x8a_\x8l_\x8._\x8z_\x8i_\x8p	180	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8c_\x8o_\x8n_\x8f_\x8i_\x8d_\x8e_\x8n_\x8c_\x8e_\x8__\x8i_\x8n_\x8t_\x8e_\x8r_\x8v_\x8a_\x8l_\x8._\x8z_\x8i_\x8p
181	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y	181	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y
182	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8	182	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8
183	····*·_\x8i_\x8n_\x8d_\x8e_\x8x	183	····*·_\x8i_\x8n_\x8d_\x8e_\x8x
184	····*·_\x8n_\x8e_\x8x_\x8t·\|	184	····*·_\x8n_\x8e_\x8x_\x8t·\|


Offset 65, 15 lines modified		Offset 65, 15 lines modified
65	[[Correlations]]·(unreported·correlations·are·<·0.100)	65	[[Correlations]]·(unreported·correlations·are·<·0.100)
66	····C(amp,·wid)·=·+0.5774	66	····C(amp,·wid)·=·+0.5774
67	plt.plot(x,·y,·'o')	67	plt.plot(x,·y,·'o')
68	plt.plot(x,·result.init_fit,·'--',·label='initial·fit')	68	plt.plot(x,·result.init_fit,·'--',·label='initial·fit')
69	plt.plot(x,·result.best_fit,·'-',·label='best·fit')	69	plt.plot(x,·result.best_fit,·'-',·label='best·fit')
70	plt.legend()	70	plt.legend()
71	[example·expression·model]	71	[example·expression·model]
72	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.~~701~~·seconds)	72	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.254·seconds)
73	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8e_\x8x_\x8p_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8__\x8m_\x8o_\x8d_\x8e_\x8l_\x8._\x8i_\x8p_\x8y_\x8n_\x8b	73	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8e_\x8x_\x8p_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8__\x8m_\x8o_\x8d_\x8e_\x8l_\x8._\x8i_\x8p_\x8y_\x8n_\x8b
74	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8e_\x8x_\x8p_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8__\x8m_\x8o_\x8d_\x8e_\x8l_\x8._\x8p_\x8y	74	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8e_\x8x_\x8p_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8__\x8m_\x8o_\x8d_\x8e_\x8l_\x8._\x8p_\x8y
75	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8e_\x8x_\x8p_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8__\x8m_\x8o_\x8d_\x8e_\x8l_\x8._\x8z_\x8i_\x8p	75	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8e_\x8x_\x8p_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8__\x8m_\x8o_\x8d_\x8e_\x8l_\x8._\x8z_\x8i_\x8p
76	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y	76	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y
77	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8	77	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8
78	····*·_\x8i_\x8n_\x8d_\x8e_\x8x	78	····*·_\x8i_\x8n_\x8d_\x8e_\x8x
79	····*·_\x8n_\x8e_\x8x_\x8t·\|	79	····*·_\x8n_\x8e_\x8x_\x8t·\|


Offset 305, 21 lines modified		Offset 305, 21 lines modified
305	<span·class="n">ax</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>	305	<span·class="n">ax</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>
306	</pre></div>	306	</pre></div>
307	</div>	307	</div>
308	<img·src="../_images/sphx_glr_example_fit_jacobian_benchmark_001.png"·srcset="../_images/sphx_glr_example_fit_jacobian_benchmark_001.png,·../_images/sphx_glr_example_fit_jacobian_benchmark_001_3_00x.png·3.00x"·alt="example·fit·jacobian·benchmark"·class·=·"sphx-glr-single-img"/><div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>The·"true"·parameters·are:·a·=·2.500,·b·=·1.300,·c·=·0.800	308	<img·src="../_images/sphx_glr_example_fit_jacobian_benchmark_001.png"·srcset="../_images/sphx_glr_example_fit_jacobian_benchmark_001.png,·../_images/sphx_glr_example_fit_jacobian_benchmark_001_3_00x.png·3.00x"·alt="example·fit·jacobian·benchmark"·class·=·"sphx-glr-single-img"/><div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>The·"true"·parameters·are:·a·=·2.500,·b·=·1.300,·c·=·0.800

309	\|·Method··················\|·Avg.·time·(ms)·\|·#·func.·(+·Jac.)·calls·\|·Chi-squared·\|·a·····\|·b·····\|·c·····\|	309	\|·Method··················\|·Avg.·time·(ms)·\|·#·func.·(+·Jac.)·calls·\|·Chi-squared·\|·a·····\|·b·····\|·c·····\|
310	\|-------------------------\|----------------\|------------------------\|-------------\|-------\|-------\|-------\|	310	\|-------------------------\|----------------\|------------------------\|-------------\|-------\|-------\|-------\|
311	\|·leastsq·················\|·7.19···········\|·39·····················\|·1.092·······\|·2.564·\|·1.359·\|·0.824·\|	311	\|·leastsq·················\|·1.79···········\|·39·····················\|·1.092·······\|·2.564·\|·1.359·\|·0.824·\|
312	\|·leastsq·with·Jac.·······\|·4.86···········\|·12·(+10)···············\|·1.092·······\|·2.564·\|·1.359·\|·0.824·\|	312	\|·leastsq·with·Jac.·······\|·1.55···········\|·12·(+10)···············\|·1.092·······\|·2.564·\|·1.359·\|·0.824·\|
313	\|·least_squares···········\|·~~12.~~93··········\|·38·····················\|·1.092·······\|·2.564·\|·1.359·\|·0.824·\|	313	\|·least_squares···········\|·3.89···········\|·38·····················\|·1.092·······\|·2.564·\|·1.359·\|·0.824·\|
314	\|·least_squares·with·Jac.·\|·~~11.26~~··········\|·11·(+9)················\|·1.092·······\|·2.564·\|·1.359·\|·0.824·\|	314	\|·least_squares·with·Jac.·\|·2.71···········\|·11·(+9)················\|·1.092·······\|·2.564·\|·1.359·\|·0.824·\|
315	</pre></div>	315	</pre></div>
316	</div>	316	</div>
317	<p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·4.~~838~~·seconds)</p>	317	<p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1.371·seconds)</p>
318	<div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-fit-jacobian-benchmark-py">	318	<div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-fit-jacobian-benchmark-py">
319	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">	319	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
320	<p><a·class="reference·download·internal"·download=""·href="../_downloads/9db45352ed3b7a40b0471b4137f67079/example_fit_jacobian_benchmark.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_fit_jacobian_benchmark.ipynb</span></code></a></p>	320	<p><a·class="reference·download·internal"·download=""·href="../_downloads/9db45352ed3b7a40b0471b4137f67079/example_fit_jacobian_benchmark.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_fit_jacobian_benchmark.ipynb</span></code></a></p>
321	</div>	321	</div>
322	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">	322	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
323	<p><a·class="reference·download·internal"·download=""·href="../_downloads/42b143772ac94b1e24f82c78c37f8727/example_fit_jacobian_benchmark.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_fit_jacobian_benchmark.py</span></code></a></p>	323	<p><a·class="reference·download·internal"·download=""·href="../_downloads/42b143772ac94b1e24f82c78c37f8727/example_fit_jacobian_benchmark.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_fit_jacobian_benchmark.py</span></code></a></p>
324	</div>	324	</div>


Offset 240, 15 lines modified		Offset 240, 15 lines modified
240	<span·class="n">axs</span><span·class="p">[</span><span·class="mi">3</span><span·class="p">]</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">stderrs</span><span·class="p">[</span><span·class="s1">'b'</span><span·class="p">])</span>	240	<span·class="n">axs</span><span·class="p">[</span><span·class="mi">3</span><span·class="p">]</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">stderrs</span><span·class="p">[</span><span·class="s1">'b'</span><span·class="p">])</span>
241	<span·class="n">axs</span><span·class="p">[</span><span·class="mi">3</span><span·class="p">]</span><span·class="o">.</span><span·class="n">scatter</span><span·class="p">(</span><span·class="n">x</span><span·class="p">[</span><span·class="n">idx</span><span·class="p">],</span>·<span·class="n">stderrs</span><span·class="p">[</span><span·class="s1">'b'</span><span·class="p">][</span><span·class="n">idx</span><span·class="p">],</span>·<span·class="n">color</span><span·class="o">=</span><span·class="s1">'r'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'outlier'</span><span·class="p">)</span>	241	<span·class="n">axs</span><span·class="p">[</span><span·class="mi">3</span><span·class="p">]</span><span·class="o">.</span><span·class="n">scatter</span><span·class="p">(</span><span·class="n">x</span><span·class="p">[</span><span·class="n">idx</span><span·class="p">],</span>·<span·class="n">stderrs</span><span·class="p">[</span><span·class="s1">'b'</span><span·class="p">][</span><span·class="n">idx</span><span·class="p">],</span>·<span·class="n">color</span><span·class="o">=</span><span·class="s1">'r'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'outlier'</span><span·class="p">)</span>
242	<span·class="n">axs</span><span·class="p">[</span><span·class="mi">3</span><span·class="p">]</span><span·class="o">.</span><span·class="n">set_ylabel</span><span·class="p">(</span><span·class="s1">'err·b·change'</span><span·class="p">)</span>	242	<span·class="n">axs</span><span·class="p">[</span><span·class="mi">3</span><span·class="p">]</span><span·class="o">.</span><span·class="n">set_ylabel</span><span·class="p">(</span><span·class="s1">'err·b·change'</span><span·class="p">)</span>

243	<span·class="n">axs</span><span·class="p">[</span><span·class="mi">3</span><span·class="p">]</span><span·class="o">.</span><span·class="n">set_xlabel</span><span·class="p">(</span><span·class="s1">'x'</span><span·class="p">)</span>	243	<span·class="n">axs</span><span·class="p">[</span><span·class="mi">3</span><span·class="p">]</span><span·class="o">.</span><span·class="n">set_xlabel</span><span·class="p">(</span><span·class="s1">'x'</span><span·class="p">)</span>
244	</pre></div>	244	</pre></div>
245	</div>	245	</div>
246	<img·src="../_images/sphx_glr_example_detect_outliers_003.png"·srcset="../_images/sphx_glr_example_detect_outliers_003.png,·../_images/sphx_glr_example_detect_outliers_003_3_00x.png·3.00x"·alt="example·detect·outliers"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·3.484·seconds)</p>	246	<img·src="../_images/sphx_glr_example_detect_outliers_003.png"·srcset="../_images/sphx_glr_example_detect_outliers_003.png,·../_images/sphx_glr_example_detect_outliers_003_3_00x.png·3.00x"·alt="example·detect·outliers"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1.124·seconds)</p>
247	<div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-detect-outliers-py">	247	<div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-detect-outliers-py">
248	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">	248	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
249	<p><a·class="reference·download·internal"·download=""·href="../_downloads/a4a9bd70fc277eac0b5a505f48c84a99/example_detect_outliers.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_detect_outliers.ipynb</span></code></a></p>	249	<p><a·class="reference·download·internal"·download=""·href="../_downloads/a4a9bd70fc277eac0b5a505f48c84a99/example_detect_outliers.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_detect_outliers.ipynb</span></code></a></p>
250	</div>	250	</div>
251	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">	251	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
252	<p><a·class="reference·download·internal"·download=""·href="../_downloads/997bd062873174254128e513e48dc191/example_detect_outliers.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_detect_outliers.py</span></code></a></p>	252	<p><a·class="reference·download·internal"·download=""·href="../_downloads/997bd062873174254128e513e48dc191/example_detect_outliers.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_detect_outliers.py</span></code></a></p>
253	</div>	253	</div>


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223	</div>	223	</div>
224	<div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">yn</span><span·class="p">,</span>·<span·class="s1">'o'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'data'</span><span·class="p">)</span>	224	<div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">yn</span><span·class="p">,</span>·<span·class="s1">'o'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'data'</span><span·class="p">)</span>
225	<span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">yn</span><span·class="o">+</span><span·class="n">o1</span><span·class="o">.</span><span·class="n">residual</span><span·class="p">,</span>·<span·class="s1">'-'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'leastsq'</span><span·class="p">)</span>	225	<span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">yn</span><span·class="o">+</span><span·class="n">o1</span><span·class="o">.</span><span·class="n">residual</span><span·class="p">,</span>·<span·class="s1">'-'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'leastsq'</span><span·class="p">)</span>
226	<span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">yn</span><span·class="o">+</span><span·class="n">o2</span><span·class="o">.</span><span·class="n">residual</span><span·class="p">,</span>·<span·class="s1">'--'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'diffev'</span><span·class="p">)</span>	226	<span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">yn</span><span·class="o">+</span><span·class="n">o2</span><span·class="o">.</span><span·class="n">residual</span><span·class="p">,</span>·<span·class="s1">'--'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'diffev'</span><span·class="p">)</span>
227	<span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>	227	<span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>
228	</pre></div>	228	</pre></div>
229	</div>	229	</div>
230	<img·src="../_images/sphx_glr_example_diffev_001.png"·srcset="../_images/sphx_glr_example_diffev_001.png,·../_images/sphx_glr_example_diffev_001_3_00x.png·3.00x"·alt="example·diffev"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1.~~396~~·seconds)</p>	230	<img·src="../_images/sphx_glr_example_diffev_001.png"·srcset="../_images/sphx_glr_example_diffev_001.png,·../_images/sphx_glr_example_diffev_001_3_00x.png·3.00x"·alt="example·diffev"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.402·seconds)</p>
231	<div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-diffev-py">	231	<div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-diffev-py">
232	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">	232	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
233	<p><a·class="reference·download·internal"·download=""·href="../_downloads/b14ecb1d89648d4116095890700c90a4/example_diffev.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_diffev.ipynb</span></code></a></p>	233	<p><a·class="reference·download·internal"·download=""·href="../_downloads/b14ecb1d89648d4116095890700c90a4/example_diffev.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_diffev.ipynb</span></code></a></p>
234	</div>	234	</div>
235	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">	235	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
236	<p><a·class="reference·download·internal"·download=""·href="../_downloads/9be2a6edec6597f9b4fc9ae817df3c9e/example_diffev.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_diffev.py</span></code></a></p>	236	<p><a·class="reference·download·internal"·download=""·href="../_downloads/9be2a6edec6597f9b4fc9ae817df3c9e/example_diffev.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_diffev.py</span></code></a></p>
237	</div>	237	</div>


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105	····amp:·····1.80253519·(init·=·2.5)	105	····amp:·····1.80253519·(init·=·2.5)
106	····decay:···5.76281241·(init·=·1)	106	····decay:···5.76281241·(init·=·1)
107	plt.plot(x,·yn,·'o',·label='data')	107	plt.plot(x,·yn,·'o',·label='data')
108	plt.plot(x,·yn+o1.residual,·'-',·label='leastsq')	108	plt.plot(x,·yn+o1.residual,·'-',·label='leastsq')
109	plt.plot(x,·yn+o2.residual,·'--',·label='diffev')	109	plt.plot(x,·yn+o2.residual,·'--',·label='diffev')
110	plt.legend()	110	plt.legend()
111	[example·diffev]	111	[example·diffev]
112	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1.~~396~~·seconds)	112	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.402·seconds)
113	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8d_\x8i_\x8f_\x8f_\x8e_\x8v_\x8._\x8i_\x8p_\x8y_\x8n_\x8b	113	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8d_\x8i_\x8f_\x8f_\x8e_\x8v_\x8._\x8i_\x8p_\x8y_\x8n_\x8b
114	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8d_\x8i_\x8f_\x8f_\x8e_\x8v_\x8._\x8p_\x8y	114	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8d_\x8i_\x8f_\x8f_\x8e_\x8v_\x8._\x8p_\x8y
115	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8d_\x8i_\x8f_\x8f_\x8e_\x8v_\x8._\x8z_\x8i_\x8p	115	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8d_\x8i_\x8f_\x8f_\x8e_\x8v_\x8._\x8z_\x8i_\x8p
116	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y	116	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y
117	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8	117	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8
118	····*·_\x8i_\x8n_\x8d_\x8e_\x8x	118	····*·_\x8i_\x8n_\x8d_\x8e_\x8x
119	····*·_\x8n_\x8e_\x8x_\x8t·\|	119	····*·_\x8n_\x8e_\x8x_\x8t·\|


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181	</div>	181	</div>
182	<div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">y</span><span·class="p">,</span>·<span·class="s1">'o'</span><span·class="p">)</span>	182	<div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">y</span><span·class="p">,</span>·<span·class="s1">'o'</span><span·class="p">)</span>
183	<span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">result</span><span·class="o">.</span><span·class="n">init_fit</span><span·class="p">,</span>·<span·class="s1">'--'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'initial·fit'</span><span·class="p">)</span>	183	<span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">result</span><span·class="o">.</span><span·class="n">init_fit</span><span·class="p">,</span>·<span·class="s1">'--'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'initial·fit'</span><span·class="p">)</span>
184	<span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">result</span><span·class="o">.</span><span·class="n">best_fit</span><span·class="p">,</span>·<span·class="s1">'-'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'best·fit'</span><span·class="p">)</span>	184	<span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">result</span><span·class="o">.</span><span·class="n">best_fit</span><span·class="p">,</span>·<span·class="s1">'-'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'best·fit'</span><span·class="p">)</span>
185	<span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>	185	<span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>
186	</pre></div>	186	</pre></div>
187	</div>	187	</div>
188	<img·src="../_images/sphx_glr_example_expression_model_001.png"·srcset="../_images/sphx_glr_example_expression_model_001.png,·../_images/sphx_glr_example_expression_model_001_3_00x.png·3.00x"·alt="example·expression·model"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.~~701~~·seconds)</p>	188	<img·src="../_images/sphx_glr_example_expression_model_001.png"·srcset="../_images/sphx_glr_example_expression_model_001.png,·../_images/sphx_glr_example_expression_model_001_3_00x.png·3.00x"·alt="example·expression·model"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.254·seconds)</p>
189	<div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-expression-model-py">	189	<div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-expression-model-py">
190	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">	190	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
191	<p><a·class="reference·download·internal"·download=""·href="../_downloads/18a51e50a47e90524ad3b8de0632b714/example_expression_model.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_expression_model.ipynb</span></code></a></p>	191	<p><a·class="reference·download·internal"·download=""·href="../_downloads/18a51e50a47e90524ad3b8de0632b714/example_expression_model.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_expression_model.ipynb</span></code></a></p>
192	</div>	192	</div>
193	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">	193	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
194	<p><a·class="reference·download·internal"·download=""·href="../_downloads/dd61d0d99d106be1eecc4533c0a813be/example_expression_model.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_expression_model.py</span></code></a></p>	194	<p><a·class="reference·download·internal"·download=""·href="../_downloads/dd61d0d99d106be1eecc4533c0a813be/example_expression_model.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_expression_model.py</span></code></a></p>
195	</div>	195	</div>


Offset 197, 23 lines modified		Offset 197, 23 lines modified
197	[example·fit·jacobian·benchmark]	197	[example·fit·jacobian·benchmark]
198	The·"true"·parameters·are:·a·=·2.500,·b·=·1.300,·c·=·0.800	198	The·"true"·parameters·are:·a·=·2.500,·b·=·1.300,·c·=·0.800

199	\|·Method··················\|·Avg.·time·(ms)·\|·#·func.·(+·Jac.)·calls·\|·Chi-	199	\|·Method··················\|·Avg.·time·(ms)·\|·#·func.·(+·Jac.)·calls·\|·Chi-
200	squared·\|·a·····\|·b·····\|·c·····\|	200	squared·\|·a·····\|·b·····\|·c·····\|
201	\|-------------------------\|----------------\|------------------------\|----------	201	\|-------------------------\|----------------\|------------------------\|----------
202	---\|-------\|-------\|-------\|	202	---\|-------\|-------\|-------\|
203	\|·leastsq·················\|·7.19···········\|·39·····················\|·1.092	203	\|·leastsq·················\|·1.79···········\|·39·····················\|·1.092
204	\|·2.564·\|·1.359·\|·0.824·\|	204	\|·2.564·\|·1.359·\|·0.824·\|
205	\|·leastsq·with·Jac.·······\|·4.86···········\|·12·(+10)···············\|·1.092	205	\|·leastsq·with·Jac.·······\|·1.55···········\|·12·(+10)···············\|·1.092
206	\|·2.564·\|·1.359·\|·0.824·\|	206	\|·2.564·\|·1.359·\|·0.824·\|
207	\|·least_squares···········\|·~~12.~~93··········\|·38·····················\|·1.092	207	\|·least_squares···········\|·3.89···········\|·38·····················\|·1.092
208	\|·2.564·\|·1.359·\|·0.824·\|	208	\|·2.564·\|·1.359·\|·0.824·\|
209	\|·least_squares·with·Jac.·\|·~~11.26~~··········\|·11·(+9)················\|·1.092	209	\|·least_squares·with·Jac.·\|·2.71···········\|·11·(+9)················\|·1.092
210	\|·2.564·\|·1.359·\|·0.824·\|	210	\|·2.564·\|·1.359·\|·0.824·\|
211	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·4.~~838~~·seconds)	211	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1.371·seconds)
212	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8f_\x8i_\x8t_\x8__\x8j_\x8a_\x8c_\x8o_\x8b_\x8i_\x8a_\x8n_\x8__\x8b_\x8e_\x8n_\x8c_\x8h_\x8m_\x8a_\x8r_\x8k_\x8._\x8i_\x8p_\x8y_\x8n_\x8b	212	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8f_\x8i_\x8t_\x8__\x8j_\x8a_\x8c_\x8o_\x8b_\x8i_\x8a_\x8n_\x8__\x8b_\x8e_\x8n_\x8c_\x8h_\x8m_\x8a_\x8r_\x8k_\x8._\x8i_\x8p_\x8y_\x8n_\x8b
213	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8f_\x8i_\x8t_\x8__\x8j_\x8a_\x8c_\x8o_\x8b_\x8i_\x8a_\x8n_\x8__\x8b_\x8e_\x8n_\x8c_\x8h_\x8m_\x8a_\x8r_\x8k_\x8._\x8p_\x8y	213	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8f_\x8i_\x8t_\x8__\x8j_\x8a_\x8c_\x8o_\x8b_\x8i_\x8a_\x8n_\x8__\x8b_\x8e_\x8n_\x8c_\x8h_\x8m_\x8a_\x8r_\x8k_\x8._\x8p_\x8y
214	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8f_\x8i_\x8t_\x8__\x8j_\x8a_\x8c_\x8o_\x8b_\x8i_\x8a_\x8n_\x8__\x8b_\x8e_\x8n_\x8c_\x8h_\x8m_\x8a_\x8r_\x8k_\x8._\x8z_\x8i_\x8p	214	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8f_\x8i_\x8t_\x8__\x8j_\x8a_\x8c_\x8o_\x8b_\x8i_\x8a_\x8n_\x8__\x8b_\x8e_\x8n_\x8c_\x8h_\x8m_\x8a_\x8r_\x8k_\x8._\x8z_\x8i_\x8p
215	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y	215	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y
216	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8	216	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8
217	····*·_\x8i_\x8n_\x8d_\x8e_\x8x	217	····*·_\x8i_\x8n_\x8d_\x8e_\x8x
218	····*·_\x8n_\x8e_\x8x_\x8t·\|	218	····*·_\x8n_\x8e_\x8x_\x8t·\|


Offset 229, 15 lines modified		Offset 229, 15 lines modified
229	<p>Plot·the·data·sets·and·fits</p>	229	<p>Plot·the·data·sets·and·fits</p>
230	<div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="n">plt</span><span·class="o">.</span><span·class="n">figure</span><span·class="p">()</span>	230	<div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="n">plt</span><span·class="o">.</span><span·class="n">figure</span><span·class="p">()</span>
231	<span·class="k">for</span>·<span·class="n">i</span>·<span·class="ow">in</span>·<span·class="nb">range</span><span·class="p">(</span><span·class="mi">5</span><span·class="p">):</span>	231	<span·class="k">for</span>·<span·class="n">i</span>·<span·class="ow">in</span>·<span·class="nb">range</span><span·class="p">(</span><span·class="mi">5</span><span·class="p">):</span>
232	····<span·class="n">y_fit</span>·<span·class="o">=</span>·<span·class="n">gauss_dataset</span><span·class="p">(</span><span·class="n">out</span><span·class="o">.</span><span·class="n">params</span><span·class="p">,</span>·<span·class="n">i</span><span·class="p">,</span>·<span·class="n">x</span><span·class="p">)</span>	232	····<span·class="n">y_fit</span>·<span·class="o">=</span>·<span·class="n">gauss_dataset</span><span·class="p">(</span><span·class="n">out</span><span·class="o">.</span><span·class="n">params</span><span·class="p">,</span>·<span·class="n">i</span><span·class="p">,</span>·<span·class="n">x</span><span·class="p">)</span>
233	····<span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">data</span><span·class="p">[</span><span·class="n">i</span><span·class="p">,</span>·<span·class="p">:],</span>·<span·class="s1">'o'</span><span·class="p">,</span>·<span·class="n">x</span><span·class="p">,</span>·<span·class="n">y_fit</span><span·class="p">,</span>·<span·class="s1">'-'</span><span·class="p">)</span>	233	····<span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">data</span><span·class="p">[</span><span·class="n">i</span><span·class="p">,</span>·<span·class="p">:],</span>·<span·class="s1">'o'</span><span·class="p">,</span>·<span·class="n">x</span><span·class="p">,</span>·<span·class="n">y_fit</span><span·class="p">,</span>·<span·class="s1">'-'</span><span·class="p">)</span>
234	</pre></div>	234	</pre></div>
235	</div>	235	</div>
236	<img·src="../_images/sphx_glr_example_fit_multi_datasets_001.png"·srcset="../_images/sphx_glr_example_fit_multi_datasets_001.png,·../_images/sphx_glr_example_fit_multi_datasets_001_3_00x.png·3.00x"·alt="example·fit·multi·datasets"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.~~414~~·seconds)</p>	236	<img·src="../_images/sphx_glr_example_fit_multi_datasets_001.png"·srcset="../_images/sphx_glr_example_fit_multi_datasets_001.png,·../_images/sphx_glr_example_fit_multi_datasets_001_3_00x.png·3.00x"·alt="example·fit·multi·datasets"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.267·seconds)</p>
237	<div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-fit-multi-datasets-py">	237	<div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-fit-multi-datasets-py">
238	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">	238	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
239	<p><a·class="reference·download·internal"·download=""·href="../_downloads/e9797dfaa256c029a43c2a364328ed36/example_fit_multi_datasets.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_fit_multi_datasets.ipynb</span></code></a></p>	239	<p><a·class="reference·download·internal"·download=""·href="../_downloads/e9797dfaa256c029a43c2a364328ed36/example_fit_multi_datasets.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_fit_multi_datasets.ipynb</span></code></a></p>
240	</div>	240	</div>
241	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">	241	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
242	<p><a·class="reference·download·internal"·download=""·href="../_downloads/5c7aecfc832cba8709209d4aee80c638/example_fit_multi_datasets.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_fit_multi_datasets.py</span></code></a></p>	242	<p><a·class="reference·download·internal"·download=""·href="../_downloads/5c7aecfc832cba8709209d4aee80c638/example_fit_multi_datasets.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_fit_multi_datasets.py</span></code></a></p>
243	</div>	243	</div>


Offset 210, 15 lines modified		Offset 210, 15 lines modified
210	····C(g_sigma,·total_amplitude)········=·-0.4115	210	····C(g_sigma,·total_amplitude)········=·-0.4115
211	····C(g_center,·line_intercept)········=·+0.3868	211	····C(g_center,·line_intercept)········=·+0.3868
212	····C(g_amplitude,·line_intercept)·····=·+0.1834	212	····C(g_amplitude,·line_intercept)·····=·+0.1834
213	····C(g_amplitude,·line_slope)·········=·+0.1825	213	····C(g_amplitude,·line_slope)·········=·+0.1825
214	····C(g_sigma,·line_slope)·············=·+0.1739	214	····C(g_sigma,·line_slope)·············=·+0.1739
215	</pre></div>	215	</pre></div>
216	</div>	216	</div>
217	<p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.~~975~~·seconds)</p>	217	<p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.283·seconds)</p>
218	<div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-fit-with-algebraic-constraint-py">	218	<div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-fit-with-algebraic-constraint-py">
219	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">	219	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
220	<p><a·class="reference·download·internal"·download=""·href="../_downloads/795f02254c8fb4ff85239a1247e0cdb3/example_fit_with_algebraic_constraint.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_fit_with_algebraic_constraint.ipynb</span></code></a></p>	220	<p><a·class="reference·download·internal"·download=""·href="../_downloads/795f02254c8fb4ff85239a1247e0cdb3/example_fit_with_algebraic_constraint.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_fit_with_algebraic_constraint.ipynb</span></code></a></p>
221	</div>	221	</div>
222	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">	222	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
223	<p><a·class="reference·download·internal"·download=""·href="../_downloads/cb6735e259aa0fe1e9993a89862af987/example_fit_with_algebraic_constraint.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_fit_with_algebraic_constraint.py</span></code></a></p>	223	<p><a·class="reference·download·internal"·download=""·href="../_downloads/cb6735e259aa0fe1e9993a89862af987/example_fit_with_algebraic_constraint.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_fit_with_algebraic_constraint.py</span></code></a></p>
224	</div>	224	</div>


Offset 106, 15 lines modified		Offset 106, 15 lines modified
106	····C(g_amplitude,·total_amplitude)····=·-0.6115	106	····C(g_amplitude,·total_amplitude)····=·-0.6115
107	····C(line_intercept,·total_amplitude)·=·-0.5883	107	····C(line_intercept,·total_amplitude)·=·-0.5883
108	····C(g_sigma,·total_amplitude)········=·-0.4115	108	····C(g_sigma,·total_amplitude)········=·-0.4115
109	····C(g_center,·line_intercept)········=·+0.3868	109	····C(g_center,·line_intercept)········=·+0.3868
110	····C(g_amplitude,·line_intercept)·····=·+0.1834	110	····C(g_amplitude,·line_intercept)·····=·+0.1834
111	····C(g_amplitude,·line_slope)·········=·+0.1825	111	····C(g_amplitude,·line_slope)·········=·+0.1825
112	····C(g_sigma,·line_slope)·············=·+0.1739	112	····C(g_sigma,·line_slope)·············=·+0.1739
113	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.~~975~~·seconds)	113	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.283·seconds)
114	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8f_\x8i_\x8t_\x8__\x8w_\x8i_\x8t_\x8h_\x8__\x8a_\x8l_\x8g_\x8e_\x8b_\x8r_\x8a_\x8i_\x8c_\x8__\x8c_\x8o_\x8n_\x8s_\x8t_\x8r_\x8a_\x8i_\x8n_\x8t_\x8._\x8i_\x8p_\x8y_\x8n_\x8b	114	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8f_\x8i_\x8t_\x8__\x8w_\x8i_\x8t_\x8h_\x8__\x8a_\x8l_\x8g_\x8e_\x8b_\x8r_\x8a_\x8i_\x8c_\x8__\x8c_\x8o_\x8n_\x8s_\x8t_\x8r_\x8a_\x8i_\x8n_\x8t_\x8._\x8i_\x8p_\x8y_\x8n_\x8b
115	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8f_\x8i_\x8t_\x8__\x8w_\x8i_\x8t_\x8h_\x8__\x8a_\x8l_\x8g_\x8e_\x8b_\x8r_\x8a_\x8i_\x8c_\x8__\x8c_\x8o_\x8n_\x8s_\x8t_\x8r_\x8a_\x8i_\x8n_\x8t_\x8._\x8p_\x8y	115	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8f_\x8i_\x8t_\x8__\x8w_\x8i_\x8t_\x8h_\x8__\x8a_\x8l_\x8g_\x8e_\x8b_\x8r_\x8a_\x8i_\x8c_\x8__\x8c_\x8o_\x8n_\x8s_\x8t_\x8r_\x8a_\x8i_\x8n_\x8t_\x8._\x8p_\x8y
116	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8f_\x8i_\x8t_\x8__\x8w_\x8i_\x8t_\x8h_\x8__\x8a_\x8l_\x8g_\x8e_\x8b_\x8r_\x8a_\x8i_\x8c_\x8__\x8c_\x8o_\x8n_\x8s_\x8t_\x8r_\x8a_\x8i_\x8n_\x8t_\x8._\x8z_\x8i_\x8p	116	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8f_\x8i_\x8t_\x8__\x8w_\x8i_\x8t_\x8h_\x8__\x8a_\x8l_\x8g_\x8e_\x8b_\x8r_\x8a_\x8i_\x8c_\x8__\x8c_\x8o_\x8n_\x8s_\x8t_\x8r_\x8a_\x8i_\x8n_\x8t_\x8._\x8z_\x8i_\x8p
117	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y	117	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y
118	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8	118	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8
119	····*·_\x8i_\x8n_\x8d_\x8e_\x8x	119	····*·_\x8i_\x8n_\x8d_\x8e_\x8x
120	····*·_\x8n_\x8e_\x8x_\x8t·\|	120	····*·_\x8n_\x8e_\x8x_\x8t·\|


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208	</div>	208	</div>
209	<div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">data</span><span·class="p">,</span>·<span·class="s1">'o'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'data'</span><span·class="p">)</span>	209	<div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">data</span><span·class="p">,</span>·<span·class="s1">'o'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'data'</span><span·class="p">)</span>
210	<span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">fit</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'best·fit'</span><span·class="p">)</span>	210	<span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">fit</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'best·fit'</span><span·class="p">)</span>
211	<span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>	211	<span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>
212	<span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span>	212	<span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span>
213	</pre></div>	213	</pre></div>
214	</div>	214	</div>
215	<img·src="../_images/sphx_glr_example_fit_with_bounds_001.png"·srcset="../_images/sphx_glr_example_fit_with_bounds_001.png,·../_images/sphx_glr_example_fit_with_bounds_001_3_00x.png·3.00x"·alt="example·fit·with·bounds"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1.~~082~~·seconds)</p>	215	<img·src="../_images/sphx_glr_example_fit_with_bounds_001.png"·srcset="../_images/sphx_glr_example_fit_with_bounds_001.png,·../_images/sphx_glr_example_fit_with_bounds_001_3_00x.png·3.00x"·alt="example·fit·with·bounds"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.273·seconds)</p>
216	<div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-fit-with-bounds-py">	216	<div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-fit-with-bounds-py">
217	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">	217	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
218	<p><a·class="reference·download·internal"·download=""·href="../_downloads/fd01b33f1731fe67d0f89a803067a496/example_fit_with_bounds.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_fit_with_bounds.ipynb</span></code></a></p>	218	<p><a·class="reference·download·internal"·download=""·href="../_downloads/fd01b33f1731fe67d0f89a803067a496/example_fit_with_bounds.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_fit_with_bounds.ipynb</span></code></a></p>
219	</div>	219	</div>
220	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">	220	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
221	<p><a·class="reference·download·internal"·download=""·href="../_downloads/27b87cac9cd9afd7fa73c15f10211608/example_fit_with_bounds.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_fit_with_bounds.py</span></code></a></p>	221	<p><a·class="reference·download·internal"·download=""·href="../_downloads/27b87cac9cd9afd7fa73c15f10211608/example_fit_with_bounds.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_fit_with_bounds.py</span></code></a></p>
222	</div>	222	</div>


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91	··\|·decay····\|·+0.5757··\|·-0.0404··\|·-0.0502··\|·+1.0000··\|	91	··\|·decay····\|·+0.5757··\|·-0.0404··\|·-0.0502··\|·+1.0000··\|
92	··+----------+----------+----------+----------+----------+	92	··+----------+----------+----------+----------+----------+
93	plt.plot(x,·data,·'o',·label='data')	93	plt.plot(x,·data,·'o',·label='data')
94	plt.plot(x,·fit,·label='best·fit')	94	plt.plot(x,·fit,·label='best·fit')
95	plt.legend()	95	plt.legend()
96	plt.show()	96	plt.show()
97	[example·fit·with·bounds]	97	[example·fit·with·bounds]
98	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1.~~082~~·seconds)	98	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.273·seconds)
99	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8f_\x8i_\x8t_\x8__\x8w_\x8i_\x8t_\x8h_\x8__\x8b_\x8o_\x8u_\x8n_\x8d_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b	99	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8f_\x8i_\x8t_\x8__\x8w_\x8i_\x8t_\x8h_\x8__\x8b_\x8o_\x8u_\x8n_\x8d_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b
100	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8f_\x8i_\x8t_\x8__\x8w_\x8i_\x8t_\x8h_\x8__\x8b_\x8o_\x8u_\x8n_\x8d_\x8s_\x8._\x8p_\x8y	100	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8f_\x8i_\x8t_\x8__\x8w_\x8i_\x8t_\x8h_\x8__\x8b_\x8o_\x8u_\x8n_\x8d_\x8s_\x8._\x8p_\x8y
101	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8f_\x8i_\x8t_\x8__\x8w_\x8i_\x8t_\x8h_\x8__\x8b_\x8o_\x8u_\x8n_\x8d_\x8s_\x8._\x8z_\x8i_\x8p	101	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8f_\x8i_\x8t_\x8__\x8w_\x8i_\x8t_\x8h_\x8__\x8b_\x8o_\x8u_\x8n_\x8d_\x8s_\x8._\x8z_\x8i_\x8p
102	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y	102	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y
103	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8	103	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8
104	····*·_\x8i_\x8n_\x8d_\x8e_\x8x	104	····*·_\x8i_\x8n_\x8d_\x8e_\x8x
105	····*·_\x8n_\x8e_\x8x_\x8t·\|	105	····*·_\x8n_\x8e_\x8x_\x8t·\|


Offset 214, 15 lines modified		Offset 214, 15 lines modified
214	both·methods:</p>	214	both·methods:</p>
215	<div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">data</span><span·class="p">,</span>·<span·class="s1">'o'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'data'</span><span·class="p">)</span>	215	<div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">data</span><span·class="p">,</span>·<span·class="s1">'o'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'data'</span><span·class="p">)</span>
216	<span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">fit1</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'with·analytical·derivative'</span><span·class="p">)</span>	216	<span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">fit1</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'with·analytical·derivative'</span><span·class="p">)</span>
217	<span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">fit2</span><span·class="p">,</span>·<span·class="s1">'--'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'without·analytical·derivative'</span><span·class="p">)</span>	217	<span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">fit2</span><span·class="p">,</span>·<span·class="s1">'--'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'without·analytical·derivative'</span><span·class="p">)</span>
218	<span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>	218	<span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>
219	</pre></div>	219	</pre></div>
220	</div>	220	</div>
221	<img·src="../_images/sphx_glr_example_fit_with_derivfunc_001.png"·srcset="../_images/sphx_glr_example_fit_with_derivfunc_001.png,·../_images/sphx_glr_example_fit_with_derivfunc_001_3_00x.png·3.00x"·alt="example·fit·with·derivfunc"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.570·seconds)</p>	221	<img·src="../_images/sphx_glr_example_fit_with_derivfunc_001.png"·srcset="../_images/sphx_glr_example_fit_with_derivfunc_001.png,·../_images/sphx_glr_example_fit_with_derivfunc_001_3_00x.png·3.00x"·alt="example·fit·with·derivfunc"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.257·seconds)</p>
222	<div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-fit-with-derivfunc-py">	222	<div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-fit-with-derivfunc-py">
223	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">	223	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
224	<p><a·class="reference·download·internal"·download=""·href="../_downloads/a48b6f5c2c4202cb67d15a117c5eb6bc/example_fit_with_derivfunc.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_fit_with_derivfunc.ipynb</span></code></a></p>	224	<p><a·class="reference·download·internal"·download=""·href="../_downloads/a48b6f5c2c4202cb67d15a117c5eb6bc/example_fit_with_derivfunc.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_fit_with_derivfunc.ipynb</span></code></a></p>
225	</div>	225	</div>
226	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">	226	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
227	<p><a·class="reference·download·internal"·download=""·href="../_downloads/34710c8e386116e372179d0463d53c6a/example_fit_with_derivfunc.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_fit_with_derivfunc.py</span></code></a></p>	227	<p><a·class="reference·download·internal"·download=""·href="../_downloads/34710c8e386116e372179d0463d53c6a/example_fit_with_derivfunc.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_fit_with_derivfunc.py</span></code></a></p>
228	</div>	228	</div>


Offset 100, 15 lines modified		Offset 100, 15 lines modified
100	and·the·best-fit·to·the·synthetic·data·(with·added·noise)·is·the·same·for·both	100	and·the·best-fit·to·the·synthetic·data·(with·added·noise)·is·the·same·for·both
101	methods:	101	methods:
102	plt.plot(x,·data,·'o',·label='data')	102	plt.plot(x,·data,·'o',·label='data')
103	plt.plot(x,·fit1,·label='with·analytical·derivative')	103	plt.plot(x,·fit1,·label='with·analytical·derivative')
104	plt.plot(x,·fit2,·'--',·label='without·analytical·derivative')	104	plt.plot(x,·fit2,·'--',·label='without·analytical·derivative')
105	plt.legend()	105	plt.legend()
106	[example·fit·with·derivfunc]	106	[example·fit·with·derivfunc]
107	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.570·seconds)	107	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.257·seconds)
108	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8f_\x8i_\x8t_\x8__\x8w_\x8i_\x8t_\x8h_\x8__\x8d_\x8e_\x8r_\x8i_\x8v_\x8f_\x8u_\x8n_\x8c_\x8._\x8i_\x8p_\x8y_\x8n_\x8b	108	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8f_\x8i_\x8t_\x8__\x8w_\x8i_\x8t_\x8h_\x8__\x8d_\x8e_\x8r_\x8i_\x8v_\x8f_\x8u_\x8n_\x8c_\x8._\x8i_\x8p_\x8y_\x8n_\x8b
109	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8f_\x8i_\x8t_\x8__\x8w_\x8i_\x8t_\x8h_\x8__\x8d_\x8e_\x8r_\x8i_\x8v_\x8f_\x8u_\x8n_\x8c_\x8._\x8p_\x8y	109	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8f_\x8i_\x8t_\x8__\x8w_\x8i_\x8t_\x8h_\x8__\x8d_\x8e_\x8r_\x8i_\x8v_\x8f_\x8u_\x8n_\x8c_\x8._\x8p_\x8y
110	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8f_\x8i_\x8t_\x8__\x8w_\x8i_\x8t_\x8h_\x8__\x8d_\x8e_\x8r_\x8i_\x8v_\x8f_\x8u_\x8n_\x8c_\x8._\x8z_\x8i_\x8p	110	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8f_\x8i_\x8t_\x8__\x8w_\x8i_\x8t_\x8h_\x8__\x8d_\x8e_\x8r_\x8i_\x8v_\x8f_\x8u_\x8n_\x8c_\x8._\x8z_\x8i_\x8p
111	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y	111	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y
112	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8	112	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8
113	····*·_\x8i_\x8n_\x8d_\x8e_\x8x	113	····*·_\x8i_\x8n_\x8d_\x8e_\x8x
114	····*·_\x8n_\x8e_\x8x_\x8t·\|	114	····*·_\x8n_\x8e_\x8x_\x8t·\|


Offset 200, 15 lines modified		Offset 200, 15 lines modified
200	<p>and·figure:</p>	200	<p>and·figure:</p>
201	<div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">data</span><span·class="p">,</span>·<span·class="s1">'o'</span><span·class="p">)</span>	201	<div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">data</span><span·class="p">,</span>·<span·class="s1">'o'</span><span·class="p">)</span>
202	<span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">best_fit</span><span·class="p">,</span>·<span·class="s1">'--'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'best·fit'</span><span·class="p">)</span>	202	<span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">best_fit</span><span·class="p">,</span>·<span·class="s1">'--'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'best·fit'</span><span·class="p">)</span>
203	<span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>	203	<span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>
204	<span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span>	204	<span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span>
205	</pre></div>	205	</pre></div>
206	</div>	206	</div>
207	<img·src="../_images/sphx_glr_example_fit_with_inequality_001.png"·srcset="../_images/sphx_glr_example_fit_with_inequality_001.png,·../_images/sphx_glr_example_fit_with_inequality_001_3_00x.png·3.00x"·alt="example·fit·with·inequality"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.780·seconds)</p>	207	<img·src="../_images/sphx_glr_example_fit_with_inequality_001.png"·srcset="../_images/sphx_glr_example_fit_with_inequality_001.png,·../_images/sphx_glr_example_fit_with_inequality_001_3_00x.png·3.00x"·alt="example·fit·with·inequality"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.270·seconds)</p>
208	<div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-fit-with-inequality-py">	208	<div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-fit-with-inequality-py">
209	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">	209	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
210	<p><a·class="reference·download·internal"·download=""·href="../_downloads/8cc2f5f768207b7533d24c7fd6035d90/example_fit_with_inequality.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_fit_with_inequality.ipynb</span></code></a></p>	210	<p><a·class="reference·download·internal"·download=""·href="../_downloads/8cc2f5f768207b7533d24c7fd6035d90/example_fit_with_inequality.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_fit_with_inequality.ipynb</span></code></a></p>
211	</div>	211	</div>
212	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">	212	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
213	<p><a·class="reference·download·internal"·download=""·href="../_downloads/0372b8f3b0b615eb40855b665c11d339/example_fit_with_inequality.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_fit_with_inequality.py</span></code></a></p>	213	<p><a·class="reference·download·internal"·download=""·href="../_downloads/0372b8f3b0b615eb40855b665c11d339/example_fit_with_inequality.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_fit_with_inequality.py</span></code></a></p>
214	</div>	214	</div>


Offset 237, 15 lines modified		Offset 237, 15 lines modified
237	<span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">yn</span><span·class="p">,</span>·<span·class="s1">'--*'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'with·noise+outliers'</span><span·class="p">)</span>	237	<span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">yn</span><span·class="p">,</span>·<span·class="s1">'--*'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'with·noise+outliers'</span><span·class="p">)</span>
238	<span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">yn</span><span·class="o">+</span><span·class="n">o1</span><span·class="o">.</span><span·class="n">residual</span><span·class="p">,</span>·<span·class="s1">'-'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'sum·of·squares·fit'</span><span·class="p">)</span>	238	<span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">yn</span><span·class="o">+</span><span·class="n">o1</span><span·class="o">.</span><span·class="n">residual</span><span·class="p">,</span>·<span·class="s1">'-'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'sum·of·squares·fit'</span><span·class="p">)</span>
239	<span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">yn</span><span·class="o">+</span><span·class="n">o2</span><span·class="o">.</span><span·class="n">residual</span><span·class="p">,</span>·<span·class="s1">'-'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'robust·fit'</span><span·class="p">)</span>	239	<span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">yn</span><span·class="o">+</span><span·class="n">o2</span><span·class="o">.</span><span·class="n">residual</span><span·class="p">,</span>·<span·class="s1">'-'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'robust·fit'</span><span·class="p">)</span>
240	<span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>	240	<span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>
241	<span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span>	241	<span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span>
242	</pre></div>	242	</pre></div>
243	</div>	243	</div>
244	<img·src="../_images/sphx_glr_example_reduce_fcn_001.png"·srcset="../_images/sphx_glr_example_reduce_fcn_001.png,·../_images/sphx_glr_example_reduce_fcn_001_3_00x.png·3.00x"·alt="example·reduce·fcn"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1.~~192~~·seconds)</p>	244	<img·src="../_images/sphx_glr_example_reduce_fcn_001.png"·srcset="../_images/sphx_glr_example_reduce_fcn_001.png,·../_images/sphx_glr_example_reduce_fcn_001_3_00x.png·3.00x"·alt="example·reduce·fcn"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.308·seconds)</p>
245	<div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-reduce-fcn-py">	245	<div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-reduce-fcn-py">
246	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">	246	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
247	<p><a·class="reference·download·internal"·download=""·href="../_downloads/5d125e1fb5f23aa5a5473c67a4699244/example_reduce_fcn.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_reduce_fcn.ipynb</span></code></a></p>	247	<p><a·class="reference·download·internal"·download=""·href="../_downloads/5d125e1fb5f23aa5a5473c67a4699244/example_reduce_fcn.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_reduce_fcn.ipynb</span></code></a></p>
248	</div>	248	</div>
249	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">	249	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
250	<p><a·class="reference·download·internal"·download=""·href="../_downloads/d0e8e1e708ca0de18639372a3ff96a6a/example_reduce_fcn.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_reduce_fcn.py</span></code></a></p>	250	<p><a·class="reference·download·internal"·download=""·href="../_downloads/d0e8e1e708ca0de18639372a3ff96a6a/example_reduce_fcn.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_reduce_fcn.py</span></code></a></p>
251	</div>	251	</div>


Offset 118, 15 lines modified		Offset 118, 15 lines modified
118	plt.plot(x,·y,·'o',·label='true·function')	118	plt.plot(x,·y,·'o',·label='true·function')
119	plt.plot(x,·yn,·'--*',·label='with·noise+outliers')	119	plt.plot(x,·yn,·'--*',·label='with·noise+outliers')
120	plt.plot(x,·yn+o1.residual,·'-',·label='sum·of·squares·fit')	120	plt.plot(x,·yn+o1.residual,·'-',·label='sum·of·squares·fit')
121	plt.plot(x,·yn+o2.residual,·'-',·label='robust·fit')	121	plt.plot(x,·yn+o2.residual,·'-',·label='robust·fit')
122	plt.legend()	122	plt.legend()
123	plt.show()	123	plt.show()
124	[example·reduce·fcn]	124	[example·reduce·fcn]
125	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1.~~192~~·seconds)	125	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.308·seconds)
126	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8r_\x8e_\x8d_\x8u_\x8c_\x8e_\x8__\x8f_\x8c_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b	126	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8r_\x8e_\x8d_\x8u_\x8c_\x8e_\x8__\x8f_\x8c_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b
127	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8r_\x8e_\x8d_\x8u_\x8c_\x8e_\x8__\x8f_\x8c_\x8n_\x8._\x8p_\x8y	127	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8r_\x8e_\x8d_\x8u_\x8c_\x8e_\x8__\x8f_\x8c_\x8n_\x8._\x8p_\x8y
128	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8r_\x8e_\x8d_\x8u_\x8c_\x8e_\x8__\x8f_\x8c_\x8n_\x8._\x8z_\x8i_\x8p	128	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8r_\x8e_\x8d_\x8u_\x8c_\x8e_\x8__\x8f_\x8c_\x8n_\x8._\x8z_\x8i_\x8p
129	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y	129	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y
130	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8	130	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8
131	····*·_\x8i_\x8n_\x8d_\x8e_\x8x	131	····*·_\x8i_\x8n_\x8d_\x8e_\x8x
132	····*·_\x8n_\x8e_\x8x_\x8t·\|	132	····*·_\x8n_\x8e_\x8x_\x8t·\|


Offset 196, 15 lines modified		Offset 196, 15 lines modified
196	<span·class="n">res2</span>·<span·class="o">=</span>·<span·class="n">lm_mod</span><span·class="o">.</span><span·class="n">fit</span><span·class="p">(</span><span·class="n">data</span><span·class="o">=</span><span·class="n">yn</span><span·class="p">,</span>·<span·class="o">**</span><span·class="n">param2_values</span><span·class="p">)</span>	196	<span·class="n">res2</span>·<span·class="o">=</span>·<span·class="n">lm_mod</span><span·class="o">.</span><span·class="n">fit</span><span·class="p">(</span><span·class="n">data</span><span·class="o">=</span><span·class="n">yn</span><span·class="p">,</span>·<span·class="o">**</span><span·class="n">param2_values</span><span·class="p">)</span>
197	<span·class="n">res2</span><span·class="o">.</span><span·class="n">plot_fit</span><span·class="p">()</span>	197	<span·class="n">res2</span><span·class="o">.</span><span·class="n">plot_fit</span><span·class="p">()</span>
198	<span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">y</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'true'</span><span·class="p">)</span>	198	<span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">y</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'true'</span><span·class="p">)</span>
199	<span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>	199	<span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>
200	<span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span>	200	<span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span>
201	</pre></div>	201	</pre></div>
202	</div>	202	</div>
203	<img·src="../_images/sphx_glr_example_sympy_003.png"·srcset="../_images/sphx_glr_example_sympy_003.png,·../_images/sphx_glr_example_sympy_003_3_00x.png·3.00x"·alt="Model(_lambdifygenerated)"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·3.~~821~~·seconds)</p>	203	<img·src="../_images/sphx_glr_example_sympy_003.png"·srcset="../_images/sphx_glr_example_sympy_003.png,·../_images/sphx_glr_example_sympy_003_3_00x.png·3.00x"·alt="Model(_lambdifygenerated)"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1.138·seconds)</p>
204	<div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-sympy-py">	204	<div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-sympy-py">
205	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">	205	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
206	<p><a·class="reference·download·internal"·download=""·href="../_downloads/6069607ae016c4f4f055d1c8dfd4bfa7/example_sympy.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_sympy.ipynb</span></code></a></p>	206	<p><a·class="reference·download·internal"·download=""·href="../_downloads/6069607ae016c4f4f055d1c8dfd4bfa7/example_sympy.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_sympy.ipynb</span></code></a></p>
207	</div>	207	</div>
208	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">	208	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
209	<p><a·class="reference·download·internal"·download=""·href="../_downloads/ecc08a53d28f5c81caa3656731ba5657/example_sympy.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_sympy.py</span></code></a></p>	209	<p><a·class="reference·download·internal"·download=""·href="../_downloads/ecc08a53d28f5c81caa3656731ba5657/example_sympy.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_sympy.py</span></code></a></p>
210	</div>	210	</div>


Offset 350, 15 lines modified		Offset 350, 15 lines modified
350	<span·class="k">for</span>·<span·class="n">ax</span>·<span·class="ow">in</span>·<span·class="n">axs</span><span·class="o">.</span><span·class="n">ravel</span><span·class="p">():</span>	350	<span·class="k">for</span>·<span·class="n">ax</span>·<span·class="ow">in</span>·<span·class="n">axs</span><span·class="o">.</span><span·class="n">ravel</span><span·class="p">():</span>
351	····<span·class="n">ax</span><span·class="o">.</span><span·class="n">set_xlabel</span><span·class="p">(</span><span·class="s1">'x'</span><span·class="p">)</span>	351	····<span·class="n">ax</span><span·class="o">.</span><span·class="n">set_xlabel</span><span·class="p">(</span><span·class="s1">'x'</span><span·class="p">)</span>
352	····<span·class="n">ax</span><span·class="o">.</span><span·class="n">set_ylabel</span><span·class="p">(</span><span·class="s1">'y'</span><span·class="p">)</span>	352	····<span·class="n">ax</span><span·class="o">.</span><span·class="n">set_ylabel</span><span·class="p">(</span><span·class="s1">'y'</span><span·class="p">)</span>
353	<span·class="n">axs</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="o">.</span><span·class="n">remove</span><span·class="p">()</span>	353	<span·class="n">axs</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="o">.</span><span·class="n">remove</span><span·class="p">()</span>
354	<span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span>	354	<span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span>
355	</pre></div>	355	</pre></div>
356	</div>	356	</div>
357	<img·src="../_images/sphx_glr_example_two_dimensional_peak_004.png"·srcset="../_images/sphx_glr_example_two_dimensional_peak_004.png,·../_images/sphx_glr_example_two_dimensional_peak_004_3_00x.png·3.00x"·alt="Data,·Fit,·Data·-·Fit"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·7.~~257~~·seconds)</p>	357	<img·src="../_images/sphx_glr_example_two_dimensional_peak_004.png"·srcset="../_images/sphx_glr_example_two_dimensional_peak_004.png,·../_images/sphx_glr_example_two_dimensional_peak_004_3_00x.png·3.00x"·alt="Data,·Fit,·Data·-·Fit"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·3.183·seconds)</p>
358	<div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-two-dimensional-peak-py">	358	<div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-two-dimensional-peak-py">
359	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">	359	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
360	<p><a·class="reference·download·internal"·download=""·href="../_downloads/ee6bdfefbd3fee18a7b2cb99c291f27e/example_two_dimensional_peak.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_two_dimensional_peak.ipynb</span></code></a></p>	360	<p><a·class="reference·download·internal"·download=""·href="../_downloads/ee6bdfefbd3fee18a7b2cb99c291f27e/example_two_dimensional_peak.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_two_dimensional_peak.ipynb</span></code></a></p>
361	</div>	361	</div>
362	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">	362	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
363	<p><a·class="reference·download·internal"·download=""·href="../_downloads/87be2ee5d3294a608face2290f955fe3/example_two_dimensional_peak.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_two_dimensional_peak.py</span></code></a></p>	363	<p><a·class="reference·download·internal"·download=""·href="../_downloads/87be2ee5d3294a608face2290f955fe3/example_two_dimensional_peak.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_two_dimensional_peak.py</span></code></a></p>
364	</div>	364	</div>


Offset 288, 15 lines modified		Offset 288, 15 lines modified
288	<span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">xdat</span><span·class="p">,</span>·<span·class="n">bestfit2</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'fit,·with·x·error'</span><span·class="p">)</span>	288	<span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">xdat</span><span·class="p">,</span>·<span·class="n">bestfit2</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'fit,·with·x·error'</span><span·class="p">)</span>
289	<span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>	289	<span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>
290	<span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span>	290	<span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span>

291	<span·class="c1">#·#·<end·examples/doc_uncertainties_in_x_and_y.py></span>	291	<span·class="c1">#·#·<end·examples/doc_uncertainties_in_x_and_y.py></span>
292	</pre></div>	292	</pre></div>
293	</div>	293	</div>
294	<p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.~~773~~·seconds)</p>	294	<p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.261·seconds)</p>
295	<div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-uncertainties-y-and-x-py">	295	<div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-uncertainties-y-and-x-py">
296	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">	296	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
297	<p><a·class="reference·download·internal"·download=""·href="../_downloads/2588677a1a505d9f24402b03894d5bfd/example_uncertainties_y_and_x.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_uncertainties_y_and_x.ipynb</span></code></a></p>	297	<p><a·class="reference·download·internal"·download=""·href="../_downloads/2588677a1a505d9f24402b03894d5bfd/example_uncertainties_y_and_x.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_uncertainties_y_and_x.ipynb</span></code></a></p>
298	</div>	298	</div>
299	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">	299	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
300	<p><a·class="reference·download·internal"·download=""·href="../_downloads/dba681f3439dfa9f72e79de3389e77d7/example_uncertainties_y_and_x.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_uncertainties_y_and_x.py</span></code></a></p>	300	<p><a·class="reference·download·internal"·download=""·href="../_downloads/dba681f3439dfa9f72e79de3389e77d7/example_uncertainties_y_and_x.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_uncertainties_y_and_x.py</span></code></a></p>
301	</div>	301	</div>


Offset 177, 15 lines modified		Offset 177, 15 lines modified
177	plt.plot(xtrue,·ytrue,·'-+',·label='true·data')	177	plt.plot(xtrue,·ytrue,·'-+',·label='true·data')
178	plt.plot(xdat,·bestfit1,·label='fit,·no·x·error')	178	plt.plot(xdat,·bestfit1,·label='fit,·no·x·error')
179	plt.plot(xdat,·bestfit2,·label='fit,·with·x·error')	179	plt.plot(xdat,·bestfit2,·label='fit,·with·x·error')
180	plt.legend()	180	plt.legend()
181	plt.show()	181	plt.show()

182	#·#·<end·examples/doc_uncertainties_in_x_and_y.py>	182	#·#·<end·examples/doc_uncertainties_in_x_and_y.py>
183	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.~~773~~·seconds)	183	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.261·seconds)
184	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8u_\x8n_\x8c_\x8e_\x8r_\x8t_\x8a_\x8i_\x8n_\x8t_\x8i_\x8e_\x8s_\x8__\x8y_\x8__\x8a_\x8n_\x8d_\x8__\x8x_\x8._\x8i_\x8p_\x8y_\x8n_\x8b	184	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8u_\x8n_\x8c_\x8e_\x8r_\x8t_\x8a_\x8i_\x8n_\x8t_\x8i_\x8e_\x8s_\x8__\x8y_\x8__\x8a_\x8n_\x8d_\x8__\x8x_\x8._\x8i_\x8p_\x8y_\x8n_\x8b
185	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8u_\x8n_\x8c_\x8e_\x8r_\x8t_\x8a_\x8i_\x8n_\x8t_\x8i_\x8e_\x8s_\x8__\x8y_\x8__\x8a_\x8n_\x8d_\x8__\x8x_\x8._\x8p_\x8y	185	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8u_\x8n_\x8c_\x8e_\x8r_\x8t_\x8a_\x8i_\x8n_\x8t_\x8i_\x8e_\x8s_\x8__\x8y_\x8__\x8a_\x8n_\x8d_\x8__\x8x_\x8._\x8p_\x8y
186	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8u_\x8n_\x8c_\x8e_\x8r_\x8t_\x8a_\x8i_\x8n_\x8t_\x8i_\x8e_\x8s_\x8__\x8y_\x8__\x8a_\x8n_\x8d_\x8__\x8x_\x8._\x8z_\x8i_\x8p	186	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8u_\x8n_\x8c_\x8e_\x8r_\x8t_\x8a_\x8i_\x8n_\x8t_\x8i_\x8e_\x8s_\x8__\x8y_\x8__\x8a_\x8n_\x8d_\x8__\x8x_\x8._\x8z_\x8i_\x8p
187	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y	187	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y
188	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8	188	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8
189	····*·_\x8i_\x8n_\x8d_\x8e_\x8x	189	····*·_\x8i_\x8n_\x8d_\x8e_\x8x
190	····*·_\x8n_\x8e_\x8x_\x8t·\|	190	····*·_\x8n_\x8e_\x8x_\x8t·\|


Offset 61, 15 lines modified		Offset 61, 15 lines modified
61	····height:·····10.7899571·+/-·0.17160652·(1.59%)·==·'0.3183099*amplitude/max	61	····height:·····10.7899571·+/-·0.17160652·(1.59%)·==·'0.3183099*amplitude/max
62	(1e-15,·sigma)'	62	(1e-15,·sigma)'
63	[[Correlations]]·(unreported·correlations·are·<·0.100)	63	[[Correlations]]·(unreported·correlations·are·<·0.100)
64	····C(amplitude,·sigma)·=·+0.7087	64	····C(amplitude,·sigma)·=·+0.7087
65	and·plot·below:	65	and·plot·below:
66	result.plot_fit()	66	result.plot_fit()
67	[Model(lorentzian)]	67	[Model(lorentzian)]
68	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.~~782~~·seconds)	68	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.291·seconds)
69	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8u_\x8s_\x8e_\x8__\x8p_\x8a_\x8n_\x8d_\x8a_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b	69	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8u_\x8s_\x8e_\x8__\x8p_\x8a_\x8n_\x8d_\x8a_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b
70	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8u_\x8s_\x8e_\x8__\x8p_\x8a_\x8n_\x8d_\x8a_\x8s_\x8._\x8p_\x8y	70	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8u_\x8s_\x8e_\x8__\x8p_\x8a_\x8n_\x8d_\x8a_\x8s_\x8._\x8p_\x8y
71	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8u_\x8s_\x8e_\x8__\x8p_\x8a_\x8n_\x8d_\x8a_\x8s_\x8._\x8z_\x8i_\x8p	71	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8u_\x8s_\x8e_\x8__\x8p_\x8a_\x8n_\x8d_\x8a_\x8s_\x8._\x8z_\x8i_\x8p
72	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y	72	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y
73	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8	73	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8
74	····*·_\x8i_\x8n_\x8d_\x8e_\x8x	74	····*·_\x8i_\x8n_\x8d_\x8e_\x8x
75	····*·_\x8n_\x8e_\x8x_\x8t·\|	75	····*·_\x8n_\x8e_\x8x_\x8t·\|