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/srv/reproducible-results/rbuild-debian/r-b-build.EQmtU97S/b2/lmfit-py_1.3.2-2_amd64.changes ¶

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1	·f608~~3767a856ee8b4~~b6~~5f1c~~a6778~~558e~~·5687~~340~~·doc·optional·python-lmfit-doc_1.3.2-2_all.deb	1	·609dc9fff0b7d90b68960a8279d8f662·5687456·doc·optional·python-lmfit-doc_1.3.2-2_all.deb
2	·a9ce445fceff1cbae9e4400acce9bba7·81452·python·optional·python3-lmfit_1.3.2-2_all.deb	2	·a9ce445fceff1cbae9e4400acce9bba7·81452·python·optional·python3-lmfit_1.3.2-2_all.deb

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python-lmfit-doc_1.3.2-2_all.deb ¶

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1	-rw-r--r--···0········0········0········4·2025-02-10·22:25:26.000000·debian-binary	1	-rw-r--r--···0········0········0········4·2025-02-10·22:25:26.000000·debian-binary
2	-rw-r--r--···0········0········0·····8316·2025-02-10·22:25:26.000000·control.tar.xz	2	-rw-r--r--···0········0········0·····8316·2025-02-10·22:25:26.000000·control.tar.xz
3	-rw-r--r--···0········0········0··5678~~832~~·2025-02-10·22:25:26.000000·data.tar.xz	3	-rw-r--r--···0········0········0··5678948·2025-02-10·22:25:26.000000·data.tar.xz

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data.tar ¶

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./usr/share/doc/python3-lmfit/html/_images/sphx_glr_example_brute_003_3_00x.png ¶

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./usr/share/doc/python3-lmfit/html/_images/sphx_glr_example_confidence_interval_002_3_00x.png ¶

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./usr/share/doc/python3-lmfit/html/_images/sphx_glr_example_reduce_fcn_001.png ¶

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./usr/share/doc/python3-lmfit/html/_images/sphx_glr_example_reduce_fcn_001_3_00x.png ¶

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./usr/share/doc/python3-lmfit/html/_images/sphx_glr_example_reduce_fcn_thumb.png ¶

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


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120	..·rst-class::·sphx-glr-script-out	120	..·rst-class::·sphx-glr-script-out

121	·..·code-block::·none	121	·..·code-block::·none

122	····{'N':·7.14669319303~~5428~~,·'tau':·2.8980289807066}	122	····{'N':·7.146693193036736,·'tau':·2.8980289807060022}




123	..·GENERATED·FROM·PYTHON·SOURCE·LINES·46-47	123	..·GENERATED·FROM·PYTHON·SOURCE·LINES·46-47

124	and·use·these·best-fit·parameters·for·plotting·with·the·``plot``·function:	124	and·use·these·best-fit·parameters·for·plotting·with·the·``plot``·function:
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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.~~838~~·seconds)	497	···Total·running·time·of·the·script:·(0·minutes·1.143·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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63	····#####################	63	····#####################
64	····#·Fit·using·basinhopping:	64	····#·Fit·using·basinhopping:
65	····[[Model]]	65	····[[Model]]
66	········Model(sine_decay)	66	········Model(sine_decay)
67	····[[Fit·Statistics]]	67	····[[Fit·Statistics]]
68	········#·fitting·method···=·basinhopping	68	········#·fitting·method···=·basinhopping
69	········#·function·evals···=·24~~078~~	69	········#·function·evals···=·24603
70	········#·data·points······=·201	70	········#·data·points······=·201
71	········#·variables········=·4	71	········#·variables········=·4
72	········chi-square·········=·37.4526504	72	········chi-square·········=·37.4526504
73	········reduced·chi-square·=·0.19011498	73	········reduced·chi-square·=·0.19011498
74	········Akaike·info·crit···=·-329.725713	74	········Akaike·info·crit···=·-329.725713
75	········Bayesian·info·crit·=·-316.512493	75	········Bayesian·info·crit·=·-316.512493
76	········R-squared··········=·0.97868751	76	········R-squared··········=·0.97868751
Offset 146, 15 lines modified		Offset 146, 15 lines modified
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·10.~~047~~·seconds)	150	···Total·running·time·of·the·script:·(0·minutes·17.965·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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./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·1.451·seconds)	292	···Total·running·time·of·the·script:·(0·minutes·2.450·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·50.231·seconds)	276	···Total·running·time·of·the·script:·(1·minutes·13.298·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·2.~~549~~·seconds)	262	···Total·running·time·of·the·script:·(0·minutes·3.414·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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./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.~~515~~·seconds)	140	···Total·running·time·of·the·script:·(0·minutes·0.943·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_multi_datasets.rst.txt ¶


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207	..·rst-class::·sphx-glr-timing	207	..·rst-class::·sphx-glr-timing

208	···Total·running·time·of·the·script:·(0·minutes·0.~~566~~·seconds)	208	···Total·running·time·of·the·script:·(0·minutes·1.210·seconds)


209	..·_sphx_glr_download_examples_example_fit_multi_datasets.py:	209	..·_sphx_glr_download_examples_example_fit_multi_datasets.py:

210	..·only::·html	210	..·only::·html

211	··..·container::·sphx-glr-footer·sphx-glr-footer-example	211	··..·container::·sphx-glr-footer·sphx-glr-footer-example

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./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.~~752~~·seconds)	122	···Total·running·time·of·the·script:·(0·minutes·1.343·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·0.~~603~~·seconds)	179	···Total·running·time·of·the·script:·(0·minutes·1.520·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·0.600·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.~~528~~·seconds)	164	···Total·running·time·of·the·script:·(0·minutes·0.704·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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122	········Bayesian·info·crit·=·-97.1001440	122	········Bayesian·info·crit·=·-97.1001440
123	····##··Warning:·uncertainties·could·not·be·estimated:	123	····##··Warning:·uncertainties·could·not·be·estimated:
124	········this·fitting·method·does·not·natively·calculate·uncertainties	124	········this·fitting·method·does·not·natively·calculate·uncertainties
125	········and·numdifftools·is·not·installed·for·lmfit·to·do·this.·Use	125	········and·numdifftools·is·not·installed·for·lmfit·to·do·this.·Use
126	········`pip·install·numdifftools`·for·lmfit·to·estimate·uncertainties	126	········`pip·install·numdifftools`·for·lmfit·to·estimate·uncertainties
127	········with·this·fitting·method.	127	········with·this·fitting·method.
128	····[[Variables]]	128	····[[Variables]]
129	········offset:··1.10392445·(init·=·2)	129	········offset:··1.10392444·(init·=·2)
130	········omega:···3.97313428·(init·=·3.3)	130	········omega:···3.97313428·(init·=·3.3)
131	········amp:·····1.69977002·(init·=·2.5)	131	········amp:·····1.69977045·(init·=·2.5)
132	········decay:···7.6590~~206~~6·(init·=·1)	132	········decay:···7.65901616·(init·=·1)




133	..·GENERATED·FROM·PYTHON·SOURCE·LINES·57-62	133	..·GENERATED·FROM·PYTHON·SOURCE·LINES·57-62

134	..·code-block::·Python	134	..·code-block::·Python
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153	····#·Robust·Fit,·using·log-likelihood·with·Cauchy·PDF:	153	····#·Robust·Fit,·using·log-likelihood·with·Cauchy·PDF:

154	····[[Fit·Statistics]]	154	····[[Fit·Statistics]]
155	········#·fitting·method···=·L-BFGS-B	155	········#·fitting·method···=·L-BFGS-B
156	········#·function·evals···=·135	156	········#·function·evals···=·130
157	········#·data·points······=·101	157	········#·data·points······=·101
158	········#·variables········=·4	158	········#·variables········=·4
159	········chi-square·········=·33.5081335	159	········chi-square·········=·33.5081515
160	········reduced·chi-square·=·0.34544468	160	········reduced·chi-square·=·0.34544486
161	········Akaike·info·crit···=·-103.436564	161	········Akaike·info·crit···=·-103.436510
162	········Bayesian·info·crit·=·-92.9760~~818~~	162	········Bayesian·info·crit·=·-92.9760277
163	····##··Warning:·uncertainties·could·not·be·estimated:	163	····##··Warning:·uncertainties·could·not·be·estimated:
164	········this·fitting·method·does·not·natively·calculate·uncertainties	164	········this·fitting·method·does·not·natively·calculate·uncertainties
165	········and·numdifftools·is·not·installed·for·lmfit·to·do·this.·Use	165	········and·numdifftools·is·not·installed·for·lmfit·to·do·this.·Use
166	········`pip·install·numdifftools`·for·lmfit·to·estimate·uncertainties	166	········`pip·install·numdifftools`·for·lmfit·to·estimate·uncertainties
167	········with·this·fitting·method.	167	········with·this·fitting·method.
168	····[[Variables]]	168	····[[Variables]]
169	········offset:··1.02005972·(init·=·2)	169	········offset:··1.02005932·(init·=·2)
170	········omega:···3.98224426·(init·=·3.3)	170	········omega:···3.98224478·(init·=·3.3)
171	········amp:·····1.83231442·(init·=·2.5)	171	········amp:·····1.83231421·(init·=·2.5)
172	········decay:···5.7732~~7309~~·(init·=·1)	172	········decay:···5.77326741·(init·=·1)




173	..·GENERATED·FROM·PYTHON·SOURCE·LINES·63-69	173	..·GENERATED·FROM·PYTHON·SOURCE·LINES·63-69

174	..·code-block::·Python	174	..·code-block::·Python
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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·0.~~643~~·seconds)	200	···Total·running·time·of·the·script:·(0·minutes·2.382·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·2.~~437~~·seconds)	190	···Total·running·time·of·the·script:·(0·minutes·4.088·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·6.~~921~~·seconds)	369	···Total·running·time·of·the·script:·(0·minutes·12.167·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_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·0.607·seconds)	124	···Total·running·time·of·the·script:·(0·minutes·0.887·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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164	function,·<code·class="docutils·literal·notranslate"><span·class="pre">decay</span></code>.·Then·I·passed·the·independent·variable,·<code·class="docutils·literal·notranslate"><span·class="pre">t</span></code>,·and	164	function,·<code·class="docutils·literal·notranslate"><span·class="pre">decay</span></code>.·Then·I·passed·the·independent·variable,·<code·class="docutils·literal·notranslate"><span·class="pre">t</span></code>,·and
165	initial·guesses·for·each·parameter.·A·residual·function·is·automatically	165	initial·guesses·for·each·parameter.·A·residual·function·is·automatically
166	defined,·and·a·least-squared·regression·is·performed.</p>	166	defined,·and·a·least-squared·regression·is·performed.</p>
167	<p>We·can·immediately·see·the·best-fit·values:</p>	167	<p>We·can·immediately·see·the·best-fit·values:</p>
168	<div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="nb">print</span><span·class="p">(</span><span·class="n">result</span><span·class="o">.</span><span·class="n">values</span><span·class="p">)</span>	168	<div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="nb">print</span><span·class="p">(</span><span·class="n">result</span><span·class="o">.</span><span·class="n">values</span><span·class="p">)</span>
169	</pre></div>	169	</pre></div>
170	</div>	170	</div>
171	<div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>{'N':·7.14669319303~~5428~~,·'tau':·2.8980289807066}	171	<div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>{'N':·7.146693193036736,·'tau':·2.8980289807060022}
172	</pre></div>	172	</pre></div>
173	</div>	173	</div>
174	<p>and·use·these·best-fit·parameters·for·plotting·with·the·<code·class="docutils·literal·notranslate"><span·class="pre">plot</span></code>·function:</p>	174	<p>and·use·these·best-fit·parameters·for·plotting·with·the·<code·class="docutils·literal·notranslate"><span·class="pre">plot</span></code>·function:</p>
175	<div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="n">result</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">()</span>	175	<div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="n">result</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">()</span>
176	</pre></div>	176	</pre></div>
177	</div>	177	</div>
178	<img·src="../_images/sphx_glr_example_Model_interface_001.png"·srcset="../_images/sphx_glr_example_Model_interface_001.png,·../_images/sphx_glr_example_Model_interface_001_3_00x.png·3.00x"·alt="Model(decay)"·class·=·"sphx-glr-single-img"/><p>We·can·review·the·best-fit·<cite>Parameters</cite>·by·accessing·<cite>result.params</cite>:</p>	178	<img·src="../_images/sphx_glr_example_Model_interface_001.png"·srcset="../_images/sphx_glr_example_Model_interface_001.png,·../_images/sphx_glr_example_Model_interface_001_3_00x.png·3.00x"·alt="Model(decay)"·class·=·"sphx-glr-single-img"/><p>We·can·review·the·best-fit·<cite>Parameters</cite>·by·accessing·<cite>result.params</cite>:</p>
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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.~~838~~·seconds)</p>	344	<p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1.143·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>

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html2text {} ¶

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


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160	#####################	160	#####################
161	#·Fit·using·basinhopping:	161	#·Fit·using·basinhopping:
162	[[Model]]	162	[[Model]]
163	····Model(sine_decay)	163	····Model(sine_decay)
164	[[Fit·Statistics]]	164	[[Fit·Statistics]]
165	····#·fitting·method···=·basinhopping	165	····#·fitting·method···=·basinhopping
166	····#·function·evals···=·24~~078~~	166	····#·function·evals···=·24603
167	····#·data·points······=·201	167	····#·data·points······=·201
168	····#·variables········=·4	168	····#·variables········=·4
169	····chi-square·········=·37.4526504	169	····chi-square·········=·37.4526504
170	····reduced·chi-square·=·0.19011498	170	····reduced·chi-square·=·0.19011498
171	····Akaike·info·crit···=·-329.725713	171	····Akaike·info·crit···=·-329.725713
172	····Bayesian·info·crit·=·-316.512493	172	····Bayesian·info·crit·=·-316.512493
173	····R-squared··········=·0.97868751	173	····R-squared··········=·0.97868751
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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·10.~~047~~·seconds)</p>	242	<p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·17.965·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>

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html2text {} ¶


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54	#####################	54	#####################
55	#·Fit·using·basinhopping:	55	#·Fit·using·basinhopping:
56	[[Model]]	56	[[Model]]
57	····Model(sine_decay)	57	····Model(sine_decay)
58	[[Fit·Statistics]]	58	[[Fit·Statistics]]
59	····#·fitting·method···=·basinhopping	59	····#·fitting·method···=·basinhopping
60	····#·function·evals···=·24~~078~~	60	····#·function·evals···=·24603
61	····#·data·points······=·201	61	····#·data·points······=·201
62	····#·variables········=·4	62	····#·variables········=·4
63	····chi-square·········=·37.4526504	63	····chi-square·········=·37.4526504
64	····reduced·chi-square·=·0.19011498	64	····reduced·chi-square·=·0.19011498
65	····Akaike·info·crit···=·-329.725713	65	····Akaike·info·crit···=·-329.725713
66	····Bayesian·info·crit·=·-316.512493	66	····Bayesian·info·crit·=·-316.512493
67	····R-squared··········=·0.97868751	67	····R-squared··········=·0.97868751
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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·10.~~047~~·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·17.965·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·\|

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


Offset 517, 15 lines modified		Offset 517, 15 lines modified
517	····#·data·points······=·301	517	····#·data·points······=·301
518	····#·variables········=·4	518	····#·variables········=·4
519	····chi-square·········=·10.8653514	519	····chi-square·········=·10.8653514
520	····reduced·chi-square·=·0.03658367	520	····reduced·chi-square·=·0.03658367
521	····Akaike·info·crit···=·-991.780924	521	····Akaike·info·crit···=·-991.780924
522	····Bayesian·info·crit·=·-976.952483	522	····Bayesian·info·crit·=·-976.952483
523	[[Variables]]	523	[[Variables]]
524	····amp:····5.00323085·+/-·0.03805940·(0.76%)·(init·=·5)	524	····amp:····5.00323084·+/-·0.03805941·(0.76%)·(init·=·5.25)
525	····decay:··0.02563850·+/-·4.4572e-04·(1.74%)·(init·=·0.03)	525	····decay:··0.02563850·+/-·4.4572e-04·(1.74%)·(init·=·0.03)
526	····shift:·-0.09162987·+/-·0.00978382·(10.68%)·(init·=·0)	526	····shift:·-0.09162987·+/-·0.00978382·(10.68%)·(init·=·0)
527	····omega:··1.99611629·+/-·0.00316225·(0.16%)·(init·=·2)	527	····omega:··1.99611629·+/-·0.00316225·(0.16%)·(init·=·2)
528	[[Correlations]]·(unreported·correlations·are·<·0.100)	528	[[Correlations]]·(unreported·correlations·are·<·0.100)
529	····C(shift,·omega)·=·-0.7855	529	····C(shift,·omega)·=·-0.7855
530	····C(amp,·decay)···=·+0.5838	530	····C(amp,·decay)···=·+0.5838
531	····C(amp,·shift)···=·-0.1208	531	····C(amp,·shift)···=·-0.1208
Offset 649, 15 lines modified		Offset 649, 15 lines modified
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>·(1·minutes·21.008·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>·(1·minutes·36.438·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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html2text {} ¶


Offset 346, 15 lines modified		Offset 346, 15 lines modified
346	····#·data·points······=·301	346	····#·data·points······=·301
347	····#·variables········=·4	347	····#·variables········=·4
348	····chi-square·········=·10.8653514	348	····chi-square·········=·10.8653514
349	····reduced·chi-square·=·0.03658367	349	····reduced·chi-square·=·0.03658367
350	····Akaike·info·crit···=·-991.780924	350	····Akaike·info·crit···=·-991.780924
351	····Bayesian·info·crit·=·-976.952483	351	····Bayesian·info·crit·=·-976.952483
352	[[Variables]]	352	[[Variables]]
353	····amp:····5.00323085·+/-·0.03805940·(0.76%)·(init·=·5)	353	····amp:····5.00323084·+/-·0.03805941·(0.76%)·(init·=·5.25)
354	····decay:··0.02563850·+/-·4.4572e-04·(1.74%)·(init·=·0.03)	354	····decay:··0.02563850·+/-·4.4572e-04·(1.74%)·(init·=·0.03)
355	····shift:·-0.09162987·+/-·0.00978382·(10.68%)·(init·=·0)	355	····shift:·-0.09162987·+/-·0.00978382·(10.68%)·(init·=·0)
356	····omega:··1.99611629·+/-·0.00316225·(0.16%)·(init·=·2)	356	····omega:··1.99611629·+/-·0.00316225·(0.16%)·(init·=·2)
357	[[Correlations]]·(unreported·correlations·are·<·0.100)	357	[[Correlations]]·(unreported·correlations·are·<·0.100)
358	····C(shift,·omega)·=·-0.7855	358	····C(shift,·omega)·=·-0.7855
359	····C(amp,·decay)···=·+0.5838	359	····C(amp,·decay)···=·+0.5838
360	····C(amp,·shift)···=·-0.1208	360	····C(amp,·shift)···=·-0.1208
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:·(1·minutes·21.008·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:·(1·minutes·36.438·seconds)
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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·\|

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

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html2text {} ¶

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

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

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html2text {} ¶


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]
122	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·2.~~549~~·seconds)	122	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·3.414·seconds)
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124	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8__\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8s_\x8._\x8p_\x8y	124	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8__\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8s_\x8._\x8p_\x8y
125	_\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_\x8e_\x8t_\x8e_\x8c_\x8t_\x8__\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8s_\x8._\x8z_\x8i_\x8p	125	_\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_\x8e_\x8t_\x8e_\x8c_\x8t_\x8__\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8s_\x8._\x8z_\x8i_\x8p
126	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y	126	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y
127	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8	127	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8
128	····*·_\x8i_\x8n_\x8d_\x8e_\x8x	128	····*·_\x8i_\x8n_\x8d_\x8e_\x8x
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./usr/share/doc/python3-lmfit/html/examples/example_diffev.html ¶

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html2text {} ¶

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

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html2text {} ¶

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

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html2text {} ¶


Offset 111, 15 lines modified		Offset 111, 15 lines modified
111	····C(amp_2,·amp_5)·=·+0.1092	111	····C(amp_2,·amp_5)·=·+0.1092
112	Plot·the·data·sets·and·fits	112	Plot·the·data·sets·and·fits
113	plt.figure()	113	plt.figure()
114	for·i·in·range(5):	114	for·i·in·range(5):
115	····y_fit·=·gauss_dataset(out.params,·i,·x)	115	····y_fit·=·gauss_dataset(out.params,·i,·x)
116	····plt.plot(x,·data[i,·:],·'o',·x,·y_fit,·'-')	116	····plt.plot(x,·data[i,·:],·'o',·x,·y_fit,·'-')
117	[example·fit·multi·datasets]	117	[example·fit·multi·datasets]
118	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.~~566~~·seconds)	118	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1.210·seconds)
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120	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8f_\x8i_\x8t_\x8__\x8m_\x8u_\x8l_\x8t_\x8i_\x8__\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8s_\x8._\x8p_\x8y	120	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8f_\x8i_\x8t_\x8__\x8m_\x8u_\x8l_\x8t_\x8i_\x8__\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8s_\x8._\x8p_\x8y
121	_\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__\x8m_\x8u_\x8l_\x8t_\x8i_\x8__\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8s_\x8._\x8z_\x8i_\x8p	121	_\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__\x8m_\x8u_\x8l_\x8t_\x8i_\x8__\x8d_\x8a_\x8t_\x8a_\x8s_\x8e_\x8t_\x8s_\x8._\x8z_\x8i_\x8p
122	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y	122	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y
123	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8	123	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8
124	····*·_\x8i_\x8n_\x8d_\x8e_\x8x	124	····*·_\x8i_\x8n_\x8d_\x8e_\x8x
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./usr/share/doc/python3-lmfit/html/examples/example_fit_with_algebraic_constraint.html ¶

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html2text {} ¶

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

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html2text {} ¶

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

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html2text {} ¶

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

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html2text {} ¶


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.~~528~~·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·0.704·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 ¶


Offset 194, 58 lines modified		Offset 194, 58 lines modified
194	····Bayesian·info·crit·=·-97.1001440	194	····Bayesian·info·crit·=·-97.1001440
195	##··Warning:·uncertainties·could·not·be·estimated:	195	##··Warning:·uncertainties·could·not·be·estimated:
196	····this·fitting·method·does·not·natively·calculate·uncertainties	196	····this·fitting·method·does·not·natively·calculate·uncertainties
197	····and·numdifftools·is·not·installed·for·lmfit·to·do·this.·Use	197	····and·numdifftools·is·not·installed·for·lmfit·to·do·this.·Use
198	····`pip·install·numdifftools`·for·lmfit·to·estimate·uncertainties	198	····`pip·install·numdifftools`·for·lmfit·to·estimate·uncertainties
199	····with·this·fitting·method.	199	····with·this·fitting·method.
200	[[Variables]]	200	[[Variables]]
201	····offset:··1.10392445·(init·=·2)	201	····offset:··1.10392444·(init·=·2)
202	····omega:···3.97313428·(init·=·3.3)	202	····omega:···3.97313428·(init·=·3.3)
203	····amp:·····1.69977002·(init·=·2.5)	203	····amp:·····1.69977045·(init·=·2.5)
204	····decay:···7.6590~~206~~6·(init·=·1)	204	····decay:···7.65901616·(init·=·1)
205	</pre></div>	205	</pre></div>
206	</div>	206	</div>
207	<div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="n">o2</span>·<span·class="o">=</span>·<span·class="n">lmfit</span><span·class="o">.</span><span·class="n">minimize</span><span·class="p">(</span><span·class="n">resid</span><span·class="p">,</span>·<span·class="n">params</span><span·class="p">,</span>·<span·class="n">args</span><span·class="o">=</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="n">method</span><span·class="o">=</span><span·class="n">method</span><span·class="p">,</span>	207	<div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="n">o2</span>·<span·class="o">=</span>·<span·class="n">lmfit</span><span·class="o">.</span><span·class="n">minimize</span><span·class="p">(</span><span·class="n">resid</span><span·class="p">,</span>·<span·class="n">params</span><span·class="p">,</span>·<span·class="n">args</span><span·class="o">=</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="n">method</span><span·class="o">=</span><span·class="n">method</span><span·class="p">,</span>
208	····················<span·class="n">reduce_fcn</span><span·class="o">=</span><span·class="s1">'neglogcauchy'</span><span·class="p">)</span>	208	····················<span·class="n">reduce_fcn</span><span·class="o">=</span><span·class="s1">'neglogcauchy'</span><span·class="p">)</span>
209	<span·class="nb">print</span><span·class="p">(</span><span·class="s2">"</span><span·class="se">\n\n</span><span·class="s2">#·Robust·Fit,·using·log-likelihood·with·Cauchy·PDF:</span><span·class="se">\n</span><span·class="s2">"</span><span·class="p">)</span>	209	<span·class="nb">print</span><span·class="p">(</span><span·class="s2">"</span><span·class="se">\n\n</span><span·class="s2">#·Robust·Fit,·using·log-likelihood·with·Cauchy·PDF:</span><span·class="se">\n</span><span·class="s2">"</span><span·class="p">)</span>
210	<span·class="n">lmfit</span><span·class="o">.</span><span·class="n">report_fit</span><span·class="p">(</span><span·class="n">o2</span><span·class="p">)</span>	210	<span·class="n">lmfit</span><span·class="o">.</span><span·class="n">report_fit</span><span·class="p">(</span><span·class="n">o2</span><span·class="p">)</span>
211	</pre></div>	211	</pre></div>
212	</div>	212	</div>
213	<div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>#·Robust·Fit,·using·log-likelihood·with·Cauchy·PDF:	213	<div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>#·Robust·Fit,·using·log-likelihood·with·Cauchy·PDF:

214	[[Fit·Statistics]]	214	[[Fit·Statistics]]
215	····#·fitting·method···=·L-BFGS-B	215	····#·fitting·method···=·L-BFGS-B
216	····#·function·evals···=·135	216	····#·function·evals···=·130
217	····#·data·points······=·101	217	····#·data·points······=·101
218	····#·variables········=·4	218	····#·variables········=·4
219	····chi-square·········=·33.5081335	219	····chi-square·········=·33.5081515
220	····reduced·chi-square·=·0.34544468	220	····reduced·chi-square·=·0.34544486
221	····Akaike·info·crit···=·-103.436564	221	····Akaike·info·crit···=·-103.436510
222	····Bayesian·info·crit·=·-92.9760~~818~~	222	····Bayesian·info·crit·=·-92.9760277
223	##··Warning:·uncertainties·could·not·be·estimated:	223	##··Warning:·uncertainties·could·not·be·estimated:
224	····this·fitting·method·does·not·natively·calculate·uncertainties	224	····this·fitting·method·does·not·natively·calculate·uncertainties
225	····and·numdifftools·is·not·installed·for·lmfit·to·do·this.·Use	225	····and·numdifftools·is·not·installed·for·lmfit·to·do·this.·Use
226	····`pip·install·numdifftools`·for·lmfit·to·estimate·uncertainties	226	····`pip·install·numdifftools`·for·lmfit·to·estimate·uncertainties
227	····with·this·fitting·method.	227	····with·this·fitting·method.
228	[[Variables]]	228	[[Variables]]
229	····offset:··1.02005972·(init·=·2)	229	····offset:··1.02005932·(init·=·2)
230	····omega:···3.98224426·(init·=·3.3)	230	····omega:···3.98224478·(init·=·3.3)
231	····amp:·····1.83231442·(init·=·2.5)	231	····amp:·····1.83231421·(init·=·2.5)
232	····decay:···5.7732~~7309~~·(init·=·1)	232	····decay:···5.77326741·(init·=·1)
233	</pre></div>	233	</pre></div>
234	</div>	234	</div>
235	<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>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'true·function'</span><span·class="p">)</span>	235	<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>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'true·function'</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">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>	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">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="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>	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="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">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>	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">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">legend</span><span·class="p">()</span>	239	<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">show</span><span·class="p">()</span>	240	<span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span>
241	</pre></div>	241	</pre></div>
242	</div>	242	</div>
243	<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.~~643~~·seconds)</p>	243	<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·2.382·seconds)</p>
244	<div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-reduce-fcn-py">	244	<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-download·sphx-glr-download-jupyter·docutils·container">	245	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
246	<p><a·class="reference·download·internal"·download=""·href="../_downloads/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>	246	<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	</div>	247	</div>
248	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">	248	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
249	<p><a·class="reference·download·internal"·download=""·href="../_downloads/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>	249	<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	</div>	250	</div>

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html2text {} ¶


Offset 82, 51 lines modified		Offset 82, 51 lines modified
82	····Bayesian·info·crit·=·-97.1001440	82	····Bayesian·info·crit·=·-97.1001440
83	##··Warning:·uncertainties·could·not·be·estimated:	83	##··Warning:·uncertainties·could·not·be·estimated:
84	····this·fitting·method·does·not·natively·calculate·uncertainties	84	····this·fitting·method·does·not·natively·calculate·uncertainties
85	····and·numdifftools·is·not·installed·for·lmfit·to·do·this.·Use	85	····and·numdifftools·is·not·installed·for·lmfit·to·do·this.·Use
86	····`pip·install·numdifftools`·for·lmfit·to·estimate·uncertainties	86	····`pip·install·numdifftools`·for·lmfit·to·estimate·uncertainties
87	····with·this·fitting·method.	87	····with·this·fitting·method.
88	[[Variables]]	88	[[Variables]]
89	····offset:··1.10392445·(init·=·2)	89	····offset:··1.10392444·(init·=·2)
90	····omega:···3.97313428·(init·=·3.3)	90	····omega:···3.97313428·(init·=·3.3)
91	····amp:·····1.69977002·(init·=·2.5)	91	····amp:·····1.69977045·(init·=·2.5)
92	····decay:···7.6590~~206~~6·(init·=·1)	92	····decay:···7.65901616·(init·=·1)
93	o2·=·lmfit.minimize(resid,·params,·args=(x,·yn),·method=method,	93	o2·=·lmfit.minimize(resid,·params,·args=(x,·yn),·method=method,
94	····················reduce_fcn='neglogcauchy')	94	····················reduce_fcn='neglogcauchy')
95	print("\n\n#·Robust·Fit,·using·log-likelihood·with·Cauchy·PDF:\n")	95	print("\n\n#·Robust·Fit,·using·log-likelihood·with·Cauchy·PDF:\n")
96	lmfit.report_fit(o2)	96	lmfit.report_fit(o2)
97	#·Robust·Fit,·using·log-likelihood·with·Cauchy·PDF:	97	#·Robust·Fit,·using·log-likelihood·with·Cauchy·PDF:

98	[[Fit·Statistics]]	98	[[Fit·Statistics]]
99	····#·fitting·method···=·L-BFGS-B	99	····#·fitting·method···=·L-BFGS-B
100	····#·function·evals···=·135	100	····#·function·evals···=·130
101	····#·data·points······=·101	101	····#·data·points······=·101
102	····#·variables········=·4	102	····#·variables········=·4
103	····chi-square·········=·33.5081335	103	····chi-square·········=·33.5081515
104	····reduced·chi-square·=·0.34544468	104	····reduced·chi-square·=·0.34544486
105	····Akaike·info·crit···=·-103.436564	105	····Akaike·info·crit···=·-103.436510
106	····Bayesian·info·crit·=·-92.9760~~818~~	106	····Bayesian·info·crit·=·-92.9760277
107	##··Warning:·uncertainties·could·not·be·estimated:	107	##··Warning:·uncertainties·could·not·be·estimated:
108	····this·fitting·method·does·not·natively·calculate·uncertainties	108	····this·fitting·method·does·not·natively·calculate·uncertainties
109	····and·numdifftools·is·not·installed·for·lmfit·to·do·this.·Use	109	····and·numdifftools·is·not·installed·for·lmfit·to·do·this.·Use
110	····`pip·install·numdifftools`·for·lmfit·to·estimate·uncertainties	110	····`pip·install·numdifftools`·for·lmfit·to·estimate·uncertainties
111	····with·this·fitting·method.	111	····with·this·fitting·method.
112	[[Variables]]	112	[[Variables]]
113	····offset:··1.02005972·(init·=·2)	113	····offset:··1.02005932·(init·=·2)
114	····omega:···3.98224426·(init·=·3.3)	114	····omega:···3.98224478·(init·=·3.3)
115	····amp:·····1.83231442·(init·=·2.5)	115	····amp:·····1.83231421·(init·=·2.5)
116	····decay:···5.7732~~7309~~·(init·=·1)	116	····decay:···5.77326741·(init·=·1)
117	plt.plot(x,·y,·'o',·label='true·function')	117	plt.plot(x,·y,·'o',·label='true·function')
118	plt.plot(x,·yn,·'--*',·label='with·noise+outliers')	118	plt.plot(x,·yn,·'--*',·label='with·noise+outliers')
119	plt.plot(x,·yn+o1.residual,·'-',·label='sum·of·squares·fit')	119	plt.plot(x,·yn+o1.residual,·'-',·label='sum·of·squares·fit')
120	plt.plot(x,·yn+o2.residual,·'-',·label='robust·fit')	120	plt.plot(x,·yn+o2.residual,·'-',·label='robust·fit')
121	plt.legend()	121	plt.legend()
122	plt.show()	122	plt.show()
123	[example·reduce·fcn]	123	[example·reduce·fcn]
124	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.~~643~~·seconds)	124	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·2.382·seconds)
125	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8r_\x8e_\x8d_\x8u_\x8c_\x8e_\x8__\x8f_\x8c_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b	125	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\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·_\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	126	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\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·_\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	127	_\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	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y	128	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y
129	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8	129	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8
130	····*·_\x8i_\x8n_\x8d_\x8e_\x8x	130	····*·_\x8i_\x8n_\x8d_\x8e_\x8x
131	····*·_\x8n_\x8e_\x8x_\x8t·\|	131	····*·_\x8n_\x8e_\x8x_\x8t·\|

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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)]
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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·6.~~921~~·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·12.167·seconds)
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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
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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
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./usr/share/doc/python3-lmfit/html/examples/example_use_pandas.html ¶


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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·0.607·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·0.887·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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15.2 KB

./usr/share/doc/python3-lmfit/html/searchindex.js ¶

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js-beautify {} ¶


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1380	········"04936878":·9,	1378	········"04936878":·9,
1381	········"04939":·9,	1379	········"04939":·9,
1382	········"05":·[2,·4,·7,·8,·9,·12,·14,·17,·26],	1380	········"05":·[2,·4,·7,·8,·9,·12,·14,·17,·26],
1383	········"05000000e":·7,	1381	········"05000000e":·7,
Offset 1386, 15 lines modified		Offset 1384, 14 lines modified
1386	········"05138772":·17,	1384	········"05138772":·17,
1387	········"051478":·20,	1385	········"051478":·20,
1388	········"052":·1,	1386	········"052":·1,
1389	········"05207442":·21,	1387	········"05207442":·21,
1390	········"05445415":·17,	1388	········"05445415":·17,
1391	········"05837066":·14,	1389	········"05837066":·14,
1392	········"06":·[11,·32],	1390	········"06":·[11,·32],
1393	········"062":·11,
1394	········"0625":·7,	1391	········"0625":·7,
1395	········"06284916":·20,	1392	········"06284916":·20,
1396	········"06299":·5,	1393	········"06299":·5,
1397	········"06299118":·5,	1394	········"06299118":·5,
1398	········"06299127":·5,	1395	········"06299127":·5,
1399	········"06306004":·5,	1396	········"06306004":·5,
1400	········"068":·8,	1397	········"068":·8,
Offset 1403, 14 lines modified		Offset 1400, 15 lines modified
1403	········"07083":·9,	1400	········"07083":·9,
1404	········"0726e":·9,	1401	········"0726e":·9,
1405	········"0737250":·21,	1402	········"0737250":·21,
1406	········"07386098":·13,	1403	········"07386098":·13,
1407	········"08260274":·13,	1404	········"08260274":·13,
1408	········"08533642":·8,	1405	········"08533642":·8,
1409	········"0870":·15,	1406	········"0870":·15,
		1407	········"088":·19,
1410	········"08937623":·10,	1408	········"08937623":·10,
1411	········"08992735":·14,	1409	········"08992735":·14,
1412	········"0913":·5,	1410	········"0913":·5,
1413	········"09130423":·5,	1411	········"09130423":·5,
1414	········"09130428":·5,	1412	········"09130428":·5,
1415	········"09162987":·7,	1413	········"09162987":·7,
1416	········"09181809":·5,	1414	········"09181809":·5,
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1426	········"10000":·[8,·20],	1424	········"10000":·[8,·20],
1427	········"1001440":·18,	1425	········"1001440":·18,
1428	········"10059":·8,	1426	········"10059":·8,
1429	········"101":·[7,·11,·18,·21],	1427	········"101":·[7,·11,·18,·21],
1430	········"10197422":·13,	1428	········"10197422":·13,
1431	········"102":·30,	1429	········"102":·30,
1432	········"103":·18,	1430	········"103":·18,
1433	········"10392445":·18,	1431	········"10392444":·18,
1434	········"10496396":·17,	1432	········"10496396":·17,
1435	········"106":·7,	1433	········"106":·7,
1436	········"107":·18,	1434	········"107":·18,
1437	········"10725864":·5,	1435	········"10725864":·5,
1438	········"1092":·13,	1436	········"1092":·13,
1439	········"11":·[1,·2,·7,·17,·25,·32],	1437	········"11":·[1,·2,·7,·17,·25,·32],
1440	········"110":·7,	1438	········"110":·7,
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1447	········"11301":·15,	1445	········"11301":·15,
1448	········"115":·7,	1446	········"115":·7,
1449	········"11643510":·13,	1447	········"11643510":·13,
1450	········"11741198":·20,	1448	········"11741198":·20,
1451	········"11813":·24,	1449	········"11813":·24,
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Offset 783, 15 lines modified		Offset 783, 15 lines modified
783	········#·data·points······=·301	783	········#·data·points······=·301
784	········#·variables········=·4	784	········#·variables········=·4
785	········chi-square·········=·10.8653514	785	········chi-square·········=·10.8653514
786	········reduced·chi-square·=·0.03658367	786	········reduced·chi-square·=·0.03658367
787	········Akaike·info·crit···=·-991.780924	787	········Akaike·info·crit···=·-991.780924
788	········Bayesian·info·crit·=·-976.952483	788	········Bayesian·info·crit·=·-976.952483
789	····[[Variables]]	789	····[[Variables]]
790	········amp:····5.00323085·+/-·0.03805940·(0.76%)·(init·=·5)	790	········amp:····5.00323084·+/-·0.03805941·(0.76%)·(init·=·5.25)
791	········decay:··0.02563850·+/-·4.4572e-04·(1.74%)·(init·=·0.03)	791	········decay:··0.02563850·+/-·4.4572e-04·(1.74%)·(init·=·0.03)
792	········shift:·-0.09162987·+/-·0.00978382·(10.68%)·(init·=·0)	792	········shift:·-0.09162987·+/-·0.00978382·(10.68%)·(init·=·0)
793	········omega:··1.99611629·+/-·0.00316225·(0.16%)·(init·=·2)	793	········omega:··1.99611629·+/-·0.00316225·(0.16%)·(init·=·2)
794	····[[Correlations]]·(unreported·correlations·are·<·0.100)	794	····[[Correlations]]·(unreported·correlations·are·<·0.100)
795	········C(shift,·omega)·=·-0.7855	795	········C(shift,·omega)·=·-0.7855
796	········C(amp,·decay)···=·+0.5838	796	········C(amp,·decay)···=·+0.5838
797	········C(amp,·shift)···=·-0.1208	797	········C(amp,·shift)···=·-0.1208
Offset 970, 15 lines modified		Offset 970, 15 lines modified





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

971	···Total·running·time·of·the·script:·(1·minutes·21.008·seconds)	971	···Total·running·time·of·the·script:·(1·minutes·36.438·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


Offset 156, 15 lines modified		Offset 156, 15 lines modified
156	········and·numdifftools·is·not·installed·for·lmfit·to·do·this.·Use	156	········and·numdifftools·is·not·installed·for·lmfit·to·do·this.·Use
157	········`pip·install·numdifftools`·for·lmfit·to·estimate·uncertainties	157	········`pip·install·numdifftools`·for·lmfit·to·estimate·uncertainties
158	········with·this·fitting·method.	158	········with·this·fitting·method.
159	····[[Variables]]	159	····[[Variables]]
160	········offset:··0.96333168·(init·=·2)	160	········offset:··0.96333168·(init·=·2)
161	········omega:···3.98700858·(init·=·3.3)	161	········omega:···3.98700858·(init·=·3.3)
162	········amp:·····1.80253519·(init·=·2.5)	162	········amp:·····1.80253519·(init·=·2.5)
163	········decay:···5.76281245·(init·=·1)	163	········decay:···5.76281243·(init·=·1)




164	..·GENERATED·FROM·PYTHON·SOURCE·LINES·55-59	164	..·GENERATED·FROM·PYTHON·SOURCE·LINES·55-59

165	..·code-block::·Python	165	..·code-block::·Python
Offset 184, 15 lines modified		Offset 184, 15 lines modified





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

185	···Total·running·time·of·the·script:·(0·minutes·1.~~062~~·seconds)	185	···Total·running·time·of·the·script:·(0·minutes·1.845·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


Offset 48, 15 lines modified		Offset 48, 15 lines modified
48	result·=·model.fit(data,·t=t,·N=10,·tau=1)	48	result·=·model.fit(data,·t=t,·N=10,·tau=1)
49	The·Model·infers·the·parameter·names·by·inspecting·the·arguments·of·the	49	The·Model·infers·the·parameter·names·by·inspecting·the·arguments·of·the
50	function,·decay.·Then·I·passed·the·independent·variable,·t,·and·initial·guesses	50	function,·decay.·Then·I·passed·the·independent·variable,·t,·and·initial·guesses
51	for·each·parameter.·A·residual·function·is·automatically·defined,·and·a·least-	51	for·each·parameter.·A·residual·function·is·automatically·defined,·and·a·least-
52	squared·regression·is·performed.	52	squared·regression·is·performed.
53	We·can·immediately·see·the·best-fit·values:	53	We·can·immediately·see·the·best-fit·values:
54	print(result.values)	54	print(result.values)
55	{'N':·7.14669319303~~5428~~,·'tau':·2.8980289807066}	55	{'N':·7.146693193036736,·'tau':·2.8980289807060022}
56	and·use·these·best-fit·parameters·for·plotting·with·the·plot·function:	56	and·use·these·best-fit·parameters·for·plotting·with·the·plot·function:
57	result.plot()	57	result.plot()
58	[Model(decay)]	58	[Model(decay)]
59	We·can·review·the·best-fitParametersby·accessingresult.params:	59	We·can·review·the·best-fitParametersby·accessingresult.params:
60	result.params.pretty_print()	60	result.params.pretty_print()
61	Name·····Value······Min······Max···Stderr·····Vary·····Expr·Brute_Step	61	Name·····Value······Min······Max···Stderr·····Vary·····Expr·Brute_Step
62	N·······7.147·····-inf······inf···0.0913·····True·····None·····None	62	N·······7.147·····-inf······inf···0.0913·····True·····None·····None
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.~~838~~·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·1.143·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 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·1.451·seconds)</p>	285	<p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·2.450·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·1.451·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·2.450·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·50.231·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>·(1·minutes·13.298·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·50.231·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:·(1·minutes·13.298·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 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·2.~~549~~·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·3.414·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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214	····and·numdifftools·is·not·installed·for·lmfit·to·do·this.·Use	214	····and·numdifftools·is·not·installed·for·lmfit·to·do·this.·Use
215	····`pip·install·numdifftools`·for·lmfit·to·estimate·uncertainties	215	····`pip·install·numdifftools`·for·lmfit·to·estimate·uncertainties
216	····with·this·fitting·method.	216	····with·this·fitting·method.
217	[[Variables]]	217	[[Variables]]
218	····offset:··0.96333168·(init·=·2)	218	····offset:··0.96333168·(init·=·2)
219	····omega:···3.98700858·(init·=·3.3)	219	····omega:···3.98700858·(init·=·3.3)
220	····amp:·····1.80253519·(init·=·2.5)	220	····amp:·····1.80253519·(init·=·2.5)
221	····decay:···5.76281245·(init·=·1)	221	····decay:···5.76281243·(init·=·1)
222	</pre></div>	222	</pre></div>
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.~~062~~·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·1.845·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>


Offset 99, 21 lines modified		Offset 99, 21 lines modified
99	····and·numdifftools·is·not·installed·for·lmfit·to·do·this.·Use	99	····and·numdifftools·is·not·installed·for·lmfit·to·do·this.·Use
100	····`pip·install·numdifftools`·for·lmfit·to·estimate·uncertainties	100	····`pip·install·numdifftools`·for·lmfit·to·estimate·uncertainties
101	····with·this·fitting·method.	101	····with·this·fitting·method.
102	[[Variables]]	102	[[Variables]]
103	····offset:··0.96333168·(init·=·2)	103	····offset:··0.96333168·(init·=·2)
104	····omega:···3.98700858·(init·=·3.3)	104	····omega:···3.98700858·(init·=·3.3)
105	····amp:·····1.80253519·(init·=·2.5)	105	····amp:·····1.80253519·(init·=·2.5)
106	····decay:···5.76281245·(init·=·1)	106	····decay:···5.76281243·(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.~~062~~·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·1.845·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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42	ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c1c1c1ff·4c4c4cff·191919ff·000000ff·afafafff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fdfdfdff·e3e3e3ff·f0f0f0ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f0f0f0ff·e3e3e3ff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fdfdfdff·e3e3e3ff·f0f0f0ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f0f0f0ff·e3e3e3ff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fdfdfdff·e3e3e3ff·f0f0f0ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f0f0f0ff·e3e3e3ff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fdfdfdff·e3e3e3ff·f0f0f0ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1f1f1ff·f1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280	ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·000000ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·a08d50ff·d62728ff·c63a2aff·c6dbebff·fcf9f7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffe9d6ff·d85a4cff·d62728ff·796f30ff·fefefeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c6dcecff·1f77b4ff·987b59ff·c78616ff·9d4f29ff·d62728ff·725274ff·1f77b4ff·1f77b4ff·1f77b4ff·c6dcecff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b7d3e6ff·3886bcff·3a6a9eff·d62728ff·ce2c28ff·2d9f2bff·a2cbcbff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b7d3e6ff·3886bcff·519533ff·51842bff·d62728ff·ca2e32ff·b7d0e3ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b7d3e6ff·dd802bff·ff7f0eff·5c7986ff·6c5578ff·d62728ff·cd545aff·3ca73cff·2ca02cff·d4ebd4ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffe6d0ff·81921fff·2ca02cff·268f63ff·7e4d6aff·d62728ff·a13e50ff·1f77b4ff·1f77b4ff·c87d36ff·ff7f0eff·ff7f0eff·52788dff·1f77b4ff·1f77b4ff·63587fff·d62728ff·d82e26ff·fd7b0fff·5784a0ff·83c784ff·2ca02cff·82c682ff·ffffffff·ffc99aff·ff8a24ff·ffb87aff·ffffffff·ffffffff·ff8419ff·ff7f0eff·ffeddeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·6ebd6eff·2ca02cff·83c783ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffbc82ff·ff7f0eff·ebb36dff·34a334ff·2ca02cff·c1e3c1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffebdaff·ff7f0eff·ff861dff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ff8e2cff·ff7f0eff·e7bc7dff·7a9422ff·2d9f2bff·2ca02cff·2ca02cff·599825ff·dd8412ff·ff8112ff·ffd1a9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·000000ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·	280	ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·000000ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·a08d50ff·d62728ff·c63a2aff·c6dbebff·fcf9f7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffe9d6ff·d85a4cff·d62728ff·796f30ff·fefefeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c6dcecff·1f77b4ff·987b59ff·c78616ff·9d4f29ff·d62728ff·725274ff·1f77b4ff·1f77b4ff·1f77b4ff·c6dcecff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b7d3e6ff·3886bcff·3a6a9eff·d62728ff·ce2c28ff·2d9f2bff·a2cbcbff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b7d3e6ff·3886bcff·519533ff·51842bff·d62728ff·ca2e32ff·b7d0e3ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b7d3e6ff·dd802bff·ff7f0eff·5c7986ff·6c5578ff·d62728ff·cd545aff·3ca73cff·2ca02cff·d4ebd4ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffe6d0ff·81921fff·2ca02cff·268f63ff·7e4d6aff·d62728ff·a13e50ff·1f77b4ff·1f77b4ff·c87d36ff·ff7f0eff·ff7f0eff·52788dff·1f77b4ff·1f77b4ff·63587fff·d62728ff·d82e26ff·fd7b0fff·5784a0ff·83c784ff·2ca02cff·82c682ff·ffffffff·ffc99aff·ff8a24ff·ffb87aff·ffffffff·ffffffff·ff8419ff·ff7f0eff·ffeddeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·6ebd6eff·2ca02cff·83c783ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffbc82ff·ff7f0eff·ebb36dff·34a334ff·2ca02cff·c1e3c1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffebdaff·ff7f0eff·ff861dff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ff8e2cff·ff7f0eff·e7bc7dff·7a9422ff·2d9f2bff·2ca02cff·2ca02cff·599825ff·dd8412ff·ff8112ff·ffd1a9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·000000ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·


Offset 181, 15 lines modified		Offset 181, 15 lines modified
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.~~515~~·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·0.943·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 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.~~515~~·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·0.943·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 230, 15 lines modified		Offset 230, 15 lines modified
230	<p>Plot·the·data·sets·and·fits</p>	230	<p>Plot·the·data·sets·and·fits</p>
231	<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	<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>
232	<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="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>
233	····<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">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>
234	····<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	····<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>
235	</pre></div>	235	</pre></div>
236	</div>	236	</div>
237	<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.~~566~~·seconds)</p>	237	<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·1.210·seconds)</p>
238	<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-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-fit-multi-datasets-py">
239	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">	239	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
240	<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	<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>
241	</div>	241	</div>
242	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">	242	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
243	<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	<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>
244	</div>	244	</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.~~752~~·seconds)</p>	217	<p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1.343·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.~~752~~·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·1.343·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·\|


Offset 208, 15 lines modified		Offset 208, 15 lines modified
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·0.~~603~~·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·1.520·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>


Offset 91, 15 lines modified		Offset 91, 15 lines modified
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·0.~~603~~·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·1.520·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·0.600·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·0.600·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.~~528~~·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·0.704·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>


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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·2.~~437~~·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·4.088·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>


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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·6.~~921~~·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·12.167·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 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·0.607·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·0.887·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·\|