/usr/bin/diffoscope --timeout 7200 --html /srv/reproducible-results/rbuild-debian/r-b-build.DJ3HHogk/lmfit-py_1.2.2-3.diffoscope.html --text /srv/reproducible-results/rbuild-debian/r-b-build.DJ3HHogk/lmfit-py_1.2.2-3.diffoscope.txt --json /srv/reproducible-results/rbuild-debian/r-b-build.DJ3HHogk/lmfit-py_1.2.2-3.diffoscope.json --profile=- /srv/reproducible-results/rbuild-debian/r-b-build.DJ3HHogk/b1/lmfit-py_1.2.2-3_amd64.changes /srv/reproducible-results/rbuild-debian/r-b-build.DJ3HHogk/b2/lmfit-py_1.2.2-3

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/srv/reproducible-results/rbuild-debian/r-b-build.DJ3HHogk/b1/lmfit-py_1.2.2-3_amd64.changes vs.

/srv/reproducible-results/rbuild-debian/r-b-build.DJ3HHogk/b2/lmfit-py_1.2.2-3_amd64.changes ¶

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1	·d~~cb923f937~~3~~437~~994e282f98~~12ccc810~~·5457248·doc·optional·python-lmfit-doc_1.2.2-3_all.deb	1	·d6971a6b9a39869bbe842f3868d762e7·5457268·doc·optional·python-lmfit-doc_1.2.2-3_all.deb
2	·5dcd200c5a54ac442a66e787bece09e6·80160·python·optional·python3-lmfit_1.2.2-3_all.deb	2	·5dcd200c5a54ac442a66e787bece09e6·80160·python·optional·python3-lmfit_1.2.2-3_all.deb

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python-lmfit-doc_1.2.2-3_all.deb ¶

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file list ¶


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2	-rw-r--r--···0········0········0·····7512·2024-02-15·20:12:51.000000·control.tar.xz	2	-rw-r--r--···0········0········0·····7508·2024-02-15·20:12:51.000000·control.tar.xz
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control.tar.xz ¶

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control.tar ¶

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./md5sums ¶

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./md5sums ¶

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data.tar.xz ¶

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data.tar ¶

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file list ¶

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


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

497	···Total·running·time·of·the·script:·(0·minutes·0.~~476~~·seconds)	497	···Total·running·time·of·the·script:·(0·minutes·0.305·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_brute.rst.txt ¶


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

971	···Total·running·time·of·the·script:·(0·minutes·21.~~827~~·seconds)	971	···Total·running·time·of·the·script:·(0·minutes·16.402·seconds)


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

973	..·only::·html	973	..·only::·html

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

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


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

292	···Total·running·time·of·the·script:·(0·minutes·0.~~654~~·seconds)	292	···Total·running·time·of·the·script:·(0·minutes·0.530·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·16.~~542~~·seconds)	276	···Total·running·time·of·the·script:·(0·minutes·12.666·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·1.~~288~~·seconds)	262	···Total·running·time·of·the·script:·(0·minutes·0.842·seconds)


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

264	..·only::·html	264	..·only::·html

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

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


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

185	···Total·running·time·of·the·script:·(0·minutes·0.540·seconds)	185	···Total·running·time·of·the·script:·(0·minutes·0.330·seconds)


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

187	..·only::·html	187	..·only::·html

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

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


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

140	···Total·running·time·of·the·script:·(0·minutes·0.~~298~~·seconds)	140	···Total·running·time·of·the·script:·(0·minutes·0.189·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·0.299·seconds)	208	···Total·running·time·of·the·script:·(0·minutes·0.210·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·0.256·seconds)	122	···Total·running·time·of·the·script:·(0·minutes·0.212·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·0.239·seconds)	179	···Total·running·time·of·the·script:·(0·minutes·0.204·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·0.291·seconds)	176	···Total·running·time·of·the·script:·(0·minutes·0.192·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·0.297·seconds)	164	···Total·running·time·of·the·script:·(0·minutes·0.190·seconds)


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

166	..·only::·html	166	..·only::·html

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

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


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

200	···Total·running·time·of·the·script:·(0·minutes·0.278·seconds)	200	···Total·running·time·of·the·script:·(0·minutes·0.229·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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195	..·rst-class::·sphx-glr-timing	195	..·rst-class::·sphx-glr-timing

196	···Total·running·time·of·the·script:·(0·minutes·3.124·seconds)	196	···Total·running·time·of·the·script:·(0·minutes·0.829·seconds)


197	..·_sphx_glr_download_examples_example_sympy.py:	197	..·_sphx_glr_download_examples_example_sympy.py:

198	..·only::·html	198	..·only::·html

199	··..·container::·sphx-glr-footer·sphx-glr-footer-example	199	··..·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·2.~~835~~·seconds)	369	···Total·running·time·of·the·script:·(0·minutes·2.250·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·0.385·seconds)	124	···Total·running·time·of·the·script:·(0·minutes·0.215·seconds)


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

126	..·only::·html	126	..·only::·html

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

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

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html2text {} ¶

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


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649	</pre></div>	649	</pre></div>
650	</div>	650	</div>
651	<p>and·finally,·to·generated·the·figure:</p>	651	<p>and·finally,·to·generated·the·figure:</p>
652	<div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="n">plot_results_brute</span><span·class="p">(</span><span·class="n">result_brute</span><span·class="p">,</span>·<span·class="n">best_vals</span><span·class="o">=</span><span·class="kc">True</span><span·class="p">,</span>·<span·class="n">varlabels</span><span·class="o">=</span><span·class="kc">None</span><span·class="p">)</span>	652	<div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="n">plot_results_brute</span><span·class="p">(</span><span·class="n">result_brute</span><span·class="p">,</span>·<span·class="n">best_vals</span><span·class="o">=</span><span·class="kc">True</span><span·class="p">,</span>·<span·class="n">varlabels</span><span·class="o">=</span><span·class="kc">None</span><span·class="p">)</span>
653	<span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span>	653	<span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span>
654	</pre></div>	654	</pre></div>
655	</div>	655	</div>
656	<img·src="../_images/sphx_glr_example_brute_004.png"·srcset="../_images/sphx_glr_example_brute_004.png,·../_images/sphx_glr_example_brute_004_3_00x.png·3.00x"·alt="example·brute"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·21.~~827~~·seconds)</p>	656	<img·src="../_images/sphx_glr_example_brute_004.png"·srcset="../_images/sphx_glr_example_brute_004.png,·../_images/sphx_glr_example_brute_004_3_00x.png·3.00x"·alt="example·brute"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·16.402·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 {} ¶

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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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html2text {} ¶

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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·1.~~288~~·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·0.842·seconds)
123	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8__\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b	123	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8__\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b
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125	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y	125	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y
126	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8	126	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8
127	····*·_\x8i_\x8n_\x8d_\x8e_\x8x	127	····*·_\x8i_\x8n_\x8d_\x8e_\x8x
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129	····*·_\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s·\|	129	····*·_\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s·\|

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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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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·0.299·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·0.210·seconds)
119	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\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._\x8i_\x8p_\x8y_\x8n_\x8b	119	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\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._\x8i_\x8p_\x8y_\x8n_\x8b
120	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\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	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y	121	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y
122	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8	122	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8
123	····*·_\x8i_\x8n_\x8d_\x8e_\x8x	123	····*·_\x8i_\x8n_\x8d_\x8e_\x8x
124	····*·_\x8n_\x8e_\x8x_\x8t·\|	124	····*·_\x8n_\x8e_\x8x_\x8t·\|
125	····*·_\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s·\|	125	····*·_\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s·\|

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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·0.297·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·0.190·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	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y	94	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\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	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8	95	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8
96	····*·_\x8i_\x8n_\x8d_\x8e_\x8x	96	····*·_\x8i_\x8n_\x8d_\x8e_\x8x
97	····*·_\x8n_\x8e_\x8x_\x8t·\|	97	····*·_\x8n_\x8e_\x8x_\x8t·\|
98	····*·_\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s·\|	98	····*·_\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s·\|

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

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html2text {} ¶

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

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html2text {} ¶

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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·2.~~835~~·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·2.250·seconds)
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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·0.385·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·0.215·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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./usr/share/doc/python3-lmfit/html/searchindex.js ¶

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js-beautify {} ¶


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254	-rw-r--r--···0·root·········(0)·root·········(0)····62962·2024-02-15·20:12:51.000000·./usr/share/doc/python3-lmfit/html/parameters.html	254	-rw-r--r--···0·root·········(0)·root·········(0)····62962·2024-02-15·20:12:51.000000·./usr/share/doc/python3-lmfit/html/parameters.html
255	-rw-r--r--···0·root·········(0)·root·········(0)·····6060·2024-02-15·20:12:51.000000·./usr/share/doc/python3-lmfit/html/search.html	255	-rw-r--r--···0·root·········(0)·root·········(0)·····6060·2024-02-15·20:12:51.000000·./usr/share/doc/python3-lmfit/html/search.html
256	-rw-r--r--···0·root·········(0)·root·········(0)···118313·2024-02-15·20:12:51.000000·./usr/share/doc/python3-lmfit/html/searchindex.js	256	-rw-r--r--···0·root·········(0)·root·········(0)···118312·2024-02-15·20:12:51.000000·./usr/share/doc/python3-lmfit/html/searchindex.js
257	-rw-r--r--···0·root·········(0)·root·········(0)·····8574·2024-02-15·20:12:51.000000·./usr/share/doc/python3-lmfit/html/support.html	257	-rw-r--r--···0·root·········(0)·root·········(0)·····8574·2024-02-15·20:12:51.000000·./usr/share/doc/python3-lmfit/html/support.html
258	-rw-r--r--···0·root·········(0)·root·········(0)····62049·2024-02-15·20:12:51.000000·./usr/share/doc/python3-lmfit/html/whatsnew.html	258	-rw-r--r--···0·root·········(0)·root·········(0)····62049·2024-02-15·20:12:51.000000·./usr/share/doc/python3-lmfit/html/whatsnew.html
259	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2024-02-15·20:12:51.000000·./usr/share/doc-base/	259	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2024-02-15·20:12:51.000000·./usr/share/doc-base/
260	-rw-r--r--···0·root·········(0)·root·········(0)······305·2024-02-15·20:12:51.000000·./usr/share/doc-base/python-lmfit-doc.python-lmfit-doc	260	-rw-r--r--···0·root·········(0)·root·········(0)······305·2024-02-15·20:12:51.000000·./usr/share/doc-base/python-lmfit-doc.python-lmfit-doc
261	lrwxrwxrwx···0·root·········(0)·root·········(0)········0·2024-02-15·20:12:51.000000·./usr/share/doc/python3-lmfit/html/_static/doctools.js·->·../../../../javascript/sphinxdoc/1.0/doctools.js	261	lrwxrwxrwx···0·root·········(0)·root·········(0)········0·2024-02-15·20:12:51.000000·./usr/share/doc/python3-lmfit/html/_static/doctools.js·->·../../../../javascript/sphinxdoc/1.0/doctools.js
262	lrwxrwxrwx···0·root·········(0)·root·········(0)········0·2024-02-15·20:12:51.000000·./usr/share/doc/python3-lmfit/html/_static/language_data.js·->·../../../../javascript/sphinxdoc/1.0/language_data.js	262	lrwxrwxrwx···0·root·········(0)·root·········(0)········0·2024-02-15·20:12:51.000000·./usr/share/doc/python3-lmfit/html/_static/language_data.js·->·../../../../javascript/sphinxdoc/1.0/language_data.js
263	lrwxrwxrwx···0·root·········(0)·root·········(0)········0·2024-02-15·20:12:51.000000·./usr/share/doc/python3-lmfit/html/_static/searchtools.js·->·../../../../javascript/sphinxdoc/1.0/searchtools.js	263	lrwxrwxrwx···0·root·········(0)·root·········(0)········0·2024-02-15·20:12:51.000000·./usr/share/doc/python3-lmfit/html/_static/searchtools.js·->·../../../../javascript/sphinxdoc/1.0/searchtools.js


Offset 337, 15 lines modified		Offset 337, 15 lines modified
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.~~476~~·seconds)</p>	344	<p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.305·seconds)</p>
345	<div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-model-interface-py">	345	<div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-model-interface-py">
346	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">	346	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
347	<p><a·class="reference·download·internal"·download=""·href="../_downloads/a69966d88009a9341e88bfe1935158a7/example_Model_interface.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_Model_interface.ipynb</span></code></a></p>	347	<p><a·class="reference·download·internal"·download=""·href="../_downloads/a69966d88009a9341e88bfe1935158a7/example_Model_interface.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_Model_interface.ipynb</span></code></a></p>
348	</div>	348	</div>
349	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">	349	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
350	<p><a·class="reference·download·internal"·download=""·href="../_downloads/8b2fe0a32f4790de5b0465c00682a37b/example_Model_interface.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_Model_interface.py</span></code></a></p>	350	<p><a·class="reference·download·internal"·download=""·href="../_downloads/8b2fe0a32f4790de5b0465c00682a37b/example_Model_interface.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_Model_interface.py</span></code></a></p>
351	</div>	351	</div>


Offset 179, 15 lines modified		Offset 179, 15 lines modified
179	result·=·model.fit(truncated_data_with_holes,·params,·t=t)	179	result·=·model.fit(truncated_data_with_holes,·params,·t=t)
180	report_fit(result.params)	180	report_fit(result.params)
181	[[Variables]]	181	[[Variables]]
182	····N:····7.11270194·+/-·0.24334895·(3.42%)·(init·=·10)	182	····N:····7.11270194·+/-·0.24334895·(3.42%)·(init·=·10)
183	····tau:··2.92065227·+/-·0.13488230·(4.62%)·(init·=·1)	183	····tau:··2.92065227·+/-·0.13488230·(4.62%)·(init·=·1)
184	[[Correlations]]·(unreported·correlations·are·<·0.100)	184	[[Correlations]]·(unreported·correlations·are·<·0.100)
185	····C(N,·tau)·=·-0.9320	185	····C(N,·tau)·=·-0.9320
186	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.~~476~~·seconds)	186	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.305·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	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y	189	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y
190	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8	190	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8
191	····*·_\x8i_\x8n_\x8d_\x8e_\x8x	191	····*·_\x8i_\x8n_\x8d_\x8e_\x8x
192	····*·_\x8n_\x8e_\x8x_\x8t·\|	192	····*·_\x8n_\x8e_\x8x_\x8t·\|
193	····*·_\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s·\|	193	····*·_\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s·\|


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

476	····if·output·is·not·None:	476	····if·output·is·not·None:
477	········plt.savefig(output)	477	········plt.savefig(output)
478	and·finally,·to·generated·the·figure:	478	and·finally,·to·generated·the·figure:
479	plot_results_brute(result_brute,·best_vals=True,·varlabels=None)	479	plot_results_brute(result_brute,·best_vals=True,·varlabels=None)
480	plt.show()	480	plt.show()
481	[example·brute]	481	[example·brute]
482	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·21.~~827~~·seconds)	482	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·16.402·seconds)
483	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8b_\x8r_\x8u_\x8t_\x8e_\x8._\x8i_\x8p_\x8y_\x8n_\x8b	483	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8b_\x8r_\x8u_\x8t_\x8e_\x8._\x8i_\x8p_\x8y_\x8n_\x8b
484	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8b_\x8r_\x8u_\x8t_\x8e_\x8._\x8p_\x8y	484	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8b_\x8r_\x8u_\x8t_\x8e_\x8._\x8p_\x8y
485	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y	485	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\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	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8	486	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8
487	····*·_\x8i_\x8n_\x8d_\x8e_\x8x	487	····*·_\x8i_\x8n_\x8d_\x8e_\x8x
488	····*·_\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s·\|	488	····*·_\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s·\|
489	····*·[·_\x8i_\x8n_\x8t_\x8r_\x8o·\|	489	····*·[·_\x8i_\x8n_\x8t_\x8r_\x8o·\|


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·0.~~654~~·seconds)</p>	285	<p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.530·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·0.~~654~~·seconds)	165	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.530·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	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y	168	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y
169	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8	169	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8
170	····*·_\x8i_\x8n_\x8d_\x8e_\x8x	170	····*·_\x8i_\x8n_\x8d_\x8e_\x8x
171	····*·_\x8n_\x8e_\x8x_\x8t·\|	171	····*·_\x8n_\x8e_\x8x_\x8t·\|
172	····*·_\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s·\|	172	····*·_\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s·\|


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·16.~~542~~·seconds)</p>	297	<img·src="../_images/sphx_glr_example_confidence_interval_002.png"·srcset="../_images/sphx_glr_example_confidence_interval_002.png,·../_images/sphx_glr_example_confidence_interval_002_3_00x.png·3.00x"·alt="example·confidence·interval"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·12.666·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·16.~~542~~·seconds)	177	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·12.666·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	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y	180	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\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	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8	181	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8
182	····*·_\x8i_\x8n_\x8d_\x8e_\x8x	182	····*·_\x8i_\x8n_\x8d_\x8e_\x8x
183	····*·_\x8n_\x8e_\x8x_\x8t·\|	183	····*·_\x8n_\x8e_\x8x_\x8t·\|
184	····*·_\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s·\|	184	····*·_\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s·\|


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·1.~~288~~·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·0.842·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>


Offset 223, 15 lines modified		Offset 223, 15 lines modified
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·0.540·seconds)</p>	230	<img·src="../_images/sphx_glr_example_diffev_001.png"·srcset="../_images/sphx_glr_example_diffev_001.png,·../_images/sphx_glr_example_diffev_001_3_00x.png·3.00x"·alt="example·diffev"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.330·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 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·0.256·seconds)</p>	217	<p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.212·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 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·0.239·seconds)	98	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.204·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	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y	101	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y
102	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8	102	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8
103	····*·_\x8i_\x8n_\x8d_\x8e_\x8x	103	····*·_\x8i_\x8n_\x8d_\x8e_\x8x
104	····*·_\x8n_\x8e_\x8x_\x8t·\|	104	····*·_\x8n_\x8e_\x8x_\x8t·\|
105	····*·_\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s·\|	105	····*·_\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s·\|


Offset 105, 15 lines modified		Offset 105, 15 lines modified
105	····amp:·····1.80256697·(init·=·2.5)	105	····amp:·····1.80256697·(init·=·2.5)
106	····decay:···5.76266515·(init·=·1)	106	····decay:···5.76266515·(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·0.540·seconds)	112	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.330·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	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y	115	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y
116	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8	116	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8
117	····*·_\x8i_\x8n_\x8d_\x8e_\x8x	117	····*·_\x8i_\x8n_\x8d_\x8e_\x8x
118	····*·_\x8n_\x8e_\x8x_\x8t·\|	118	····*·_\x8n_\x8e_\x8x_\x8t·\|
119	····*·_\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s·\|	119	····*·_\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s·\|


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181	</div>	181	</div>
182	<div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">y</span><span·class="p">,</span>·<span·class="s1">'o'</span><span·class="p">)</span>	182	<div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">y</span><span·class="p">,</span>·<span·class="s1">'o'</span><span·class="p">)</span>
183	<span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">result</span><span·class="o">.</span><span·class="n">init_fit</span><span·class="p">,</span>·<span·class="s1">'--'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'initial·fit'</span><span·class="p">)</span>	183	<span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">result</span><span·class="o">.</span><span·class="n">init_fit</span><span·class="p">,</span>·<span·class="s1">'--'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'initial·fit'</span><span·class="p">)</span>
184	<span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">result</span><span·class="o">.</span><span·class="n">best_fit</span><span·class="p">,</span>·<span·class="s1">'-'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'best·fit'</span><span·class="p">)</span>	184	<span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">result</span><span·class="o">.</span><span·class="n">best_fit</span><span·class="p">,</span>·<span·class="s1">'-'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'best·fit'</span><span·class="p">)</span>
185	<span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>	185	<span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>
186	</pre></div>	186	</pre></div>
187	</div>	187	</div>
188	<img·src="../_images/sphx_glr_example_expression_model_001.png"·srcset="../_images/sphx_glr_example_expression_model_001.png,·../_images/sphx_glr_example_expression_model_001_3_00x.png·3.00x"·alt="example·expression·model"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.~~298~~·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·0.189·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 64, 15 lines modified		Offset 64, 15 lines modified
64	[[Correlations]]·(unreported·correlations·are·<·0.100)	64	[[Correlations]]·(unreported·correlations·are·<·0.100)
65	····C(amp,·wid)·=·+0.5774	65	····C(amp,·wid)·=·+0.5774
66	plt.plot(x,·y,·'o')	66	plt.plot(x,·y,·'o')
67	plt.plot(x,·result.init_fit,·'--',·label='initial·fit')	67	plt.plot(x,·result.init_fit,·'--',·label='initial·fit')
68	plt.plot(x,·result.best_fit,·'-',·label='best·fit')	68	plt.plot(x,·result.best_fit,·'-',·label='best·fit')
69	plt.legend()	69	plt.legend()
70	[example·expression·model]	70	[example·expression·model]
71	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.~~298~~·seconds)	71	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.189·seconds)
72	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\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	72	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\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·_\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	73	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\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	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y	74	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y
75	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8	75	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8
76	····*·_\x8i_\x8n_\x8d_\x8e_\x8x	76	····*·_\x8i_\x8n_\x8d_\x8e_\x8x
77	····*·_\x8n_\x8e_\x8x_\x8t·\|	77	····*·_\x8n_\x8e_\x8x_\x8t·\|
78	····*·_\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s·\|	78	····*·_\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s·\|


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·0.299·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·0.210·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 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·0.256·seconds)	113	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.212·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	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\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·\|
120	····*·_\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s·\|	120	····*·_\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s·\|


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·0.239·seconds)</p>	215	<img·src="../_images/sphx_glr_example_fit_with_bounds_001.png"·srcset="../_images/sphx_glr_example_fit_with_bounds_001.png,·../_images/sphx_glr_example_fit_with_bounds_001_3_00x.png·3.00x"·alt="example·fit·with·bounds"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.204·seconds)</p>
216	<div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-fit-with-bounds-py">	216	<div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-fit-with-bounds-py">
217	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">	217	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
218	<p><a·class="reference·download·internal"·download=""·href="../_downloads/fd01b33f1731fe67d0f89a803067a496/example_fit_with_bounds.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_fit_with_bounds.ipynb</span></code></a></p>	218	<p><a·class="reference·download·internal"·download=""·href="../_downloads/fd01b33f1731fe67d0f89a803067a496/example_fit_with_bounds.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_fit_with_bounds.ipynb</span></code></a></p>
219	</div>	219	</div>
220	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">	220	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
221	<p><a·class="reference·download·internal"·download=""·href="../_downloads/27b87cac9cd9afd7fa73c15f10211608/example_fit_with_bounds.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_fit_with_bounds.py</span></code></a></p>	221	<p><a·class="reference·download·internal"·download=""·href="../_downloads/27b87cac9cd9afd7fa73c15f10211608/example_fit_with_bounds.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_fit_with_bounds.py</span></code></a></p>
222	</div>	222	</div>


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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·0.291·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·0.192·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·0.291·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·0.192·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	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y	110	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\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	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8	111	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8
112	····*·_\x8i_\x8n_\x8d_\x8e_\x8x	112	····*·_\x8i_\x8n_\x8d_\x8e_\x8x
113	····*·_\x8n_\x8e_\x8x_\x8t·\|	113	····*·_\x8n_\x8e_\x8x_\x8t·\|
114	····*·_\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s·\|	114	····*·_\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s·\|


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·0.297·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·0.190·seconds)</p>
208	<div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-fit-with-inequality-py">	208	<div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-fit-with-inequality-py">
209	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">	209	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
210	<p><a·class="reference·download·internal"·download=""·href="../_downloads/8cc2f5f768207b7533d24c7fd6035d90/example_fit_with_inequality.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_fit_with_inequality.ipynb</span></code></a></p>	210	<p><a·class="reference·download·internal"·download=""·href="../_downloads/8cc2f5f768207b7533d24c7fd6035d90/example_fit_with_inequality.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_fit_with_inequality.ipynb</span></code></a></p>
211	</div>	211	</div>
212	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">	212	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
213	<p><a·class="reference·download·internal"·download=""·href="../_downloads/0372b8f3b0b615eb40855b665c11d339/example_fit_with_inequality.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_fit_with_inequality.py</span></code></a></p>	213	<p><a·class="reference·download·internal"·download=""·href="../_downloads/0372b8f3b0b615eb40855b665c11d339/example_fit_with_inequality.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_fit_with_inequality.py</span></code></a></p>
214	</div>	214	</div>


Offset 237, 15 lines modified		Offset 237, 15 lines modified
237	<span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">yn</span><span·class="p">,</span>·<span·class="s1">'--*'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'with·noise+outliers'</span><span·class="p">)</span>	237	<span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">yn</span><span·class="p">,</span>·<span·class="s1">'--*'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'with·noise+outliers'</span><span·class="p">)</span>
238	<span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">yn</span><span·class="o">+</span><span·class="n">o1</span><span·class="o">.</span><span·class="n">residual</span><span·class="p">,</span>·<span·class="s1">'-'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'sum·of·squares·fit'</span><span·class="p">)</span>	238	<span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">yn</span><span·class="o">+</span><span·class="n">o1</span><span·class="o">.</span><span·class="n">residual</span><span·class="p">,</span>·<span·class="s1">'-'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'sum·of·squares·fit'</span><span·class="p">)</span>
239	<span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">yn</span><span·class="o">+</span><span·class="n">o2</span><span·class="o">.</span><span·class="n">residual</span><span·class="p">,</span>·<span·class="s1">'-'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'robust·fit'</span><span·class="p">)</span>	239	<span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">yn</span><span·class="o">+</span><span·class="n">o2</span><span·class="o">.</span><span·class="n">residual</span><span·class="p">,</span>·<span·class="s1">'-'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'robust·fit'</span><span·class="p">)</span>
240	<span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>	240	<span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>
241	<span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span>	241	<span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span>
242	</pre></div>	242	</pre></div>
243	</div>	243	</div>
244	<img·src="../_images/sphx_glr_example_reduce_fcn_001.png"·srcset="../_images/sphx_glr_example_reduce_fcn_001.png,·../_images/sphx_glr_example_reduce_fcn_001_3_00x.png·3.00x"·alt="example·reduce·fcn"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.278·seconds)</p>	244	<img·src="../_images/sphx_glr_example_reduce_fcn_001.png"·srcset="../_images/sphx_glr_example_reduce_fcn_001.png,·../_images/sphx_glr_example_reduce_fcn_001_3_00x.png·3.00x"·alt="example·reduce·fcn"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.229·seconds)</p>
245	<div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-reduce-fcn-py">	245	<div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-reduce-fcn-py">
246	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">	246	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
247	<p><a·class="reference·download·internal"·download=""·href="../_downloads/5d125e1fb5f23aa5a5473c67a4699244/example_reduce_fcn.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_reduce_fcn.ipynb</span></code></a></p>	247	<p><a·class="reference·download·internal"·download=""·href="../_downloads/5d125e1fb5f23aa5a5473c67a4699244/example_reduce_fcn.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_reduce_fcn.ipynb</span></code></a></p>
248	</div>	248	</div>
249	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">	249	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
250	<p><a·class="reference·download·internal"·download=""·href="../_downloads/d0e8e1e708ca0de18639372a3ff96a6a/example_reduce_fcn.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_reduce_fcn.py</span></code></a></p>	250	<p><a·class="reference·download·internal"·download=""·href="../_downloads/d0e8e1e708ca0de18639372a3ff96a6a/example_reduce_fcn.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_reduce_fcn.py</span></code></a></p>
251	</div>	251	</div>


Offset 118, 15 lines modified		Offset 118, 15 lines modified
118	plt.plot(x,·y,·'o',·label='true·function')	118	plt.plot(x,·y,·'o',·label='true·function')
119	plt.plot(x,·yn,·'--*',·label='with·noise+outliers')	119	plt.plot(x,·yn,·'--*',·label='with·noise+outliers')
120	plt.plot(x,·yn+o1.residual,·'-',·label='sum·of·squares·fit')	120	plt.plot(x,·yn+o1.residual,·'-',·label='sum·of·squares·fit')
121	plt.plot(x,·yn+o2.residual,·'-',·label='robust·fit')	121	plt.plot(x,·yn+o2.residual,·'-',·label='robust·fit')
122	plt.legend()	122	plt.legend()
123	plt.show()	123	plt.show()
124	[example·reduce·fcn]	124	[example·reduce·fcn]
125	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.278·seconds)	125	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.229·seconds)
126	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8r_\x8e_\x8d_\x8u_\x8c_\x8e_\x8__\x8f_\x8c_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b	126	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8r_\x8e_\x8d_\x8u_\x8c_\x8e_\x8__\x8f_\x8c_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b
127	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8r_\x8e_\x8d_\x8u_\x8c_\x8e_\x8__\x8f_\x8c_\x8n_\x8._\x8p_\x8y	127	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8r_\x8e_\x8d_\x8u_\x8c_\x8e_\x8__\x8f_\x8c_\x8n_\x8._\x8p_\x8y
128	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\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·\|
132	····*·_\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s·\|	132	····*·_\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s·\|


Offset 199, 15 lines modified		Offset 199, 15 lines modified
199	<span·class="n">param2_values</span>·<span·class="o">=</span>·<span·class="nb">dict</span><span·class="p">(</span><span·class="n">x</span><span·class="o">=</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">A1</span><span·class="o">=</span><span·class="mi">2</span><span·class="p">,</span>·<span·class="n">sigma1</span><span·class="o">=</span><span·class="mi">1</span><span·class="p">,</span>·<span·class="n">xc1</span><span·class="o">=</span><span·class="mi">2</span><span·class="p">,</span>·<span·class="n">xc2</span><span·class="o">=</span><span·class="mi">5</span><span·class="p">,</span>·<span·class="n">xw</span><span·class="o">=</span><span·class="mi">4</span><span·class="p">,</span>·<span·class="n">B</span><span·class="o">=</span><span·class="mi">5</span><span·class="p">)</span>	199	<span·class="n">param2_values</span>·<span·class="o">=</span>·<span·class="nb">dict</span><span·class="p">(</span><span·class="n">x</span><span·class="o">=</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">A1</span><span·class="o">=</span><span·class="mi">2</span><span·class="p">,</span>·<span·class="n">sigma1</span><span·class="o">=</span><span·class="mi">1</span><span·class="p">,</span>·<span·class="n">xc1</span><span·class="o">=</span><span·class="mi">2</span><span·class="p">,</span>·<span·class="n">xc2</span><span·class="o">=</span><span·class="mi">5</span><span·class="p">,</span>·<span·class="n">xw</span><span·class="o">=</span><span·class="mi">4</span><span·class="p">,</span>·<span·class="n">B</span><span·class="o">=</span><span·class="mi">5</span><span·class="p">)</span>
200	<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>	200	<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>
201	<span·class="n">res2</span><span·class="o">.</span><span·class="n">plot_fit</span><span·class="p">()</span>	201	<span·class="n">res2</span><span·class="o">.</span><span·class="n">plot_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">y</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'true'</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">y</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'true'</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	</pre></div>	204	</pre></div>
205	</div>	205	</div>
206	<img·src="../_images/sphx_glr_example_sympy_003.png"·srcset="../_images/sphx_glr_example_sympy_003.png,·../_images/sphx_glr_example_sympy_003_3_00x.png·3.00x"·alt="Model(_lambdifygenerated)"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·3.124·seconds)</p>	206	<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·0.829·seconds)</p>
207	<div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-sympy-py">	207	<div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-sympy-py">
208	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">	208	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
209	<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>	209	<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>
210	</div>	210	</div>
211	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">	211	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
212	<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>	212	<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>
213	</div>	213	</div>


Offset 82, 15 lines modified		Offset 82, 15 lines modified
82	lm_mod·=·lmfit.Model(model2_func,·independent_vars=('x'))	82	lm_mod·=·lmfit.Model(model2_func,·independent_vars=('x'))
83	param2_values·=·dict(x=x,·A1=2,·sigma1=1,·xc1=2,·xc2=5,·xw=4,·B=5)	83	param2_values·=·dict(x=x,·A1=2,·sigma1=1,·xc1=2,·xc2=5,·xw=4,·B=5)
84	res2·=·lm_mod.fit(data=yn,·**param2_values)	84	res2·=·lm_mod.fit(data=yn,·**param2_values)
85	res2.plot_fit()	85	res2.plot_fit()
86	plt.plot(x,·y,·label='true')	86	plt.plot(x,·y,·label='true')
87	plt.legend()	87	plt.legend()
88	[Model(_lambdifygenerated)]	88	[Model(_lambdifygenerated)]
89	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·3.124·seconds)	89	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.829·seconds)
90	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8s_\x8y_\x8m_\x8p_\x8y_\x8._\x8i_\x8p_\x8y_\x8n_\x8b	90	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8s_\x8y_\x8m_\x8p_\x8y_\x8._\x8i_\x8p_\x8y_\x8n_\x8b
91	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8s_\x8y_\x8m_\x8p_\x8y_\x8._\x8p_\x8y	91	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8s_\x8y_\x8m_\x8p_\x8y_\x8._\x8p_\x8y
92	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y	92	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y
93	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8	93	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8
94	····*·_\x8i_\x8n_\x8d_\x8e_\x8x	94	····*·_\x8i_\x8n_\x8d_\x8e_\x8x
95	····*·_\x8n_\x8e_\x8x_\x8t·\|	95	····*·_\x8n_\x8e_\x8x_\x8t·\|
96	····*·_\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s·\|	96	····*·_\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s·\|


Offset 350, 15 lines modified		Offset 350, 15 lines modified
350	<span·class="k">for</span>·<span·class="n">ax</span>·<span·class="ow">in</span>·<span·class="n">axs</span><span·class="o">.</span><span·class="n">ravel</span><span·class="p">():</span>	350	<span·class="k">for</span>·<span·class="n">ax</span>·<span·class="ow">in</span>·<span·class="n">axs</span><span·class="o">.</span><span·class="n">ravel</span><span·class="p">():</span>
351	····<span·class="n">ax</span><span·class="o">.</span><span·class="n">set_xlabel</span><span·class="p">(</span><span·class="s1">'x'</span><span·class="p">)</span>	351	····<span·class="n">ax</span><span·class="o">.</span><span·class="n">set_xlabel</span><span·class="p">(</span><span·class="s1">'x'</span><span·class="p">)</span>
352	····<span·class="n">ax</span><span·class="o">.</span><span·class="n">set_ylabel</span><span·class="p">(</span><span·class="s1">'y'</span><span·class="p">)</span>	352	····<span·class="n">ax</span><span·class="o">.</span><span·class="n">set_ylabel</span><span·class="p">(</span><span·class="s1">'y'</span><span·class="p">)</span>
353	<span·class="n">axs</span><span·class="p">[</span><span·class="mi">1</span><span·class="p">,</span>·<span·class="mi">1</span><span·class="p">]</span><span·class="o">.</span><span·class="n">remove</span><span·class="p">()</span>	353	<span·class="n">axs</span><span·class="p">[</span><span·class="mi">1</span><span·class="p">,</span>·<span·class="mi">1</span><span·class="p">]</span><span·class="o">.</span><span·class="n">remove</span><span·class="p">()</span>
354	<span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span>	354	<span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span>
355	</pre></div>	355	</pre></div>
356	</div>	356	</div>
357	<img·src="../_images/sphx_glr_example_two_dimensional_peak_004.png"·srcset="../_images/sphx_glr_example_two_dimensional_peak_004.png,·../_images/sphx_glr_example_two_dimensional_peak_004_3_00x.png·3.00x"·alt="Data,·Fit,·Data·-·Fit"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·2.~~835~~·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·2.250·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:·····10.7899573·+/-·0.17160652·(1.59%)·==·'0.3183099*amplitude/max	61	····height:·····10.7899573·+/-·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·0.385·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·0.215·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	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y	71	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y
72	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8	72	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8
73	····*·_\x8i_\x8n_\x8d_\x8e_\x8x	73	····*·_\x8i_\x8n_\x8d_\x8e_\x8x
74	····*·_\x8n_\x8e_\x8x_\x8t·\|	74	····*·_\x8n_\x8e_\x8x_\x8t·\|
75	····*·_\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s·\|	75	····*·_\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s·\|