/usr/bin/diffoscope --timeout 7200 --html /srv/reproducible-results/rbuild-debian/r-b-build.hq1vvPvG/lmfit-py_1.2.2-3.diffoscope.html --text /srv/reproducible-results/rbuild-debian/r-b-build.hq1vvPvG/lmfit-py_1.2.2-3.diffoscope.txt --json /srv/reproducible-results/rbuild-debian/r-b-build.hq1vvPvG/lmfit-py_1.2.2-3.diffoscope.json --profile=- /srv/reproducible-results/rbuild-debian/r-b-build.hq1vvPvG/b1/lmfit-py_1.2.2-3_arm64.changes /srv/reproducible-results/rbuild-debian/r-b-build.hq1vvPvG/b2/lmfit-py_1.2.2-3

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/srv/reproducible-results/rbuild-debian/r-b-build.hq1vvPvG/b1/lmfit-py_1.2.2-3_arm64.changes vs.

/srv/reproducible-results/rbuild-debian/r-b-build.hq1vvPvG/b2/lmfit-py_1.2.2-3_arm64.changes ¶

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1	·~~6aa~~9c~~4a8fe0~~84b56b0d3~~cd0~~058f2f2f7·5454988·doc·optional·python-lmfit-doc_1.2.2-3_all.deb	1	·1379731c578d7596cb350dd210f8c921·5454984·doc·optional·python-lmfit-doc_1.2.2-3_all.deb
2	·7693d1f56ed82af28ad12bd7e807abcd·80168·python·optional·python3-lmfit_1.2.2-3_all.deb	2	·7693d1f56ed82af28ad12bd7e807abcd·80168·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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2	-rw-r--r--···0········0········0·····7548·2024-02-15·20:12:51.000000·control.tar.xz	2	-rw-r--r--···0········0········0·····7544·2024-02-15·20:12:51.000000·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 ¶

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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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516	..·rst-class::·sphx-glr-timing	516	..·rst-class::·sphx-glr-timing

517	···Total·running·time·of·the·script:·(·0·minutes··0.429·seconds)	517	···Total·running·time·of·the·script:·(·0·minutes··0.430·seconds)


518	..·_sphx_glr_download_examples_example_Model_interface.py:	518	..·_sphx_glr_download_examples_example_Model_interface.py:


519	..·only·::·html	519	..·only·::·html

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


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1000	..·rst-class::·sphx-glr-timing	1000	..·rst-class::·sphx-glr-timing

1001	···Total·running·time·of·the·script:·(·0·minutes··27.~~855~~·seconds)	1001	···Total·running·time·of·the·script:·(·0·minutes··26.623·seconds)


1002	..·_sphx_glr_download_examples_example_brute.py:	1002	..·_sphx_glr_download_examples_example_brute.py:


1003	..·only·::·html	1003	..·only·::·html

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


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295	..·rst-class::·sphx-glr-timing	295	..·rst-class::·sphx-glr-timing

296	···Total·running·time·of·the·script:·(·0·minutes··0.765·seconds)	296	···Total·running·time·of·the·script:·(·0·minutes··0.763·seconds)


297	..·_sphx_glr_download_examples_example_complex_resonator_model.py:	297	..·_sphx_glr_download_examples_example_complex_resonator_model.py:


298	..·only·::·html	298	..·only·::·html

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


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279	..·rst-class::·sphx-glr-timing	279	..·rst-class::·sphx-glr-timing

280	···Total·running·time·of·the·script:·(·0·minutes··21.~~074~~·seconds)	280	···Total·running·time·of·the·script:·(·0·minutes··20.247·seconds)


281	..·_sphx_glr_download_examples_example_confidence_interval.py:	281	..·_sphx_glr_download_examples_example_confidence_interval.py:


282	..·only·::·html	282	..·only·::·html

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


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263	..·rst-class::·sphx-glr-timing	263	..·rst-class::·sphx-glr-timing

264	···Total·running·time·of·the·script:·(·0·minutes··1.256·seconds)	264	···Total·running·time·of·the·script:·(·0·minutes··1.249·seconds)


265	..·_sphx_glr_download_examples_example_detect_outliers.py:	265	..·_sphx_glr_download_examples_example_detect_outliers.py:


266	..·only·::·html	266	..·only·::·html

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


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188	..·rst-class::·sphx-glr-timing	188	..·rst-class::·sphx-glr-timing

189	···Total·running·time·of·the·script:·(·0·minutes··0.430·seconds)	189	···Total·running·time·of·the·script:·(·0·minutes··0.435·seconds)


190	..·_sphx_glr_download_examples_example_diffev.py:	190	..·_sphx_glr_download_examples_example_diffev.py:


191	..·only·::·html	191	..·only·::·html

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


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141	..·rst-class::·sphx-glr-timing	141	..·rst-class::·sphx-glr-timing

142	···Total·running·time·of·the·script:·(·0·minutes··0.263·seconds)	142	···Total·running·time·of·the·script:·(·0·minutes··0.265·seconds)


143	..·_sphx_glr_download_examples_example_expression_model.py:	143	..·_sphx_glr_download_examples_example_expression_model.py:


144	..·only·::·html	144	..·only·::·html

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


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209	..·rst-class::·sphx-glr-timing	209	..·rst-class::·sphx-glr-timing

210	···Total·running·time·of·the·script:·(·0·minutes··0.285·seconds)	210	···Total·running·time·of·the·script:·(·0·minutes··0.289·seconds)


211	..·_sphx_glr_download_examples_example_fit_multi_datasets.py:	211	..·_sphx_glr_download_examples_example_fit_multi_datasets.py:


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./usr/share/doc/python3-lmfit/html/_sources/examples/example_fit_with_algebraic_constraint.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··0.294·seconds)	124	···Total·running·time·of·the·script:·(·0·minutes··0.295·seconds)


125	..·_sphx_glr_download_examples_example_fit_with_algebraic_constraint.py:	125	..·_sphx_glr_download_examples_example_fit_with_algebraic_constraint.py:


126	..·only·::·html	126	..·only·::·html

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


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177	..·rst-class::·sphx-glr-timing	177	..·rst-class::·sphx-glr-timing

178	···Total·running·time·of·the·script:·(·0·minutes··0.269·seconds)	178	···Total·running·time·of·the·script:·(·0·minutes··0.270·seconds)


179	..·_sphx_glr_download_examples_example_fit_with_derivfunc.py:	179	..·_sphx_glr_download_examples_example_fit_with_derivfunc.py:


180	..·only·::·html	180	..·only·::·html

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


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165	..·rst-class::·sphx-glr-timing	165	..·rst-class::·sphx-glr-timing

166	···Total·running·time·of·the·script:·(·0·minutes··0.269·seconds)	166	···Total·running·time·of·the·script:·(·0·minutes··0.270·seconds)


167	..·_sphx_glr_download_examples_example_fit_with_inequality.py:	167	..·_sphx_glr_download_examples_example_fit_with_inequality.py:


168	..·only·::·html	168	..·only·::·html

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


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203	..·rst-class::·sphx-glr-timing	203	..·rst-class::·sphx-glr-timing

204	···Total·running·time·of·the·script:·(·0·minutes··0.314·seconds)	204	···Total·running·time·of·the·script:·(·0·minutes··0.317·seconds)


205	..·_sphx_glr_download_examples_example_reduce_fcn.py:	205	..·_sphx_glr_download_examples_example_reduce_fcn.py:


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


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197	..·rst-class::·sphx-glr-timing	197	..·rst-class::·sphx-glr-timing

198	···Total·running·time·of·the·script:·(·0·minutes··1.182·seconds)	198	···Total·running·time·of·the·script:·(·0·minutes··1.193·seconds)


199	..·_sphx_glr_download_examples_example_sympy.py:	199	..·_sphx_glr_download_examples_example_sympy.py:


200	..·only·::·html	200	..·only·::·html

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


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372	..·rst-class::·sphx-glr-timing	372	..·rst-class::·sphx-glr-timing

373	···Total·running·time·of·the·script:·(·0·minutes··3.359·seconds)	373	···Total·running·time·of·the·script:·(·0·minutes··3.319·seconds)


374	..·_sphx_glr_download_examples_example_two_dimensional_peak.py:	374	..·_sphx_glr_download_examples_example_two_dimensional_peak.py:


375	..·only·::·html	375	..·only·::·html

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


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125	..·rst-class::·sphx-glr-timing	125	..·rst-class::·sphx-glr-timing

126	···Total·running·time·of·the·script:·(·0·minutes··0.301·seconds)	126	···Total·running·time·of·the·script:·(·0·minutes··0.303·seconds)


127	..·_sphx_glr_download_examples_example_use_pandas.py:	127	..·_sphx_glr_download_examples_example_use_pandas.py:


128	..·only·::·html	128	..·only·::·html

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

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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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664	</pre></div>	664	</pre></div>
665	</div>	665	</div>
666	<p>and·finally,·to·generated·the·figure:</p>	666	<p>and·finally,·to·generated·the·figure:</p>
667	<div·class="highlight-default·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>	667	<div·class="highlight-default·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>
668	<span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span>	668	<span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span>
669	</pre></div>	669	</pre></div>
670	</div>	670	</div>
671	<img·src="../_images/sphx_glr_example_brute_004.png"·srcset="../_images/sphx_glr_example_brute_004.png,·../_images/sphx_glr_example_brute_004_3_0x.png·3.0x"·alt="example·brute"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··27.~~855~~·seconds)</p>	671	<img·src="../_images/sphx_glr_example_brute_004.png"·srcset="../_images/sphx_glr_example_brute_004.png,·../_images/sphx_glr_example_brute_004_3_0x.png·3.0x"·alt="example·brute"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··26.623·seconds)</p>
672	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-brute-py">	672	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-brute-py">
673	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">	673	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
674	<p><a·class="reference·download·internal"·download=""·href="../_downloads/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>	674	<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>
675	</div>	675	</div>
676	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">	676	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
677	<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>	677	<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>
678	</div>	678	</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 118, 15 lines modified		Offset 118, 15 lines modified

118	axs[3].plot(x,·stderrs['b'])	118	axs[3].plot(x,·stderrs['b'])
119	axs[3].scatter(x[idx],·stderrs['b'][idx],·color='r',·label='outlier')	119	axs[3].scatter(x[idx],·stderrs['b'][idx],·color='r',·label='outlier')
120	axs[3].set_ylabel('err·b·change')	120	axs[3].set_ylabel('err·b·change')

121	axs[3].set_xlabel('x')	121	axs[3].set_xlabel('x')
122	[example·detect·outliers]	122	[example·detect·outliers]
123	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(·0·minutes·1.256·seconds)	123	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(·0·minutes·1.249·seconds)
124	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8__\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8s_\x8._\x8p_\x8y	124	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8__\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8s_\x8._\x8p_\x8y
125	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\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	125	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8__\x8o_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b
126	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y	126	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y
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128	····*·_\x8i_\x8n_\x8d_\x8e_\x8x	128	····*·_\x8i_\x8n_\x8d_\x8e_\x8x
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./usr/share/doc/python3-lmfit/html/examples/example_diffev.html ¶

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html2text {} ¶

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

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html2text {} ¶

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

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html2text {} ¶


Offset 112, 15 lines modified		Offset 112, 15 lines modified
112	····C(amp_2,·amp_5)·=·+0.1092	112	····C(amp_2,·amp_5)·=·+0.1092
113	Plot·the·data·sets·and·fits	113	Plot·the·data·sets·and·fits
114	plt.figure()	114	plt.figure()
115	for·i·in·range(5):	115	for·i·in·range(5):
116	····y_fit·=·gauss_dataset(out.params,·i,·x)	116	····y_fit·=·gauss_dataset(out.params,·i,·x)
117	····plt.plot(x,·data[i,·:],·'o',·x,·y_fit,·'-')	117	····plt.plot(x,·data[i,·:],·'o',·x,·y_fit,·'-')
118	[example·fit·multi·datasets]	118	[example·fit·multi·datasets]
119	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(·0·minutes·0.285·seconds)	119	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(·0·minutes·0.289·seconds)
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121	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\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	121	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\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
122	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y	122	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y
123	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8	123	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8
124	····*·_\x8i_\x8n_\x8d_\x8e_\x8x	124	····*·_\x8i_\x8n_\x8d_\x8e_\x8x
125	····*·_\x8n_\x8e_\x8x_\x8t·\|	125	····*·_\x8n_\x8e_\x8x_\x8t·\|
126	····*·_\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s·\|	126	····*·_\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_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 85, 15 lines modified		Offset 85, 15 lines modified
85	····C(cen_g,·wid_g)······=·+0.1546	85	····C(cen_g,·wid_g)······=·+0.1546
86	and·figure:	86	and·figure:
87	plt.plot(x,·data,·'o')	87	plt.plot(x,·data,·'o')
88	plt.plot(x,·best_fit,·'--',·label='best·fit')	88	plt.plot(x,·best_fit,·'--',·label='best·fit')
89	plt.legend()	89	plt.legend()
90	plt.show()	90	plt.show()
91	[example·fit·with·inequality]	91	[example·fit·with·inequality]
92	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(·0·minutes·0.269·seconds)	92	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(·0·minutes·0.270·seconds)
93	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8f_\x8i_\x8t_\x8__\x8w_\x8i_\x8t_\x8h_\x8__\x8i_\x8n_\x8e_\x8q_\x8u_\x8a_\x8l_\x8i_\x8t_\x8y_\x8._\x8p_\x8y	93	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8f_\x8i_\x8t_\x8__\x8w_\x8i_\x8t_\x8h_\x8__\x8i_\x8n_\x8e_\x8q_\x8u_\x8a_\x8l_\x8i_\x8t_\x8y_\x8._\x8p_\x8y
94	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\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	94	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\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
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96	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8	96	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8
97	····*·_\x8i_\x8n_\x8d_\x8e_\x8x	97	····*·_\x8i_\x8n_\x8d_\x8e_\x8x
98	····*·_\x8n_\x8e_\x8x_\x8t·\|	98	····*·_\x8n_\x8e_\x8x_\x8t·\|
99	····*·_\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s·\|	99	····*·_\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 221, 15 lines modified		Offset 221, 15 lines modified

221	for·ax·in·axs.ravel():	221	for·ax·in·axs.ravel():
222	····ax.set_xlabel('x')	222	····ax.set_xlabel('x')
223	····ax.set_ylabel('y')	223	····ax.set_ylabel('y')
224	axs[1,·1].remove()	224	axs[1,·1].remove()
225	plt.show()	225	plt.show()
226	[Data,·Fit,·Data·-·Fit]	226	[Data,·Fit,·Data·-·Fit]
227	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(·0·minutes·3.359·seconds)	227	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(·0·minutes·3.319·seconds)
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231	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8	231	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8
232	····*·_\x8i_\x8n_\x8d_\x8e_\x8x	232	····*·_\x8i_\x8n_\x8d_\x8e_\x8x
233	····*·_\x8n_\x8e_\x8x_\x8t·\|	233	····*·_\x8n_\x8e_\x8x_\x8t·\|
234	····*·_\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s·\|	234	····*·_\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s·\|

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


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176	····C(amplitude,·sigma)·=·+0.7087	176	····C(amplitude,·sigma)·=·+0.7087
177	</pre></div>	177	</pre></div>
178	</div>	178	</div>
179	<p>and·plot·below:</p>	179	<p>and·plot·below:</p>
180	<div·class="highlight-default·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	<div·class="highlight-default·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>
181	</pre></div>	181	</pre></div>
182	</div>	182	</div>
183	<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_0x.png·3.0x"·alt="Model(lorentzian)"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··0.301·seconds)</p>	183	<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_0x.png·3.0x"·alt="Model(lorentzian)"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··0.303·seconds)</p>
184	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-use-pandas-py">	184	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-use-pandas-py">
185	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">	185	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
186	<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>	186	<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>
187	</div>	187	</div>
188	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">	188	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
189	<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>	189	<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>
190	</div>	190	</div>

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html2text {} ¶

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


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105	····<div·class="document">	105	····<div·class="document">
106	······<div·class="documentwrapper">	106	······<div·class="documentwrapper">
107	········<div·class="bodywrapper">	107	········<div·class="bodywrapper">
108	··········<div·class="body"·role="main">	108	··········<div·class="body"·role="main">
109	············	109	············
110	··<section·id="computation-times">	110	··<section·id="computation-times">
111	<span·id="sphx-glr-examples-sg-execution-times"></span><h1>Computation·times<a·class="headerlink"·href="#computation-times"·title="Link·to·this·heading">¶</a></h1>	111	<span·id="sphx-glr-examples-sg-execution-times"></span><h1>Computation·times<a·class="headerlink"·href="#computation-times"·title="Link·to·this·heading">¶</a></h1>
112	<p><strong>00:58.~~626~~</strong>·total·execution·time·for·<strong>examples</strong>·files:</p>	112	<p><strong>00:56.551</strong>·total·execution·time·for·<strong>examples</strong>·files:</p>
113	<table·class="docutils·align-default">	113	<table·class="docutils·align-default">
114	<tbody>	114	<tbody>
115	<tr·class="row-odd"><td><p><a·class="reference·internal"·href="example_brute.html#sphx-glr-examples-example-brute-py"><span·class="std·std-ref">Global·minimization·using·the·brute·method·(a.k.a.·grid·search)</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_brute.py</span></code>)</p></td>	115	<tr·class="row-odd"><td><p><a·class="reference·internal"·href="example_brute.html#sphx-glr-examples-example-brute-py"><span·class="std·std-ref">Global·minimization·using·the·brute·method·(a.k.a.·grid·search)</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_brute.py</span></code>)</p></td>
116	<td><p>00:27.~~855~~</p></td>	116	<td><p>00:26.623</p></td>
117	<td><p>0.0·MB</p></td>	117	<td><p>0.0·MB</p></td>
118	</tr>	118	</tr>
119	<tr·class="row-even"><td><p><a·class="reference·internal"·href="example_confidence_interval.html#sphx-glr-examples-example-confidence-interval-py"><span·class="std·std-ref">Calculate·Confidence·Intervals</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_confidence_interval.py</span></code>)</p></td>	119	<tr·class="row-even"><td><p><a·class="reference·internal"·href="example_confidence_interval.html#sphx-glr-examples-example-confidence-interval-py"><span·class="std·std-ref">Calculate·Confidence·Intervals</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_confidence_interval.py</span></code>)</p></td>
120	<td><p>00:21.~~074~~</p></td>	120	<td><p>00:20.247</p></td>
121	<td><p>0.0·MB</p></td>	121	<td><p>0.0·MB</p></td>
122	</tr>	122	</tr>
123	<tr·class="row-odd"><td><p><a·class="reference·internal"·href="example_two_dimensional_peak.html#sphx-glr-examples-example-two-dimensional-peak-py"><span·class="std·std-ref">Fit·Two·Dimensional·Peaks</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_two_dimensional_peak.py</span></code>)</p></td>	123	<tr·class="row-odd"><td><p><a·class="reference·internal"·href="example_two_dimensional_peak.html#sphx-glr-examples-example-two-dimensional-peak-py"><span·class="std·std-ref">Fit·Two·Dimensional·Peaks</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_two_dimensional_peak.py</span></code>)</p></td>
124	<td><p>00:03.359</p></td>	124	<td><p>00:03.319</p></td>
125	<td><p>0.0·MB</p></td>	125	<td><p>0.0·MB</p></td>
126	</tr>	126	</tr>
127	<tr·class="row-even"><td><p><a·class="reference·internal"·href="example_detect_outliers.html#sphx-glr-examples-example-detect-outliers-py"><span·class="std·std-ref">Outlier·detection·via·leave-one-out</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_detect_outliers.py</span></code>)</p></td>	127	<tr·class="row-even"><td><p><a·class="reference·internal"·href="example_detect_outliers.html#sphx-glr-examples-example-detect-outliers-py"><span·class="std·std-ref">Outlier·detection·via·leave-one-out</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_detect_outliers.py</span></code>)</p></td>
128	<td><p>00:01.256</p></td>	128	<td><p>00:01.249</p></td>
129	<td><p>0.0·MB</p></td>	129	<td><p>0.0·MB</p></td>
130	</tr>	130	</tr>
131	<tr·class="row-odd"><td><p><a·class="reference·internal"·href="example_sympy.html#sphx-glr-examples-example-sympy-py"><span·class="std·std-ref">Building·a·lmfit·model·with·SymPy</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_sympy.py</span></code>)</p></td>	131	<tr·class="row-odd"><td><p><a·class="reference·internal"·href="example_sympy.html#sphx-glr-examples-example-sympy-py"><span·class="std·std-ref">Building·a·lmfit·model·with·SymPy</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_sympy.py</span></code>)</p></td>
132	<td><p>00:01.182</p></td>	132	<td><p>00:01.193</p></td>
133	<td><p>0.0·MB</p></td>	133	<td><p>0.0·MB</p></td>
134	</tr>	134	</tr>
135	<tr·class="row-even"><td><p><a·class="reference·internal"·href="example_complex_resonator_model.html#sphx-glr-examples-example-complex-resonator-model-py"><span·class="std·std-ref">Complex·Resonator·Model</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_complex_resonator_model.py</span></code>)</p></td>	135	<tr·class="row-even"><td><p><a·class="reference·internal"·href="example_complex_resonator_model.html#sphx-glr-examples-example-complex-resonator-model-py"><span·class="std·std-ref">Complex·Resonator·Model</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_complex_resonator_model.py</span></code>)</p></td>
136	<td><p>00:00.765</p></td>	136	<td><p>00:00.763</p></td>
137	<td><p>0.0·MB</p></td>	137	<td><p>0.0·MB</p></td>
138	</tr>	138	</tr>
139	<tr·class="row-odd"><td><p><a·class="reference·internal"·href="example_diffev.html#sphx-glr-examples-example-diffev-py"><span·class="std·std-ref">Fit·Using·differential_evolution·Algorithm</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_diffev.py</span></code>)</p></td>	139	<tr·class="row-odd"><td><p><a·class="reference·internal"·href="example_diffev.html#sphx-glr-examples-example-diffev-py"><span·class="std·std-ref">Fit·Using·differential_evolution·Algorithm</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_diffev.py</span></code>)</p></td>
140	<td><p>00:00.430</p></td>	140	<td><p>00:00.435</p></td>
141	<td><p>0.0·MB</p></td>	141	<td><p>0.0·MB</p></td>
142	</tr>	142	</tr>
143	<tr·class="row-even"><td><p><a·class="reference·internal"·href="example_Model_interface.html#sphx-glr-examples-example-model-interface-py"><span·class="std·std-ref">Fit·using·the·Model·interface</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_Model_interface.py</span></code>)</p></td>	143	<tr·class="row-even"><td><p><a·class="reference·internal"·href="example_Model_interface.html#sphx-glr-examples-example-model-interface-py"><span·class="std·std-ref">Fit·using·the·Model·interface</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_Model_interface.py</span></code>)</p></td>
144	<td><p>00:00.429</p></td>	144	<td><p>00:00.430</p></td>
145	<td><p>0.0·MB</p></td>	145	<td><p>0.0·MB</p></td>
146	</tr>	146	</tr>
147	<tr·class="row-odd"><td><p><a·class="reference·internal"·href="example_reduce_fcn.html#sphx-glr-examples-example-reduce-fcn-py"><span·class="std·std-ref">Fit·Specifying·Different·Reduce·Function</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_reduce_fcn.py</span></code>)</p></td>	147	<tr·class="row-odd"><td><p><a·class="reference·internal"·href="example_reduce_fcn.html#sphx-glr-examples-example-reduce-fcn-py"><span·class="std·std-ref">Fit·Specifying·Different·Reduce·Function</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_reduce_fcn.py</span></code>)</p></td>
148	<td><p>00:00.314</p></td>	148	<td><p>00:00.317</p></td>
149	<td><p>0.0·MB</p></td>	149	<td><p>0.0·MB</p></td>
150	</tr>	150	</tr>
151	<tr·class="row-even"><td><p><a·class="reference·internal"·href="example_use_pandas.html#sphx-glr-examples-example-use-pandas-py"><span·class="std·std-ref">Fit·with·Data·in·a·pandas·DataFrame</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_use_pandas.py</span></code>)</p></td>	151	<tr·class="row-even"><td><p><a·class="reference·internal"·href="example_use_pandas.html#sphx-glr-examples-example-use-pandas-py"><span·class="std·std-ref">Fit·with·Data·in·a·pandas·DataFrame</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_use_pandas.py</span></code>)</p></td>
152	<td><p>00:00.301</p></td>	152	<td><p>00:00.303</p></td>
153	<td><p>0.0·MB</p></td>	153	<td><p>0.0·MB</p></td>
154	</tr>	154	</tr>
155	<tr·class="row-odd"><td><p><a·class="reference·internal"·href="example_fit_with_algebraic_constraint.html#sphx-glr-examples-example-fit-with-algebraic-constraint-py"><span·class="std·std-ref">Fit·with·Algebraic·Constraint</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_fit_with_algebraic_constraint.py</span></code>)</p></td>	155	<tr·class="row-odd"><td><p><a·class="reference·internal"·href="example_fit_with_algebraic_constraint.html#sphx-glr-examples-example-fit-with-algebraic-constraint-py"><span·class="std·std-ref">Fit·with·Algebraic·Constraint</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_fit_with_algebraic_constraint.py</span></code>)</p></td>
156	<td><p>00:00.294</p></td>	156	<td><p>00:00.295</p></td>
157	<td><p>0.0·MB</p></td>	157	<td><p>0.0·MB</p></td>
158	</tr>	158	</tr>
159	<tr·class="row-even"><td><p><a·class="reference·internal"·href="example_fit_multi_datasets.html#sphx-glr-examples-example-fit-multi-datasets-py"><span·class="std·std-ref">Fit·Multiple·Data·Sets</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_fit_multi_datasets.py</span></code>)</p></td>	159	<tr·class="row-even"><td><p><a·class="reference·internal"·href="example_fit_multi_datasets.html#sphx-glr-examples-example-fit-multi-datasets-py"><span·class="std·std-ref">Fit·Multiple·Data·Sets</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_fit_multi_datasets.py</span></code>)</p></td>
160	<td><p>00:00.285</p></td>	160	<td><p>00:00.289</p></td>
161	<td><p>0.0·MB</p></td>	161	<td><p>0.0·MB</p></td>
162	</tr>	162	</tr>
163	<tr·class="row-odd"><td><p><a·class="reference·internal"·href="example_fit_with_bounds.html#sphx-glr-examples-example-fit-with-bounds-py"><span·class="std·std-ref">Fit·Using·Bounds</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_fit_with_bounds.py</span></code>)</p></td>	163	<tr·class="row-odd"><td><p><a·class="reference·internal"·href="example_fit_with_bounds.html#sphx-glr-examples-example-fit-with-bounds-py"><span·class="std·std-ref">Fit·Using·Bounds</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_fit_with_bounds.py</span></code>)</p></td>
164	<td><p>00:00.282</p></td>	164	<td><p>00:00.282</p></td>
165	<td><p>0.0·MB</p></td>	165	<td><p>0.0·MB</p></td>
166	</tr>	166	</tr>
167	<tr·class="row-even"><td><p><a·class="reference·internal"·href="example_fit_with_derivfunc.html#sphx-glr-examples-example-fit-with-derivfunc-py"><span·class="std·std-ref">Fit·Specifying·a·Function·to·Compute·the·Jacobian</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_fit_with_derivfunc.py</span></code>)</p></td>	167	<tr·class="row-even"><td><p><a·class="reference·internal"·href="example_fit_with_derivfunc.html#sphx-glr-examples-example-fit-with-derivfunc-py"><span·class="std·std-ref">Fit·Specifying·a·Function·to·Compute·the·Jacobian</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_fit_with_derivfunc.py</span></code>)</p></td>
168	<td><p>00:00.269</p></td>	168	<td><p>00:00.270</p></td>
169	<td><p>0.0·MB</p></td>	169	<td><p>0.0·MB</p></td>
170	</tr>	170	</tr>
171	<tr·class="row-odd"><td><p><a·class="reference·internal"·href="example_fit_with_inequality.html#sphx-glr-examples-example-fit-with-inequality-py"><span·class="std·std-ref">Fit·Using·Inequality·Constraint</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_fit_with_inequality.py</span></code>)</p></td>	171	<tr·class="row-odd"><td><p><a·class="reference·internal"·href="example_fit_with_inequality.html#sphx-glr-examples-example-fit-with-inequality-py"><span·class="std·std-ref">Fit·Using·Inequality·Constraint</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_fit_with_inequality.py</span></code>)</p></td>
172	<td><p>00:00.269</p></td>	172	<td><p>00:00.270</p></td>
173	<td><p>0.0·MB</p></td>	173	<td><p>0.0·MB</p></td>
174	</tr>	174	</tr>
175	<tr·class="row-even"><td><p><a·class="reference·internal"·href="example_expression_model.html#sphx-glr-examples-example-expression-model-py"><span·class="std·std-ref">Using·an·ExpressionModel</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_expression_model.py</span></code>)</p></td>	175	<tr·class="row-even"><td><p><a·class="reference·internal"·href="example_expression_model.html#sphx-glr-examples-example-expression-model-py"><span·class="std·std-ref">Using·an·ExpressionModel</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_expression_model.py</span></code>)</p></td>
176	<td><p>00:00.263</p></td>	176	<td><p>00:00.265</p></td>
177	<td><p>0.0·MB</p></td>	177	<td><p>0.0·MB</p></td>
178	</tr>	178	</tr>
179	<tr·class="row-odd"><td><p><a·class="reference·internal"·href="lmfit_emcee_model_selection.html#sphx-glr-examples-lmfit-emcee-model-selection-py"><span·class="std·std-ref">Model·Selection·using·lmfit·and·emcee</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">lmfit_emcee_model_selection.py</span></code>)</p></td>	179	<tr·class="row-odd"><td><p><a·class="reference·internal"·href="lmfit_emcee_model_selection.html#sphx-glr-examples-lmfit-emcee-model-selection-py"><span·class="std·std-ref">Model·Selection·using·lmfit·and·emcee</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">lmfit_emcee_model_selection.py</span></code>)</p></td>
180	<td><p>00:00.000</p></td>	180	<td><p>00:00.000</p></td>
181	<td><p>0.0·MB</p></td>	181	<td><p>0.0·MB</p></td>
182	</tr>	182	</tr>
183	<tr·class="row-even"><td><p><a·class="reference·internal"·href="nodoc_example_emcee_Model_interface.html#sphx-glr-examples-nodoc-example-emcee-model-interface-py"><span·class="std·std-ref">Emcee·and·the·Model·Interface</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">nodoc_example_emcee_Model_interface.py</span></code>)</p></td>	183	<tr·class="row-even"><td><p><a·class="reference·internal"·href="nodoc_example_emcee_Model_interface.html#sphx-glr-examples-nodoc-example-emcee-model-interface-py"><span·class="std·std-ref">Emcee·and·the·Model·Interface</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">nodoc_example_emcee_Model_interface.py</span></code>)</p></td>

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5.73 KB

html2text {} ¶

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

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js-beautify {} ¶


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1	:orphan:	1	:orphan:

2	..·_sphx_glr_examples_sg_execution_times:	2	..·_sphx_glr_examples_sg_execution_times:

3	Computation·times	3	Computation·times
4	=================	4	=================
5	00:58.~~626~~·total·execution·time·for·examples·files:	5	00:56.551·total·execution·time·for·examples·files:

6	+------------------------------------------------------------------------------------------------------------------+-----------+--------+	6	+------------------------------------------------------------------------------------------------------------------+-----------+--------+
7	\|·:ref:`sphx_glr_examples_example_brute.py`·(``example_brute.py``)·················································\|·00:27.~~855~~·\|·0.0·MB·\|	7	\|·:ref:`sphx_glr_examples_example_brute.py`·(``example_brute.py``)·················································\|·00:26.623·\|·0.0·MB·\|
8	+------------------------------------------------------------------------------------------------------------------+-----------+--------+	8	+------------------------------------------------------------------------------------------------------------------+-----------+--------+
9	\|·:ref:`sphx_glr_examples_example_confidence_interval.py`·(``example_confidence_interval.py``)·····················\|·00:21.~~074~~·\|·0.0·MB·\|	9	\|·:ref:`sphx_glr_examples_example_confidence_interval.py`·(``example_confidence_interval.py``)·····················\|·00:20.247·\|·0.0·MB·\|
10	+------------------------------------------------------------------------------------------------------------------+-----------+--------+	10	+------------------------------------------------------------------------------------------------------------------+-----------+--------+
11	\|·:ref:`sphx_glr_examples_example_two_dimensional_peak.py`·(``example_two_dimensional_peak.py``)···················\|·00:03.359·\|·0.0·MB·\|	11	\|·:ref:`sphx_glr_examples_example_two_dimensional_peak.py`·(``example_two_dimensional_peak.py``)···················\|·00:03.319·\|·0.0·MB·\|
12	+------------------------------------------------------------------------------------------------------------------+-----------+--------+	12	+------------------------------------------------------------------------------------------------------------------+-----------+--------+
13	\|·:ref:`sphx_glr_examples_example_detect_outliers.py`·(``example_detect_outliers.py``)·····························\|·00:01.256·\|·0.0·MB·\|	13	\|·:ref:`sphx_glr_examples_example_detect_outliers.py`·(``example_detect_outliers.py``)·····························\|·00:01.249·\|·0.0·MB·\|
14	+------------------------------------------------------------------------------------------------------------------+-----------+--------+	14	+------------------------------------------------------------------------------------------------------------------+-----------+--------+
15	\|·:ref:`sphx_glr_examples_example_sympy.py`·(``example_sympy.py``)·················································\|·00:01.182·\|·0.0·MB·\|	15	\|·:ref:`sphx_glr_examples_example_sympy.py`·(``example_sympy.py``)·················································\|·00:01.193·\|·0.0·MB·\|
16	+------------------------------------------------------------------------------------------------------------------+-----------+--------+	16	+------------------------------------------------------------------------------------------------------------------+-----------+--------+
17	\|·:ref:`sphx_glr_examples_example_complex_resonator_model.py`·(``example_complex_resonator_model.py``)·············\|·00:00.765·\|·0.0·MB·\|	17	\|·:ref:`sphx_glr_examples_example_complex_resonator_model.py`·(``example_complex_resonator_model.py``)·············\|·00:00.763·\|·0.0·MB·\|
18	+------------------------------------------------------------------------------------------------------------------+-----------+--------+	18	+------------------------------------------------------------------------------------------------------------------+-----------+--------+
19	\|·:ref:`sphx_glr_examples_example_diffev.py`·(``example_diffev.py``)···············································\|·00:00.430·\|·0.0·MB·\|	19	\|·:ref:`sphx_glr_examples_example_diffev.py`·(``example_diffev.py``)···············································\|·00:00.435·\|·0.0·MB·\|
20	+------------------------------------------------------------------------------------------------------------------+-----------+--------+	20	+------------------------------------------------------------------------------------------------------------------+-----------+--------+
21	\|·:ref:`sphx_glr_examples_example_Model_interface.py`·(``example_Model_interface.py``)·····························\|·00:00.429·\|·0.0·MB·\|	21	\|·:ref:`sphx_glr_examples_example_Model_interface.py`·(``example_Model_interface.py``)·····························\|·00:00.430·\|·0.0·MB·\|
22	+------------------------------------------------------------------------------------------------------------------+-----------+--------+	22	+------------------------------------------------------------------------------------------------------------------+-----------+--------+
23	\|·:ref:`sphx_glr_examples_example_reduce_fcn.py`·(``example_reduce_fcn.py``)·······································\|·00:00.314·\|·0.0·MB·\|	23	\|·:ref:`sphx_glr_examples_example_reduce_fcn.py`·(``example_reduce_fcn.py``)·······································\|·00:00.317·\|·0.0·MB·\|
24	+------------------------------------------------------------------------------------------------------------------+-----------+--------+	24	+------------------------------------------------------------------------------------------------------------------+-----------+--------+
25	\|·:ref:`sphx_glr_examples_example_use_pandas.py`·(``example_use_pandas.py``)·······································\|·00:00.301·\|·0.0·MB·\|	25	\|·:ref:`sphx_glr_examples_example_use_pandas.py`·(``example_use_pandas.py``)·······································\|·00:00.303·\|·0.0·MB·\|
26	+------------------------------------------------------------------------------------------------------------------+-----------+--------+	26	+------------------------------------------------------------------------------------------------------------------+-----------+--------+
27	\|·:ref:`sphx_glr_examples_example_fit_with_algebraic_constraint.py`·(``example_fit_with_algebraic_constraint.py``)·\|·00:00.294·\|·0.0·MB·\|	27	\|·:ref:`sphx_glr_examples_example_fit_with_algebraic_constraint.py`·(``example_fit_with_algebraic_constraint.py``)·\|·00:00.295·\|·0.0·MB·\|
28	+------------------------------------------------------------------------------------------------------------------+-----------+--------+	28	+------------------------------------------------------------------------------------------------------------------+-----------+--------+
29	\|·:ref:`sphx_glr_examples_example_fit_multi_datasets.py`·(``example_fit_multi_datasets.py``)·······················\|·00:00.285·\|·0.0·MB·\|	29	\|·:ref:`sphx_glr_examples_example_fit_multi_datasets.py`·(``example_fit_multi_datasets.py``)·······················\|·00:00.289·\|·0.0·MB·\|
30	+------------------------------------------------------------------------------------------------------------------+-----------+--------+	30	+------------------------------------------------------------------------------------------------------------------+-----------+--------+
31	\|·:ref:`sphx_glr_examples_example_fit_with_bounds.py`·(``example_fit_with_bounds.py``)·····························\|·00:00.282·\|·0.0·MB·\|	31	\|·:ref:`sphx_glr_examples_example_fit_with_bounds.py`·(``example_fit_with_bounds.py``)·····························\|·00:00.282·\|·0.0·MB·\|
32	+------------------------------------------------------------------------------------------------------------------+-----------+--------+	32	+------------------------------------------------------------------------------------------------------------------+-----------+--------+
33	\|·:ref:`sphx_glr_examples_example_fit_with_derivfunc.py`·(``example_fit_with_derivfunc.py``)·······················\|·00:00.269·\|·0.0·MB·\|	33	\|·:ref:`sphx_glr_examples_example_fit_with_derivfunc.py`·(``example_fit_with_derivfunc.py``)·······················\|·00:00.270·\|·0.0·MB·\|
34	+------------------------------------------------------------------------------------------------------------------+-----------+--------+	34	+------------------------------------------------------------------------------------------------------------------+-----------+--------+
35	\|·:ref:`sphx_glr_examples_example_fit_with_inequality.py`·(``example_fit_with_inequality.py``)·····················\|·00:00.269·\|·0.0·MB·\|	35	\|·:ref:`sphx_glr_examples_example_fit_with_inequality.py`·(``example_fit_with_inequality.py``)·····················\|·00:00.270·\|·0.0·MB·\|
36	+------------------------------------------------------------------------------------------------------------------+-----------+--------+	36	+------------------------------------------------------------------------------------------------------------------+-----------+--------+
37	\|·:ref:`sphx_glr_examples_example_expression_model.py`·(``example_expression_model.py``)···························\|·00:00.263·\|·0.0·MB·\|	37	\|·:ref:`sphx_glr_examples_example_expression_model.py`·(``example_expression_model.py``)···························\|·00:00.265·\|·0.0·MB·\|
38	+------------------------------------------------------------------------------------------------------------------+-----------+--------+	38	+------------------------------------------------------------------------------------------------------------------+-----------+--------+
39	\|·:ref:`sphx_glr_examples_lmfit_emcee_model_selection.py`·(``lmfit_emcee_model_selection.py``)·····················\|·00:00.000·\|·0.0·MB·\|	39	\|·:ref:`sphx_glr_examples_lmfit_emcee_model_selection.py`·(``lmfit_emcee_model_selection.py``)·····················\|·00:00.000·\|·0.0·MB·\|
40	+------------------------------------------------------------------------------------------------------------------+-----------+--------+	40	+------------------------------------------------------------------------------------------------------------------+-----------+--------+
41	\|·:ref:`sphx_glr_examples_nodoc_example_emcee_Model_interface.py`·(``nodoc_example_emcee_Model_interface.py``)·····\|·00:00.000·\|·0.0·MB·\|	41	\|·:ref:`sphx_glr_examples_nodoc_example_emcee_Model_interface.py`·(``nodoc_example_emcee_Model_interface.py``)·····\|·00:00.000·\|·0.0·MB·\|
42	+------------------------------------------------------------------------------------------------------------------+-----------+--------+	42	+------------------------------------------------------------------------------------------------------------------+-----------+--------+


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347	<div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[[Variables]]	347	<div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[[Variables]]
348	····N:····7.11270194·+/-·0.24334895·(3.42%)·(init·=·10)	348	····N:····7.11270194·+/-·0.24334895·(3.42%)·(init·=·10)
349	····tau:··2.92065227·+/-·0.13488230·(4.62%)·(init·=·1)	349	····tau:··2.92065227·+/-·0.13488230·(4.62%)·(init·=·1)
350	[[Correlations]]·(unreported·correlations·are·<·0.100)	350	[[Correlations]]·(unreported·correlations·are·<·0.100)
351	····C(N,·tau)·=·-0.9320	351	····C(N,·tau)·=·-0.9320
352	</pre></div>	352	</pre></div>
353	</div>	353	</div>
354	<p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··0.429·seconds)</p>	354	<p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··0.430·seconds)</p>
355	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-model-interface-py">	355	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-model-interface-py">
356	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">	356	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
357	<p><a·class="reference·download·internal"·download=""·href="../_downloads/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>	357	<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>
358	</div>	358	</div>
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/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>	360	<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>
361	</div>	361	</div>


Offset 189, 15 lines modified		Offset 189, 15 lines modified
189	report_fit(result.params)	189	report_fit(result.params)
190	Out:	190	Out:
191	[[Variables]]	191	[[Variables]]
192	····N:····7.11270194·+/-·0.24334895·(3.42%)·(init·=·10)	192	····N:····7.11270194·+/-·0.24334895·(3.42%)·(init·=·10)
193	····tau:··2.92065227·+/-·0.13488230·(4.62%)·(init·=·1)	193	····tau:··2.92065227·+/-·0.13488230·(4.62%)·(init·=·1)
194	[[Correlations]]·(unreported·correlations·are·<·0.100)	194	[[Correlations]]·(unreported·correlations·are·<·0.100)
195	····C(N,·tau)·=·-0.9320	195	····C(N,·tau)·=·-0.9320
196	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(·0·minutes·0.429·seconds)	196	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(·0·minutes·0.430·seconds)
197	_\x8D_\x8o_\x8w_\x8n_\x8l_\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	197	_\x8D_\x8o_\x8w_\x8n_\x8l_\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
198	_\x8D_\x8o_\x8w_\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	198	_\x8D_\x8o_\x8w_\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
199	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y	199	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y
200	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8	200	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8
201	····*·_\x8i_\x8n_\x8d_\x8e_\x8x	201	····*·_\x8i_\x8n_\x8d_\x8e_\x8x
202	····*·_\x8n_\x8e_\x8x_\x8t·\|	202	····*·_\x8n_\x8e_\x8x_\x8t·\|
203	····*·_\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s·\|	203	····*·_\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s·\|


Offset 491, 15 lines modified		Offset 491, 15 lines modified

491	····if·output·is·not·None:	491	····if·output·is·not·None:
492	········plt.savefig(output)	492	········plt.savefig(output)
493	and·finally,·to·generated·the·figure:	493	and·finally,·to·generated·the·figure:
494	plot_results_brute(result_brute,·best_vals=True,·varlabels=None)	494	plot_results_brute(result_brute,·best_vals=True,·varlabels=None)
495	plt.show()	495	plt.show()
496	[example·brute]	496	[example·brute]
497	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(·0·minutes·27.~~855~~·seconds)	497	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(·0·minutes·26.623·seconds)
498	_\x8D_\x8o_\x8w_\x8n_\x8l_\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	498	_\x8D_\x8o_\x8w_\x8n_\x8l_\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
499	_\x8D_\x8o_\x8w_\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	499	_\x8D_\x8o_\x8w_\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
500	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y	500	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y
501	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8	501	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8
502	····*·_\x8i_\x8n_\x8d_\x8e_\x8x	502	····*·_\x8i_\x8n_\x8d_\x8e_\x8x
503	····*·_\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s·\|	503	····*·_\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s·\|
504	····*·[·_\x8i_\x8n_\x8t_\x8r_\x8o·\|	504	····*·[·_\x8i_\x8n_\x8t_\x8r_\x8o·\|


Offset 280, 15 lines modified		Offset 280, 15 lines modified
280	<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>	280	<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>
281	</pre></div>	281	</pre></div>
282	</div>	282	</div>
283	<ul·class="sphx-glr-horizontal">	283	<ul·class="sphx-glr-horizontal">
284	<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_0x.png·3.0x"·alt="example·complex·resonator·model"·class·=·"sphx-glr-multi-img"/></li>	284	<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_0x.png·3.0x"·alt="example·complex·resonator·model"·class·=·"sphx-glr-multi-img"/></li>
285	<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_0x.png·3.0x"·alt="example·complex·resonator·model"·class·=·"sphx-glr-multi-img"/></li>	285	<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_0x.png·3.0x"·alt="example·complex·resonator·model"·class·=·"sphx-glr-multi-img"/></li>
286	</ul>	286	</ul>
287	<p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··0.765·seconds)</p>	287	<p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··0.763·seconds)</p>
288	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-complex-resonator-model-py">	288	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-complex-resonator-model-py">
289	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">	289	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
290	<p><a·class="reference·download·internal"·download=""·href="../_downloads/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>	290	<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	</div>	291	</div>
292	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">	292	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
293	<p><a·class="reference·download·internal"·download=""·href="../_downloads/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>	293	<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>
294	</div>	294	</div>


Offset 160, 15 lines modified		Offset 160, 15 lines modified
160	plt.plot(f,·20*np.log10(np.abs(fit_s21)),·'.-',·label='best·fit')	160	plt.plot(f,·20*np.log10(np.abs(fit_s21)),·'.-',·label='best·fit')
161	plt.plot(f,·20*np.log10(np.abs(guess_s21)),·'--',·label='initial·fit')	161	plt.plot(f,·20*np.log10(np.abs(guess_s21)),·'--',·label='initial·fit')
162	plt.legend()	162	plt.legend()
163	plt.ylabel('\|S21\|·(dB)')	163	plt.ylabel('\|S21\|·(dB)')
164	plt.xlabel('MHz')	164	plt.xlabel('MHz')
165	····*·[example·complex·resonator·model]	165	····*·[example·complex·resonator·model]
166	····*·[example·complex·resonator·model]	166	····*·[example·complex·resonator·model]
167	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(·0·minutes·0.765·seconds)	167	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(·0·minutes·0.763·seconds)
168	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8c_\x8o_\x8m_\x8p_\x8l_\x8e_\x8x_\x8__\x8r_\x8e_\x8s_\x8o_\x8n_\x8a_\x8t_\x8o_\x8r_\x8__\x8m_\x8o_\x8d_\x8e_\x8l_\x8._\x8p_\x8y	168	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\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
169	_\x8D_\x8o_\x8w_\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	169	_\x8D_\x8o_\x8w_\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
170	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y	170	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y
171	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8	171	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8
172	····*·_\x8i_\x8n_\x8d_\x8e_\x8x	172	····*·_\x8i_\x8n_\x8d_\x8e_\x8x
173	····*·_\x8n_\x8e_\x8x_\x8t·\|	173	····*·_\x8n_\x8e_\x8x_\x8t·\|
174	····*·_\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s·\|	174	····*·_\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s·\|


Offset 293, 15 lines modified		Offset 293, 15 lines modified
293	············<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>	293	············<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>
294	············<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>	294	············<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>

295	<span·class="n">plt</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span>	295	<span·class="n">plt</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span>
296	<span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span>	296	<span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span>
297	</pre></div>	297	</pre></div>
298	</div>	298	</div>
299	<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_0x.png·3.0x"·alt="example·confidence·interval"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··21.~~074~~·seconds)</p>	299	<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_0x.png·3.0x"·alt="example·confidence·interval"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··20.247·seconds)</p>
300	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-confidence-interval-py">	300	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-confidence-interval-py">
301	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">	301	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
302	<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>	302	<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	</div>	303	</div>
304	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">	304	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
305	<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>	305	<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>
306	</div>	306	</div>


Offset 173, 15 lines modified		Offset 173, 15 lines modified
173	············plt.plot(xn,·f(xn),·lw=1)	173	············plt.plot(xn,·f(xn),·lw=1)
174	············plt.ylabel('prob')	174	············plt.ylabel('prob')
175	············ax.tick_params(labelleft=True)	175	············ax.tick_params(labelleft=True)

176	plt.tight_layout()	176	plt.tight_layout()
177	plt.show()	177	plt.show()
178	[example·confidence·interval]	178	[example·confidence·interval]
179	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\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.~~074~~·seconds)	179	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(·0·minutes·20.247·seconds)
180	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8c_\x8o_\x8n_\x8f_\x8i_\x8d_\x8e_\x8n_\x8c_\x8e_\x8__\x8i_\x8n_\x8t_\x8e_\x8r_\x8v_\x8a_\x8l_\x8._\x8p_\x8y	180	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\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
181	_\x8D_\x8o_\x8w_\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	181	_\x8D_\x8o_\x8w_\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
182	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y	182	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y
183	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8	183	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8
184	····*·_\x8i_\x8n_\x8d_\x8e_\x8x	184	····*·_\x8i_\x8n_\x8d_\x8e_\x8x
185	····*·_\x8n_\x8e_\x8x_\x8t·\|	185	····*·_\x8n_\x8e_\x8x_\x8t·\|
186	····*·_\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s·\|	186	····*·_\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s·\|


Offset 241, 15 lines modified		Offset 241, 15 lines modified
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">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">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>
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">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">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>
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_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_ylabel</span><span·class="p">(</span><span·class="s1">'err·b·change'</span><span·class="p">)</span>

244	<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	<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>
245	</pre></div>	245	</pre></div>
246	</div>	246	</div>
247	<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_0x.png·3.0x"·alt="example·detect·outliers"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··1.256·seconds)</p>	247	<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_0x.png·3.0x"·alt="example·detect·outliers"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··1.249·seconds)</p>
248	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-detect-outliers-py">	248	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-detect-outliers-py">
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/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>	250	<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>
251	</div>	251	</div>
252	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">	252	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
253	<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>	253	<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>
254	</div>	254	</div>


Offset 211, 15 lines modified		Offset 211, 15 lines modified
211	····C(g_sigma,·total_amplitude)········=·-0.4115	211	····C(g_sigma,·total_amplitude)········=·-0.4115
212	····C(g_center,·line_intercept)········=·+0.3868	212	····C(g_center,·line_intercept)········=·+0.3868
213	····C(g_amplitude,·line_intercept)·····=·+0.1834	213	····C(g_amplitude,·line_intercept)·····=·+0.1834
214	····C(g_amplitude,·line_slope)·········=·+0.1825	214	····C(g_amplitude,·line_slope)·········=·+0.1825
215	····C(g_sigma,·line_slope)·············=·+0.1739	215	····C(g_sigma,·line_slope)·············=·+0.1739
216	</pre></div>	216	</pre></div>
217	</div>	217	</div>
218	<p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··0.294·seconds)</p>	218	<p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··0.295·seconds)</p>
219	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-fit-with-algebraic-constraint-py">	219	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-fit-with-algebraic-constraint-py">
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/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>	221	<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>
222	</div>	222	</div>
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/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>	224	<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>
225	</div>	225	</div>


Offset 225, 15 lines modified		Offset 225, 15 lines modified
225	</div>	225	</div>
226	<div·class="highlight-default·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>	226	<div·class="highlight-default·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>
227	<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>	227	<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>
228	<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>	228	<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>
229	<span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>	229	<span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>
230	</pre></div>	230	</pre></div>
231	</div>	231	</div>
232	<img·src="../_images/sphx_glr_example_diffev_001.png"·srcset="../_images/sphx_glr_example_diffev_001.png,·../_images/sphx_glr_example_diffev_001_3_0x.png·3.0x"·alt="example·diffev"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··0.430·seconds)</p>	232	<img·src="../_images/sphx_glr_example_diffev_001.png"·srcset="../_images/sphx_glr_example_diffev_001.png,·../_images/sphx_glr_example_diffev_001_3_0x.png·3.0x"·alt="example·diffev"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··0.435·seconds)</p>
233	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-diffev-py">	233	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-diffev-py">
234	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">	234	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
235	<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>	235	<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	</div>	236	</div>
237	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">	237	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
238	<p><a·class="reference·download·internal"·download=""·href="../_downloads/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>	238	<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>
239	</div>	239	</div>


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107	····amp:·····1.80252619·(init·=·2.5)	107	····amp:·····1.80252619·(init·=·2.5)
108	····decay:···5.76284484·(init·=·1)	108	····decay:···5.76284484·(init·=·1)
109	plt.plot(x,·yn,·'o',·label='data')	109	plt.plot(x,·yn,·'o',·label='data')
110	plt.plot(x,·yn+o1.residual,·'-',·label='leastsq')	110	plt.plot(x,·yn+o1.residual,·'-',·label='leastsq')
111	plt.plot(x,·yn+o2.residual,·'--',·label='diffev')	111	plt.plot(x,·yn+o2.residual,·'--',·label='diffev')
112	plt.legend()	112	plt.legend()
113	[example·diffev]	113	[example·diffev]
114	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(·0·minutes·0.430·seconds)	114	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(·0·minutes·0.435·seconds)
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__\x8d_\x8i_\x8f_\x8f_\x8e_\x8v_\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__\x8d_\x8i_\x8f_\x8f_\x8e_\x8v_\x8._\x8p_\x8y
116	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8d_\x8i_\x8f_\x8f_\x8e_\x8v_\x8._\x8i_\x8p_\x8y_\x8n_\x8b	116	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8d_\x8i_\x8f_\x8f_\x8e_\x8v_\x8._\x8i_\x8p_\x8y_\x8n_\x8b
117	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y	117	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y
118	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8	118	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8
119	····*·_\x8i_\x8n_\x8d_\x8e_\x8x	119	····*·_\x8i_\x8n_\x8d_\x8e_\x8x
120	····*·_\x8n_\x8e_\x8x_\x8t·\|	120	····*·_\x8n_\x8e_\x8x_\x8t·\|
121	····*·_\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s·\|	121	····*·_\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s·\|


Offset 182, 15 lines modified		Offset 182, 15 lines modified
182	</div>	182	</div>
183	<div·class="highlight-default·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	<div·class="highlight-default·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>
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">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">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>
185	<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">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>
186	<span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>	186	<span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>
187	</pre></div>	187	</pre></div>
188	</div>	188	</div>
189	<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_0x.png·3.0x"·alt="example·expression·model"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··0.263·seconds)</p>	189	<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_0x.png·3.0x"·alt="example·expression·model"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··0.265·seconds)</p>
190	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-expression-model-py">	190	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-expression-model-py">
191	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">	191	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
192	<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>	192	<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>
193	</div>	193	</div>
194	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">	194	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
195	<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>	195	<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>
196	</div>	196	</div>


Offset 65, 15 lines modified		Offset 65, 15 lines modified
65	[[Correlations]]·(unreported·correlations·are·<·0.100)	65	[[Correlations]]·(unreported·correlations·are·<·0.100)
66	····C(amp,·wid)·=·+0.5774	66	····C(amp,·wid)·=·+0.5774
67	plt.plot(x,·y,·'o')	67	plt.plot(x,·y,·'o')
68	plt.plot(x,·result.init_fit,·'--',·label='initial·fit')	68	plt.plot(x,·result.init_fit,·'--',·label='initial·fit')
69	plt.plot(x,·result.best_fit,·'-',·label='best·fit')	69	plt.plot(x,·result.best_fit,·'-',·label='best·fit')
70	plt.legend()	70	plt.legend()
71	[example·expression·model]	71	[example·expression·model]
72	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(·0·minutes·0.263·seconds)	72	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(·0·minutes·0.265·seconds)
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	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8e_\x8x_\x8p_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8__\x8m_\x8o_\x8d_\x8e_\x8l_\x8._\x8i_\x8p_\x8y_\x8n_\x8b	74	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\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
75	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y	75	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y
76	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8	76	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8
77	····*·_\x8i_\x8n_\x8d_\x8e_\x8x	77	····*·_\x8i_\x8n_\x8d_\x8e_\x8x
78	····*·_\x8n_\x8e_\x8x_\x8t·\|	78	····*·_\x8n_\x8e_\x8x_\x8t·\|
79	····*·_\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s·\|	79	····*·_\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s·\|


Offset 231, 15 lines modified		Offset 231, 15 lines modified
231	<p>Plot·the·data·sets·and·fits</p>	231	<p>Plot·the·data·sets·and·fits</p>
232	<div·class="highlight-default·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	<div·class="highlight-default·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>
233	<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="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>
234	····<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">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>
235	····<span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">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	····<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>
236	</pre></div>	236	</pre></div>
237	</div>	237	</div>
238	<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_0x.png·3.0x"·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··0.285·seconds)</p>	238	<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_0x.png·3.0x"·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··0.289·seconds)</p>
239	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-fit-multi-datasets-py">	239	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-fit-multi-datasets-py">
240	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">	240	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
241	<p><a·class="reference·download·internal"·download=""·href="../_downloads/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>	241	<p><a·class="reference·download·internal"·download=""·href="../_downloads/5c7aecfc832cba8709209d4aee80c638/example_fit_multi_datasets.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_fit_multi_datasets.py</span></code></a></p>
242	</div>	242	</div>
243	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">	243	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
244	<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>	244	<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>
245	</div>	245	</div>


Offset 107, 15 lines modified		Offset 107, 15 lines modified
107	····C(g_amplitude,·total_amplitude)····=·-0.6115	107	····C(g_amplitude,·total_amplitude)····=·-0.6115
108	····C(line_intercept,·total_amplitude)·=·-0.5883	108	····C(line_intercept,·total_amplitude)·=·-0.5883
109	····C(g_sigma,·total_amplitude)········=·-0.4115	109	····C(g_sigma,·total_amplitude)········=·-0.4115
110	····C(g_center,·line_intercept)········=·+0.3868	110	····C(g_center,·line_intercept)········=·+0.3868
111	····C(g_amplitude,·line_intercept)·····=·+0.1834	111	····C(g_amplitude,·line_intercept)·····=·+0.1834
112	····C(g_amplitude,·line_slope)·········=·+0.1825	112	····C(g_amplitude,·line_slope)·········=·+0.1825
113	····C(g_sigma,·line_slope)·············=·+0.1739	113	····C(g_sigma,·line_slope)·············=·+0.1739
114	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(·0·minutes·0.294·seconds)	114	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(·0·minutes·0.295·seconds)
115	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8f_\x8i_\x8t_\x8__\x8w_\x8i_\x8t_\x8h_\x8__\x8a_\x8l_\x8g_\x8e_\x8b_\x8r_\x8a_\x8i_\x8c_\x8__\x8c_\x8o_\x8n_\x8s_\x8t_\x8r_\x8a_\x8i_\x8n_\x8t_\x8._\x8p_\x8y	115	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8f_\x8i_\x8t_\x8__\x8w_\x8i_\x8t_\x8h_\x8__\x8a_\x8l_\x8g_\x8e_\x8b_\x8r_\x8a_\x8i_\x8c_\x8__\x8c_\x8o_\x8n_\x8s_\x8t_\x8r_\x8a_\x8i_\x8n_\x8t_\x8._\x8p_\x8y
116	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\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	116	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\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
117	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y	117	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y
118	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8	118	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8
119	····*·_\x8i_\x8n_\x8d_\x8e_\x8x	119	····*·_\x8i_\x8n_\x8d_\x8e_\x8x
120	····*·_\x8n_\x8e_\x8x_\x8t·\|	120	····*·_\x8n_\x8e_\x8x_\x8t·\|
121	····*·_\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s·\|	121	····*·_\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s·\|


Offset 215, 15 lines modified		Offset 215, 15 lines modified
215	both·methods:</p>	215	both·methods:</p>
216	<div·class="highlight-default·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	<div·class="highlight-default·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>
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">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">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>
218	<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">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>
219	<span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>	219	<span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>
220	</pre></div>	220	</pre></div>
221	</div>	221	</div>
222	<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_0x.png·3.0x"·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··0.269·seconds)</p>	222	<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_0x.png·3.0x"·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··0.270·seconds)</p>
223	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-fit-with-derivfunc-py">	223	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-fit-with-derivfunc-py">
224	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">	224	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
225	<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>	225	<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>
226	</div>	226	</div>
227	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">	227	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
228	<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>	228	<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>
229	</div>	229	</div>


Offset 101, 15 lines modified		Offset 101, 15 lines modified
101	and·the·best-fit·to·the·synthetic·data·(with·added·noise)·is·the·same·for·both	101	and·the·best-fit·to·the·synthetic·data·(with·added·noise)·is·the·same·for·both
102	methods:	102	methods:
103	plt.plot(x,·data,·'o',·label='data')	103	plt.plot(x,·data,·'o',·label='data')
104	plt.plot(x,·fit1,·label='with·analytical·derivative')	104	plt.plot(x,·fit1,·label='with·analytical·derivative')
105	plt.plot(x,·fit2,·'--',·label='without·analytical·derivative')	105	plt.plot(x,·fit2,·'--',·label='without·analytical·derivative')
106	plt.legend()	106	plt.legend()
107	[example·fit·with·derivfunc]	107	[example·fit·with·derivfunc]
108	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(·0·minutes·0.269·seconds)	108	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(·0·minutes·0.270·seconds)
109	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8f_\x8i_\x8t_\x8__\x8w_\x8i_\x8t_\x8h_\x8__\x8d_\x8e_\x8r_\x8i_\x8v_\x8f_\x8u_\x8n_\x8c_\x8._\x8p_\x8y	109	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8f_\x8i_\x8t_\x8__\x8w_\x8i_\x8t_\x8h_\x8__\x8d_\x8e_\x8r_\x8i_\x8v_\x8f_\x8u_\x8n_\x8c_\x8._\x8p_\x8y
110	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\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	110	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\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
111	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y	111	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y
112	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8	112	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8
113	····*·_\x8i_\x8n_\x8d_\x8e_\x8x	113	····*·_\x8i_\x8n_\x8d_\x8e_\x8x
114	····*·_\x8n_\x8e_\x8x_\x8t·\|	114	····*·_\x8n_\x8e_\x8x_\x8t·\|
115	····*·_\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s·\|	115	····*·_\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s·\|


Offset 201, 15 lines modified		Offset 201, 15 lines modified
201	<p>and·figure:</p>	201	<p>and·figure:</p>
202	<div·class="highlight-default·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	<div·class="highlight-default·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>
203	<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">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>
204	<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">legend</span><span·class="p">()</span>
205	<span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span>	205	<span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span>
206	</pre></div>	206	</pre></div>
207	</div>	207	</div>
208	<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_0x.png·3.0x"·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··0.269·seconds)</p>	208	<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_0x.png·3.0x"·alt="example·fit·with·inequality"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··0.270·seconds)</p>
209	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-fit-with-inequality-py">	209	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-fit-with-inequality-py">
210	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">	210	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
211	<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>	211	<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>
212	</div>	212	</div>
213	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">	213	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
214	<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>	214	<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>
215	</div>	215	</div>


Offset 239, 15 lines modified		Offset 239, 15 lines modified
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="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>	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="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>
240	<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>	240	<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>
241	<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>	241	<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>
242	<span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>	242	<span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>
243	<span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span>	243	<span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span>
244	</pre></div>	244	</pre></div>
245	</div>	245	</div>
246	<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_0x.png·3.0x"·alt="example·reduce·fcn"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··0.314·seconds)</p>	246	<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_0x.png·3.0x"·alt="example·reduce·fcn"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··0.317·seconds)</p>
247	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-reduce-fcn-py">	247	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-reduce-fcn-py">
248	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">	248	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
249	<p><a·class="reference·download·internal"·download=""·href="../_downloads/d0e8e1e708ca0de18639372a3ff96a6a/example_reduce_fcn.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_reduce_fcn.py</span></code></a></p>	249	<p><a·class="reference·download·internal"·download=""·href="../_downloads/d0e8e1e708ca0de18639372a3ff96a6a/example_reduce_fcn.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_reduce_fcn.py</span></code></a></p>
250	</div>	250	</div>
251	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">	251	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
252	<p><a·class="reference·download·internal"·download=""·href="../_downloads/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>	252	<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>
253	</div>	253	</div>


Offset 120, 15 lines modified		Offset 120, 15 lines modified
120	plt.plot(x,·y,·'o',·label='true·function')	120	plt.plot(x,·y,·'o',·label='true·function')
121	plt.plot(x,·yn,·'--*',·label='with·noise+outliers')	121	plt.plot(x,·yn,·'--*',·label='with·noise+outliers')
122	plt.plot(x,·yn+o1.residual,·'-',·label='sum·of·squares·fit')	122	plt.plot(x,·yn+o1.residual,·'-',·label='sum·of·squares·fit')
123	plt.plot(x,·yn+o2.residual,·'-',·label='robust·fit')	123	plt.plot(x,·yn+o2.residual,·'-',·label='robust·fit')
124	plt.legend()	124	plt.legend()
125	plt.show()	125	plt.show()
126	[example·reduce·fcn]	126	[example·reduce·fcn]
127	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(·0·minutes·0.314·seconds)	127	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(·0·minutes·0.317·seconds)
128	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8r_\x8e_\x8d_\x8u_\x8c_\x8e_\x8__\x8f_\x8c_\x8n_\x8._\x8p_\x8y	128	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\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
129	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8r_\x8e_\x8d_\x8u_\x8c_\x8e_\x8__\x8f_\x8c_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b	129	_\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8__\x8r_\x8e_\x8d_\x8u_\x8c_\x8e_\x8__\x8f_\x8c_\x8n_\x8._\x8i_\x8p_\x8y_\x8n_\x8b
130	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y	130	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y
131	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8	131	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8
132	····*·_\x8i_\x8n_\x8d_\x8e_\x8x	132	····*·_\x8i_\x8n_\x8d_\x8e_\x8x
133	····*·_\x8n_\x8e_\x8x_\x8t·\|	133	····*·_\x8n_\x8e_\x8x_\x8t·\|
134	····*·_\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s·\|	134	····*·_\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s·\|


Offset 200, 15 lines modified		Offset 200, 15 lines modified
200	<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">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>
201	<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">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>
202	<span·class="n">res2</span><span·class="o">.</span><span·class="n">plot_fit</span><span·class="p">()</span>	202	<span·class="n">res2</span><span·class="o">.</span><span·class="n">plot_fit</span><span·class="p">()</span>
203	<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">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>
204	<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">legend</span><span·class="p">()</span>
205	</pre></div>	205	</pre></div>
206	</div>	206	</div>
207	<img·src="../_images/sphx_glr_example_sympy_003.png"·srcset="../_images/sphx_glr_example_sympy_003.png,·../_images/sphx_glr_example_sympy_003_3_0x.png·3.0x"·alt="Model(_lambdifygenerated)"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··1.182·seconds)</p>	207	<img·src="../_images/sphx_glr_example_sympy_003.png"·srcset="../_images/sphx_glr_example_sympy_003.png,·../_images/sphx_glr_example_sympy_003_3_0x.png·3.0x"·alt="Model(_lambdifygenerated)"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··1.193·seconds)</p>
208	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-sympy-py">	208	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-sympy-py">
209	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">	209	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
210	<p><a·class="reference·download·internal"·download=""·href="../_downloads/ecc08a53d28f5c81caa3656731ba5657/example_sympy.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_sympy.py</span></code></a></p>	210	<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>
211	</div>	211	</div>
212	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">	212	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
213	<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>	213	<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>
214	</div>	214	</div>


Offset 83, 15 lines modified		Offset 83, 15 lines modified
83	lm_mod·=·lmfit.Model(model2_func,·independent_vars=('x'))	83	lm_mod·=·lmfit.Model(model2_func,·independent_vars=('x'))
84	param2_values·=·dict(x=x,·A1=2,·sigma1=1,·xc1=2,·xc2=5,·xw=4,·B=5)	84	param2_values·=·dict(x=x,·A1=2,·sigma1=1,·xc1=2,·xc2=5,·xw=4,·B=5)
85	res2·=·lm_mod.fit(data=yn,·**param2_values)	85	res2·=·lm_mod.fit(data=yn,·**param2_values)
86	res2.plot_fit()	86	res2.plot_fit()
87	plt.plot(x,·y,·label='true')	87	plt.plot(x,·y,·label='true')
88	plt.legend()	88	plt.legend()
89	[Model(_lambdifygenerated)]	89	[Model(_lambdifygenerated)]
90	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(·0·minutes·1.182·seconds)	90	T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(·0·minutes·1.193·seconds)
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	_\x8D_\x8o_\x8w_\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	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__\x8s_\x8y_\x8m_\x8p_\x8y_\x8._\x8i_\x8p_\x8y_\x8n_\x8b
93	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y	93	_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y
94	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8	94	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8
95	····*·_\x8i_\x8n_\x8d_\x8e_\x8x	95	····*·_\x8i_\x8n_\x8d_\x8e_\x8x
96	····*·_\x8n_\x8e_\x8x_\x8t·\|	96	····*·_\x8n_\x8e_\x8x_\x8t·\|
97	····*·_\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s·\|	97	····*·_\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s·\|


Offset 352, 15 lines modified		Offset 352, 15 lines modified
352	<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>	352	<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>
353	····<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>	353	····<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>
354	····<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>	354	····<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>
355	<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>	355	<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>
356	<span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span>	356	<span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span>
357	</pre></div>	357	</pre></div>
358	</div>	358	</div>
359	<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_0x.png·3.0x"·alt="Data,·Fit,·Data·-·Fit"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··3.359·seconds)</p>	359	<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_0x.png·3.0x"·alt="Data,·Fit,·Data·-·Fit"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··3.319·seconds)</p>
360	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-two-dimensional-peak-py">	360	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-two-dimensional-peak-py">
361	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">	361	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
362	<p><a·class="reference·download·internal"·download=""·href="../_downloads/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>	362	<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	</div>	363	</div>
364	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">	364	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
365	<p><a·class="reference·download·internal"·download=""·href="../_downloads/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>	365	<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>
366	</div>	366	</div>


Offset 62, 15 lines modified		Offset 62, 15 lines modified
62	····height:·····10.7899573·+/-·0.17160652·(1.59%)·==·'0.3183099*amplitude/max	62	····height:·····10.7899573·+/-·0.17160652·(1.59%)·==·'0.3183099*amplitude/max
63	(1e-15,·sigma)'	63	(1e-15,·sigma)'
64	[[Correlations]]·(unreported·correlations·are·<·0.100)	64	[[Correlations]]·(unreported·correlations·are·<·0.100)
65	····C(amplitude,·sigma)·=·+0.7087	65	····C(amplitude,·sigma)·=·+0.7087
66	and·plot·below:	66	and·plot·below:
67	result.plot_fit()	67	result.plot_fit()
68	[Model(lorentzian)]	68	[Model(lorentzian)]
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73	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8	73	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8
74	····*·_\x8i_\x8n_\x8d_\x8e_\x8x	74	····*·_\x8i_\x8n_\x8d_\x8e_\x8x
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19	[q···················][Go]	19	[q···················][Go]
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21	0\x800\x80:\x8:5\x858.8...6.62.26.6·total·execution·time·for·e\x8ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·files:	21	0\x800\x80:\x8:5\x856.6...5.55.51.1·total·execution·time·for·e\x8ex\x8xa\x8am\x8mp\x8pl\x8le\x8es\x8s·files:
22	_\x8G_\x8l_\x8o_\x8b_\x8a_\x8l_\x8·_\x8m_\x8i_\x8n_\x8i_\x8m_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8b_\x8r_\x8u_\x8t_\x8e_\x8·_\x8m_\x8e_\x8t_\x8h_\x8o_\x8d_\x8·_\x8(_\x8a_\x8._\x8k_\x8._\x8a_\x8._\x8·_\x8g_\x8r_\x8i_\x8d········00:27.~~855~~·0.0·MB	22	_\x8G_\x8l_\x8o_\x8b_\x8a_\x8l_\x8·_\x8m_\x8i_\x8n_\x8i_\x8m_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8b_\x8r_\x8u_\x8t_\x8e_\x8·_\x8m_\x8e_\x8t_\x8h_\x8o_\x8d_\x8·_\x8(_\x8a_\x8._\x8k_\x8._\x8a_\x8._\x8·_\x8g_\x8r_\x8i_\x8d········00:26.623·0.0·MB
23	_\x8s_\x8e_\x8a_\x8r_\x8c_\x8h_\x8)·(example_brute.py)	23	_\x8s_\x8e_\x8a_\x8r_\x8c_\x8h_\x8)·(example_brute.py)
24	_\x8C_\x8a_\x8l_\x8c_\x8u_\x8l_\x8a_\x8t_\x8e_\x8·_\x8C_\x8o_\x8n_\x8f_\x8i_\x8d_\x8e_\x8n_\x8c_\x8e_\x8·_\x8I_\x8n_\x8t_\x8e_\x8r_\x8v_\x8a_\x8l_\x8s·································00:21.~~074~~·0.0·MB	24	_\x8C_\x8a_\x8l_\x8c_\x8u_\x8l_\x8a_\x8t_\x8e_\x8·_\x8C_\x8o_\x8n_\x8f_\x8i_\x8d_\x8e_\x8n_\x8c_\x8e_\x8·_\x8I_\x8n_\x8t_\x8e_\x8r_\x8v_\x8a_\x8l_\x8s·································00:20.247·0.0·MB
25	(example_confidence_interval.py)	25	(example_confidence_interval.py)
26	_\x8F_\x8i_\x8t_\x8·_\x8T_\x8w_\x8o_\x8·_\x8D_\x8i_\x8m_\x8e_\x8n_\x8s_\x8i_\x8o_\x8n_\x8a_\x8l_\x8·_\x8P_\x8e_\x8a_\x8k_\x8s·(example_two_dimensional_peak.py)····00:03.359·0.0·MB	26	_\x8F_\x8i_\x8t_\x8·_\x8T_\x8w_\x8o_\x8·_\x8D_\x8i_\x8m_\x8e_\x8n_\x8s_\x8i_\x8o_\x8n_\x8a_\x8l_\x8·_\x8P_\x8e_\x8a_\x8k_\x8s·(example_two_dimensional_peak.py)····00:03.319·0.0·MB
27	_\x8O_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8·_\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8v_\x8i_\x8a_\x8·_\x8l_\x8e_\x8a_\x8v_\x8e_\x8-_\x8o_\x8n_\x8e_\x8-_\x8o_\x8u_\x8t····························00:01.256·0.0·MB	27	_\x8O_\x8u_\x8t_\x8l_\x8i_\x8e_\x8r_\x8·_\x8d_\x8e_\x8t_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8v_\x8i_\x8a_\x8·_\x8l_\x8e_\x8a_\x8v_\x8e_\x8-_\x8o_\x8n_\x8e_\x8-_\x8o_\x8u_\x8t····························00:01.249·0.0·MB
28	(example_detect_outliers.py)	28	(example_detect_outliers.py)
29	_\x8B_\x8u_\x8i_\x8l_\x8d_\x8i_\x8n_\x8g_\x8·_\x8a_\x8·_\x8l_\x8m_\x8f_\x8i_\x8t_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8S_\x8y_\x8m_\x8P_\x8y·(example_sympy.py)···········00:01.182·0.0·MB	29	_\x8B_\x8u_\x8i_\x8l_\x8d_\x8i_\x8n_\x8g_\x8·_\x8a_\x8·_\x8l_\x8m_\x8f_\x8i_\x8t_\x8·_\x8m_\x8o_\x8d_\x8e_\x8l_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8S_\x8y_\x8m_\x8P_\x8y·(example_sympy.py)···········00:01.193·0.0·MB
30	_\x8C_\x8o_\x8m_\x8p_\x8l_\x8e_\x8x_\x8·_\x8R_\x8e_\x8s_\x8o_\x8n_\x8a_\x8t_\x8o_\x8r_\x8·_\x8M_\x8o_\x8d_\x8e_\x8l·(example_complex_resonator_model.py)···00:00.765·0.0·MB	30	_\x8C_\x8o_\x8m_\x8p_\x8l_\x8e_\x8x_\x8·_\x8R_\x8e_\x8s_\x8o_\x8n_\x8a_\x8t_\x8o_\x8r_\x8·_\x8M_\x8o_\x8d_\x8e_\x8l·(example_complex_resonator_model.py)···00:00.763·0.0·MB
31	_\x8F_\x8i_\x8t_\x8·_\x8U_\x8s_\x8i_\x8n_\x8g_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8i_\x8a_\x8l_\x8__\x8e_\x8v_\x8o_\x8l_\x8u_\x8t_\x8i_\x8o_\x8n_\x8·_\x8A_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m·(example_diffev.py)·00:00.430·0.0·MB	31	_\x8F_\x8i_\x8t_\x8·_\x8U_\x8s_\x8i_\x8n_\x8g_\x8·_\x8d_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8i_\x8a_\x8l_\x8__\x8e_\x8v_\x8o_\x8l_\x8u_\x8t_\x8i_\x8o_\x8n_\x8·_\x8A_\x8l_\x8g_\x8o_\x8r_\x8i_\x8t_\x8h_\x8m·(example_diffev.py)·00:00.435·0.0·MB
32	_\x8F_\x8i_\x8t_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8M_\x8o_\x8d_\x8e_\x8l_\x8·_\x8i_\x8n_\x8t_\x8e_\x8r_\x8f_\x8a_\x8c_\x8e·(example_Model_interface.py)·····00:00.429·0.0·MB	32	_\x8F_\x8i_\x8t_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8t_\x8h_\x8e_\x8·_\x8M_\x8o_\x8d_\x8e_\x8l_\x8·_\x8i_\x8n_\x8t_\x8e_\x8r_\x8f_\x8a_\x8c_\x8e·(example_Model_interface.py)·····00:00.430·0.0·MB
33	_\x8F_\x8i_\x8t_\x8·_\x8S_\x8p_\x8e_\x8c_\x8i_\x8f_\x8y_\x8i_\x8n_\x8g_\x8·_\x8D_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8R_\x8e_\x8d_\x8u_\x8c_\x8e_\x8·_\x8F_\x8u_\x8n_\x8c_\x8t_\x8i_\x8o_\x8n·······················00:00.314·0.0·MB	33	_\x8F_\x8i_\x8t_\x8·_\x8S_\x8p_\x8e_\x8c_\x8i_\x8f_\x8y_\x8i_\x8n_\x8g_\x8·_\x8D_\x8i_\x8f_\x8f_\x8e_\x8r_\x8e_\x8n_\x8t_\x8·_\x8R_\x8e_\x8d_\x8u_\x8c_\x8e_\x8·_\x8F_\x8u_\x8n_\x8c_\x8t_\x8i_\x8o_\x8n·······················00:00.317·0.0·MB
34	(example_reduce_fcn.py)	34	(example_reduce_fcn.py)
35	_\x8F_\x8i_\x8t_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8D_\x8a_\x8t_\x8a_\x8·_\x8i_\x8n_\x8·_\x8a_\x8·_\x8p_\x8a_\x8n_\x8d_\x8a_\x8s_\x8·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e·(example_use_pandas.py)····00:00.301·0.0·MB	35	_\x8F_\x8i_\x8t_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8D_\x8a_\x8t_\x8a_\x8·_\x8i_\x8n_\x8·_\x8a_\x8·_\x8p_\x8a_\x8n_\x8d_\x8a_\x8s_\x8·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e·(example_use_pandas.py)····00:00.303·0.0·MB
36	_\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··································00:00.294·0.0·MB	36	_\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··································00:00.295·0.0·MB
37	(example_fit_with_algebraic_constraint.py)	37	(example_fit_with_algebraic_constraint.py)
38	_\x8F_\x8i_\x8t_\x8·_\x8M_\x8u_\x8l_\x8t_\x8i_\x8p_\x8l_\x8e_\x8·_\x8D_\x8a_\x8t_\x8a_\x8·_\x8S_\x8e_\x8t_\x8s·(example_fit_multi_datasets.py)·········00:00.285·0.0·MB	38	_\x8F_\x8i_\x8t_\x8·_\x8M_\x8u_\x8l_\x8t_\x8i_\x8p_\x8l_\x8e_\x8·_\x8D_\x8a_\x8t_\x8a_\x8·_\x8S_\x8e_\x8t_\x8s·(example_fit_multi_datasets.py)·········00:00.289·0.0·MB
39	_\x8F_\x8i_\x8t_\x8·_\x8U_\x8s_\x8i_\x8n_\x8g_\x8·_\x8B_\x8o_\x8u_\x8n_\x8d_\x8s·(example_fit_with_bounds.py)··················00:00.282·0.0·MB	39	_\x8F_\x8i_\x8t_\x8·_\x8U_\x8s_\x8i_\x8n_\x8g_\x8·_\x8B_\x8o_\x8u_\x8n_\x8d_\x8s·(example_fit_with_bounds.py)··················00:00.282·0.0·MB
40	_\x8F_\x8i_\x8t_\x8·_\x8S_\x8p_\x8e_\x8c_\x8i_\x8f_\x8y_\x8i_\x8n_\x8g_\x8·_\x8a_\x8·_\x8F_\x8u_\x8n_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8t_\x8o_\x8·_\x8C_\x8o_\x8m_\x8p_\x8u_\x8t_\x8e_\x8·_\x8t_\x8h_\x8e_\x8·_\x8J_\x8a_\x8c_\x8o_\x8b_\x8i_\x8a_\x8n··············00:00.269·0.0·MB	40	_\x8F_\x8i_\x8t_\x8·_\x8S_\x8p_\x8e_\x8c_\x8i_\x8f_\x8y_\x8i_\x8n_\x8g_\x8·_\x8a_\x8·_\x8F_\x8u_\x8n_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8t_\x8o_\x8·_\x8C_\x8o_\x8m_\x8p_\x8u_\x8t_\x8e_\x8·_\x8t_\x8h_\x8e_\x8·_\x8J_\x8a_\x8c_\x8o_\x8b_\x8i_\x8a_\x8n··············00:00.270·0.0·MB
41	(example_fit_with_derivfunc.py)	41	(example_fit_with_derivfunc.py)
42	_\x8F_\x8i_\x8t_\x8·_\x8U_\x8s_\x8i_\x8n_\x8g_\x8·_\x8I_\x8n_\x8e_\x8q_\x8u_\x8a_\x8l_\x8i_\x8t_\x8y_\x8·_\x8C_\x8o_\x8n_\x8s_\x8t_\x8r_\x8a_\x8i_\x8n_\x8t································00:00.269·0.0·MB	42	_\x8F_\x8i_\x8t_\x8·_\x8U_\x8s_\x8i_\x8n_\x8g_\x8·_\x8I_\x8n_\x8e_\x8q_\x8u_\x8a_\x8l_\x8i_\x8t_\x8y_\x8·_\x8C_\x8o_\x8n_\x8s_\x8t_\x8r_\x8a_\x8i_\x8n_\x8t································00:00.270·0.0·MB
43	(example_fit_with_inequality.py)	43	(example_fit_with_inequality.py)
44	_\x8U_\x8s_\x8i_\x8n_\x8g_\x8·_\x8a_\x8n_\x8·_\x8E_\x8x_\x8p_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8M_\x8o_\x8d_\x8e_\x8l·(example_expression_model.py)·········00:00.263·0.0·MB	44	_\x8U_\x8s_\x8i_\x8n_\x8g_\x8·_\x8a_\x8n_\x8·_\x8E_\x8x_\x8p_\x8r_\x8e_\x8s_\x8s_\x8i_\x8o_\x8n_\x8M_\x8o_\x8d_\x8e_\x8l·(example_expression_model.py)·········00:00.265·0.0·MB
45	_\x8M_\x8o_\x8d_\x8e_\x8l_\x8·_\x8S_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8l_\x8m_\x8f_\x8i_\x8t_\x8·_\x8a_\x8n_\x8d_\x8·_\x8e_\x8m_\x8c_\x8e_\x8e··························00:00.000·0.0·MB	45	_\x8M_\x8o_\x8d_\x8e_\x8l_\x8·_\x8S_\x8e_\x8l_\x8e_\x8c_\x8t_\x8i_\x8o_\x8n_\x8·_\x8u_\x8s_\x8i_\x8n_\x8g_\x8·_\x8l_\x8m_\x8f_\x8i_\x8t_\x8·_\x8a_\x8n_\x8d_\x8·_\x8e_\x8m_\x8c_\x8e_\x8e··························00:00.000·0.0·MB
46	(lmfit_emcee_model_selection.py)	46	(lmfit_emcee_model_selection.py)
47	_\x8E_\x8m_\x8c_\x8e_\x8e_\x8·_\x8a_\x8n_\x8d_\x8·_\x8t_\x8h_\x8e_\x8·_\x8M_\x8o_\x8d_\x8e_\x8l_\x8·_\x8I_\x8n_\x8t_\x8e_\x8r_\x8f_\x8a_\x8c_\x8e··································00:00.000·0.0·MB	47	_\x8E_\x8m_\x8c_\x8e_\x8e_\x8·_\x8a_\x8n_\x8d_\x8·_\x8t_\x8h_\x8e_\x8·_\x8M_\x8o_\x8d_\x8e_\x8l_\x8·_\x8I_\x8n_\x8t_\x8e_\x8r_\x8f_\x8a_\x8c_\x8e··································00:00.000·0.0·MB
48	(nodoc_example_emcee_Model_interface.py)	48	(nodoc_example_emcee_Model_interface.py)
49	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8	49	\x8\x8\x8\x8·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·\x8\x8\x8\x8
50	····*·_\x8i_\x8n_\x8d_\x8e_\x8x	50	····*·_\x8i_\x8n_\x8d_\x8e_\x8x
51	····*·[·_\x8i_\x8n_\x8t_\x8r_\x8o·\|	51	····*·[·_\x8i_\x8n_\x8t_\x8r_\x8o·\|