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/srv/reproducible-results/rbuild-debian/r-b-build.uu3EcbB5/b1/lmfit-py_1.1.0-1_arm64.changes vs.

/srv/reproducible-results/rbuild-debian/r-b-build.uu3EcbB5/b2/lmfit-py_1.1.0-1_arm64.changes ¶

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1	·7~~7218c~~ea~~dcb~~d~~63431~~c~~73ed~~f2cbf3f~~210~~·5447948·doc·optional·python-lmfit-doc_1.1.0-1_all.deb	1	·576339d2ea312d002a0cb0d8fec9f1a4·5447924·doc·optional·python-lmfit-doc_1.1.0-1_all.deb
2	·619404f27f64ee41d1e7615700243968·76068·python·optional·python3-lmfit_1.1.0-1_all.deb	2	·619404f27f64ee41d1e7615700243968·76068·python·optional·python3-lmfit_1.1.0-1_all.deb

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python-lmfit-doc_1.1.0-1_all.deb ¶

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control.tar.xz ¶

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control.tar ¶

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./md5sums ¶

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./md5sums ¶

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data.tar.xz ¶

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data.tar ¶

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file list ¶

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


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520	..·rst-class::·sphx-glr-timing	520	..·rst-class::·sphx-glr-timing

521	···Total·running·time·of·the·script:·(·0·minutes··0.~~410~~·seconds)	521	···Total·running·time·of·the·script:·(·0·minutes··1.037·seconds)


522	..·_sphx_glr_download_examples_example_Model_interface.py:	522	..·_sphx_glr_download_examples_example_Model_interface.py:


523	..·only·::·html	523	..·only·::·html

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


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995	..·rst-class::·sphx-glr-timing	995	..·rst-class::·sphx-glr-timing

996	···Total·running·time·of·the·script:·(·0·minutes··22.~~917~~·seconds)	996	···Total·running·time·of·the·script:·(·0·minutes··32.076·seconds)


997	..·_sphx_glr_download_examples_example_brute.py:	997	..·_sphx_glr_download_examples_example_brute.py:


998	..·only·::·html	998	..·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.~~741~~·seconds)	296	···Total·running·time·of·the·script:·(·0·minutes··1.420·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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287	..·rst-class::·sphx-glr-timing	287	..·rst-class::·sphx-glr-timing

288	···Total·running·time·of·the·script:·(·0·minutes··18.686·seconds)	288	···Total·running·time·of·the·script:·(·0·minutes··33.106·seconds)


289	..·_sphx_glr_download_examples_example_confidence_interval.py:	289	..·_sphx_glr_download_examples_example_confidence_interval.py:


290	..·only·::·html	290	..·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.~~208~~·seconds)	264	···Total·running·time·of·the·script:·(·0·minutes··1.742·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.~~408~~·seconds)	189	···Total·running·time·of·the·script:·(·0·minutes··0.661·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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142	···Total·running·time·of·the·script:·(·0·minutes··0.~~259~~·seconds)	142	···Total·running·time·of·the·script:·(·0·minutes··0.615·seconds)


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


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


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211	···Total·running·time·of·the·script:·(·0·minutes··0.~~273~~·seconds)	211	···Total·running·time·of·the·script:·(·0·minutes··0.622·seconds)


212	..·_sphx_glr_download_examples_example_fit_multi_datasets.py:	212	..·_sphx_glr_download_examples_example_fit_multi_datasets.py:


213	..·only·::·html	213	..·only·::·html

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


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142	..·rst-class::·sphx-glr-timing	142	..·rst-class::·sphx-glr-timing

143	···Total·running·time·of·the·script:·(·0·minutes··0.~~268~~·seconds)	143	···Total·running·time·of·the·script:·(·0·minutes··0.375·seconds)


144	..·_sphx_glr_download_examples_example_fit_with_algebraic_constraint.py:	144	..·_sphx_glr_download_examples_example_fit_with_algebraic_constraint.py:


145	..·only·::·html	145	..·only·::·html

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


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

179	···Total·running·time·of·the·script:·(·0·minutes··0.~~281~~·seconds)	179	···Total·running·time·of·the·script:·(·0·minutes··0.394·seconds)


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


181	..·only·::·html	181	..·only·::·html

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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.~~258~~·seconds)	178	···Total·running·time·of·the·script:·(·0·minutes··0.626·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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168	..·rst-class::·sphx-glr-timing	168	..·rst-class::·sphx-glr-timing

169	···Total·running·time·of·the·script:·(·0·minutes··0.266·seconds)	169	···Total·running·time·of·the·script:·(·0·minutes··0.662·seconds)


170	..·_sphx_glr_download_examples_example_fit_with_inequality.py:	170	..·_sphx_glr_download_examples_example_fit_with_inequality.py:


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


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206	···Total·running·time·of·the·script:·(·0·minutes··0.310·seconds)	206	···Total·running·time·of·the·script:·(·0·minutes··0.418·seconds)


207	..·_sphx_glr_download_examples_example_reduce_fcn.py:	207	..·_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.~~134~~·seconds)	198	···Total·running·time·of·the·script:·(·0·minutes··1.472·seconds)


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


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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.~~658~~·seconds)	373	···Total·running·time·of·the·script:·(·0·minutes··4.201·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.~~305~~·seconds)	126	···Total·running·time·of·the·script:·(·0·minutes··0.733·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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1.75 KB

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

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2.43 KB

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


Offset 656, 15 lines modified		Offset 656, 15 lines modified
656	········<span·class="n">plt</span><span·class="o">.</span><span·class="n">savefig</span><span·class="p">(</span><span·class="n">output</span><span·class="p">)</span>	656	········<span·class="n">plt</span><span·class="o">.</span><span·class="n">savefig</span><span·class="p">(</span><span·class="n">output</span><span·class="p">)</span>
657	</pre></div>	657	</pre></div>
658	</div>	658	</div>
659	<p>and·finally,·to·generated·the·figure:</p>	659	<p>and·finally,·to·generated·the·figure:</p>
660	<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>	660	<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>
661	</pre></div>	661	</pre></div>
662	</div>	662	</div>
663	<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··22.~~917~~·seconds)</p>	663	<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··32.076·seconds)</p>
664	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-brute-py">	664	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-brute-py">
665	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">	665	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
666	<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>	666	<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>
667	</div>	667	</div>
668	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">	668	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
669	<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>	669	<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>
670	</div>	670	</div>

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

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2.6 KB

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

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

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3.3 KB

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

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3.25 KB

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

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

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3.33 KB

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

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


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211	</pre></div>	211	</pre></div>
212	</div>	212	</div>
213	<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>	213	<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>
214	<span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">fit</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'best·fit'</span><span·class="p">)</span>	214	<span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">fit</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'best·fit'</span><span·class="p">)</span>
215	<span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>	215	<span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>
216	</pre></div>	216	</pre></div>
217	</div>	217	</div>
218	<img·src="../_images/sphx_glr_example_fit_with_bounds_001.png"·srcset="../_images/sphx_glr_example_fit_with_bounds_001.png,·../_images/sphx_glr_example_fit_with_bounds_001_3_0x.png·3.0x"·alt="example·fit·with·bounds"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··0.~~281~~·seconds)</p>	218	<img·src="../_images/sphx_glr_example_fit_with_bounds_001.png"·srcset="../_images/sphx_glr_example_fit_with_bounds_001.png,·../_images/sphx_glr_example_fit_with_bounds_001_3_0x.png·3.0x"·alt="example·fit·with·bounds"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··0.394·seconds)</p>
219	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-fit-with-bounds-py">	219	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-fit-with-bounds-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/27b87cac9cd9afd7fa73c15f10211608/example_fit_with_bounds.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_fit_with_bounds.py</span></code></a></p>	221	<p><a·class="reference·download·internal"·download=""·href="../_downloads/27b87cac9cd9afd7fa73c15f10211608/example_fit_with_bounds.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_fit_with_bounds.py</span></code></a></p>
222	</div>	222	</div>
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/fd01b33f1731fe67d0f89a803067a496/example_fit_with_bounds.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_fit_with_bounds.ipynb</span></code></a></p>	224	<p><a·class="reference·download·internal"·download=""·href="../_downloads/fd01b33f1731fe67d0f89a803067a496/example_fit_with_bounds.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_fit_with_bounds.ipynb</span></code></a></p>
225	</div>	225	</div>

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

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


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208	</div>	208	</div>
209	<p>and·figure:</p>	209	<p>and·figure:</p>
210	<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>	210	<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>
211	<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>	211	<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>
212	<span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>	212	<span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>
213	</pre></div>	213	</pre></div>
214	</div>	214	</div>
215	<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··0.266·seconds)</p>	215	<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··0.662·seconds)</p>
216	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-fit-with-inequality-py">	216	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-fit-with-inequality-py">
217	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">	217	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
218	<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>	218	<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>
219	</div>	219	</div>
220	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">	220	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
221	<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>	221	<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>
222	</div>	222	</div>

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3.75 KB

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

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

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

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


Offset 180, 15 lines modified		Offset 180, 15 lines modified
180	····C(amplitude,·sigma)·=·0.709	180	····C(amplitude,·sigma)·=·0.709
181	</pre></div>	181	</pre></div>
182	</div>	182	</div>
183	<p>and·plot·below:</p>	183	<p>and·plot·below:</p>
184	<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>	184	<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>
185	</pre></div>	185	</pre></div>
186	</div>	186	</div>
187	<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.~~305~~·seconds)</p>	187	<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··0.733·seconds)</p>
188	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-use-pandas-py">	188	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-use-pandas-py">
189	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">	189	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
190	<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>	190	<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>
191	</div>	191	</div>
192	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">	192	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
193	<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>	193	<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>
194	</div>	194	</div>

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


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109	····<div·class="document">	109	····<div·class="document">
110	······<div·class="documentwrapper">	110	······<div·class="documentwrapper">
111	········<div·class="bodywrapper">	111	········<div·class="bodywrapper">
112	··········<div·class="body"·role="main">	112	··········<div·class="body"·role="main">
113	············	113	············
114	··<section·id="computation-times">	114	··<section·id="computation-times">
115	<span·id="sphx-glr-examples-sg-execution-times"></span><h1>Computation·times<a·class="headerlink"·href="#computation-times"·title="Permalink·to·this·heading">¶</a></h1>	115	<span·id="sphx-glr-examples-sg-execution-times"></span><h1>Computation·times<a·class="headerlink"·href="#computation-times"·title="Permalink·to·this·heading">¶</a></h1>
116	<p><strong>00:51.~~382~~</strong>·total·execution·time·for·<strong>examples</strong>·files:</p>	116	<p><strong>01:20.161</strong>·total·execution·time·for·<strong>examples</strong>·files:</p>
117	<table·class="docutils·align-default">	117	<table·class="docutils·align-default">
118	<tbody>	118	<tbody>
119	<tr·class="row-odd"><td><p><a·class="reference·internal"·href="example_~~bru~~te.html#sphx-glr-examples-example-~~bru~~te-py"><span·class="std·std-ref">~~Glo~~bal~~·minimiz~~ation·using~~·th~~e~~·br~~ute·met~~hod·(a.k.a.·~~gr~~id·s~~earch)</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_~~bru~~te.py</span></code>)</p></td>	119	<tr·class="row-odd"><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>00:22.~~917~~</p></td>	120	<td><p>00:33.106</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-even"><td><p><a·class="reference·internal"·href="example_~~confidence_in~~te~~rval~~.html#sphx-glr-examples-example-~~confidence-in~~te~~rval~~-py"><span·class="std·std-ref">Cal~~cul~~ate·Con~~fid~~ence·Intervals</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_~~confidence_in~~te~~rval~~.py</span></code>)</p></td>	123	<tr·class="row-even"><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>
124	<td><p>00:18.686</p></td>	124	<td><p>00:32.076</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-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>	127	<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>
128	<td><p>00:03.~~658~~</p></td>	128	<td><p>00:04.201</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-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>	131	<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>
132	<td><p>00:01.~~208~~</p></td>	132	<td><p>00:01.742</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-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>	135	<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>
136	<td><p>00:01.~~134~~</p></td>	136	<td><p>00:01.472</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-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>	139	<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>
140	<td><p>00:00.~~741~~</p></td>	140	<td><p>00:01.420</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-odd"><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-odd"><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.~~410~~</p></td>	144	<td><p>00:01.037</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-even"><td><p><a·class="reference·internal"·href="example_~~diffev~~.html#sphx-glr-examples-example-~~diffev~~-py"><span·class="std·std-ref">Fit·Using·d~~iffere~~ntia~~l_evolution~~·~~Algorithm~~</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_~~diffev~~.py</span></code>)</p></td>	147	<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>
148	<td><p>00:00.~~408~~</p></td>	148	<td><p>00:00.733</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-odd"><td><p><a·class="reference·internal"·href="example_reduc~~e_fcn~~.html#sphx-glr-examples-example-reduc~~e-fcn~~-py"><span·class="std·std-ref">Fit·~~Speci~~fying·~~Differ~~en~~t·Reduce~~·Function</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_reduc~~e_fcn~~.py</span></code>)</p></td>	151	<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>
152	<td><p>00:00.~~310~~</p></td>	152	<td><p>00:00.662</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-even"><td><p><a·class="reference·internal"·href="example_~~use_pandas~~.html#sphx-glr-examples-exampl~~e-us~~e-~~pandas~~-py"><span·class="std·std-ref">Fit·with·~~Data·i~~n·a~~·pandas~~·~~DataFrame~~</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">exampl~~e_us~~e_~~pandas~~.py</span></code>)</p></td>	155	<tr·class="row-even"><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>
156	<td><p>00:00.~~305~~</p></td>	156	<td><p>00:00.661</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-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·Bou~~nds~~</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_fit_with_bounds.py</span></code>)</p></td>	159	<tr·class="row-odd"><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>
160	<td><p>00:00.~~281~~</p></td>	160	<td><p>00:00.626</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-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>	163	<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>
164	<td><p>00:00.~~273~~</p></td>	164	<td><p>00:00.622</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-odd"><td><p><a·class="reference·internal"·href="example_~~fit_with_alg~~ebrai~~c_c~~ons~~traint~~.html#sphx-glr-examples-example~~-fit~~-~~with-alg~~ebrai~~c-c~~ons~~traint~~-py"><span·class="std·std-ref">~~Fit~~·with·~~Algebraic·C~~onst~~raint~~</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example~~_fit_with~~_~~alg~~e~~braic_const[·...~~·tr~~uncat~~e~~d·by·diff~~osco~~pe;·le~~n~~:·5,·SHA:·687a9c1b~~d~~2c91095fc722f8896c8565b611f4abc749e~~e~~013dac8a18800104b67·...·~~].py</span></code>)</p></td>	167	<tr·class="row-odd"><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>
168	<td><p>00:00.~~268~~</p></td>	168	<td><p>00:00.615</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-even"><td><p><a·class="reference·internal"·href="example_~~fit_with_i~~nequ~~ality~~.html#sphx-glr-examples-example~~-fit-with~~-inequ~~ality~~-py"><span·class="std·std-ref">Fit·Using·In~~equality~~·Constraint</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example~~_fit_with~~_inequ~~ality~~.py</span></code>)</p></td>	171	<tr·class="row-even"><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>
172	<td><p>00:00.~~266~~</p></td>	172	<td><p>00:00.418</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-odd"><td><p><a·class="reference·internal"·href="example_ex~~press~~ion_mo~~del~~.html#sphx-glr-examples-example-ex~~press~~ion-mo~~del~~-py"><span·class="std·std-ref">Usi~~ng·a~~n·E~~xpressi~~onModel</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_ex~~press~~ion_mo~~del~~.py</span></code>)</p></td>	175	<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>
176	<td><p>00:00.~~259~~</p></td>	176	<td><p>00:00.394</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-even"><td><p><a·class="reference·internal"·href="example_fit_with_deri~~vfu~~nc.html#sphx-glr-examples-example-fit-with-deri~~vfu~~nc-py"><span·class="std·std-ref">Fit·~~Specif~~ying·~~a·Funct~~i~~on·t~~o·Co~~mput~~e·t~~he·~~Ja~~cob~~ian</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_fit_with_deri~~vfu~~nc.py</span></code>)</p></td>	179	<tr·class="row-even"><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>
180	<td><p>00:00.~~258~~</p></td>	180	<td><p>00:00.375</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-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>	183	<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>
184	<td><p>00:00.000</p></td>	184	<td><p>00:00.000</p></td>
185	<td><p>0.0·MB</p></td>	185	<td><p>0.0·MB</p></td>
186	</tr>	186	</tr>
187	<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>	187	<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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13.6 KB

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

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13.5 KB

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	00:51.~~382~~·total·execution·time·for·examples·files:	5	01:20.161·total·execution·time·for·examples·files:

6	+------------------------------------------------------------------------------------------------------------------+-----------+--------+	6	+------------------------------------------------------------------------------------------------------------------+-----------+--------+
7	\|·:ref:`sphx_glr_examples_example_~~bru~~te.py`·(``example_~~brute.py``)····························~~·····················\|·00:22.~~917~~·\|·0.0·MB·\|	7	\|·:ref:`sphx_glr_examples_example_confidence_interval.py`·(``example_confidence_interval.py``)·····················\|·00:33.106·\|·0.0·MB·\|
8	+------------------------------------------------------------------------------------------------------------------+-----------+--------+	8	+------------------------------------------------------------------------------------------------------------------+-----------+--------+
9	\|·:ref:`sphx_glr_examples_example_~~confidence_in~~te~~rval~~.py`·(``example_~~confidence_interval.py``)~~·····················\|·00:18.686·\|·0.0·MB·\|	9	\|·:ref:`sphx_glr_examples_example_brute.py`·(``example_brute.py``)·················································\|·00:32.076·\|·0.0·MB·\|
10	+------------------------------------------------------------------------------------------------------------------+-----------+--------+	10	+------------------------------------------------------------------------------------------------------------------+-----------+--------+
11	\|·:ref:`sphx_glr_examples_example_two_dimensional_peak.py`·(``example_two_dimensional_peak.py``)···················\|·00:03.~~658~~·\|·0.0·MB·\|	11	\|·:ref:`sphx_glr_examples_example_two_dimensional_peak.py`·(``example_two_dimensional_peak.py``)···················\|·00:04.201·\|·0.0·MB·\|
12	+------------------------------------------------------------------------------------------------------------------+-----------+--------+	12	+------------------------------------------------------------------------------------------------------------------+-----------+--------+
13	\|·:ref:`sphx_glr_examples_example_detect_outliers.py`·(``example_detect_outliers.py``)·····························\|·00:01.~~208~~·\|·0.0·MB·\|	13	\|·:ref:`sphx_glr_examples_example_detect_outliers.py`·(``example_detect_outliers.py``)·····························\|·00:01.742·\|·0.0·MB·\|
14	+------------------------------------------------------------------------------------------------------------------+-----------+--------+	14	+------------------------------------------------------------------------------------------------------------------+-----------+--------+
15	\|·:ref:`sphx_glr_examples_example_sympy.py`·(``example_sympy.py``)·················································\|·00:01.~~134~~·\|·0.0·MB·\|	15	\|·:ref:`sphx_glr_examples_example_sympy.py`·(``example_sympy.py``)·················································\|·00:01.472·\|·0.0·MB·\|
16	+------------------------------------------------------------------------------------------------------------------+-----------+--------+	16	+------------------------------------------------------------------------------------------------------------------+-----------+--------+
17	\|·:ref:`sphx_glr_examples_example_complex_resonator_model.py`·(``example_complex_resonator_model.py``)·············\|·00:00.~~741~~·\|·0.0·MB·\|	17	\|·:ref:`sphx_glr_examples_example_complex_resonator_model.py`·(``example_complex_resonator_model.py``)·············\|·00:01.420·\|·0.0·MB·\|
18	+------------------------------------------------------------------------------------------------------------------+-----------+--------+	18	+------------------------------------------------------------------------------------------------------------------+-----------+--------+
19	\|·:ref:`sphx_glr_examples_example_Model_interface.py`·(``example_Model_interface.py``)·····························\|·00:00.~~410~~·\|·0.0·MB·\|	19	\|·:ref:`sphx_glr_examples_example_Model_interface.py`·(``example_Model_interface.py``)·····························\|·00:01.037·\|·0.0·MB·\|
20	+------------------------------------------------------------------------------------------------------------------+-----------+--------+	20	+------------------------------------------------------------------------------------------------------------------+-----------+--------+
21	\|·:ref:`sphx_glr_examples_example_~~diffev~~.py`·(``example_diffev.py~~``)········~~·······································\|·00:00.~~408~~·\|·0.0·MB·\|	21	\|·:ref:`sphx_glr_examples_example_use_pandas.py`·(``example_use_pandas.py``)·······································\|·00:00.733·\|·0.0·MB·\|
22	+------------------------------------------------------------------------------------------------------------------+-----------+--------+	22	+------------------------------------------------------------------------------------------------------------------+-----------+--------+
23	\|·:ref:`sphx_glr_examples_example_reduc~~e_fcn~~.py`·(``exampl~~e_reduc~~e_fcn~~.py``)··················~~·····················\|·00:00.~~310~~·\|·0.0·MB·\|	23	\|·:ref:`sphx_glr_examples_example_fit_with_inequality.py`·(``example_fit_with_inequality.py``)·····················\|·00:00.662·\|·0.0·MB·\|
24	+------------------------------------------------------------------------------------------------------------------+-----------+--------+	24	+------------------------------------------------------------------------------------------------------------------+-----------+--------+
25	\|·:ref:`sphx_glr_examples_example_~~use_pandas~~.py`·(``example_use_p~~andas.py``)~~·······································\|·00:00.~~305~~·\|·0.0·MB·\|	25	\|·:ref:`sphx_glr_examples_example_diffev.py`·(``example_diffev.py``)···············································\|·00:00.661·\|·0.0·MB·\|
26	+------------------------------------------------------------------------------------------------------------------+-----------+--------+	26	+------------------------------------------------------------------------------------------------------------------+-----------+--------+
27	\|·:ref:`sphx_glr_examples_example_fit_with_bounds.py`·(``example_fit_with_bounds.py``)~~······~~·······················\|·00:00.~~281~~·\|·0.0·MB·\|	27	\|·:ref:`sphx_glr_examples_example_fit_with_derivfunc.py`·(``example_fit_with_derivfunc.py``)·······················\|·00:00.626·\|·0.0·MB·\|
28	+------------------------------------------------------------------------------------------------------------------+-----------+--------+	28	+------------------------------------------------------------------------------------------------------------------+-----------+--------+
29	\|·:ref:`sphx_glr_examples_example_fit_multi_datasets.py`·(``example_fit_multi_datasets.py``)·······················\|·00:00.~~273~~·\|·0.0·MB·\|	29	\|·:ref:`sphx_glr_examples_example_fit_multi_datasets.py`·(``example_fit_multi_datasets.py``)·······················\|·00:00.622·\|·0.0·MB·\|
30	+------------------------------------------------------------------------------------------------------------------+-----------+--------+	30	+------------------------------------------------------------------------------------------------------------------+-----------+--------+
31	\|·:ref:`sphx_glr_examples_example_~~fit_with_alg~~ebrai~~c_c~~ons~~traint~~.py`·(``example_~~fit_w~~ith_al~~gebraic_constraint.py``)~~·\|·00:00.~~268~~·\|·0.0·MB·\|	31	\|·:ref:`sphx_glr_examples_example_expression_model.py`·(``example_expression_model.py``)···························\|·00:00.615·\|·0.0·MB·\|
32	+------------------------------------------------------------------------------------------------------------------+-----------+--------+	32	+------------------------------------------------------------------------------------------------------------------+-----------+--------+
33	\|·:ref:`sphx_glr_examples_example_~~fit_with_i~~nequ~~ality~~.py`·(``example_f~~it_with_inequality.py``)~~·····················\|·00:00.~~266~~·\|·0.0·MB·\|	33	\|·:ref:`sphx_glr_examples_example_reduce_fcn.py`·(``example_reduce_fcn.py``)·······································\|·00:00.418·\|·0.0·MB·\|
34	+------------------------------------------------------------------------------------------------------------------+-----------+--------+	34	+------------------------------------------------------------------------------------------------------------------+-----------+--------+
35	\|·:ref:`sphx_glr_examples_example_ex~~press~~ion_mo~~del~~.py`·(``example_ex~~press~~ion_mo~~del~~.py``)···························\|·00:00.~~259~~·\|·0.0·MB·\|	35	\|·:ref:`sphx_glr_examples_example_fit_with_bounds.py`·(``example_fit_with_bounds.py``)·····························\|·00:00.394·\|·0.0·MB·\|
36	+------------------------------------------------------------------------------------------------------------------+-----------+--------+	36	+------------------------------------------------------------------------------------------------------------------+-----------+--------+
37	\|·:ref:`sphx_glr_examples_example_fit_with_deri~~vfu~~nc.py`·(``example_fit_with_~~derivfun~~c~~.py``)······················~~·\|·00:00.~~258~~·\|·0.0·MB·\|	37	\|·:ref:`sphx_glr_examples_example_fit_with_algebraic_constraint.py`·(``example_fit_with_algebraic_constraint.py``)·\|·00:00.375·\|·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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355	<div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[[Variables]]	355	<div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[[Variables]]
356	····N:····7.11270203·+/-·0.24334999·(3.42%)·(init·=·10)	356	····N:····7.11270203·+/-·0.24334999·(3.42%)·(init·=·10)
357	····tau:··2.92065221·+/-·0.13488198·(4.62%)·(init·=·1)	357	····tau:··2.92065221·+/-·0.13488198·(4.62%)·(init·=·1)
358	[[Correlations]]·(unreported·correlations·are·<·0.100)	358	[[Correlations]]·(unreported·correlations·are·<·0.100)
359	····C(N,·tau)·=·-0.932	359	····C(N,·tau)·=·-0.932
360	</pre></div>	360	</pre></div>
361	</div>	361	</div>
362	<p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··0.~~410~~·seconds)</p>	362	<p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··1.037·seconds)</p>
363	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-model-interface-py">	363	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-model-interface-py">
364	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">	364	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
365	<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>	365	<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>
366	</div>	366	</div>
367	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">	367	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
368	<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>	368	<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>
369	</div>	369	</div>


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284	<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>	284	<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>
285	</pre></div>	285	</pre></div>
286	</div>	286	</div>
287	<ul·class="sphx-glr-horizontal">	287	<ul·class="sphx-glr-horizontal">
288	<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>	288	<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>
289	<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>	289	<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>
290	</ul>	290	</ul>
291	<p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··0.~~741~~·seconds)</p>	291	<p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··1.420·seconds)</p>
292	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-complex-resonator-model-py">	292	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-complex-resonator-model-py">
293	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">	293	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
294	<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>	294	<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>
295	</div>	295	</div>
296	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">	296	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
297	<p><a·class="reference·download·internal"·download=""·href="../_downloads/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>	297	<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>
298	</div>	298	</div>


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305	············<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>	305	············<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>
306	············<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>	306	············<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>

307	<span·class="n">plt</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span>	307	<span·class="n">plt</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span>
308	<span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span>	308	<span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span>
309	</pre></div>	309	</pre></div>
310	</div>	310	</div>
311	<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··18.686·seconds)</p>	311	<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··33.106·seconds)</p>
312	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-confidence-interval-py">	312	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-confidence-interval-py">
313	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">	313	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
314	<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>	314	<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>
315	</div>	315	</div>
316	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">	316	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
317	<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>	317	<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>
318	</div>	318	</div>


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245	<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>	245	<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>
246	<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>	246	<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>
247	<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>	247	<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>

248	<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>	248	<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>
249	</pre></div>	249	</pre></div>
250	</div>	250	</div>
251	<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.~~208~~·seconds)</p>	251	<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··1.742·seconds)</p>
252	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-detect-outliers-py">	252	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-detect-outliers-py">
253	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">	253	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
254	<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>	254	<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>
255	</div>	255	</div>
256	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">	256	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
257	<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>	257	<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>
258	</div>	258	</div>


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229	</div>	229	</div>
230	<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>	230	<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>
231	<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>	231	<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>
232	<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>	232	<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>
233	<span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>	233	<span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>
234	</pre></div>	234	</pre></div>
235	</div>	235	</div>
236	<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.~~408~~·seconds)</p>	236	<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··0.661·seconds)</p>
237	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-diffev-py">	237	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-diffev-py">
238	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">	238	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
239	<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>	239	<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>
240	</div>	240	</div>
241	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">	241	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
242	<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>	242	<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>
243	</div>	243	</div>


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186	</div>	186	</div>
187	<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>	187	<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>
188	<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>	188	<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>
189	<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>	189	<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>
190	<span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>	190	<span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>
191	</pre></div>	191	</pre></div>
192	</div>	192	</div>
193	<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.~~259~~·seconds)</p>	193	<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··0.615·seconds)</p>
194	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-expression-model-py">	194	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-expression-model-py">
195	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">	195	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
196	<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>	196	<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>
197	</div>	197	</div>
198	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">	198	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
199	<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>	199	<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>
200	</div>	200	</div>


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236	<p>Plot·the·data·sets·and·fits</p>	236	<p>Plot·the·data·sets·and·fits</p>
237	<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>	237	<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>
238	<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>	238	<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>
239	····<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>	239	····<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>
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">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>	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">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>
241	</pre></div>	241	</pre></div>
242	</div>	242	</div>
243	<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.~~273~~·seconds)</p>	243	<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··0.622·seconds)</p>
244	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-fit-multi-datasets-py">	244	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-fit-multi-datasets-py">
245	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">	245	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
246	<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>	246	<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>
247	</div>	247	</div>
248	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">	248	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
249	<p><a·class="reference·download·internal"·download=""·href="../_downloads/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>	249	<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>
250	</div>	250	</div>


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227	</div>	227	</div>
228	<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">'+'</span><span·class="p">)</span>	228	<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">'+'</span><span·class="p">)</span>
229	<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">init</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>	229	<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">init</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>
230	<span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">fit</span><span·class="p">,</span>·<span·class="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>	230	<span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">fit</span><span·class="p">,</span>·<span·class="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>
231	<span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>	231	<span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>
232	</pre></div>	232	</pre></div>
233	</div>	233	</div>
234	<img·src="../_images/sphx_glr_example_fit_with_algebraic_constraint_001.png"·srcset="../_images/sphx_glr_example_fit_with_algebraic_constraint_001.png,·../_images/sphx_glr_example_fit_with_algebraic_constraint_001_3_0x.png·3.0x"·alt="example·fit·with·algebraic·constraint"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··0.~~268~~·seconds)</p>	234	<img·src="../_images/sphx_glr_example_fit_with_algebraic_constraint_001.png"·srcset="../_images/sphx_glr_example_fit_with_algebraic_constraint_001.png,·../_images/sphx_glr_example_fit_with_algebraic_constraint_001_3_0x.png·3.0x"·alt="example·fit·with·algebraic·constraint"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··0.375·seconds)</p>
235	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-fit-with-algebraic-constraint-py">	235	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-fit-with-algebraic-constraint-py">
236	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">	236	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
237	<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>	237	<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>
238	</div>	238	</div>
239	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">	239	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
240	<p><a·class="reference·download·internal"·download=""·href="../_downloads/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>	240	<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>
241	</div>	241	</div>


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219	both·methods:</p>	219	both·methods:</p>
220	<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>	220	<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>
221	<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>	221	<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>
222	<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>	222	<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>
223	<span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>	223	<span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>
224	</pre></div>	224	</pre></div>
225	</div>	225	</div>
226	<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.~~258~~·seconds)</p>	226	<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··0.626·seconds)</p>
227	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-fit-with-derivfunc-py">	227	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-fit-with-derivfunc-py">
228	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">	228	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
229	<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>	229	<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>
230	</div>	230	</div>
231	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">	231	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
232	<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>	232	<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>
233	</div>	233	</div>


Offset 204, 15 lines modified		Offset 204, 15 lines modified
204	<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>	204	<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>
205	<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>	205	<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>
206	<span·class="n">res2</span><span·class="o">.</span><span·class="n">plot_fit</span><span·class="p">()</span>	206	<span·class="n">res2</span><span·class="o">.</span><span·class="n">plot_fit</span><span·class="p">()</span>
207	<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>	207	<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>
208	<span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>	208	<span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>
209	</pre></div>	209	</pre></div>
210	</div>	210	</div>
211	<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.~~134~~·seconds)</p>	211	<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··1.472·seconds)</p>
212	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-sympy-py">	212	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-sympy-py">
213	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">	213	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
214	<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>	214	<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>
215	</div>	215	</div>
216	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">	216	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
217	<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>	217	<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>
218	</div>	218	</div>


Offset 356, 15 lines modified		Offset 356, 15 lines modified
356	<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>	356	<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>
357	····<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>	357	····<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>
358	····<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>	358	····<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>
359	<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>	359	<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>
360	<span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span>	360	<span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span>
361	</pre></div>	361	</pre></div>
362	</div>	362	</div>
363	<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.~~658~~·seconds)</p>	363	<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··4.201·seconds)</p>
364	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-two-dimensional-peak-py">	364	<div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-two-dimensional-peak-py">
365	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">	365	<div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
366	<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>	366	<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>
367	</div>	367	</div>
368	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">	368	<div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
369	<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>	369	<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>
370	</div>	370	</div>