/usr/bin/diffoscope --timeout 7200 --html /srv/reproducible-results/rbuild-debian/r-b-build.1AZ4qhAe/lmfit-py_1.1.0-1.diffoscope.html --text /srv/reproducible-results/rbuild-debian/r-b-build.1AZ4qhAe/lmfit-py_1.1.0-1.diffoscope.txt --json /srv/reproducible-results/rbuild-debian/r-b-build.1AZ4qhAe/lmfit-py_1.1.0-1.diffoscope.json --profile=- /srv/reproducible-results/rbuild-debian/r-b-build.1AZ4qhAe/b1/lmfit-py_1.1.0-1_amd64.changes /srv/reproducible-results/rbuild-debian/r-b-build.1AZ4qhAe/b2/lmfit-py_1.1.0-1

⊟

106 KB

/srv/reproducible-results/rbuild-debian/r-b-build.1AZ4qhAe/b1/lmfit-py_1.1.0-1_amd64.changes vs.

/srv/reproducible-results/rbuild-debian/r-b-build.1AZ4qhAe/b2/lmfit-py_1.1.0-1_amd64.changes ¶

⊟

293 B

Files ¶


Offset 1, 3 lines modified		Offset 1, 3 lines modified

1	·1c~~f9b08492f36c32e0acc17060bdc3cd~~·5448~~604~~·doc·optional·python-lmfit-doc_1.1.0-1_all.deb	1	·0ce725e8abda0f9f5a98e62f34f99f76·5448588·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

⊟

106 KB

python-lmfit-doc_1.1.0-1_all.deb ¶

⊟

452 B

file list ¶


Offset 1, 3 lines modified		Offset 1, 3 lines modified
1	-rw-r--r--···0········0········0········4·2022-12-30·16:46:34.000000·debian-binary	1	-rw-r--r--···0········0········0········4·2022-12-30·16:46:34.000000·debian-binary
2	-rw-r--r--···0········0········0·····7544·2022-12-30·16:46:34.000000·control.tar.xz	2	-rw-r--r--···0········0········0·····7548·2022-12-30·16:46:34.000000·control.tar.xz
3	-rw-r--r--···0········0········0··5440868·2022-12-30·16:46:34.000000·data.tar.xz	3	-rw-r--r--···0········0········0··5440848·2022-12-30·16:46:34.000000·data.tar.xz

⊟

98.0 B

control.tar.xz ¶

⊟

70.0 B

control.tar ¶

⊟

48.0 B

./md5sums ¶

⊟

30.0 B

./md5sums ¶

Files differ

⊟

105 KB

data.tar.xz ¶

⊟

105 KB

data.tar ¶

⊟

13.5 KB

file list ¶

⊟

461 B

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


Offset 520, 15 lines modified		Offset 520, 15 lines modified





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

521	···Total·running·time·of·the·script:·(·0·minutes··6.~~074~~·seconds)	521	···Total·running·time·of·the·script:·(·0·minutes··1.997·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

⊟

434 B

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


Offset 995, 15 lines modified		Offset 995, 15 lines modified





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

996	···Total·running·time·of·the·script:·(·11·minutes··26.~~714~~·seconds)	996	···Total·running·time·of·the·script:·(·1·minutes··36.296·seconds)


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


998	..·only·::·html	998	..·only·::·html

⊟

486 B

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


Offset 295, 15 lines modified		Offset 295, 15 lines modified





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

296	···Total·running·time·of·the·script:·(·0·minutes··~~25.~~050·seconds)	296	···Total·running·time·of·the·script:·(·0·minutes··1.805·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

⊟

475 B

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


Offset 287, 15 lines modified		Offset 287, 15 lines modified





287	..·rst-class::·sphx-glr-timing	287	..·rst-class::·sphx-glr-timing

288	···Total·running·time·of·the·script:·(·7·minutes··56.~~648~~·seconds)	288	···Total·running·time·of·the·script:·(·1·minutes··13.182·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

⊟

462 B

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


Offset 263, 15 lines modified		Offset 263, 15 lines modified





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

264	···Total·running·time·of·the·script:·(·0·minutes··32.~~224~~·seconds)	264	···Total·running·time·of·the·script:·(·0·minutes··3.168·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

⊟

435 B

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


Offset 188, 15 lines modified		Offset 188, 15 lines modified





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

189	···Total·running·time·of·the·script:·(·0·minutes··23.280·seconds)	189	···Total·running·time·of·the·script:·(·0·minutes··1.264·seconds)


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


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

⊟

464 B

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


Offset 141, 15 lines modified		Offset 141, 15 lines modified





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

142	···Total·running·time·of·the·script:·(·0·minutes··8.~~928~~·seconds)	142	···Total·running·time·of·the·script:·(·0·minutes··1.157·seconds)


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


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

⊟

470 B

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


Offset 210, 15 lines modified		Offset 210, 15 lines modified





210	..·rst-class::·sphx-glr-timing	210	..·rst-class::·sphx-glr-timing

211	···Total·running·time·of·the·script:·(·0·minutes··1.~~274~~·seconds)	211	···Total·running·time·of·the·script:·(·0·minutes··1.490·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

⊟

503 B

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


Offset 142, 15 lines modified		Offset 142, 15 lines modified





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

143	···Total·running·time·of·the·script:·(·0·minutes··1.~~206~~·seconds)	143	···Total·running·time·of·the·script:·(·0·minutes··1.380·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

⊟

461 B

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


Offset 178, 15 lines modified		Offset 178, 15 lines modified





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

179	···Total·running·time·of·the·script:·(·0·minutes··6.733·seconds)	179	···Total·running·time·of·the·script:·(·0·minutes··0.633·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

⊟

470 B

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


Offset 177, 15 lines modified		Offset 177, 15 lines modified





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

178	···Total·running·time·of·the·script:·(·0·minutes··3.~~864~~·seconds)	178	···Total·running·time·of·the·script:·(·0·minutes··1.320·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

⊟

473 B

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


Offset 168, 15 lines modified		Offset 168, 15 lines modified





168	..·rst-class::·sphx-glr-timing	168	..·rst-class::·sphx-glr-timing

169	···Total·running·time·of·the·script:·(·0·minutes··9.261·seconds)	169	···Total·running·time·of·the·script:·(·0·minutes··1.224·seconds)


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


171	..·only·::·html	171	..·only·::·html

⊟

447 B

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


Offset 205, 15 lines modified		Offset 205, 15 lines modified





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

206	···Total·running·time·of·the·script:·(·0·minutes··10.~~100~~·seconds)	206	···Total·running·time·of·the·script:·(·0·minutes··0.737·seconds)


207	..·_sphx_glr_download_examples_example_reduce_fcn.py:	207	..·_sphx_glr_download_examples_example_reduce_fcn.py:


208	..·only·::·html	208	..·only·::·html

⊟

431 B

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


Offset 197, 15 lines modified		Offset 197, 15 lines modified





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

198	···Total·running·time·of·the·script:·(·0·minutes··5.646·seconds)	198	···Total·running·time·of·the·script:·(·0·minutes··4.364·seconds)


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


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

⊟

477 B

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


Offset 372, 15 lines modified		Offset 372, 15 lines modified





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

373	···Total·running·time·of·the·script:·(·1·minutes··3.382·seconds)	373	···Total·running·time·of·the·script:·(·0·minutes··12.305·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

⊟

447 B

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


Offset 125, 15 lines modified		Offset 125, 15 lines modified





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

126	···Total·running·time·of·the·script:·(·0·minutes··10.416·seconds)	126	···Total·running·time·of·the·script:·(·0·minutes··1.458·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

⊟

7.58 KB

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

⊟

1.75 KB

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

⊟

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>·(·11·minutes··26.~~714~~·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>·(·1·minutes··36.296·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>

⊟

2.27 KB

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

⊟

2.6 KB

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

⊟

3.4 KB

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

⊟

3.3 KB

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

⊟

3.25 KB

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

⊟

3.18 KB

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

⊟

3.33 KB

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

⊟

2.82 KB

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


Offset 211, 15 lines modified		Offset 211, 15 lines modified
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··6.733·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··0.633·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>

⊟

3.27 KB

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

⊟

2.83 KB

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


Offset 208, 15 lines modified		Offset 208, 15 lines modified
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··9.261·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··1.224·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>

⊟

3.76 KB

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

⊟

3.45 KB

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

⊟

2.83 KB

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

⊟

2.12 KB

./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··10.416·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··1.458·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>

⊟

12.0 KB

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


Offset 109, 79 lines modified		Offset 109, 79 lines modified
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>22:50.801</strong>·total·execution·time·for·<strong>examples</strong>·files:</p>	116	<p><strong>03:23.781</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_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>	119	<tr·class="row-odd"><td><p><a·class="reference·internal"·href="example_brute.html#sphx-glr-examples-example-brute-py"><span·class="std·std-ref">Global·minimization·using·the·brute·method·(a.k.a.·grid·search)</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_brute.py</span></code>)</p></td>
120	<td><p>11:26.~~714~~</p></td>	120	<td><p>01:36.296</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_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>	123	<tr·class="row-even"><td><p><a·class="reference·internal"·href="example_confidence_interval.html#sphx-glr-examples-example-confidence-interval-py"><span·class="std·std-ref">Calculate·Confidence·Intervals</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_confidence_interval.py</span></code>)</p></td>
124	<td><p>07:56.~~648~~</p></td>	124	<td><p>01:13.182</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>01:03.382</p></td>	128	<td><p>00:12.305</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-exampl~~e-det~~ect-~~outliers~~-py"><span·class="std·std-ref">Outlier·d~~etect~~ion·~~via·~~le~~ave-one-out~~</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">exampl~~e_det~~ect_~~outliers~~.py</span></code>)</p></td>	131	<tr·class="row-even"><td><p><a·class="reference·internal"·href="example_sympy.html#sphx-glr-examples-example-sympy-py"><span·class="std·std-ref">Building·a·lmfit·model·with·SymPy</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_sympy.py</span></code>)</p></td>
132	<td><p>00:32.224</p></td>	132	<td><p>00:04.364</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_~~comp~~lex_reso~~nat~~o~~r_model~~.html#sphx-glr-examples-example-~~comp~~lex-reso~~nat~~o~~r-model~~-py"><span·class="std·std-ref">~~Compl~~ex·Resona~~tor·M~~odel</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_~~comp~~lex_reso~~nat~~o~~r_model~~.py</span></code>)</p></td>	135	<tr·class="row-odd"><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>
136	<td><p>00:25.~~050~~</p></td>	136	<td><p>00:03.168</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_dif~~fev~~.html#sphx-glr-examples-example-dif~~fev~~-py"><span·class="std·std-ref">Fit·Using·~~diff~~erent~~ial_~~evolution~~·Al~~gor~~ithm~~</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_dif~~fev~~.py</span></code>)</p></td>	139	<tr·class="row-even"><td><p><a·class="reference·internal"·href="example_Model_interface.html#sphx-glr-examples-example-model-interface-py"><span·class="std·std-ref">Fit·using·the·Model·interface</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_Model_interface.py</span></code>)</p></td>
140	<td><p>00:23.~~280~~</p></td>	140	<td><p>00:01.997</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_use_pandas.html#sphx-glr-examples-example-use-pandas-py"><span·class="std·std-ref">F~~it·with~~·Da~~ta·i~~n~~·a·p~~an~~das~~·~~DataFrame~~</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_use_pandas.py</span></code>)</p></td>	143	<tr·class="row-odd"><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>
144	<td><p>00:10.~~416~~</p></td>	144	<td><p>00:01.805</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_~~red~~uce_~~fcn~~.html#sphx-glr-examples-example-~~red~~uce-~~fcn~~-py"><span·class="std·std-ref">Fit·~~Spec~~ify~~ing~~·D~~iffere~~nt~~·Reduc~~e·Function</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_~~red~~uce_~~fcn~~.py</span></code>)</p></td>	147	<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>
148	<td><p>00:10.100</p></td>	148	<td><p>00:01.490</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_~~fit~~_~~with~~_inequa~~lit~~y.html#sphx-glr-examples-example-~~fit~~-~~with~~-inequa~~lit~~y-py"><span·class="std·std-ref">Fit·Using·In~~equ~~ality·Constraint</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_~~fit~~_~~with~~_inequa~~lit~~y.py</span></code>)</p></td>	151	<tr·class="row-odd"><td><p><a·class="reference·internal"·href="example_use_pandas.html#sphx-glr-examples-example-use-pandas-py"><span·class="std·std-ref">Fit·with·Data·in·a·pandas·DataFrame</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_use_pandas.py</span></code>)</p></td>
152	<td><p>00:09.~~261~~</p></td>	152	<td><p>00:01.458</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_~~expr~~ession~~_model~~.html#sphx-glr-examples-example-~~expr~~ession~~-model~~-py"><span·class="std·std-ref">Using·~~an·Expressi~~on~~Model~~</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_expression~~_mo~~del.py</span></code>)</p></td>	155	<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_const[·...·truncated·by·diffoscope;·len:·5,·SHA:·687a9c1bd2c91095fc722f8896c8565b611f4abc749ee013dac8a18800104b67·...·].py</span></code>)</p></td>
156	<td><p>00:08.~~928~~</p></td>	156	<td><p>00:01.380</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>00:06.~~733~~</p></td>	160	<td><p>00:01.320</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_Mod~~el_~~i~~nter~~f~~ace~~.html#sphx-glr-examples-example-mod~~el-~~i~~nter~~f~~ace~~-py"><span·class="std·std-ref">Fit·using·the~~·Mod~~el·inter~~face~~</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_Mod~~el_~~i~~nter~~f~~ace~~.py</span></code>)</p></td>	163	<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>
164	<td><p>00:06.074</p></td>	164	<td><p>00:01.264</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_~~symp~~y.html#sphx-glr-examples-example-~~symp~~y-py"><span·class="std·std-ref">~~Build~~ing·~~a·lmf~~it·mo~~del·~~with·~~SymPy~~</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_~~symp~~y.py</span></code>)</p></td>	167	<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>
168	<td><p>00:05.~~646~~</p></td>	168	<td><p>00:01.224</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_fi~~t_with_derivfunc~~.html#sphx-glr-examples-example-fi~~t-with-derivfunc~~-py"><span·class="std·std-ref">~~Fit·Speci~~fying·a~~·Functio~~n~~·to~~·Compute·t~~he·Jac~~ob~~ian~~</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_fi~~t_with_derivfunc~~.py</span></code>)</p></td>	171	<tr·class="row-even"><td><p><a·class="reference·internal"·href="example_expression_model.html#sphx-glr-examples-example-expression-model-py"><span·class="std·std-ref">Using·an·ExpressionModel</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_expression_model.py</span></code>)</p></td>
172	<td><p>00:03.~~864~~</p></td>	172	<td><p>00:01.157</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_fi~~t_m~~ulti_~~datasets~~.html#sphx-glr-examples-example-fi~~t-m~~ulti-~~datasets~~-py"><span·class="std·std-ref">Fit·~~Mult~~i~~ple~~·Data·Sets</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_fi~~t_m~~ulti_~~datasets~~.py</span></code>)</p></td>	175	<tr·class="row-odd"><td><p><a·class="reference·internal"·href="example_reduce_fcn.html#sphx-glr-examples-example-reduce-fcn-py"><span·class="std·std-ref">Fit·Specifying·Different·Reduce·Function</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_reduce_fcn.py</span></code>)</p></td>
176	<td><p>00:01.~~274~~</p></td>	176	<td><p>00:00.737</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_~~alge~~b~~raic_c~~o~~nstraint~~.html#sphx-glr-examples-example-fit-with-~~alge~~b~~raic-c~~o~~nstraint~~-py"><span·class="std·std-ref">Fit·~~with·Al~~g~~ebraic~~·Co~~nstraint~~</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_fit_with_~~alge~~b~~raic_c~~o~~nstraint~~.py</span></code>)</p></td>	179	<tr·class="row-even"><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>
180	<td><p>00:01.~~206~~</p></td>	180	<td><p>00:00.633</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>

⊟

18.4 KB

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

⊟

18.3 KB

js-beautify {} ¶


Offset 494, 15 lines modified		Offset 494, 15 lines modified
494	········"depend":·[1,·2,·19,·25,·26,·28,·30,·33],	494	········"depend":·[1,·2,·19,·25,·26,·28,·30,·33],
495	········"being":·[1,·25,·26,·30,·33],	495	········"being":·[1,·25,·26,·30,·33],
496	········"non":·[1,·4,·6,·22,·26,·30,·33],	496	········"non":·[1,·4,·6,·22,·26,·30,·33],
497	········"clear":·[1,·2,·25,·26,·28,·30,·31],	497	········"clear":·[1,·2,·25,·26,·28,·30,·31],
498	········"intercept":·1,	498	········"intercept":·1,
499	········"b":·[1,·6,·9,·15,·17,·18,·22,·25,·26,·28,·33],	499	········"b":·[1,·6,·9,·15,·17,·18,·22,·25,·26,·28,·33],
500	········"quadrat":·[1,·6],	500	········"quadrat":·[1,·6],
501	········"7":·[1,·2,·4,·5,·6,·7,·~~8,·~~9,·12,·14,·17,·18,·22,·23,·26,·27,·28],	501	········"7":·[1,·2,·4,·5,·6,·7,·9,·12,·14,·17,·18,·22,·23,·26,·27,·28],
502	········"up":·[1,·3,·6,·8,·10,·15,·22,·23,·25,·26,·27,·29,·30,·33],	502	········"up":·[1,·3,·6,·8,·10,·15,·22,·23,·25,·26,·27,·29,·30,·33],
503	········"c_0":·1,	503	········"c_0":·1,
504	········"c_1":·1,	504	········"c_1":·1,
505	········"ldot":·1,	505	········"ldot":·1,
506	········"c_7":·1,	506	········"c_7":·1,
507	········"sum_":·1,	507	········"sum_":·1,
508	········"c_i":·1,	508	········"c_i":·1,
Offset 724, 15 lines modified		Offset 724, 15 lines modified
724	········"1436":·1,	724	········"1436":·1,
725	········"1324":·1,	725	········"1324":·1,
726	········"had":·[1,·6,·30],	726	········"had":·[1,·6,·30],
727	········"carefulli":·1,	727	········"carefulli":·1,
728	········"nois":·[1,·5,·6,·8,·14,·15,·17,·18,·23,·26,·33],	728	········"nois":·[1,·5,·6,·8,·14,·15,·17,·18,·23,·26,·33],
729	········"roughli":·1,	729	········"roughli":·1,
730	········"sai":·[1,·3,·22,·30],	730	········"sai":·[1,·3,·22,·30],
731	········"25":·[1,·6,·~~7,·~~8,·12,·19,·20~~,·24~~],	731	········"25":·[1,·6,·8,·12,·19,·20],
732	········"made":·[1,·25,·30,·33],	732	········"made":·[1,·25,·30,·33],
733	········"last":·[1,·26,·30,·33],	733	········"last":·[1,·26,·30,·33],
734	········"togeth":·[1,·6,·30],	734	········"togeth":·[1,·6,·30],
735	········"larg":·[1,·25,·26,·28,·33],	735	········"larg":·[1,·25,·26,·28,·33],
736	········"therefor":·[1,·6,·12,·25],	736	········"therefor":·[1,·6,·12,·25],
737	········"variou":·[1,·33],	737	········"variou":·[1,·33],
738	········"noisi":·[1,·19],	738	········"noisi":·[1,·19],
Offset 819, 26 lines modified		Offset 819, 26 lines modified
819	········"ll":·[1,·5,·6,·7,·26,·30],	819	········"ll":·[1,·5,·6,·7,·26,·30],
820	········"know":·[1,·18,·19,·25,·30],	820	········"know":·[1,·18,·19,·25,·30],
821	········"pick":·1,	821	········"pick":·1,
822	········"awai":·[1,·16,·26],	822	········"awai":·[1,·16,·26],
823	········"don":·[1,·5,·19],	823	········"don":·[1,·5,·19],
824	········"want":·[1,·3,·5,·6,·26,·28,·29,·30,·33],	824	········"want":·[1,·3,·5,·6,·26,·28,·29,·30,·33],
825	········"let":·[1,·6,·7,·18,·19,·30],	825	········"let":·[1,·6,·7,·18,·19,·30],
826	········"13":·[1,·4,·6,·7,·8,·9,·14,·20,·26,·27],	826	········"13":·[1,·4,·6,·7,·8,·9,·14,·20,·24,·26,·27],
827	········"skip":·[1,·5],	827	········"skip":·[1,·5],
828	········"around":·[1,·2,·25,·26,·30],	828	········"around":·[1,·2,·25,·26,·30],
829	········"16":·[1,·6,·8,·19,·33],	829	········"16":·[1,·6,·8,·19,·33],
830	········"19":·[1,·12,·13,·14,·28],	830	········"19":·[1,·12,·13,·14,·28],
831	········"21":·[1,·6,·7,·10,·13,·16,·19,·20,·33],	831	········"21":·[1,·6,·7,·10,·13,·16,·19,·20,·33],
832	········"23":·[1,·1~~0,·1~~2,·13,·24,·33],	832	········"23":·[1,·12,·13,·24,·33],
833	········"bkg":·1,	833	········"bkg":·1,
834	········"updat":·[1,·3,·25,·26,·30,·31,·33],	834	········"updat":·[1,·3,·25,·26,·30,·31,·33],
835	········"param":·[1,·2,·3,·5,·6,·7,·8,·9,·10,·12,·13,·14,·15,·16,·17,·19,·20,·22,·23,·25,·26,·29,·30,·31,·33],	835	········"param":·[1,·2,·3,·5,·6,·7,·8,·9,·10,·12,·13,·14,·15,·16,·17,·19,·20,·22,·23,·25,·26,·29,·30,·31,·33],
836	········"object":·[1,·2,·3,·5,·6,·12,·22,·25,·26,·27,·29,·30,·31,·33],	836	········"object":·[1,·2,·3,·5,·6,·12,·22,·25,·26,·27,·29,·30,·31,·33],
837	········"11":·[1,·2,·6,·16,·2~~4,·2~~6,·33],	837	········"11":·[1,·2,·6,·16,·26,·33],
838	········"goe":·[1,·26,·29],	838	········"goe":·[1,·26,·29],
839	········"saniti":·1,	839	········"saniti":·1,
840	········"go":·[1,·2,·19,·22,·25,·33],	840	········"go":·[1,·2,·19,·22,·25,·33],
841	········"wrong":·1,	841	········"wrong":·1,
842	········"realli":·[1,·25,·30,·33],	842	········"realli":·[1,·25,·30,·33],
843	········"necessari":·[1,·2,·26,·30],	843	········"necessari":·[1,·2,·26,·30],
844	········"advic":·1,	844	········"advic":·1,
Offset 849, 15 lines modified		Offset 849, 15 lines modified
849	········"extrem":·1,	849	········"extrem":·1,
850	········"high":·[1,·26,·27,·28,·30],	850	········"high":·[1,·26,·27,·28,·30],
851	········"locat":·[1,·22,·26],	851	········"locat":·[1,·22,·26],
852	········"impact":·[1,·4,·25],	852	········"impact":·[1,·4,·25],
853	········"select":·[1,·2,·21,·24,·26,·28,·29,·33],	853	········"select":·[1,·2,·21,·24,·26,·28,·29,·33],
854	········"tabl":·[1,·26,·30,·31],	854	········"tabl":·[1,·26,·30,·31],
855	········"knot_xvals1":·1,	855	········"knot_xvals1":·1,
856	········"12":·[1,·4,·13,·15,·17,·27],	856	········"12":·[1,·4,·13,·15,·17,·19,·24,·27],
857	········"223":·1,	857	········"223":·1,
858	········"295":·[1,·16],	858	········"295":·[1,·16],
859	········"knot_xvals2":·1,	859	········"knot_xvals2":·1,
860	········"746":·1,	860	········"746":·1,
861	········"594":·1,	861	········"594":·1,
862	········"knot_xvals3":·1,	862	········"knot_xvals3":·1,
863	········"052":·1,	863	········"052":·1,
Offset 871, 15 lines modified		Offset 871, 15 lines modified
871	········"basic":·[1,·4,·9,·25,·27,·29,·30,·31],	871	········"basic":·[1,·4,·9,·25,·27,·29,·30,·31],
872	········"baselin":·1,	872	········"baselin":·1,
873	········"ask":·[1,·4,·27,·30],	873	········"ask":·[1,·4,·27,·30],
874	········"whether":·[1,·2,·6,·23,·26,·28,·30,·31,·32],	874	········"whether":·[1,·2,·6,·23,·26,·28,·30,·31,·32],
875	········"spectra":·1,	875	········"spectra":·1,
876	········"impos":·[1,·3],	876	········"impos":·[1,·3],
877	········"nearbi":·1,	877	········"nearbi":·1,
878	········"10":·[1,·2,·3,·4,·5,·6,·8,·9,·10,·11,·13,·14,·15,·16,·17,·18,·19,·20,·22,·23,·2~~4,·2~~5,·26,·27,·30,·31],	878	········"10":·[1,·2,·3,·4,·5,·6,·8,·9,·10,·11,·13,·14,·15,·16,·17,·18,·19,·20,·22,·23,·25,·26,·27,·30,·31],
879	········"confid":·[1,·4,·21,·24,·26,·27,·28,·29,·30,·33],	879	········"confid":·[1,·4,·21,·24,·26,·27,·28,·29,·30,·33],
880	········"care":·[1,·33],	880	········"care":·[1,·33],
881	········"modul":·[2,·3,·4,·19,·25,·27,·30,·33],	881	········"modul":·[2,·3,·4,·19,·25,·27,·30,·33],
882	········"model":·[2,·3,·4,·6,·8,·9,·11,·12,·13,·14,·15,·16,·19,·20,·21,·24,·25,·26,·27,·28,·29,·31,·33],	882	········"model":·[2,·3,·4,·6,·8,·9,·11,·12,·13,·14,·15,·16,·19,·20,·21,·24,·25,·26,·27,·28,·29,·31,·33],
883	········"But":·[2,·22,·29,·30],	883	········"But":·[2,·22,·29,·30],
884	········"two":·[2,·3,·4,·6,·8,·21,·22,·24,·25,·26,·27,·30,·33],	884	········"two":·[2,·3,·4,·6,·8,·21,·22,·24,·25,·26,·27,·30,·33],
885	········"exponenti":·[2,·4,·5,·15,·22,·23,·26,·27,·30,·31,·33],	885	········"exponenti":·[2,·4,·5,·15,·22,·23,·26,·27,·30,·31,·33],
Offset 1156, 15 lines modified		Offset 1156, 15 lines modified
1156	········"2022":·[4,·27,·28],	1156	········"2022":·[4,·27,·28],
1157	········"octob":·[4,·27],	1157	········"octob":·[4,·27],
1158	········"14":·[4,·8,·13,·14,·26,·27],	1158	········"14":·[4,·8,·13,·14,·26,·27],
1159	········"2021":·[4,·5,·8,·11,·12,·15,·19,·27],	1159	········"2021":·[4,·5,·8,·11,·12,·15,·19,·27],
1160	········"februari":·[4,·27],	1160	········"februari":·[4,·27],
1161	········"9":·[4,·6,·7,·8,·11,·12,·13,·16,·19,·20,·23,·26,·27,·28,·30],	1161	········"9":·[4,·6,·7,·8,·11,·12,·13,·16,·19,·20,·23,·26,·27,·28,·30],
1162	········"15":·[4,·6,·8,·11,·15,·19,·20,·22,·23,·25,·26,·27,·28],	1162	········"15":·[4,·6,·8,·11,·15,·19,·20,·22,·23,·25,·26,·27,·28],
1163	········"6":·[4,·5,·6,·9,·12,·13,·1~~4,·1~~6,·19,·22,·25,·26,·27,·28],	1163	········"6":·[4,·5,·6,·9,·12,·13,·16,·19,·22,·25,·26,·27,·28],
1164	········"4":·[4,·5,·6,·7,·8,·9,·10,·11,·12,·13,·14,·15,·17,·18,·19,·22,·23,·27,·28,·30,·31],	1164	········"4":·[4,·5,·6,·7,·8,·9,·10,·11,·12,·13,·14,·15,·17,·18,·19,·22,·23,·27,·28,·30,·31],
1165	········"summari":·4,	1165	········"summari":·4,
1166	········"submit":·[4,·21,·27,·32],	1166	········"submit":·[4,·21,·27,·32],
1167	········"bug":·[4,·27,·28,·32,·33],	1167	········"bug":·[4,·27,·28,·32,·33],
1168	········"why":·[4,·7,·27,·29,·32],	1168	········"why":·[4,·7,·27,·29,·32],
1169	········"did":·[4,·19,·27,·33],	1169	········"did":·[4,·19,·27,·33],
1170	········"my":·[4,·27],	1170	········"my":·[4,·27],
Offset 1267, 15 lines modified		Offset 1267, 15 lines modified
1267	········"09130442":·5,	1267	········"09130442":·5,
1268	········"28":·[5,·23,·28],	1268	········"28":·[5,·23,·28],
1269	········"init":·[5,·6,·7,·8,·9,·10,·11,·12,·13,·14,·16,·17,·19,·20],	1269	········"init":·[5,·6,·7,·8,·9,·10,·11,·12,·13,·14,·16,·17,·19,·20],
1270	········"89802889":·5,	1270	········"89802889":·5,
1271	········"06299097":·5,	1271	········"06299097":·5,
1272	········"17":·[5,·11,·33],	1272	········"17":·[5,·11,·33],
1273	········"unreport":·[5,·6,·7,·8,·9,·10,·11,·12,·13,·14,·16,·19,·20],	1273	········"unreport":·[5,·6,·7,·8,·9,·10,·11,·12,·13,·14,·16,·19,·20],
1274	········"100":·[5,·6,·7,·8,·9,·10,·11,·12,·13,·14,·16,·1~~7,·1~~9,·20,·22,·24,·26,·31],	1274	········"100":·[5,·6,·7,·8,·9,·10,·11,·12,·13,·14,·16,·19,·20,·22,·26,·31],
1275	········"753":·[5,·33],	1275	········"753":·[5,·33],
1276	········"97663124":·5,	1276	········"97663124":·5,
1277	········"04347450":·5,	1277	········"04347450":·5,
1278	········"46":·[5,·7],	1278	········"46":·[5,·7],
1279	········"unwieldi":·5,	1279	········"unwieldi":·5,
1280	········"extract":·[5,·26,·30],	1280	········"extract":·[5,·26,·30],
1281	········"14669328":·5,	1281	········"14669328":·5,
Offset 1367, 15 lines modified		Offset 1367, 15 lines modified
1367	········"24334999":·5,	1367	········"24334999":·5,
1368	········"42":·5,	1368	········"42":·5,
1369	········"92065221":·5,	1369	········"92065221":·5,
1370	········"13488198":·5,	1370	········"13488198":·5,
Max diff block lines reached; 13514/18754 bytes (72.06%) of diff not shown.


Offset 1, 46 lines modified		Offset 1, 46 lines modified

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	22:50.801·total·execution·time·for·examples·files:	5	03:23.781·total·execution·time·for·examples·files:

6	+------------------------------------------------------------------------------------------------------------------+-----------+--------+	6	+------------------------------------------------------------------------------------------------------------------+-----------+--------+
7	\|·:ref:`sphx_glr_examples_example_brute.py`·(``example_brute.py``)·················································\|·11:26.~~714~~·\|·0.0·MB·\|	7	\|·:ref:`sphx_glr_examples_example_brute.py`·(``example_brute.py``)·················································\|·01:36.296·\|·0.0·MB·\|
8	+------------------------------------------------------------------------------------------------------------------+-----------+--------+	8	+------------------------------------------------------------------------------------------------------------------+-----------+--------+
9	\|·:ref:`sphx_glr_examples_example_confidence_interval.py`·(``example_confidence_interval.py``)·····················\|·07:56.~~648~~·\|·0.0·MB·\|	9	\|·:ref:`sphx_glr_examples_example_confidence_interval.py`·(``example_confidence_interval.py``)·····················\|·01:13.182·\|·0.0·MB·\|
10	+------------------------------------------------------------------------------------------------------------------+-----------+--------+	10	+------------------------------------------------------------------------------------------------------------------+-----------+--------+
11	\|·:ref:`sphx_glr_examples_example_two_dimensional_peak.py`·(``example_two_dimensional_peak.py``)···················\|·01:03.382·\|·0.0·MB·\|	11	\|·:ref:`sphx_glr_examples_example_two_dimensional_peak.py`·(``example_two_dimensional_peak.py``)···················\|·00:12.305·\|·0.0·MB·\|
12	+------------------------------------------------------------------------------------------------------------------+-----------+--------+	12	+------------------------------------------------------------------------------------------------------------------+-----------+--------+
13	\|·:ref:`sphx_glr_examples_example_~~detect_outliers~~.py`·(``example_~~detect_outliers.py``)~~·····························\|·00:32.224·\|·0.0·MB·\|	13	\|·:ref:`sphx_glr_examples_example_sympy.py`·(``example_sympy.py``)·················································\|·00:04.364·\|·0.0·MB·\|
14	+------------------------------------------------------------------------------------------------------------------+-----------+--------+	14	+------------------------------------------------------------------------------------------------------------------+-----------+--------+
15	\|·:ref:`sphx_glr_examples_example_~~comp~~lex_reso~~nat~~o~~r_model~~.py`·(``example_comple~~x_resonator_model.py``)~~·············\|·00:25.~~050~~·\|·0.0·MB·\|	15	\|·:ref:`sphx_glr_examples_example_detect_outliers.py`·(``example_detect_outliers.py``)·····························\|·00:03.168·\|·0.0·MB·\|
16	+------------------------------------------------------------------------------------------------------------------+-----------+--------+	16	+------------------------------------------------------------------------------------------------------------------+-----------+--------+
17	\|·:ref:`sphx_glr_examples_example_dif~~fev~~.py`·(``example_d~~iff~~e~~v.py``)··················~~·····························\|·00:23.~~280~~·\|·0.0·MB·\|	17	\|·:ref:`sphx_glr_examples_example_Model_interface.py`·(``example_Model_interface.py``)·····························\|·00:01.997·\|·0.0·MB·\|
18	+------------------------------------------------------------------------------------------------------------------+-----------+--------+	18	+------------------------------------------------------------------------------------------------------------------+-----------+--------+
19	\|·:ref:`sphx_glr_examples_example_use_pandas.py`·(``exampl~~e_us~~e_~~pandas.~~p~~y``)··························~~·············\|·00:10.~~416~~·\|·0.0·MB·\|	19	\|·:ref:`sphx_glr_examples_example_complex_resonator_model.py`·(``example_complex_resonator_model.py``)·············\|·00:01.805·\|·0.0·MB·\|
20	+------------------------------------------------------------------------------------------------------------------+-----------+--------+	20	+------------------------------------------------------------------------------------------------------------------+-----------+--------+
21	\|·:ref:`sphx_glr_examples_example_~~red~~uce_~~fcn~~.py`·(``exampl~~e_reduc~~e_fc~~n.py``)················~~·······················\|·00:10.100·\|·0.0·MB·\|	21	\|·:ref:`sphx_glr_examples_example_fit_multi_datasets.py`·(``example_fit_multi_datasets.py``)·······················\|·00:01.490·\|·0.0·MB·\|
22	+------------------------------------------------------------------------------------------------------------------+-----------+--------+	22	+------------------------------------------------------------------------------------------------------------------+-----------+--------+
23	\|·:ref:`sphx_glr_examples_example_~~fit~~_~~with~~_inequa~~lit~~y.py`·(``example_~~fit~~_~~with_inequality.py``)~~·····················\|·00:09.~~261~~·\|·0.0·MB·\|	23	\|·:ref:`sphx_glr_examples_example_use_pandas.py`·(``example_use_pandas.py``)·······································\|·00:01.458·\|·0.0·MB·\|
24	+------------------------------------------------------------------------------------------------------------------+-----------+--------+	24	+------------------------------------------------------------------------------------------------------------------+-----------+--------+
25	\|·:ref:`sphx_glr_examples_example_~~expr~~ession~~_model~~.py`·(``example_ex~~press~~ion_~~mod~~el~~.py``)··························~~·\|·00:08.~~928~~·\|·0.0·MB·\|	25	\|·:ref:`sphx_glr_examples_example_fit_with_algebraic_constraint.py`·(``example_fit_with_algebraic_constraint.py``)·\|·00:01.380·\|·0.0·MB·\|
26	+------------------------------------------------------------------------------------------------------------------+-----------+--------+	26	+------------------------------------------------------------------------------------------------------------------+-----------+--------+
27	\|·:ref:`sphx_glr_examples_example_fit_with_bounds.py`·(``example_fit_with_bounds.py``)~~······~~·······················\|·00:06.~~733~~·\|·0.0·MB·\|	27	\|·:ref:`sphx_glr_examples_example_fit_with_derivfunc.py`·(``example_fit_with_derivfunc.py``)·······················\|·00:01.320·\|·0.0·MB·\|
28	+------------------------------------------------------------------------------------------------------------------+-----------+--------+	28	+------------------------------------------------------------------------------------------------------------------+-----------+--------+
29	\|·:ref:`sphx_glr_examples_example_Mod~~el_~~i~~nter~~f~~ace~~.py`·(``example_~~Mod~~e~~l_interface.py``)~~·····························\|·00:06.074·\|·0.0·MB·\|	29	\|·:ref:`sphx_glr_examples_example_diffev.py`·(``example_diffev.py``)···············································\|·00:01.264·\|·0.0·MB·\|
30	+------------------------------------------------------------------------------------------------------------------+-----------+--------+	30	+------------------------------------------------------------------------------------------------------------------+-----------+--------+
31	\|·:ref:`sphx_glr_examples_example_sy~~mpy.py`·(``~~ex~~amp~~le_sympy~~.py~~``~~)····························~~·····················\|·00:05.~~646~~·\|·0.0·MB·\|	31	\|·:ref:`sphx_glr_examples_example_fit_with_inequality.py`·(``example_fit_with_inequality.py``)·····················\|·00:01.224·\|·0.0·MB·\|
32	+------------------------------------------------------------------------------------------------------------------+-----------+--------+	32	+------------------------------------------------------------------------------------------------------------------+-----------+--------+
33	\|·:ref:`sphx_glr_examples_example_fi~~t_with_derivfunc~~.py`·(``example_fi~~t_with_derivfunc~~.py``)·······················\|·00:03.~~864~~·\|·0.0·MB·\|	33	\|·:ref:`sphx_glr_examples_example_expression_model.py`·(``example_expression_model.py``)···························\|·00:01.157·\|·0.0·MB·\|
34	+------------------------------------------------------------------------------------------------------------------+-----------+--------+	34	+------------------------------------------------------------------------------------------------------------------+-----------+--------+
35	\|·:ref:`sphx_glr_examples_example_fi~~t_m~~ulti_~~datasets~~.py`·(``example_f~~it_multi_datasets.py``)~~·······················\|·00:01.~~274~~·\|·0.0·MB·\|	35	\|·:ref:`sphx_glr_examples_example_reduce_fcn.py`·(``example_reduce_fcn.py``)·······································\|·00:00.737·\|·0.0·MB·\|
36	+------------------------------------------------------------------------------------------------------------------+-----------+--------+	36	+------------------------------------------------------------------------------------------------------------------+-----------+--------+
37	\|·:ref:`sphx_glr_examples_example_fit_with_~~alge~~b~~raic_c~~o~~nstraint~~.py`·(``example_fit_with_~~algebraic_constraint.py``)~~·\|·00:01.~~206~~·\|·0.0·MB·\|	37	\|·:ref:`sphx_glr_examples_example_fit_with_bounds.py`·(``example_fit_with_bounds.py``)·····························\|·00:00.633·\|·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	+------------------------------------------------------------------------------------------------------------------+-----------+--------+


Offset 355, 15 lines modified		Offset 355, 15 lines modified
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··6.~~074~~·seconds)</p>	362	<p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··1.997·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>


Offset 284, 15 lines modified		Offset 284, 15 lines modified
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··~~25.~~050·seconds)</p>	291	<p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··1.805·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>


Offset 305, 15 lines modified		Offset 305, 15 lines modified
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>·(·7·minutes··56.~~648~~·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>·(·1·minutes··13.182·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>


Offset 245, 15 lines modified		Offset 245, 15 lines modified
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··32.~~224~~·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··3.168·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>


Offset 229, 15 lines modified		Offset 229, 15 lines modified
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··23.280·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··1.264·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>


Offset 186, 15 lines modified		Offset 186, 15 lines modified
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··8.~~928~~·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··1.157·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>


Offset 236, 15 lines modified		Offset 236, 15 lines modified
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··1.~~274~~·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··1.490·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>


Offset 227, 15 lines modified		Offset 227, 15 lines modified
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··1.~~206~~·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··1.380·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>


Offset 219, 15 lines modified		Offset 219, 15 lines modified
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··3.~~864~~·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··1.320·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 165, 29 lines modified		Offset 165, 29 lines modified
165	-rw-r--r--···0·root·········(0)·root·········(0)·····3499·2022-11-05·18:38:23.000000·./usr/share/doc/python3-lmfit/html/_sources/bounds.rst.txt	165	-rw-r--r--···0·root·········(0)·root·········(0)·····3499·2022-11-05·18:38:23.000000·./usr/share/doc/python3-lmfit/html/_sources/bounds.rst.txt
166	-rw-r--r--···0·root·········(0)·root·········(0)····30644·2022-11-05·18:38:23.000000·./usr/share/doc/python3-lmfit/html/_sources/builtin_models.rst.txt	166	-rw-r--r--···0·root·········(0)·root·········(0)····30644·2022-11-05·18:38:23.000000·./usr/share/doc/python3-lmfit/html/_sources/builtin_models.rst.txt
167	-rw-r--r--···0·root·········(0)·root·········(0)·····9005·2022-11-05·18:38:23.000000·./usr/share/doc/python3-lmfit/html/_sources/confidence.rst.txt	167	-rw-r--r--···0·root·········(0)·root·········(0)·····9005·2022-11-05·18:38:23.000000·./usr/share/doc/python3-lmfit/html/_sources/confidence.rst.txt
168	-rw-r--r--···0·root·········(0)·root·········(0)·····8108·2022-11-08·21:32:24.000000·./usr/share/doc/python3-lmfit/html/_sources/constraints.rst.txt	168	-rw-r--r--···0·root·········(0)·root·········(0)·····8108·2022-11-08·21:32:24.000000·./usr/share/doc/python3-lmfit/html/_sources/constraints.rst.txt
169	-rw-r--r--···0·root·········(0)·root·········(0)······223·2022-11-05·18:38:23.000000·./usr/share/doc/python3-lmfit/html/_sources/contents.rst.txt	169	-rw-r--r--···0·root·········(0)·root·········(0)······223·2022-11-05·18:38:23.000000·./usr/share/doc/python3-lmfit/html/_sources/contents.rst.txt
170	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/_sources/examples/	170	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/_sources/examples/
171	-rw-r--r--···0·root·········(0)·root·········(0)····12434·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/_sources/examples/example_Model_interface.rst.txt	171	-rw-r--r--···0·root·········(0)·root·········(0)····12434·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/_sources/examples/example_Model_interface.rst.txt
172	-rw-r--r--···0·root·········(0)·root·········(0)····27793·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/_sources/examples/example_brute.rst.txt	172	-rw-r--r--···0·root·········(0)·root·········(0)····27792·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/_sources/examples/example_brute.rst.txt
173	-rw-r--r--···0·root·········(0)·root·········(0)·····9186·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/_sources/examples/example_complex_resonator_model.rst.txt	173	-rw-r--r--···0·root·········(0)·root·········(0)·····9185·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/_sources/examples/example_complex_resonator_model.rst.txt
174	-rw-r--r--···0·root·········(0)·root·········(0)·····8338·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/_sources/examples/example_confidence_interval.rst.txt	174	-rw-r--r--···0·root·········(0)·root·········(0)·····8338·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/_sources/examples/example_confidence_interval.rst.txt
175	-rw-r--r--···0·root·········(0)·root·········(0)·····6604·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/_sources/examples/example_detect_outliers.rst.txt	175	-rw-r--r--···0·root·········(0)·root·········(0)·····6603·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/_sources/examples/example_detect_outliers.rst.txt
176	-rw-r--r--···0·root·········(0)·root·········(0)·····5143·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/_sources/examples/example_diffev.rst.txt	176	-rw-r--r--···0·root·········(0)·root·········(0)·····5142·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/_sources/examples/example_diffev.rst.txt
177	-rw-r--r--···0·root·········(0)·root·········(0)·····3762·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/_sources/examples/example_expression_model.rst.txt	177	-rw-r--r--···0·root·········(0)·root·········(0)·····3762·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/_sources/examples/example_expression_model.rst.txt
178	-rw-r--r--···0·root·········(0)·root·········(0)·····6027·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/_sources/examples/example_fit_multi_datasets.rst.txt	178	-rw-r--r--···0·root·········(0)·root·········(0)·····6027·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/_sources/examples/example_fit_multi_datasets.rst.txt
179	-rw-r--r--···0·root·········(0)·root·········(0)·····5133·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/_sources/examples/example_fit_with_algebraic_constraint.rst.txt	179	-rw-r--r--···0·root·········(0)·root·········(0)·····5133·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/_sources/examples/example_fit_with_algebraic_constraint.rst.txt
180	-rw-r--r--···0·root·········(0)·root·········(0)·····4844·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/_sources/examples/example_fit_with_bounds.rst.txt	180	-rw-r--r--···0·root·········(0)·root·········(0)·····4844·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/_sources/examples/example_fit_with_bounds.rst.txt
181	-rw-r--r--···0·root·········(0)·root·········(0)·····5143·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/_sources/examples/example_fit_with_derivfunc.rst.txt	181	-rw-r--r--···0·root·········(0)·root·········(0)·····5143·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/_sources/examples/example_fit_with_derivfunc.rst.txt
182	-rw-r--r--···0·root·········(0)·root·········(0)·····5037·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/_sources/examples/example_fit_with_inequality.rst.txt	182	-rw-r--r--···0·root·········(0)·root·········(0)·····5037·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/_sources/examples/example_fit_with_inequality.rst.txt
183	-rw-r--r--···0·root·········(0)·root·········(0)·····5926·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/_sources/examples/example_reduce_fcn.rst.txt	183	-rw-r--r--···0·root·········(0)·root·········(0)·····5925·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/_sources/examples/example_reduce_fcn.rst.txt
184	-rw-r--r--···0·root·········(0)·root·········(0)·····5343·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/_sources/examples/example_sympy.rst.txt	184	-rw-r--r--···0·root·········(0)·root·········(0)·····5343·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/_sources/examples/example_sympy.rst.txt
185	-rw-r--r--···0·root·········(0)·root·········(0)····11555·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/_sources/examples/example_two_dimensional_peak.rst.txt	185	-rw-r--r--···0·root·········(0)·root·········(0)····11556·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/_sources/examples/example_two_dimensional_peak.rst.txt
186	-rw-r--r--···0·root·········(0)·root·········(0)·····3456·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/_sources/examples/example_use_pandas.rst.txt	186	-rw-r--r--···0·root·········(0)·root·········(0)·····3455·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/_sources/examples/example_use_pandas.rst.txt
187	-rw-r--r--···0·root·········(0)·root·········(0)·····9088·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/_sources/examples/index.rst.txt	187	-rw-r--r--···0·root·········(0)·root·········(0)·····9088·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/_sources/examples/index.rst.txt
188	-rw-r--r--···0·root·········(0)·root·········(0)·····9602·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/_sources/examples/lmfit_emcee_model_selection.rst.txt	188	-rw-r--r--···0·root·········(0)·root·········(0)·····9602·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/_sources/examples/lmfit_emcee_model_selection.rst.txt
189	-rw-r--r--···0·root·········(0)·root·········(0)·····5976·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/_sources/examples/nodoc_example_emcee_Model_interface.rst.txt	189	-rw-r--r--···0·root·········(0)·root·········(0)·····5976·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/_sources/examples/nodoc_example_emcee_Model_interface.rst.txt
190	-rw-r--r--···0·root·········(0)·root·········(0)·····5256·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/_sources/examples/sg_execution_times.rst.txt	190	-rw-r--r--···0·root·········(0)·root·········(0)·····5256·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/_sources/examples/sg_execution_times.rst.txt
191	-rw-r--r--···0·root·········(0)·root·········(0)····12177·2022-11-05·18:38:23.000000·./usr/share/doc/python3-lmfit/html/_sources/faq.rst.txt	191	-rw-r--r--···0·root·········(0)·root·········(0)····12177·2022-11-05·18:38:23.000000·./usr/share/doc/python3-lmfit/html/_sources/faq.rst.txt
192	-rw-r--r--···0·root·········(0)·root·········(0)····34852·2022-11-08·21:32:24.000000·./usr/share/doc/python3-lmfit/html/_sources/fitting.rst.txt	192	-rw-r--r--···0·root·········(0)·root·········(0)····34852·2022-11-08·21:32:24.000000·./usr/share/doc/python3-lmfit/html/_sources/fitting.rst.txt
193	-rw-r--r--···0·root·········(0)·root·········(0)·····2916·2022-11-05·18:38:23.000000·./usr/share/doc/python3-lmfit/html/_sources/index.rst.txt	193	-rw-r--r--···0·root·········(0)·root·········(0)·····2916·2022-11-05·18:38:23.000000·./usr/share/doc/python3-lmfit/html/_sources/index.rst.txt
Offset 221, 44 lines modified		Offset 221, 44 lines modified
221	-rw-r--r--···0·root·········(0)·root·········(0)····11942·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/bounds.html	221	-rw-r--r--···0·root·········(0)·root·········(0)····11942·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/bounds.html
222	-rw-r--r--···0·root·········(0)·root·········(0)···180995·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/builtin_models.html	222	-rw-r--r--···0·root·········(0)·root·········(0)···180995·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/builtin_models.html
223	-rw-r--r--···0·root·········(0)·root·········(0)····34593·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/confidence.html	223	-rw-r--r--···0·root·········(0)·root·········(0)····34593·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/confidence.html
224	-rw-r--r--···0·root·········(0)·root·········(0)····20486·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/constraints.html	224	-rw-r--r--···0·root·········(0)·root·········(0)····20486·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/constraints.html
225	-rw-r--r--···0·root·········(0)·root·········(0)····31543·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/contents.html	225	-rw-r--r--···0·root·········(0)·root·········(0)····31543·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/contents.html
226	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/examples/	226	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/examples/
227	-rw-r--r--···0·root·········(0)·root·········(0)····35510·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/examples/example_Model_interface.html	227	-rw-r--r--···0·root·········(0)·root·········(0)····35510·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/examples/example_Model_interface.html
228	-rw-r--r--···0·root·········(0)·root·········(0)····84938·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/examples/example_brute.html	228	-rw-r--r--···0·root·········(0)·root·········(0)····84937·2022-12-30·16:46:34.000000·./usr/share/doc/python3-lmfit/html/examples/example_brute.html


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··5.646·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··4.364·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>·(·1·minutes··3.382·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··12.305·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>