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3 Computation·times3 Computation·times
4 =================4 =================
5 **04:06.511**·total·execution·time·for·**examples**·files:5 **04:16.686**·total·execution·time·for·**examples**·files:
  
6 +------------------------------------------------------------------------------------------------------------------+-----------+--------+6 +------------------------------------------------------------------------------------------------------------------+-----------+--------+
7 |·:ref:`sphx_glr_examples_example_brute.py`·(``example_brute.py``)·················································|·02:08.950·|·0.0·MB·|7 |·:ref:`sphx_glr_examples_example_brute.py`·(``example_brute.py``)·················································|·01:55.278·|·0.0·MB·|
8 +------------------------------------------------------------------------------------------------------------------+-----------+--------+8 +------------------------------------------------------------------------------------------------------------------+-----------+--------+
9 |·:ref:`sphx_glr_examples_example_confidence_interval.py`·(``example_confidence_interval.py``)·····················|·01:22.782·|·0.0·MB·|9 |·:ref:`sphx_glr_examples_example_confidence_interval.py`·(``example_confidence_interval.py``)·····················|·01:45.775·|·0.0·MB·|
10 +------------------------------------------------------------------------------------------------------------------+-----------+--------+10 +------------------------------------------------------------------------------------------------------------------+-----------+--------+
11 |·:ref:`sphx_glr_examples_example_two_dimensional_peak.py`·(``example_two_dimensional_peak.py``)···················|·00:12.859·|·0.0·MB·|11 |·:ref:`sphx_glr_examples_example_two_dimensional_peak.py`·(``example_two_dimensional_peak.py``)···················|·00:10.699·|·0.0·MB·|
12 +------------------------------------------------------------------------------------------------------------------+-----------+--------+12 +------------------------------------------------------------------------------------------------------------------+-----------+--------+
13 |·:ref:`sphx_glr_examples_example_detect_outliers.py`·(``example_detect_outliers.py``)·····························|·00:04.205·|·0.0·MB·|13 |·:ref:`sphx_glr_examples_example_sympy.py`·(``example_sympy.py``)·················································|·00:05.701·|·0.0·MB·|
14 +------------------------------------------------------------------------------------------------------------------+-----------+--------+14 +------------------------------------------------------------------------------------------------------------------+-----------+--------+
15 |·:ref:`sphx_glr_examples_example_sympy.py`·(``example_sympy.py``)·················································|·00:03.943·|·0.0·MB·|15 |·:ref:`sphx_glr_examples_example_detect_outliers.py`·(``example_detect_outliers.py``)·····························|·00:04.506·|·0.0·MB·|
16 +------------------------------------------------------------------------------------------------------------------+-----------+--------+16 +------------------------------------------------------------------------------------------------------------------+-----------+--------+
17 |·:ref:`sphx_glr_examples_example_complex_resonator_model.py`·(``example_complex_resonator_model.py``)·············|·00:02.592·|·0.0·MB·|17 |·:ref:`sphx_glr_examples_example_complex_resonator_model.py`·(``example_complex_resonator_model.py``)·············|·00:02.550·|·0.0·MB·|
18 +------------------------------------------------------------------------------------------------------------------+-----------+--------+18 +------------------------------------------------------------------------------------------------------------------+-----------+--------+
19 |·:ref:`sphx_glr_examples_example_diffev.py`·(``example_diffev.py``)···············································|·00:01.784·|·0.0·MB·|19 |·:ref:`sphx_glr_examples_example_diffev.py`·(``example_diffev.py``)···············································|·00:01.847·|·0.0·MB·|
20 +------------------------------------------------------------------------------------------------------------------+-----------+--------+20 +------------------------------------------------------------------------------------------------------------------+-----------+--------+
21 |·:ref:`sphx_glr_examples_example_Model_interface.py`·(``example_Model_interface.py``)·····························|·00:01.503·|·0.0·MB·|21 |·:ref:`sphx_glr_examples_example_Model_interface.py`·(``example_Model_interface.py``)·····························|·00:01.639·|·0.0·MB·|
22 +------------------------------------------------------------------------------------------------------------------+-----------+--------+22 +------------------------------------------------------------------------------------------------------------------+-----------+--------+
23 |·:ref:`sphx_glr_examples_example_reduce_fcn.py`·(``example_reduce_fcn.py``)·······································|·00:01.132·|·0.0·MB·|23 |·:ref:`sphx_glr_examples_example_reduce_fcn.py`·(``example_reduce_fcn.py``)·······································|·00:01.525·|·0.0·MB·|
24 +------------------------------------------------------------------------------------------------------------------+-----------+--------+24 +------------------------------------------------------------------------------------------------------------------+-----------+--------+
25 |·:ref:`sphx_glr_examples_example_fit_multi_datasets.py`·(``example_fit_multi_datasets.py``)·······················|·00:01.020·|·0.0·MB·|25 |·:ref:`sphx_glr_examples_example_fit_with_bounds.py`·(``example_fit_with_bounds.py``)·····························|·00:01.355·|·0.0·MB·|
26 +------------------------------------------------------------------------------------------------------------------+-----------+--------+26 +------------------------------------------------------------------------------------------------------------------+-----------+--------+
27 |·:ref:`sphx_glr_examples_example_use_pandas.py`·(``example_use_pandas.py``)·······································|·00:01.004·|·0.0·MB·|27 |·:ref:`sphx_glr_examples_example_fit_multi_datasets.py`·(``example_fit_multi_datasets.py``)·······················|·00:01.024·|·0.0·MB·|
28 +------------------------------------------------------------------------------------------------------------------+-----------+--------+28 +------------------------------------------------------------------------------------------------------------------+-----------+--------+
29 |·:ref:`sphx_glr_examples_example_fit_with_bounds.py`·(``example_fit_with_bounds.py``)·····························|·00:00.993·|·0.0·MB·|29 |·:ref:`sphx_glr_examples_example_fit_with_algebraic_constraint.py`·(``example_fit_with_algebraic_constraint.py``)·|·00:01.005·|·0.0·MB·|
30 +------------------------------------------------------------------------------------------------------------------+-----------+--------+30 +------------------------------------------------------------------------------------------------------------------+-----------+--------+
31 |·:ref:`sphx_glr_examples_example_fit_with_algebraic_constraint.py`·(``example_fit_with_algebraic_constraint.py``)·|·00:00.957·|·0.0·MB·|31 |·:ref:`sphx_glr_examples_example_use_pandas.py`·(``example_use_pandas.py``)·······································|·00:00.996·|·0.0·MB·|
32 +------------------------------------------------------------------------------------------------------------------+-----------+--------+32 +------------------------------------------------------------------------------------------------------------------+-----------+--------+
33 |·:ref:`sphx_glr_examples_example_fit_with_inequality.py`·(``example_fit_with_inequality.py``)·····················|·00:00.946·|·0.0·MB·|33 |·:ref:`sphx_glr_examples_example_fit_with_derivfunc.py`·(``example_fit_with_derivfunc.py``)·······················|·00:00.983·|·0.0·MB·|
34 +------------------------------------------------------------------------------------------------------------------+-----------+--------+34 +------------------------------------------------------------------------------------------------------------------+-----------+--------+
35 |·:ref:`sphx_glr_examples_example_fit_with_derivfunc.py`·(``example_fit_with_derivfunc.py``)·······················|·00:00.931·|·0.0·MB·|35 |·:ref:`sphx_glr_examples_example_fit_with_inequality.py`·(``example_fit_with_inequality.py``)·····················|·00:00.919·|·0.0·MB·|
36 +------------------------------------------------------------------------------------------------------------------+-----------+--------+36 +------------------------------------------------------------------------------------------------------------------+-----------+--------+
37 |·:ref:`sphx_glr_examples_example_expression_model.py`·(``example_expression_model.py``)···························|·00:00.909·|·0.0·MB·|37 |·:ref:`sphx_glr_examples_example_expression_model.py`·(``example_expression_model.py``)···························|·00:00.883·|·0.0·MB·|
38 +------------------------------------------------------------------------------------------------------------------+-----------+--------+38 +------------------------------------------------------------------------------------------------------------------+-----------+--------+
39 |·:ref:`sphx_glr_examples_lmfit_emcee_model_selection.py`·(``lmfit_emcee_model_selection.py``)·····················|·00:00.000·|·0.0·MB·|39 |·:ref:`sphx_glr_examples_lmfit_emcee_model_selection.py`·(``lmfit_emcee_model_selection.py``)·····················|·00:00.000·|·0.0·MB·|
40 +------------------------------------------------------------------------------------------------------------------+-----------+--------+40 +------------------------------------------------------------------------------------------------------------------+-----------+--------+
41 |·:ref:`sphx_glr_examples_nodoc_example_emcee_Model_interface.py`·(``nodoc_example_emcee_Model_interface.py``)·····|·00:00.000·|·0.0·MB·|41 |·:ref:`sphx_glr_examples_nodoc_example_emcee_Model_interface.py`·(``nodoc_example_emcee_Model_interface.py``)·····|·00:00.000·|·0.0·MB·|
42 +------------------------------------------------------------------------------------------------------------------+-----------+--------+42 +------------------------------------------------------------------------------------------------------------------+-----------+--------+
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355 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[[Variables]]355 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[[Variables]]
356 ····N:····7.11270203·+/-·0.24334999·(3.42%)·(init·=·10)356 ····N:····7.11270203·+/-·0.24334999·(3.42%)·(init·=·10)
357 ····tau:··2.92065221·+/-·0.13488198·(4.62%)·(init·=·1)357 ····tau:··2.92065221·+/-·0.13488198·(4.62%)·(init·=·1)
358 [[Correlations]]·(unreported·correlations·are·&lt;·0.100)358 [[Correlations]]·(unreported·correlations·are·&lt;·0.100)
359 ····C(N,·tau)·=·-0.932359 ····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··1.503·seconds)</p>362 <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··1.639·seconds)</p>
363 <div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-model-interface-py">363 <div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-model-interface-py">
364 <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">364 <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
365 <p><a·class="reference·download·internal"·download=""·href="../_downloads/8b2fe0a32f4790de5b0465c00682a37b/example_Model_interface.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_Model_interface.py</span></code></a></p>365 <p><a·class="reference·download·internal"·download=""·href="../_downloads/8b2fe0a32f4790de5b0465c00682a37b/example_Model_interface.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_Model_interface.py</span></code></a></p>
366 </div>366 </div>
367 <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">367 <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
368 <p><a·class="reference·download·internal"·download=""·href="../_downloads/a69966d88009a9341e88bfe1935158a7/example_Model_interface.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_Model_interface.ipynb</span></code></a></p>368 <p><a·class="reference·download·internal"·download=""·href="../_downloads/a69966d88009a9341e88bfe1935158a7/example_Model_interface.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_Model_interface.ipynb</span></code></a></p>
369 </div>369 </div>
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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>·(·2·minutes··8.950·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··55.278·seconds)</p>
664 <div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-brute-py">664 <div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-brute-py">
665 <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">665 <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
666 <p><a·class="reference·download·internal"·download=""·href="../_downloads/c004866ac6395edd2609ff96cecdc255/example_brute.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_brute.py</span></code></a></p>666 <p><a·class="reference·download·internal"·download=""·href="../_downloads/c004866ac6395edd2609ff96cecdc255/example_brute.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_brute.py</span></code></a></p>
667 </div>667 </div>
668 <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">668 <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
669 <p><a·class="reference·download·internal"·download=""·href="../_downloads/9254f2af7eef00978dc5823dc5418985/example_brute.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_brute.ipynb</span></code></a></p>669 <p><a·class="reference·download·internal"·download=""·href="../_downloads/9254f2af7eef00978dc5823dc5418985/example_brute.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_brute.ipynb</span></code></a></p>
670 </div>670 </div>
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./usr/share/doc/python3-lmfit/html/examples/example_complex_resonator_model.html
    
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284 <span·class="n">plt</span><span·class="o">.</span><span·class="n">xlabel</span><span·class="p">(</span><span·class="s1">&#39;MHz&#39;</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">&#39;MHz&#39;</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··2.592·seconds)</p>291 <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··2.550·seconds)</p>
292 <div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-complex-resonator-model-py">292 <div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-complex-resonator-model-py">
293 <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">293 <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
294 <p><a·class="reference·download·internal"·download=""·href="../_downloads/3805fc8171e8a0686d5cf65be55085ee/example_complex_resonator_model.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_complex_resonator_model.py</span></code></a></p>294 <p><a·class="reference·download·internal"·download=""·href="../_downloads/3805fc8171e8a0686d5cf65be55085ee/example_complex_resonator_model.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_complex_resonator_model.py</span></code></a></p>
295 </div>295 </div>
296 <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">296 <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
297 <p><a·class="reference·download·internal"·download=""·href="../_downloads/3dcc7459227dbd4ba1982949be8491e1/example_complex_resonator_model.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_complex_resonator_model.ipynb</span></code></a></p>297 <p><a·class="reference·download·internal"·download=""·href="../_downloads/3dcc7459227dbd4ba1982949be8491e1/example_complex_resonator_model.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_complex_resonator_model.ipynb</span></code></a></p>
298 </div>298 </div>
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305 ············<span·class="n">plt</span><span·class="o">.</span><span·class="n">ylabel</span><span·class="p">(</span><span·class="s1">&#39;prob&#39;</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">&#39;prob&#39;</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>·(·1·minutes··22.782·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··45.775·seconds)</p>
312 <div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-confidence-interval-py">312 <div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-confidence-interval-py">
313 <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">313 <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
314 <p><a·class="reference·download·internal"·download=""·href="../_downloads/b6a243851aa5b1d7362705005c5ed3b1/example_confidence_interval.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_confidence_interval.py</span></code></a></p>314 <p><a·class="reference·download·internal"·download=""·href="../_downloads/b6a243851aa5b1d7362705005c5ed3b1/example_confidence_interval.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_confidence_interval.py</span></code></a></p>
315 </div>315 </div>
316 <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">316 <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
317 <p><a·class="reference·download·internal"·download=""·href="../_downloads/2c0316848a8a5e58fdf5c1bd1978018e/example_confidence_interval.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_confidence_interval.ipynb</span></code></a></p>317 <p><a·class="reference·download·internal"·download=""·href="../_downloads/2c0316848a8a5e58fdf5c1bd1978018e/example_confidence_interval.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_confidence_interval.ipynb</span></code></a></p>
318 </div>318 </div>
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245 <span·class="n">axs</span><span·class="p">[</span><span·class="mi">3</span><span·class="p">]</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">stderrs</span><span·class="p">[</span><span·class="s1">&#39;b&#39;</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">&#39;b&#39;</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">&#39;b&#39;</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">&#39;r&#39;</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">&#39;outlier&#39;</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">&#39;b&#39;</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">&#39;r&#39;</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">&#39;outlier&#39;</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">&#39;err·b·change&#39;</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">&#39;err·b·change&#39;</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">&#39;x&#39;</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">&#39;x&#39;</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··4.205·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··4.506·seconds)</p>
252 <div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-detect-outliers-py">252 <div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-detect-outliers-py">
253 <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">253 <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
254 <p><a·class="reference·download·internal"·download=""·href="../_downloads/997bd062873174254128e513e48dc191/example_detect_outliers.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_detect_outliers.py</span></code></a></p>254 <p><a·class="reference·download·internal"·download=""·href="../_downloads/997bd062873174254128e513e48dc191/example_detect_outliers.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_detect_outliers.py</span></code></a></p>
255 </div>255 </div>
256 <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">256 <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
257 <p><a·class="reference·download·internal"·download=""·href="../_downloads/a4a9bd70fc277eac0b5a505f48c84a99/example_detect_outliers.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_detect_outliers.ipynb</span></code></a></p>257 <p><a·class="reference·download·internal"·download=""·href="../_downloads/a4a9bd70fc277eac0b5a505f48c84a99/example_detect_outliers.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_detect_outliers.ipynb</span></code></a></p>
258 </div>258 </div>
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./usr/share/doc/python3-lmfit/html/examples/example_diffev.html
    
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229 </div>229 </div>
230 <div·class="highlight-default·notranslate"><div·class="highlight"><pre><span></span><span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">yn</span><span·class="p">,</span>·<span·class="s1">&#39;o&#39;</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">&#39;data&#39;</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">&#39;o&#39;</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">&#39;data&#39;</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">&#39;-&#39;</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">&#39;leastsq&#39;</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">&#39;-&#39;</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">&#39;leastsq&#39;</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">&#39;--&#39;</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">&#39;diffev&#39;</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">&#39;--&#39;</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">&#39;diffev&#39;</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··1.784·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··1.847·seconds)</p>
237 <div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-diffev-py">237 <div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-diffev-py">
238 <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">238 <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
239 <p><a·class="reference·download·internal"·download=""·href="../_downloads/9be2a6edec6597f9b4fc9ae817df3c9e/example_diffev.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_diffev.py</span></code></a></p>239 <p><a·class="reference·download·internal"·download=""·href="../_downloads/9be2a6edec6597f9b4fc9ae817df3c9e/example_diffev.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_diffev.py</span></code></a></p>
240 </div>240 </div>
241 <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">241 <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
242 <p><a·class="reference·download·internal"·download=""·href="../_downloads/b14ecb1d89648d4116095890700c90a4/example_diffev.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_diffev.ipynb</span></code></a></p>242 <p><a·class="reference·download·internal"·download=""·href="../_downloads/b14ecb1d89648d4116095890700c90a4/example_diffev.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_diffev.ipynb</span></code></a></p>
243 </div>243 </div>
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186 </div>186 </div>
187 <div·class="highlight-default·notranslate"><div·class="highlight"><pre><span></span><span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">y</span><span·class="p">,</span>·<span·class="s1">&#39;o&#39;</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">&#39;o&#39;</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">&#39;--&#39;</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">&#39;initial·fit&#39;</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">&#39;--&#39;</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">&#39;initial·fit&#39;</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">&#39;-&#39;</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">&#39;best·fit&#39;</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">&#39;-&#39;</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">&#39;best·fit&#39;</span><span·class="p">)</span>
190 <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>190 <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>
191 </pre></div>191 </pre></div>
192 </div>192 </div>
193 <img·src="../_images/sphx_glr_example_expression_model_001.png"·srcset="../_images/sphx_glr_example_expression_model_001.png,·../_images/sphx_glr_example_expression_model_001_3_0x.png·3.0x"·alt="example·expression·model"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··0.909·seconds)</p>193 <img·src="../_images/sphx_glr_example_expression_model_001.png"·srcset="../_images/sphx_glr_example_expression_model_001.png,·../_images/sphx_glr_example_expression_model_001_3_0x.png·3.0x"·alt="example·expression·model"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··0.883·seconds)</p>
194 <div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-expression-model-py">194 <div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-expression-model-py">
195 <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">195 <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
196 <p><a·class="reference·download·internal"·download=""·href="../_downloads/dd61d0d99d106be1eecc4533c0a813be/example_expression_model.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_expression_model.py</span></code></a></p>196 <p><a·class="reference·download·internal"·download=""·href="../_downloads/dd61d0d99d106be1eecc4533c0a813be/example_expression_model.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_expression_model.py</span></code></a></p>
197 </div>197 </div>
198 <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">198 <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
199 <p><a·class="reference·download·internal"·download=""·href="../_downloads/18a51e50a47e90524ad3b8de0632b714/example_expression_model.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_expression_model.ipynb</span></code></a></p>199 <p><a·class="reference·download·internal"·download=""·href="../_downloads/18a51e50a47e90524ad3b8de0632b714/example_expression_model.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_expression_model.ipynb</span></code></a></p>
200 </div>200 </div>
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236 <p>Plot·the·data·sets·and·fits</p>236 <p>Plot·the·data·sets·and·fits</p>
237 <div·class="highlight-default·notranslate"><div·class="highlight"><pre><span></span><span·class="n">plt</span><span·class="o">.</span><span·class="n">figure</span><span·class="p">()</span>237 <div·class="highlight-default·notranslate"><div·class="highlight"><pre><span></span><span·class="n">plt</span><span·class="o">.</span><span·class="n">figure</span><span·class="p">()</span>
238 <span·class="k">for</span>·<span·class="n">i</span>·<span·class="ow">in</span>·<span·class="nb">range</span><span·class="p">(</span><span·class="mi">5</span><span·class="p">):</span>238 <span·class="k">for</span>·<span·class="n">i</span>·<span·class="ow">in</span>·<span·class="nb">range</span><span·class="p">(</span><span·class="mi">5</span><span·class="p">):</span>
239 ····<span·class="n">y_fit</span>·<span·class="o">=</span>·<span·class="n">gauss_dataset</span><span·class="p">(</span><span·class="n">out</span><span·class="o">.</span><span·class="n">params</span><span·class="p">,</span>·<span·class="n">i</span><span·class="p">,</span>·<span·class="n">x</span><span·class="p">)</span>239 ····<span·class="n">y_fit</span>·<span·class="o">=</span>·<span·class="n">gauss_dataset</span><span·class="p">(</span><span·class="n">out</span><span·class="o">.</span><span·class="n">params</span><span·class="p">,</span>·<span·class="n">i</span><span·class="p">,</span>·<span·class="n">x</span><span·class="p">)</span>
240 ····<span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">data</span><span·class="p">[</span><span·class="n">i</span><span·class="p">,</span>·<span·class="p">:],</span>·<span·class="s1">&#39;o&#39;</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">&#39;-&#39;</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">&#39;o&#39;</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">&#39;-&#39;</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··1.020·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··1.024·seconds)</p>
244 <div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-fit-multi-datasets-py">244 <div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-fit-multi-datasets-py">
245 <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">245 <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
246 <p><a·class="reference·download·internal"·download=""·href="../_downloads/5c7aecfc832cba8709209d4aee80c638/example_fit_multi_datasets.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_fit_multi_datasets.py</span></code></a></p>246 <p><a·class="reference·download·internal"·download=""·href="../_downloads/5c7aecfc832cba8709209d4aee80c638/example_fit_multi_datasets.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_fit_multi_datasets.py</span></code></a></p>
247 </div>247 </div>
248 <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">248 <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
249 <p><a·class="reference·download·internal"·download=""·href="../_downloads/e9797dfaa256c029a43c2a364328ed36/example_fit_multi_datasets.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_fit_multi_datasets.ipynb</span></code></a></p>249 <p><a·class="reference·download·internal"·download=""·href="../_downloads/e9797dfaa256c029a43c2a364328ed36/example_fit_multi_datasets.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_fit_multi_datasets.ipynb</span></code></a></p>
250 </div>250 </div>
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227 </div>227 </div>
228 <div·class="highlight-default·notranslate"><div·class="highlight"><pre><span></span><span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">data</span><span·class="p">,</span>·<span·class="s1">&#39;+&#39;</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">&#39;+&#39;</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">&#39;--&#39;</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">&#39;initial·fit&#39;</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">&#39;--&#39;</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">&#39;initial·fit&#39;</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">&#39;-&#39;</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">&#39;best·fit&#39;</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">&#39;-&#39;</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">&#39;best·fit&#39;</span><span·class="p">)</span>
231 <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>231 <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>
232 </pre></div>232 </pre></div>
233 </div>233 </div>
234 <img·src="../_images/sphx_glr_example_fit_with_algebraic_constraint_001.png"·srcset="../_images/sphx_glr_example_fit_with_algebraic_constraint_001.png,·../_images/sphx_glr_example_fit_with_algebraic_constraint_001_3_0x.png·3.0x"·alt="example·fit·with·algebraic·constraint"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··0.957·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··1.005·seconds)</p>
235 <div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-fit-with-algebraic-constraint-py">235 <div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-fit-with-algebraic-constraint-py">
236 <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">236 <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
237 <p><a·class="reference·download·internal"·download=""·href="../_downloads/cb6735e259aa0fe1e9993a89862af987/example_fit_with_algebraic_constraint.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_fit_with_algebraic_constraint.py</span></code></a></p>237 <p><a·class="reference·download·internal"·download=""·href="../_downloads/cb6735e259aa0fe1e9993a89862af987/example_fit_with_algebraic_constraint.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_fit_with_algebraic_constraint.py</span></code></a></p>
238 </div>238 </div>
239 <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">239 <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
240 <p><a·class="reference·download·internal"·download=""·href="../_downloads/795f02254c8fb4ff85239a1247e0cdb3/example_fit_with_algebraic_constraint.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_fit_with_algebraic_constraint.ipynb</span></code></a></p>240 <p><a·class="reference·download·internal"·download=""·href="../_downloads/795f02254c8fb4ff85239a1247e0cdb3/example_fit_with_algebraic_constraint.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_fit_with_algebraic_constraint.ipynb</span></code></a></p>
241 </div>241 </div>
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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">&#39;o&#39;</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">&#39;data&#39;</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">&#39;o&#39;</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">&#39;data&#39;</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">&#39;best·fit&#39;</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">&#39;best·fit&#39;</span><span·class="p">)</span>
215 <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>215 <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>
216 </pre></div>216 </pre></div>
217 </div>217 </div>
218 <img·src="../_images/sphx_glr_example_fit_with_bounds_001.png"·srcset="../_images/sphx_glr_example_fit_with_bounds_001.png,·../_images/sphx_glr_example_fit_with_bounds_001_3_0x.png·3.0x"·alt="example·fit·with·bounds"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··0.993·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··1.355·seconds)</p>
219 <div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-fit-with-bounds-py">219 <div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-fit-with-bounds-py">
220 <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">220 <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
221 <p><a·class="reference·download·internal"·download=""·href="../_downloads/27b87cac9cd9afd7fa73c15f10211608/example_fit_with_bounds.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_fit_with_bounds.py</span></code></a></p>221 <p><a·class="reference·download·internal"·download=""·href="../_downloads/27b87cac9cd9afd7fa73c15f10211608/example_fit_with_bounds.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_fit_with_bounds.py</span></code></a></p>
222 </div>222 </div>
223 <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">223 <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
224 <p><a·class="reference·download·internal"·download=""·href="../_downloads/fd01b33f1731fe67d0f89a803067a496/example_fit_with_bounds.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_fit_with_bounds.ipynb</span></code></a></p>224 <p><a·class="reference·download·internal"·download=""·href="../_downloads/fd01b33f1731fe67d0f89a803067a496/example_fit_with_bounds.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_fit_with_bounds.ipynb</span></code></a></p>
225 </div>225 </div>
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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">&#39;o&#39;</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">&#39;data&#39;</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">&#39;o&#39;</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">&#39;data&#39;</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">&#39;with·analytical·derivative&#39;</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">&#39;with·analytical·derivative&#39;</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">&#39;--&#39;</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">&#39;without·analytical·derivative&#39;</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">&#39;--&#39;</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">&#39;without·analytical·derivative&#39;</span><span·class="p">)</span>
223 <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>223 <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>
224 </pre></div>224 </pre></div>
225 </div>225 </div>
226 <img·src="../_images/sphx_glr_example_fit_with_derivfunc_001.png"·srcset="../_images/sphx_glr_example_fit_with_derivfunc_001.png,·../_images/sphx_glr_example_fit_with_derivfunc_001_3_0x.png·3.0x"·alt="example·fit·with·derivfunc"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··0.931·seconds)</p>226 <img·src="../_images/sphx_glr_example_fit_with_derivfunc_001.png"·srcset="../_images/sphx_glr_example_fit_with_derivfunc_001.png,·../_images/sphx_glr_example_fit_with_derivfunc_001_3_0x.png·3.0x"·alt="example·fit·with·derivfunc"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··0.983·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>
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208 </div>208 </div>
209 <p>and·figure:</p>209 <p>and·figure:</p>
210 <div·class="highlight-default·notranslate"><div·class="highlight"><pre><span></span><span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">data</span><span·class="p">,</span>·<span·class="s1">&#39;o&#39;</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">&#39;o&#39;</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">&#39;--&#39;</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">&#39;best·fit&#39;</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">&#39;--&#39;</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">&#39;best·fit&#39;</span><span·class="p">)</span>
212 <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>212 <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>
213 </pre></div>213 </pre></div>
214 </div>214 </div>
215 <img·src="../_images/sphx_glr_example_fit_with_inequality_001.png"·srcset="../_images/sphx_glr_example_fit_with_inequality_001.png,·../_images/sphx_glr_example_fit_with_inequality_001_3_0x.png·3.0x"·alt="example·fit·with·inequality"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··0.946·seconds)</p>215 <img·src="../_images/sphx_glr_example_fit_with_inequality_001.png"·srcset="../_images/sphx_glr_example_fit_with_inequality_001.png,·../_images/sphx_glr_example_fit_with_inequality_001_3_0x.png·3.0x"·alt="example·fit·with·inequality"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··0.919·seconds)</p>
216 <div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-fit-with-inequality-py">216 <div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-fit-with-inequality-py">
217 <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">217 <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
218 <p><a·class="reference·download·internal"·download=""·href="../_downloads/0372b8f3b0b615eb40855b665c11d339/example_fit_with_inequality.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_fit_with_inequality.py</span></code></a></p>218 <p><a·class="reference·download·internal"·download=""·href="../_downloads/0372b8f3b0b615eb40855b665c11d339/example_fit_with_inequality.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_fit_with_inequality.py</span></code></a></p>
219 </div>219 </div>
220 <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">220 <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
221 <p><a·class="reference·download·internal"·download=""·href="../_downloads/8cc2f5f768207b7533d24c7fd6035d90/example_fit_with_inequality.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_fit_with_inequality.ipynb</span></code></a></p>221 <p><a·class="reference·download·internal"·download=""·href="../_downloads/8cc2f5f768207b7533d24c7fd6035d90/example_fit_with_inequality.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_fit_with_inequality.ipynb</span></code></a></p>
222 </div>222 </div>
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245 <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">&#39;o&#39;</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">&#39;true·function&#39;</span><span·class="p">)</span>245 <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">&#39;o&#39;</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">&#39;true·function&#39;</span><span·class="p">)</span>
246 <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">&#39;--*&#39;</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">&#39;with·noise+outliers&#39;</span><span·class="p">)</span>246 <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">&#39;--*&#39;</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">&#39;with·noise+outliers&#39;</span><span·class="p">)</span>
247 <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">&#39;-&#39;</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">&#39;sum·of·squares·fit&#39;</span><span·class="p">)</span>247 <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">&#39;-&#39;</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">&#39;sum·of·squares·fit&#39;</span><span·class="p">)</span>
248 <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">&#39;-&#39;</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">&#39;robust·fit&#39;</span><span·class="p">)</span>248 <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">&#39;-&#39;</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">&#39;robust·fit&#39;</span><span·class="p">)</span>
249 <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>249 <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>
250 </pre></div>250 </pre></div>
251 </div>251 </div>
252 <img·src="../_images/sphx_glr_example_reduce_fcn_001.png"·srcset="../_images/sphx_glr_example_reduce_fcn_001.png,·../_images/sphx_glr_example_reduce_fcn_001_3_0x.png·3.0x"·alt="example·reduce·fcn"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··1.132·seconds)</p>252 <img·src="../_images/sphx_glr_example_reduce_fcn_001.png"·srcset="../_images/sphx_glr_example_reduce_fcn_001.png,·../_images/sphx_glr_example_reduce_fcn_001_3_0x.png·3.0x"·alt="example·reduce·fcn"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··1.525·seconds)</p>
253 <div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-reduce-fcn-py">253 <div·class="sphx-glr-footer·class·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-examples-example-reduce-fcn-py">
254 <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">254 <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
255 <p><a·class="reference·download·internal"·download=""·href="../_downloads/d0e8e1e708ca0de18639372a3ff96a6a/example_reduce_fcn.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_reduce_fcn.py</span></code></a></p>255 <p><a·class="reference·download·internal"·download=""·href="../_downloads/d0e8e1e708ca0de18639372a3ff96a6a/example_reduce_fcn.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_reduce_fcn.py</span></code></a></p>
256 </div>256 </div>
257 <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">257 <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
258 <p><a·class="reference·download·internal"·download=""·href="../_downloads/5d125e1fb5f23aa5a5473c67a4699244/example_reduce_fcn.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_reduce_fcn.ipynb</span></code></a></p>258 <p><a·class="reference·download·internal"·download=""·href="../_downloads/5d125e1fb5f23aa5a5473c67a4699244/example_reduce_fcn.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_reduce_fcn.ipynb</span></code></a></p>
259 </div>259 </div>
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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">&#39;true&#39;</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">&#39;true&#39;</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··3.943·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··5.701·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>
2.83 KB
./usr/share/doc/python3-lmfit/html/examples/example_two_dimensional_peak.html
    
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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">&#39;x&#39;</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">&#39;x&#39;</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">&#39;y&#39;</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">&#39;y&#39;</span><span·class="p">)</span>
359 <span·class="n">axs</span><span·class="p">[</span><span·class="mi">1</span><span·class="p">,</span>·<span·class="mi">1</span><span·class="p">]</span><span·class="o">.</span><span·class="n">remove</span><span·class="p">()</span>359 <span·class="n">axs</span><span·class="p">[</span><span·class="mi">1</span><span·class="p">,</span>·<span·class="mi">1</span><span·class="p">]</span><span·class="o">.</span><span·class="n">remove</span><span·class="p">()</span>
360 <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span>360 <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span>
361 </pre></div>361 </pre></div>
362 </div>362 </div>
363 <img·src="../_images/sphx_glr_example_two_dimensional_peak_004.png"·srcset="../_images/sphx_glr_example_two_dimensional_peak_004.png,·../_images/sphx_glr_example_two_dimensional_peak_004_3_0x.png·3.0x"·alt="Data,·Fit,·Data·-·Fit"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··12.859·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··10.699·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>
2.12 KB
./usr/share/doc/python3-lmfit/html/examples/example_use_pandas.html
    
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180 ····C(amplitude,·sigma)·=·0.709180 ····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··1.004·seconds)</p>187 <img·src="../_images/sphx_glr_example_use_pandas_001.png"·srcset="../_images/sphx_glr_example_use_pandas_001.png,·../_images/sphx_glr_example_use_pandas_001_3_0x.png·3.0x"·alt="Model(lorentzian)"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··0.996·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">
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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">
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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>04:06.511</strong>·total·execution·time·for·<strong>examples</strong>·files:</p>116 <p><strong>04:16.686</strong>·total·execution·time·for·<strong>examples</strong>·files:</p>
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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>02:08.950</p></td>120 <td><p>01:55.278</p></td>
121 <td><p>0.0·MB</p></td>121 <td><p>0.0·MB</p></td>
122 </tr>122 </tr>
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124 <td><p>01:22.782</p></td>124 <td><p>01:45.775</p></td>
125 <td><p>0.0·MB</p></td>125 <td><p>0.0·MB</p></td>
126 </tr>126 </tr>
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128 <td><p>00:12.859</p></td>128 <td><p>00:10.699</p></td>
129 <td><p>0.0·MB</p></td>129 <td><p>0.0·MB</p></td>
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132 <td><p>00:04.205</p></td>132 <td><p>00:05.701</p></td>
133 <td><p>0.0·MB</p></td>133 <td><p>0.0·MB</p></td>
134 </tr>134 </tr>
135 <tr·class="row-odd"><td><p><a·class="reference·internal"·href="example_sympy.html#sphx-glr-examples-example-sympy-py"><span·class="std·std-ref">Building·a·lmfit·model·with·SymPy</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_sympy.py</span></code>)</p></td>135 <tr·class="row-odd"><td><p><a·class="reference·internal"·href="example_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>00:03.943</p></td>136 <td><p>00:04.506</p></td>
137 <td><p>0.0·MB</p></td>137 <td><p>0.0·MB</p></td>
138 </tr>138 </tr>
139 <tr·class="row-even"><td><p><a·class="reference·internal"·href="example_complex_resonator_model.html#sphx-glr-examples-example-complex-resonator-model-py"><span·class="std·std-ref">Complex·Resonator·Model</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_complex_resonator_model.py</span></code>)</p></td>139 <tr·class="row-even"><td><p><a·class="reference·internal"·href="example_complex_resonator_model.html#sphx-glr-examples-example-complex-resonator-model-py"><span·class="std·std-ref">Complex·Resonator·Model</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_complex_resonator_model.py</span></code>)</p></td>
140 <td><p>00:02.592</p></td>140 <td><p>00:02.550</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_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>143 <tr·class="row-odd"><td><p><a·class="reference·internal"·href="example_diffev.html#sphx-glr-examples-example-diffev-py"><span·class="std·std-ref">Fit·Using·differential_evolution·Algorithm</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_diffev.py</span></code>)</p></td>
144 <td><p>00:01.784</p></td>144 <td><p>00:01.847</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_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>147 <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>
148 <td><p>00:01.503</p></td>148 <td><p>00:01.639</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_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>151 <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>
152 <td><p>00:01.132</p></td>152 <td><p>00:01.525</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_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>155 <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>
156 <td><p>00:01.020</p></td>156 <td><p>00:01.355</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_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>159 <tr·class="row-odd"><td><p><a·class="reference·internal"·href="example_fit_multi_datasets.html#sphx-glr-examples-example-fit-multi-datasets-py"><span·class="std·std-ref">Fit·Multiple·Data·Sets</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_fit_multi_datasets.py</span></code>)</p></td>
160 <td><p>00:01.004</p></td>160 <td><p>00:01.024</p></td>
161 <td><p>0.0·MB</p></td>161 <td><p>0.0·MB</p></td>
162 </tr>162 </tr>
163 <tr·class="row-even"><td><p><a·class="reference·internal"·href="example_fit_with_bounds.html#sphx-glr-examples-example-fit-with-bounds-py"><span·class="std·std-ref">Fit·Using·Bounds</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_fit_with_bounds.py</span></code>)</p></td>163 <tr·class="row-even"><td><p><a·class="reference·internal"·href="example_fit_with_algebraic_constraint.html#sphx-glr-examples-example-fit-with-algebraic-constraint-py"><span·class="std·std-ref">Fit·with·Algebraic·Constraint</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_fit_with_algebraic_constraint.py</span></code>)</p></td>
164 <td><p>00:00.993</p></td>164 <td><p>00:01.005</p></td>
165 <td><p>0.0·MB</p></td>165 <td><p>0.0·MB</p></td>
166 </tr>166 </tr>
167 <tr·class="row-odd"><td><p><a·class="reference·internal"·href="example_fit_with_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>167 <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>
168 <td><p>00:00.957</p></td>168 <td><p>00:00.996</p></td>
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172 <td><p>00:00.946</p></td>172 <td><p>00:00.983</p></td>
173 <td><p>0.0·MB</p></td>173 <td><p>0.0·MB</p></td>
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175 <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>175 <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>
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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,·19,·24,·27],856 ········"12":·[1,·4,·13,·15,·17,·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 modifiedOffset 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,·25,·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,·24,·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 972, 15 lines modifiedOffset 972, 15 lines modified
972 ········"tutori":·[2,·29],972 ········"tutori":·[2,·29],
973 ········"offer":·[2,·30],973 ········"offer":·[2,·30],
974 ········"jakevdp":·2,974 ········"jakevdp":·2,
975 ········"github":·[2,·5,·6,·11,·14,·16,·17,·27,·28,·32,·33],975 ········"github":·[2,·5,·6,·11,·14,·16,·17,·27,·28,·32,·33],
976 ········"io":·[2,·5,·11,·14,·16,·17,·26],976 ········"io":·[2,·5,·11,·14,·16,·17,·26],
977 ········"blog":·2,977 ········"blog":·2,
978 ········"2014":·[2,·26],978 ········"2014":·[2,·26],
979 ········"03":·[2,·6,·12,·24],979 ········"03":·[2,·6,·12],
980 ········"frequent":·[2,·4,·27],980 ········"frequent":·[2,·4,·27],
981 ········"practic":·[2,·7,·26,·29],981 ········"practic":·[2,·7,·26,·29],
982 ········"intro":·2,982 ········"intro":·2,
983 ········"p_name":·2,983 ········"p_name":·2,
984 ········"fals":·[2,·5,·6,·8,·22,·23,·26,·29,·30,·31,·33],984 ········"fals":·[2,·5,·6,·8,·22,·23,·26,·29,·30,·31,·33],
985 ········"maxit":·[2,·26,·33],985 ········"maxit":·[2,·26,·33],
986 ········"verbos":·[2,·7,·30],986 ········"verbos":·[2,·7,·30],
Offset 1310, 15 lines modifiedOffset 1310, 15 lines modified
1310 ········"arang":·[5,·9,·12],1310 ········"arang":·[5,·9,·12],
1311 ········"len":·[5,·6,·15,·17],1311 ········"len":·[5,·6,·15,·17],
1312 ········"98535246":·5,1312 ········"98535246":·5,
1313 ········"28002506":·5,1313 ········"28002506":·5,
1314 ········"01":·[5,·6,·11,·12,·14,·19,·24],1314 ········"01":·[5,·6,·11,·12,·14,·19,·24],
1315 ········"97268207":·5,1315 ········"97268207":·5,
1316 ········"11134751":·5,1316 ········"11134751":·5,
1317 ········"931":·[5,·15,·24],1317 ········"931":·5,
1318 ········"attempt":·[5,·26],1318 ········"attempt":·[5,·26],
1319 ········"convention":·5,1319 ········"convention":·5,
1320 ········"lengthi":·[5,·6],1320 ········"lengthi":·[5,·6],
1321 ········"data_with_hol":·5,1321 ········"data_with_hol":·5,
1322 ········"copi":·[5,·6,·23,·26,·29,·30,·31,·33],1322 ········"copi":·[5,·6,·23,·26,·29,·30,·31,·33],
1323 ········"700":·[5,·25,·33],1323 ········"700":·[5,·25,·33],
1324 ········"15448808":·5,1324 ········"15448808":·5,
Offset 1367, 15 lines modifiedOffset 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,
1371 ········"62":·5,1371 ········"62":·5,
1372 ········"total":·[5,·6,·7,·8,·9,·10,·11,·12,·13,·14,·15,·16,·17,·18,·19,·20,·22,·23,·24,·26,·30],1372 ········"total":·[5,·6,·7,·8,·9,·10,·11,·12,·13,·14,·15,·16,·17,·18,·19,·20,·22,·23,·24,·26,·30],
1373 ········"minut":·[5,·6,·7,·8,·9,·10,·11,·12,·13,·14,·15,·16,·17,·18,·19,·20,·22,·23],1373 ········"minut":·[5,·6,·7,·8,·9,·10,·11,·12,·13,·14,·15,·16,·17,·18,·19,·20,·22,·23],
1374 ········"503":·[5,·24,·33],1374 ········"639":·[5,·24],
1375 ········"example_model_interfac":·[5,·24],1375 ········"example_model_interfac":·[5,·24],
1376 ········"jupyt":·[5,·6,·7,·8,·9,·10,·11,·12,·13,·14,·15,·16,·17,·18,·19,·20,·21,·22,·23,·28,·33],1376 ········"jupyt":·[5,·6,·7,·8,·9,·10,·11,·12,·13,·14,·15,·16,·17,·18,·19,·20,·21,·22,·23,·28,·33],
1377 ········"ipynb":·[5,·6,·7,·8,·9,·10,·11,·12,·13,·14,·15,·16,·17,·18,·19,·20,·22,·23,·26],1377 ········"ipynb":·[5,·6,·7,·8,·9,·10,·11,·12,·13,·14,·15,·16,·17,·18,·19,·20,·22,·23,·26],
1378 ········"sphinx":·[5,·6,·7,·8,·9,·10,·11,·12,·13,·14,·15,·16,·17,·18,·19,·20,·21,·22,·23,·28,·33],1378 ········"sphinx":·[5,·6,·7,·8,·9,·10,·11,·12,·13,·14,·15,·16,·17,·18,·19,·20,·21,·22,·23,·28,·33],
1379 ········"multidimension":·[6,·26],1379 ········"multidimension":·[6,·26],
1380 ········"minimum":·[6,·26,·33],1380 ········"minimum":·[6,·26,·33],
1381 ········"finit":·[6,·25,·26,·31,·33],1381 ········"finit":·[6,·25,·26,·31,·33],
Offset 1471, 18 lines modifiedOffset 1471, 18 lines modified
1471 ········"wave":·[6,·29],1471 ········"wave":·[6,·29],
1472 ········"synthet":·[6,·8,·10,·11,·14,·15,·17,·18],1472 ········"synthet":·[6,·8,·10,·11,·14,·15,·17,·18],
1473 ········"301":·6,1473 ········"301":·6,
1474 ········"025":·6,1474 ········"025":·6,
1475 ········"o":·[6,·9,·10,·11,·12,·14,·15,·16,·17,·18,·23,·28,·30],1475 ········"o":·[6,·9,·10,·11,·12,·14,·15,·16,·17,·18,·23,·28,·30],
1476 ········"fcn2min":·[6,·31],1476 ········"fcn2min":·[6,·31],
1477 ········"omega":·[6,·10,·17],1477 ········"omega":·[6,·10,·17],
1478 ········"05":·[6,·7,·8,·11,·16],1478 ········"05":·[6,·7,·8,·11,·16,·24],
1479 ········"contrast":·6,1479 ········"contrast":·6,
1480 ········"howev":·[6,·22,·25,·26,·28,·30],1480 ········"howev":·[6,·22,·25,·26,·28,·30],
1481 ········"005":·6,1481 ········"005":·[6,·13,·24],
1482 ········"571":·[6,·33],1482 ········"571":·[6,·33],
1483 ········"fcn_arg":·[6,·8,·13,·15,·16,·26,·30],1483 ········"fcn_arg":·[6,·8,·13,·15,·16,·26,·30],
1484 ········"result_brut":·6,1484 ········"result_brut":·6,
1485 ········"ax":·[6,·8,·9,·19,·26,·30],1485 ········"ax":·[6,·8,·9,·19,·26,·30],
1486 ········"similarli":·[6,·18,·26,·31],1486 ········"similarli":·[6,·18,·26,·31],
1487 ········"dictat":·6,1487 ········"dictat":·6,
1488 ········"latter":·[6,·29],1488 ········"latter":·[6,·29],
Offset 1616, 15 lines modifiedOffset 1616, 16 lines modified
1616 ········"lvls2":·6,1616 ········"lvls2":·6,
1617 ········"lvl":·6,1617 ········"lvl":·6,
1618 ········"concaten":·[6,·25],1618 ········"concaten":·[6,·25],
1619 ········"contourf":·[6,·8],1619 ········"contourf":·[6,·8],
1620 ········"norm":·6,1620 ········"norm":·6,
1621 ········"set_ytick":·6,1621 ········"set_ytick":·6,
1622 ········"savefig":·6,1622 ········"savefig":·6,
 1623 ········"55":·[6,·9,·13,·24],
1623 ········"950":·[6,·24],1624 ········"278":·[6,·24],
1624 ········"example_brut":·[6,·24],1625 ········"example_brut":·[6,·24],
1625 ········"khalil":·7,1626 ········"khalil":·7,
1626 ········"et":·7,1627 ········"et":·7,
Max diff block lines reached; 9871/14856 bytes (66.44%) of diff not shown.