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190 | ..·_sphx_glr_download_examples_example_diffev.py: | 190 | ..·_sphx_glr_download_examples_example_diffev.py: |
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143 | ..·_sphx_glr_download_examples_example_expression_model.py: | 143 | ..·_sphx_glr_download_examples_example_expression_model.py: |
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212 | ..·_sphx_glr_download_examples_example_fit_multi_datasets.py: | 212 | ..·_sphx_glr_download_examples_example_fit_multi_datasets.py: |
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144 | ..·_sphx_glr_download_examples_example_fit_with_algebraic_constraint.py: | 144 | ..·_sphx_glr_download_examples_example_fit_with_algebraic_constraint.py: |
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180 | ..·_sphx_glr_download_examples_example_fit_with_bounds.py: | 180 | ..·_sphx_glr_download_examples_example_fit_with_bounds.py: |
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179 | ..·_sphx_glr_download_examples_example_fit_with_derivfunc.py: | 179 | ..·_sphx_glr_download_examples_example_fit_with_derivfunc.py: |
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170 | ..·_sphx_glr_download_examples_example_fit_with_inequality.py: | 170 | ..·_sphx_glr_download_examples_example_fit_with_inequality.py: |
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199 | ..·_sphx_glr_download_examples_example_sympy.py: | 199 | ..·_sphx_glr_download_examples_example_sympy.py: |
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374 | ..·_sphx_glr_download_examples_example_two_dimensional_peak.py: | 374 | ..·_sphx_glr_download_examples_example_two_dimensional_peak.py: |
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127 | ..·_sphx_glr_download_examples_example_use_pandas.py: | 127 | ..·_sphx_glr_download_examples_example_use_pandas.py: |
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1 | :orphan: | 1 | :orphan: |
2 | ..·_sphx_glr_examples_sg_execution_times: | 2 | ..·_sphx_glr_examples_sg_execution_times: |
3 | Computation·times | 3 | Computation·times |
4 | ================= | 4 | ================= |
5 | **04: | 5 | **04:16.686**·total·execution·time·for·**examples**·files: |
6 | +------------------------------------------------------------------------------------------------------------------+-----------+--------+ | 6 | +------------------------------------------------------------------------------------------------------------------+-----------+--------+ |
7 | |·:ref:`sphx_glr_examples_example_brute.py`·(``example_brute.py``)·················································|·0 | 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: | 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``)···················|·00:1 | 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_ | 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_ | 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``)·············|·00:02.5 | 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. | 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. | 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. | 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_ | 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_u | 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_bo | 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_ | 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_ | 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_ | 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. | 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·<·0.100) | 358 | [[Correlations]]·(unreported·correlations·are·<·0.100) |
359 | ····C(N,·tau)·=·-0.932 | 359 | ····C(N,·tau)·=·-0.932 |
360 | </pre></div> | 360 | </pre></div> |
361 | </div> | 361 | </div> |
362 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··1. | 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>·(· | 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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284 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xlabel</span><span·class="p">(</span><span·class="s1">'MHz'</span><span·class="p">)</span> | 284 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">xlabel</span><span·class="p">(</span><span·class="s1">'MHz'</span><span·class="p">)</span> |
285 | </pre></div> | 285 | </pre></div> |
286 | </div> | 286 | </div> |
287 | <ul·class="sphx-glr-horizontal"> | 287 | <ul·class="sphx-glr-horizontal"> |
288 | <li><img·src="../_images/sphx_glr_example_complex_resonator_model_002.png"·srcset="../_images/sphx_glr_example_complex_resonator_model_002.png,·../_images/sphx_glr_example_complex_resonator_model_002_3_0x.png·3.0x"·alt="example·complex·resonator·model"·class·=·"sphx-glr-multi-img"/></li> | 288 | <li><img·src="../_images/sphx_glr_example_complex_resonator_model_002.png"·srcset="../_images/sphx_glr_example_complex_resonator_model_002.png,·../_images/sphx_glr_example_complex_resonator_model_002_3_0x.png·3.0x"·alt="example·complex·resonator·model"·class·=·"sphx-glr-multi-img"/></li> |
289 | <li><img·src="../_images/sphx_glr_example_complex_resonator_model_003.png"·srcset="../_images/sphx_glr_example_complex_resonator_model_003.png,·../_images/sphx_glr_example_complex_resonator_model_003_3_0x.png·3.0x"·alt="example·complex·resonator·model"·class·=·"sphx-glr-multi-img"/></li> | 289 | <li><img·src="../_images/sphx_glr_example_complex_resonator_model_003.png"·srcset="../_images/sphx_glr_example_complex_resonator_model_003.png,·../_images/sphx_glr_example_complex_resonator_model_003_3_0x.png·3.0x"·alt="example·complex·resonator·model"·class·=·"sphx-glr-multi-img"/></li> |
290 | </ul> | 290 | </ul> |
291 | <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··2.5 | 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> |
Offset 305, 15 lines modified | Offset 305, 15 lines modified | ||
305 | ············<span·class="n">plt</span><span·class="o">.</span><span·class="n">ylabel</span><span·class="p">(</span><span·class="s1">'prob'</span><span·class="p">)</span> | 305 | ············<span·class="n">plt</span><span·class="o">.</span><span·class="n">ylabel</span><span·class="p">(</span><span·class="s1">'prob'</span><span·class="p">)</span> |
306 | ············<span·class="n">ax</span><span·class="o">.</span><span·class="n">tick_params</span><span·class="p">(</span><span·class="n">labelleft</span><span·class="o">=</span><span·class="kc">True</span><span·class="p">)</span> | 306 | ············<span·class="n">ax</span><span·class="o">.</span><span·class="n">tick_params</span><span·class="p">(</span><span·class="n">labelleft</span><span·class="o">=</span><span·class="kc">True</span><span·class="p">)</span> |
307 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span> | 307 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span> |
308 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 308 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
309 | </pre></div> | 309 | </pre></div> |
310 | </div> | 310 | </div> |
311 | <img·src="../_images/sphx_glr_example_confidence_interval_002.png"·srcset="../_images/sphx_glr_example_confidence_interval_002.png,·../_images/sphx_glr_example_confidence_interval_002_3_0x.png·3.0x"·alt="example·confidence·interval"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·1·minutes·· | 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> |
Offset 245, 15 lines modified | Offset 245, 15 lines modified | ||
245 | <span·class="n">axs</span><span·class="p">[</span><span·class="mi">3</span><span·class="p">]</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">stderrs</span><span·class="p">[</span><span·class="s1">'b'</span><span·class="p">])</span> | 245 | <span·class="n">axs</span><span·class="p">[</span><span·class="mi">3</span><span·class="p">]</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">stderrs</span><span·class="p">[</span><span·class="s1">'b'</span><span·class="p">])</span> |
246 | <span·class="n">axs</span><span·class="p">[</span><span·class="mi">3</span><span·class="p">]</span><span·class="o">.</span><span·class="n">scatter</span><span·class="p">(</span><span·class="n">x</span><span·class="p">[</span><span·class="n">idx</span><span·class="p">],</span>·<span·class="n">stderrs</span><span·class="p">[</span><span·class="s1">'b'</span><span·class="p">][</span><span·class="n">idx</span><span·class="p">],</span>·<span·class="n">color</span><span·class="o">=</span><span·class="s1">'r'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'outlier'</span><span·class="p">)</span> | 246 | <span·class="n">axs</span><span·class="p">[</span><span·class="mi">3</span><span·class="p">]</span><span·class="o">.</span><span·class="n">scatter</span><span·class="p">(</span><span·class="n">x</span><span·class="p">[</span><span·class="n">idx</span><span·class="p">],</span>·<span·class="n">stderrs</span><span·class="p">[</span><span·class="s1">'b'</span><span·class="p">][</span><span·class="n">idx</span><span·class="p">],</span>·<span·class="n">color</span><span·class="o">=</span><span·class="s1">'r'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'outlier'</span><span·class="p">)</span> |
247 | <span·class="n">axs</span><span·class="p">[</span><span·class="mi">3</span><span·class="p">]</span><span·class="o">.</span><span·class="n">set_ylabel</span><span·class="p">(</span><span·class="s1">'err·b·change'</span><span·class="p">)</span> | 247 | <span·class="n">axs</span><span·class="p">[</span><span·class="mi">3</span><span·class="p">]</span><span·class="o">.</span><span·class="n">set_ylabel</span><span·class="p">(</span><span·class="s1">'err·b·change'</span><span·class="p">)</span> |
248 | <span·class="n">axs</span><span·class="p">[</span><span·class="mi">3</span><span·class="p">]</span><span·class="o">.</span><span·class="n">set_xlabel</span><span·class="p">(</span><span·class="s1">'x'</span><span·class="p">)</span> | 248 | <span·class="n">axs</span><span·class="p">[</span><span·class="mi">3</span><span·class="p">]</span><span·class="o">.</span><span·class="n">set_xlabel</span><span·class="p">(</span><span·class="s1">'x'</span><span·class="p">)</span> |
249 | </pre></div> | 249 | </pre></div> |
250 | </div> | 250 | </div> |
251 | <img·src="../_images/sphx_glr_example_detect_outliers_003.png"·srcset="../_images/sphx_glr_example_detect_outliers_003.png,·../_images/sphx_glr_example_detect_outliers_003_3_0x.png·3.0x"·alt="example·detect·outliers"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··4. | 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> |
Offset 229, 15 lines modified | Offset 229, 15 lines modified | ||
229 | </div> | 229 | </div> |
230 | <div·class="highlight-default·notranslate"><div·class="highlight"><pre><span></span><span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">yn</span><span·class="p">,</span>·<span·class="s1">'o'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'data'</span><span·class="p">)</span> | 230 | <div·class="highlight-default·notranslate"><div·class="highlight"><pre><span></span><span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">yn</span><span·class="p">,</span>·<span·class="s1">'o'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'data'</span><span·class="p">)</span> |
231 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">yn</span><span·class="o">+</span><span·class="n">o1</span><span·class="o">.</span><span·class="n">residual</span><span·class="p">,</span>·<span·class="s1">'-'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'leastsq'</span><span·class="p">)</span> | 231 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">yn</span><span·class="o">+</span><span·class="n">o1</span><span·class="o">.</span><span·class="n">residual</span><span·class="p">,</span>·<span·class="s1">'-'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'leastsq'</span><span·class="p">)</span> |
232 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">yn</span><span·class="o">+</span><span·class="n">o2</span><span·class="o">.</span><span·class="n">residual</span><span·class="p">,</span>·<span·class="s1">'--'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'diffev'</span><span·class="p">)</span> | 232 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">yn</span><span·class="o">+</span><span·class="n">o2</span><span·class="o">.</span><span·class="n">residual</span><span·class="p">,</span>·<span·class="s1">'--'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'diffev'</span><span·class="p">)</span> |
233 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span> | 233 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span> |
234 | </pre></div> | 234 | </pre></div> |
235 | </div> | 235 | </div> |
236 | <img·src="../_images/sphx_glr_example_diffev_001.png"·srcset="../_images/sphx_glr_example_diffev_001.png,·../_images/sphx_glr_example_diffev_001_3_0x.png·3.0x"·alt="example·diffev"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··1. | 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">'o'</span><span·class="p">)</span> | 187 | <div·class="highlight-default·notranslate"><div·class="highlight"><pre><span></span><span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">y</span><span·class="p">,</span>·<span·class="s1">'o'</span><span·class="p">)</span> |
188 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">result</span><span·class="o">.</span><span·class="n">init_fit</span><span·class="p">,</span>·<span·class="s1">'--'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'initial·fit'</span><span·class="p">)</span> | 188 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">result</span><span·class="o">.</span><span·class="n">init_fit</span><span·class="p">,</span>·<span·class="s1">'--'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'initial·fit'</span><span·class="p">)</span> |
189 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">result</span><span·class="o">.</span><span·class="n">best_fit</span><span·class="p">,</span>·<span·class="s1">'-'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'best·fit'</span><span·class="p">)</span> | 189 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">result</span><span·class="o">.</span><span·class="n">best_fit</span><span·class="p">,</span>·<span·class="s1">'-'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'best·fit'</span><span·class="p">)</span> |
190 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span> | 190 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span> |
191 | </pre></div> | 191 | </pre></div> |
192 | </div> | 192 | </div> |
193 | <img·src="../_images/sphx_glr_example_expression_model_001.png"·srcset="../_images/sphx_glr_example_expression_model_001.png,·../_images/sphx_glr_example_expression_model_001_3_0x.png·3.0x"·alt="example·expression·model"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··0. | 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">'o'</span><span·class="p">,</span>·<span·class="n">x</span><span·class="p">,</span>·<span·class="n">y_fit</span><span·class="p">,</span>·<span·class="s1">'-'</span><span·class="p">)</span> | 240 | ····<span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">data</span><span·class="p">[</span><span·class="n">i</span><span·class="p">,</span>·<span·class="p">:],</span>·<span·class="s1">'o'</span><span·class="p">,</span>·<span·class="n">x</span><span·class="p">,</span>·<span·class="n">y_fit</span><span·class="p">,</span>·<span·class="s1">'-'</span><span·class="p">)</span> |
241 | </pre></div> | 241 | </pre></div> |
242 | </div> | 242 | </div> |
243 | <img·src="../_images/sphx_glr_example_fit_multi_datasets_001.png"·srcset="../_images/sphx_glr_example_fit_multi_datasets_001.png,·../_images/sphx_glr_example_fit_multi_datasets_001_3_0x.png·3.0x"·alt="example·fit·multi·datasets"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··1.02 | 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">'+'</span><span·class="p">)</span> | 228 | <div·class="highlight-default·notranslate"><div·class="highlight"><pre><span></span><span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">data</span><span·class="p">,</span>·<span·class="s1">'+'</span><span·class="p">)</span> |
229 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">init</span><span·class="p">,</span>·<span·class="s1">'--'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'initial·fit'</span><span·class="p">)</span> | 229 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">init</span><span·class="p">,</span>·<span·class="s1">'--'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'initial·fit'</span><span·class="p">)</span> |
230 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">fit</span><span·class="p">,</span>·<span·class="s1">'-'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'best·fit'</span><span·class="p">)</span> | 230 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">fit</span><span·class="p">,</span>·<span·class="s1">'-'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'best·fit'</span><span·class="p">)</span> |
231 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span> | 231 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span> |
232 | </pre></div> | 232 | </pre></div> |
233 | </div> | 233 | </div> |
234 | <img·src="../_images/sphx_glr_example_fit_with_algebraic_constraint_001.png"·srcset="../_images/sphx_glr_example_fit_with_algebraic_constraint_001.png,·../_images/sphx_glr_example_fit_with_algebraic_constraint_001_3_0x.png·3.0x"·alt="example·fit·with·algebraic·constraint"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes·· | 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">'o'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'data'</span><span·class="p">)</span> | 213 | <div·class="highlight-default·notranslate"><div·class="highlight"><pre><span></span><span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">data</span><span·class="p">,</span>·<span·class="s1">'o'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'data'</span><span·class="p">)</span> |
214 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">fit</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'best·fit'</span><span·class="p">)</span> | 214 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">fit</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'best·fit'</span><span·class="p">)</span> |
215 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span> | 215 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span> |
216 | </pre></div> | 216 | </pre></div> |
217 | </div> | 217 | </div> |
218 | <img·src="../_images/sphx_glr_example_fit_with_bounds_001.png"·srcset="../_images/sphx_glr_example_fit_with_bounds_001.png,·../_images/sphx_glr_example_fit_with_bounds_001_3_0x.png·3.0x"·alt="example·fit·with·bounds"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes·· | 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> |
Offset 219, 15 lines modified | Offset 219, 15 lines modified | ||
219 | both·methods:</p> | 219 | both·methods:</p> |
220 | <div·class="highlight-default·notranslate"><div·class="highlight"><pre><span></span><span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">data</span><span·class="p">,</span>·<span·class="s1">'o'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'data'</span><span·class="p">)</span> | 220 | <div·class="highlight-default·notranslate"><div·class="highlight"><pre><span></span><span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">data</span><span·class="p">,</span>·<span·class="s1">'o'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'data'</span><span·class="p">)</span> |
221 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">fit1</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'with·analytical·derivative'</span><span·class="p">)</span> | 221 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">fit1</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'with·analytical·derivative'</span><span·class="p">)</span> |
222 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">fit2</span><span·class="p">,</span>·<span·class="s1">'--'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'without·analytical·derivative'</span><span·class="p">)</span> | 222 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">fit2</span><span·class="p">,</span>·<span·class="s1">'--'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'without·analytical·derivative'</span><span·class="p">)</span> |
223 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span> | 223 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span> |
224 | </pre></div> | 224 | </pre></div> |
225 | </div> | 225 | </div> |
226 | <img·src="../_images/sphx_glr_example_fit_with_derivfunc_001.png"·srcset="../_images/sphx_glr_example_fit_with_derivfunc_001.png,·../_images/sphx_glr_example_fit_with_derivfunc_001_3_0x.png·3.0x"·alt="example·fit·with·derivfunc"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··0.9 | 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">'o'</span><span·class="p">)</span> | 210 | <div·class="highlight-default·notranslate"><div·class="highlight"><pre><span></span><span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">data</span><span·class="p">,</span>·<span·class="s1">'o'</span><span·class="p">)</span> |
211 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">best_fit</span><span·class="p">,</span>·<span·class="s1">'--'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'best·fit'</span><span·class="p">)</span> | 211 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">best_fit</span><span·class="p">,</span>·<span·class="s1">'--'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'best·fit'</span><span·class="p">)</span> |
212 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span> | 212 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span> |
213 | </pre></div> | 213 | </pre></div> |
214 | </div> | 214 | </div> |
215 | <img·src="../_images/sphx_glr_example_fit_with_inequality_001.png"·srcset="../_images/sphx_glr_example_fit_with_inequality_001.png,·../_images/sphx_glr_example_fit_with_inequality_001_3_0x.png·3.0x"·alt="example·fit·with·inequality"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··0.9 | 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> |
Offset 245, 15 lines modified | Offset 245, 15 lines modified | ||
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">'o'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'true·function'</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">'o'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'true·function'</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">'--*'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'with·noise+outliers'</span><span·class="p">)</span> | 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">'--*'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'with·noise+outliers'</span><span·class="p">)</span> |
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">'-'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'sum·of·squares·fit'</span><span·class="p">)</span> | 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">'-'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'sum·of·squares·fit'</span><span·class="p">)</span> |
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">'-'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'robust·fit'</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">'-'</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'robust·fit'</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. | 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">'true'</span><span·class="p">)</span> | 207 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">y</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s1">'true'</span><span·class="p">)</span> |
208 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span> | 208 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span> |
209 | </pre></div> | 209 | </pre></div> |
210 | </div> | 210 | </div> |
211 | <img·src="../_images/sphx_glr_example_sympy_003.png"·srcset="../_images/sphx_glr_example_sympy_003.png,·../_images/sphx_glr_example_sympy_003_3_0x.png·3.0x"·alt="Model(_lambdifygenerated)"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes·· | 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> |
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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">'x'</span><span·class="p">)</span> | 357 | ····<span·class="n">ax</span><span·class="o">.</span><span·class="n">set_xlabel</span><span·class="p">(</span><span·class="s1">'x'</span><span·class="p">)</span> |
358 | ····<span·class="n">ax</span><span·class="o">.</span><span·class="n">set_ylabel</span><span·class="p">(</span><span·class="s1">'y'</span><span·class="p">)</span> | 358 | ····<span·class="n">ax</span><span·class="o">.</span><span·class="n">set_ylabel</span><span·class="p">(</span><span·class="s1">'y'</span><span·class="p">)</span> |
359 | <span·class="n">axs</span><span·class="p">[</span><span·class="mi">1</span><span·class="p">,</span>·<span·class="mi">1</span><span·class="p">]</span><span·class="o">.</span><span·class="n">remove</span><span·class="p">()</span> | 359 | <span·class="n">axs</span><span·class="p">[</span><span·class="mi">1</span><span·class="p">,</span>·<span·class="mi">1</span><span·class="p">]</span><span·class="o">.</span><span·class="n">remove</span><span·class="p">()</span> |
360 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> | 360 | <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span> |
361 | </pre></div> | 361 | </pre></div> |
362 | </div> | 362 | </div> |
363 | <img·src="../_images/sphx_glr_example_two_dimensional_peak_004.png"·srcset="../_images/sphx_glr_example_two_dimensional_peak_004.png,·../_images/sphx_glr_example_two_dimensional_peak_004_3_0x.png·3.0x"·alt="Data,·Fit,·Data·-·Fit"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes··1 | 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> |
Offset 180, 15 lines modified | Offset 180, 15 lines modified | ||
180 | ····C(amplitude,·sigma)·=·0.709 | 180 | ····C(amplitude,·sigma)·=·0.709 |
181 | </pre></div> | 181 | </pre></div> |
182 | </div> | 182 | </div> |
183 | <p>and·plot·below:</p> | 183 | <p>and·plot·below:</p> |
184 | <div·class="highlight-default·notranslate"><div·class="highlight"><pre><span></span><span·class="n">result</span><span·class="o">.</span><span·class="n">plot_fit</span><span·class="p">()</span> | 184 | <div·class="highlight-default·notranslate"><div·class="highlight"><pre><span></span><span·class="n">result</span><span·class="o">.</span><span·class="n">plot_fit</span><span·class="p">()</span> |
185 | </pre></div> | 185 | </pre></div> |
186 | </div> | 186 | </div> |
187 | <img·src="../_images/sphx_glr_example_use_pandas_001.png"·srcset="../_images/sphx_glr_example_use_pandas_001.png,·../_images/sphx_glr_example_use_pandas_001_3_0x.png·3.0x"·alt="Model(lorentzian)"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(·0·minutes·· | 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"> |
190 | <p><a·class="reference·download·internal"·download=""·href="../_downloads/67e6ee8d13b1ad43c31b4b2dc6d01d54/example_use_pandas.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_use_pandas.py</span></code></a></p> | 190 | <p><a·class="reference·download·internal"·download=""·href="../_downloads/67e6ee8d13b1ad43c31b4b2dc6d01d54/example_use_pandas.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">example_use_pandas.py</span></code></a></p> |
191 | </div> | 191 | </div> |
192 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> | 192 | <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container"> |
193 | <p><a·class="reference·download·internal"·download=""·href="../_downloads/5adbaff47e6aef0917d3da79f59fba26/example_use_pandas.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_use_pandas.ipynb</span></code></a></p> | 193 | <p><a·class="reference·download·internal"·download=""·href="../_downloads/5adbaff47e6aef0917d3da79f59fba26/example_use_pandas.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">example_use_pandas.ipynb</span></code></a></p> |
194 | </div> | 194 | </div> |
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109 | ····<div·class="document"> | 109 | ····<div·class="document"> |
110 | ······<div·class="documentwrapper"> | 110 | ······<div·class="documentwrapper"> |
111 | ········<div·class="bodywrapper"> | 111 | ········<div·class="bodywrapper"> |
112 | ··········<div·class="body"·role="main"> | 112 | ··········<div·class="body"·role="main"> |
113 | ············ | 113 | ············ |
114 | ··<section·id="computation-times"> | 114 | ··<section·id="computation-times"> |
115 | <span·id="sphx-glr-examples-sg-execution-times"></span><h1>Computation·times<a·class="headerlink"·href="#computation-times"·title="Permalink·to·this·heading">¶</a></h1> | 115 | <span·id="sphx-glr-examples-sg-execution-times"></span><h1>Computation·times<a·class="headerlink"·href="#computation-times"·title="Permalink·to·this·heading">¶</a></h1> |
116 | <p><strong>04: | 116 | <p><strong>04:16.686</strong>·total·execution·time·for·<strong>examples</strong>·files:</p> |
117 | <table·class="docutils·align-default"> | 117 | <table·class="docutils·align-default"> |
118 | <tbody> | 118 | <tbody> |
119 | <tr·class="row-odd"><td><p><a·class="reference·internal"·href="example_brute.html#sphx-glr-examples-example-brute-py"><span·class="std·std-ref">Global·minimization·using·the·brute·method·(a.k.a.·grid·search)</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_brute.py</span></code>)</p></td> | 119 | <tr·class="row-odd"><td><p><a·class="reference·internal"·href="example_brute.html#sphx-glr-examples-example-brute-py"><span·class="std·std-ref">Global·minimization·using·the·brute·method·(a.k.a.·grid·search)</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_brute.py</span></code>)</p></td> |
120 | <td><p>0 | 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> |
123 | <tr·class="row-even"><td><p><a·class="reference·internal"·href="example_confidence_interval.html#sphx-glr-examples-example-confidence-interval-py"><span·class="std·std-ref">Calculate·Confidence·Intervals</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_confidence_interval.py</span></code>)</p></td> | 123 | <tr·class="row-even"><td><p><a·class="reference·internal"·href="example_confidence_interval.html#sphx-glr-examples-example-confidence-interval-py"><span·class="std·std-ref">Calculate·Confidence·Intervals</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_confidence_interval.py</span></code>)</p></td> |
124 | <td><p>01: | 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> |
127 | <tr·class="row-odd"><td><p><a·class="reference·internal"·href="example_two_dimensional_peak.html#sphx-glr-examples-example-two-dimensional-peak-py"><span·class="std·std-ref">Fit·Two·Dimensional·Peaks</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_two_dimensional_peak.py</span></code>)</p></td> | 127 | <tr·class="row-odd"><td><p><a·class="reference·internal"·href="example_two_dimensional_peak.html#sphx-glr-examples-example-two-dimensional-peak-py"><span·class="std·std-ref">Fit·Two·Dimensional·Peaks</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_two_dimensional_peak.py</span></code>)</p></td> |
128 | <td><p>00:1 | 128 | <td><p>00:10.699</p></td> |
129 | <td><p>0.0·MB</p></td> | 129 | <td><p>0.0·MB</p></td> |
130 | </tr> | 130 | </tr> |
131 | <tr·class="row-even"><td><p><a·class="reference·internal"·href="example_ | 131 | <tr·class="row-even"><td><p><a·class="reference·internal"·href="example_sympy.html#sphx-glr-examples-example-sympy-py"><span·class="std·std-ref">Building·a·lmfit·model·with·SymPy</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_sympy.py</span></code>)</p></td> |
132 | <td><p>00:0 | 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_ | 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>00:0 | 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>00:02.5 | 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. | 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. | 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. | 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_ | 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. | 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_u | 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>00:01.0 | 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_bo | 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>00:0 | 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_ | 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>00:00.9 | 168 | <td><p>00:00.996</p></td> |
169 | <td><p>0.0·MB</p></td> | 169 | <td><p>0.0·MB</p></td> |
170 | </tr> | 170 | </tr> |
171 | <tr·class="row-even"><td><p><a·class="reference·internal"·href="example_fit_with_ | 171 | <tr·class="row-even"><td><p><a·class="reference·internal"·href="example_fit_with_derivfunc.html#sphx-glr-examples-example-fit-with-derivfunc-py"><span·class="std·std-ref">Fit·Specifying·a·Function·to·Compute·the·Jacobian</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_fit_with_derivfunc.py</span></code>)</p></td> |
172 | <td><p>00:00.9 | 172 | <td><p>00:00.983</p></td> |
173 | <td><p>0.0·MB</p></td> | 173 | <td><p>0.0·MB</p></td> |
174 | </tr> | 174 | </tr> |
175 | <tr·class="row-odd"><td><p><a·class="reference·internal"·href="example_fit_with_ | 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> |
176 | <td><p>00:00.9 | 176 | <td><p>00:00.919</p></td> |
177 | <td><p>0.0·MB</p></td> | 177 | <td><p>0.0·MB</p></td> |
178 | </tr> | 178 | </tr> |
179 | <tr·class="row-even"><td><p><a·class="reference·internal"·href="example_expression_model.html#sphx-glr-examples-example-expression-model-py"><span·class="std·std-ref">Using·an·ExpressionModel</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_expression_model.py</span></code>)</p></td> | 179 | <tr·class="row-even"><td><p><a·class="reference·internal"·href="example_expression_model.html#sphx-glr-examples-example-expression-model-py"><span·class="std·std-ref">Using·an·ExpressionModel</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">example_expression_model.py</span></code>)</p></td> |
180 | <td><p>00:00. | 180 | <td><p>00:00.883</p></td> |
181 | <td><p>0.0·MB</p></td> | 181 | <td><p>0.0·MB</p></td> |
182 | </tr> | 182 | </tr> |
183 | <tr·class="row-odd"><td><p><a·class="reference·internal"·href="lmfit_emcee_model_selection.html#sphx-glr-examples-lmfit-emcee-model-selection-py"><span·class="std·std-ref">Model·Selection·using·lmfit·and·emcee</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">lmfit_emcee_model_selection.py</span></code>)</p></td> | 183 | <tr·class="row-odd"><td><p><a·class="reference·internal"·href="lmfit_emcee_model_selection.html#sphx-glr-examples-lmfit-emcee-model-selection-py"><span·class="std·std-ref">Model·Selection·using·lmfit·and·emcee</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">lmfit_emcee_model_selection.py</span></code>)</p></td> |
184 | <td><p>00:00.000</p></td> | 184 | <td><p>00:00.000</p></td> |
185 | <td><p>0.0·MB</p></td> | 185 | <td><p>0.0·MB</p></td> |
186 | </tr> | 186 | </tr> |
187 | <tr·class="row-even"><td><p><a·class="reference·internal"·href="nodoc_example_emcee_Model_interface.html#sphx-glr-examples-nodoc-example-emcee-model-interface-py"><span·class="std·std-ref">Emcee·and·the·Model·Interface</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">nodoc_example_emcee_Model_interface.py</span></code>)</p></td> | 187 | <tr·class="row-even"><td><p><a·class="reference·internal"·href="nodoc_example_emcee_Model_interface.html#sphx-glr-examples-nodoc-example-emcee-model-interface-py"><span·class="std·std-ref">Emcee·and·the·Model·Interface</span></a>·(<code·class="docutils·literal·notranslate"><span·class="pre">nodoc_example_emcee_Model_interface.py</span></code>)</p></td> |
Offset 822, 15 lines modified | Offset 822, 15 lines modified | ||
822 | ········"awai":·[1,·16,·26], | 822 | ········"awai":·[1,·16,·26], |
823 | ········"don":·[1,·5,·19], | 823 | ········"don":·[1,·5,·19], |
824 | ········"want":·[1,·3,·5,·6,·26,·28,·29,·30,·33], | 824 | ········"want":·[1,·3,·5,·6,·26,·28,·29,·30,·33], |
825 | ········"let":·[1,·6,·7,·18,·19,·30], | 825 | ········"let":·[1,·6,·7,·18,·19,·30], |
826 | ········"13":·[1,·4,·6,·7,·8,·9,·14,·20,·26,·27], | 826 | ········"13":·[1,·4,·6,·7,·8,·9,·14,·20,·26,·27], |
827 | ········"skip":·[1,·5], | 827 | ········"skip":·[1,·5], |
828 | ········"around":·[1,·2,·25,·26,·30], | 828 | ········"around":·[1,·2,·25,·26,·30], |
829 | ········"16":·[1,·6,·8,·19,·33], | 829 | ········"16":·[1,·6,·8,·19,·24,·33], |
830 | ········"19":·[1,·12,·13,·14,·28], | 830 | ········"19":·[1,·12,·13,·14,·28], |
831 | ········"21":·[1,·6,·7,·10,·13,·16,·19,·20,·33], | 831 | ········"21":·[1,·6,·7,·10,·13,·16,·19,·20,·33], |
832 | ········"23":·[1,·12,·13,·33], | 832 | ········"23":·[1,·12,·13,·33], |
833 | ········"bkg":·1, | 833 | ········"bkg":·1, |
834 | ········"updat":·[1,·3,·25,·26,·30,·31,·33], | 834 | ········"updat":·[1,·3,·25,·26,·30,·31,·33], |
835 | ········"param":·[1,·2,·3,·5,·6,·7,·8,·9,·10,·12,·13,·14,·15,·16,·17,·19,·20,·22,·23,·25,·26,·29,·30,·31,·33], | 835 | ········"param":·[1,·2,·3,·5,·6,·7,·8,·9,·10,·12,·13,·14,·15,·16,·17,·19,·20,·22,·23,·25,·26,·29,·30,·31,·33], |
836 | ········"object":·[1,·2,·3,·5,·6,·12,·22,·25,·26,·27,·29,·30,·31,·33], | 836 | ········"object":·[1,·2,·3,·5,·6,·12,·22,·25,·26,·27,·29,·30,·31,·33], |
Offset 849, 15 lines modified | Offset 849, 15 lines modified | ||
849 | ········"extrem":·1, | 849 | ········"extrem":·1, |
850 | ········"high":·[1,·26,·27,·28,·30], | 850 | ········"high":·[1,·26,·27,·28,·30], |
851 | ········"locat":·[1,·22,·26], | 851 | ········"locat":·[1,·22,·26], |
852 | ········"impact":·[1,·4,·25], | 852 | ········"impact":·[1,·4,·25], |
853 | ········"select":·[1,·2,·21,·24,·26,·28,·29,·33], | 853 | ········"select":·[1,·2,·21,·24,·26,·28,·29,·33], |
854 | ········"tabl":·[1,·26,·30,·31], | 854 | ········"tabl":·[1,·26,·30,·31], |
855 | ········"knot_xvals1":·1, | 855 | ········"knot_xvals1":·1, |
856 | ········"12":·[1,·4,·13,·15,·17,· | 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 modified | Offset 871, 15 lines modified | ||
871 | ········"basic":·[1,·4,·9,·25,·27,·29,·30,·31], | 871 | ········"basic":·[1,·4,·9,·25,·27,·29,·30,·31], |
872 | ········"baselin":·1, | 872 | ········"baselin":·1, |
873 | ········"ask":·[1,·4,·27,·30], | 873 | ········"ask":·[1,·4,·27,·30], |
874 | ········"whether":·[1,·2,·6,·23,·26,·28,·30,·31,·32], | 874 | ········"whether":·[1,·2,·6,·23,·26,·28,·30,·31,·32], |
875 | ········"spectra":·1, | 875 | ········"spectra":·1, |
876 | ········"impos":·[1,·3], | 876 | ········"impos":·[1,·3], |
877 | ········"nearbi":·1, | 877 | ········"nearbi":·1, |
878 | ········"10":·[1,·2,·3,·4,·5,·6,·8,·9,·10,·11,·13,·14,·15,·16,·17,·18,·19,·20,·22,·23,·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 modified | Offset 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 | 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 modified | Offset 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":· | 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 modified | Offset 1367, 15 lines modified | ||
1367 | ········"24334999":·5, | 1367 | ········"24334999":·5, |
1368 | ········"42":·5, | 1368 | ········"42":·5, |
1369 | ········"92065221":·5, | 1369 | ········"92065221":·5, |
1370 | ········"13488198":·5, | 1370 | ········"13488198":·5, |
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 | ········" | 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 modified | Offset 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 modified | Offset 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 | ········" | 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. |