![\"example](\"../_images/sphx_glr_example_complex_resonator_model_002.png\")
![\"example](\"../_images/sphx_glr_example_complex_resonator_model_003.png\")
[[Variables]]\n N: 7.11270203 +/- 0.24334999 (3.42%) (init = 10)\n tau: 2.92065221 +/- 0.13488198 (4.62%) (init = 1)\n [[Correlations]] (unreported correlations are < 0.100)\n C(N, tau) = -0.932\n Total running time of the script: ( 0 minutes 0.410 seconds)
\n+Total running time of the script: ( 0 minutes 1.037 seconds)
\n \n \nand finally, to generated the figure:
\nplot_results_brute(result_brute, best_vals=True, varlabels=None)\n ![\"example](\"../_images/sphx_glr_example_brute_004.png\")
Total running time of the script: ( 0 minutes 22.917 seconds)
\n+Total running time of the script: ( 0 minutes 32.076 seconds)
\n \n \nTotal running time of the script: ( 0 minutes 0.741 seconds)
\n+Total running time of the script: ( 0 minutes 1.420 seconds)
\n \n \n-![\"example](\"../_images/sphx_glr_example_confidence_interval_002.png\")
Total running time of the script: ( 0 minutes 18.686 seconds)
\n+Total running time of the script: ( 0 minutes 33.106 seconds)
\n \n \n-![\"example](\"../_images/sphx_glr_example_detect_outliers_003.png\")
Total running time of the script: ( 0 minutes 1.208 seconds)
\n+Total running time of the script: ( 0 minutes 1.742 seconds)
\n \nplt.plot(x, yn, 'o', label='data')\n plt.plot(x, yn+o1.residual, '-', label='leastsq')\n plt.plot(x, yn+o2.residual, '--', label='diffev')\n plt.legend()\n ![\"example](\"../_images/sphx_glr_example_diffev_001.png\")
Total running time of the script: ( 0 minutes 0.408 seconds)
\n+Total running time of the script: ( 0 minutes 0.661 seconds)
\n \nplt.plot(x, y, 'o')\n plt.plot(x, result.init_fit, '--', label='initial fit')\n plt.plot(x, result.best_fit, '-', label='best fit')\n plt.legend()\n ![\"example](\"../_images/sphx_glr_example_expression_model_001.png\")
Total running time of the script: ( 0 minutes 0.259 seconds)
\n+Total running time of the script: ( 0 minutes 0.615 seconds)
\nPlot the data sets and fits
\nplt.figure()\n for i in range(5):\n y_fit = gauss_dataset(out.params, i, x)\n plt.plot(x, data[i, :], 'o', x, y_fit, '-')\n ![\"example](\"../_images/sphx_glr_example_fit_multi_datasets_001.png\")
Total running time of the script: ( 0 minutes 0.273 seconds)
\n+Total running time of the script: ( 0 minutes 0.622 seconds)
\n \nplt.plot(x, data, '+')\n plt.plot(x, init, '--', label='initial fit')\n plt.plot(x, fit, '-', label='best fit')\n plt.legend()\n ![\"example](\"../_images/sphx_glr_example_fit_with_algebraic_constraint_001.png\")
Total running time of the script: ( 0 minutes 0.268 seconds)
\n+Total running time of the script: ( 0 minutes 0.375 seconds)
\n \nplt.plot(x, data, 'o', label='data')\n plt.plot(x, fit, label='best fit')\n plt.legend()\n ![\"example](\"../_images/sphx_glr_example_fit_with_bounds_001.png\")
Total running time of the script: ( 0 minutes 0.281 seconds)
\n+Total running time of the script: ( 0 minutes 0.394 seconds)
\nplt.plot(x, data, 'o', label='data')\n plt.plot(x, fit1, label='with analytical derivative')\n plt.plot(x, fit2, '--', label='without analytical derivative')\n plt.legend()\n ![\"example](\"../_images/sphx_glr_example_fit_with_derivfunc_001.png\")
Total running time of the script: ( 0 minutes 0.258 seconds)
\n+Total running time of the script: ( 0 minutes 0.626 seconds)
\n \nand figure:
\nplt.plot(x, data, 'o')\n plt.plot(x, best_fit, '--', label='best fit')\n plt.legend()\n ![\"example](\"../_images/sphx_glr_example_fit_with_inequality_001.png\")
Total running time of the script: ( 0 minutes 0.266 seconds)
\n+Total running time of the script: ( 0 minutes 0.662 seconds)
\nplt.plot(x, y, 'o', label='true function')\n plt.plot(x, yn, '--*', label='with noise+outliers')\n plt.plot(x, yn+o1.residual, '-', label='sum of squares fit')\n plt.plot(x, yn+o2.residual, '-', label='robust fit')\n plt.legend()\n ![\"example](\"../_images/sphx_glr_example_reduce_fcn_001.png\")
Total running time of the script: ( 0 minutes 0.310 seconds)
\n+Total running time of the script: ( 0 minutes 0.418 seconds)
\n \n![\"Model(_lambdifygenerated)\"](\"../_images/sphx_glr_example_sympy_003.png\")
Total running time of the script: ( 0 minutes 1.134 seconds)
\n+Total running time of the script: ( 0 minutes 1.472 seconds)
\n \n![\"Data,](\"../_images/sphx_glr_example_two_dimensional_peak_004.png\")
Total running time of the script: ( 0 minutes 3.658 seconds)
\n+Total running time of the script: ( 0 minutes 4.201 seconds)
\n \n \nand plot below:
\nresult.plot_fit()\n ![\"Model(lorentzian)\"](\"../_images/sphx_glr_example_use_pandas_001.png\")
Total running time of the script: ( 0 minutes 0.305 seconds)
\n+Total running time of the script: ( 0 minutes 0.733 seconds)
\n