![\"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 1.503 seconds)
\n+Total running time of the script: ( 0 minutes 1.639 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: ( 2 minutes 8.950 seconds)
\n+Total running time of the script: ( 1 minutes 55.278 seconds)
\n \n \nTotal running time of the script: ( 0 minutes 2.592 seconds)
\n+Total running time of the script: ( 0 minutes 2.550 seconds)
\n \n \n-![\"example](\"../_images/sphx_glr_example_confidence_interval_002.png\")
Total running time of the script: ( 1 minutes 22.782 seconds)
\n+Total running time of the script: ( 1 minutes 45.775 seconds)
\n \n \n-![\"example](\"../_images/sphx_glr_example_detect_outliers_003.png\")
Total running time of the script: ( 0 minutes 4.205 seconds)
\n+Total running time of the script: ( 0 minutes 4.506 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 1.784 seconds)
\n+Total running time of the script: ( 0 minutes 1.847 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 0.909 seconds)
\n+Total running time of the script: ( 0 minutes 0.883 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 1.020 seconds)
\n+Total running time of the script: ( 0 minutes 1.024 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 0.957 seconds)
\n+Total running time of the script: ( 0 minutes 1.005 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 0.993 seconds)
\n+Total running time of the script: ( 0 minutes 1.355 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 0.931 seconds)
\n+Total running time of the script: ( 0 minutes 0.983 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 0.946 seconds)
\n+Total running time of the script: ( 0 minutes 0.919 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 1.132 seconds)
\n+Total running time of the script: ( 0 minutes 1.525 seconds)
\n \n![\"Model(_lambdifygenerated)\"](\"../_images/sphx_glr_example_sympy_003.png\")
Total running time of the script: ( 0 minutes 3.943 seconds)
\n+Total running time of the script: ( 0 minutes 5.701 seconds)
\n \n![\"Data,](\"../_images/sphx_glr_example_two_dimensional_peak_004.png\")
Total running time of the script: ( 0 minutes 12.859 seconds)
\n+Total running time of the script: ( 0 minutes 10.699 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 1.004 seconds)
\n+Total running time of the script: ( 0 minutes 0.996 seconds)
\n