:orphan: .. _sphx_glr_auto_data_analysis: .. _Data analysis: Data analysis ============= .. raw:: html
.. _sphx_glr_auto_data_analysis_manage_data_and_samples: .. _Manage data and samples: Manage data and samples ----------------------- .. raw:: html
.. only:: html .. figure:: /auto_data_analysis/manage_data_and_samples/images/thumb/sphx_glr_plot_randomize_sample_lines_thumb.png :alt: Randomize the lines of a Sample :ref:`sphx_glr_auto_data_analysis_manage_data_and_samples_plot_randomize_sample_lines.py` .. raw:: html
.. toctree:: :hidden: /auto_data_analysis/manage_data_and_samples/plot_randomize_sample_lines .. raw:: html
.. only:: html .. figure:: /auto_data_analysis/manage_data_and_samples/images/thumb/sphx_glr_plot_sample_pandas_thumb.png :alt: Link Pandas and OpenTURNS :ref:`sphx_glr_auto_data_analysis_manage_data_and_samples_plot_sample_pandas.py` .. raw:: html
.. toctree:: :hidden: /auto_data_analysis/manage_data_and_samples/plot_sample_pandas .. raw:: html
.. only:: html .. figure:: /auto_data_analysis/manage_data_and_samples/images/thumb/sphx_glr_plot_import_export_sample_csv_thumb.png :alt: Import / export a sample via a CSV file :ref:`sphx_glr_auto_data_analysis_manage_data_and_samples_plot_import_export_sample_csv.py` .. raw:: html
.. toctree:: :hidden: /auto_data_analysis/manage_data_and_samples/plot_import_export_sample_csv .. raw:: html
.. only:: html .. figure:: /auto_data_analysis/manage_data_and_samples/images/thumb/sphx_glr_plot_estimate_moments_thumb.png :alt: Estimate moments from sample :ref:`sphx_glr_auto_data_analysis_manage_data_and_samples_plot_estimate_moments.py` .. raw:: html
.. toctree:: :hidden: /auto_data_analysis/manage_data_and_samples/plot_estimate_moments .. raw:: html
.. only:: html .. figure:: /auto_data_analysis/manage_data_and_samples/images/thumb/sphx_glr_plot_sample_manipulation_thumb.png :alt: Sample manipulation :ref:`sphx_glr_auto_data_analysis_manage_data_and_samples_plot_sample_manipulation.py` .. raw:: html
.. toctree:: :hidden: /auto_data_analysis/manage_data_and_samples/plot_sample_manipulation .. raw:: html
.. only:: html .. figure:: /auto_data_analysis/manage_data_and_samples/images/thumb/sphx_glr_plot_sort_sample_thumb.png :alt: Sort a sample :ref:`sphx_glr_auto_data_analysis_manage_data_and_samples_plot_sort_sample.py` .. raw:: html
.. toctree:: :hidden: /auto_data_analysis/manage_data_and_samples/plot_sort_sample .. raw:: html
.. only:: html .. figure:: /auto_data_analysis/manage_data_and_samples/images/thumb/sphx_glr_plot_quick_start_point_and_sample_thumb.png :alt: A quick start guide to the `Point` and `Sample` classes :ref:`sphx_glr_auto_data_analysis_manage_data_and_samples_plot_quick_start_point_and_sample.py` .. raw:: html
.. toctree:: :hidden: /auto_data_analysis/manage_data_and_samples/plot_quick_start_point_and_sample .. raw:: html
.. only:: html .. figure:: /auto_data_analysis/manage_data_and_samples/images/thumb/sphx_glr_plot_quantile_estimation_wilks_thumb.png :alt: Estimate Wilks and empirical quantile :ref:`sphx_glr_auto_data_analysis_manage_data_and_samples_plot_quantile_estimation_wilks.py` .. raw:: html
.. toctree:: :hidden: /auto_data_analysis/manage_data_and_samples/plot_quantile_estimation_wilks .. raw:: html
.. only:: html .. figure:: /auto_data_analysis/manage_data_and_samples/images/thumb/sphx_glr_plot_linear_regression_thumb.png :alt: Build and validate a linear model :ref:`sphx_glr_auto_data_analysis_manage_data_and_samples_plot_linear_regression.py` .. raw:: html
.. toctree:: :hidden: /auto_data_analysis/manage_data_and_samples/plot_linear_regression .. raw:: html
.. only:: html .. figure:: /auto_data_analysis/manage_data_and_samples/images/thumb/sphx_glr_plot_sample_correlation_thumb.png :alt: Estimate correlation coefficients :ref:`sphx_glr_auto_data_analysis_manage_data_and_samples_plot_sample_correlation.py` .. raw:: html
.. toctree:: :hidden: /auto_data_analysis/manage_data_and_samples/plot_sample_correlation .. raw:: html
.. _sphx_glr_auto_data_analysis_sample_analysis: .. _Sample analysis: Sample analysis --------------- .. raw:: html
.. only:: html .. figure:: /auto_data_analysis/sample_analysis/images/thumb/sphx_glr_plot_visualize_histogram_thumb.png :alt: Draw an histogram :ref:`sphx_glr_auto_data_analysis_sample_analysis_plot_visualize_histogram.py` .. raw:: html
.. toctree:: :hidden: /auto_data_analysis/sample_analysis/plot_visualize_histogram .. raw:: html
.. only:: html .. figure:: /auto_data_analysis/sample_analysis/images/thumb/sphx_glr_plot_visualize_empirical_cdf_thumb.png :alt: Draw the empirical CDF :ref:`sphx_glr_auto_data_analysis_sample_analysis_plot_visualize_empirical_cdf.py` .. raw:: html
.. toctree:: :hidden: /auto_data_analysis/sample_analysis/plot_visualize_empirical_cdf .. raw:: html
.. only:: html .. figure:: /auto_data_analysis/sample_analysis/images/thumb/sphx_glr_plot_compare_unconditional_conditional_histograms_thumb.png :alt: Compare unconditional and conditional histograms :ref:`sphx_glr_auto_data_analysis_sample_analysis_plot_compare_unconditional_conditional_histograms.py` .. raw:: html
.. toctree:: :hidden: /auto_data_analysis/sample_analysis/plot_compare_unconditional_conditional_histograms .. raw:: html
.. only:: html .. figure:: /auto_data_analysis/sample_analysis/images/thumb/sphx_glr_plot_draw_survival_thumb.png :alt: Draw a survival function :ref:`sphx_glr_auto_data_analysis_sample_analysis_plot_draw_survival.py` .. raw:: html
.. toctree:: :hidden: /auto_data_analysis/sample_analysis/plot_draw_survival .. raw:: html
.. _sphx_glr_auto_data_analysis_distribution_fitting: .. _Distribution fitting: Distribution fitting -------------------- .. raw:: html
.. only:: html .. figure:: /auto_data_analysis/distribution_fitting/images/thumb/sphx_glr_plot_maximumlikelihood_estimator_thumb.png :alt: Fit a distribution by maximum likelihood :ref:`sphx_glr_auto_data_analysis_distribution_fitting_plot_maximumlikelihood_estimator.py` .. raw:: html
.. toctree:: :hidden: /auto_data_analysis/distribution_fitting/plot_maximumlikelihood_estimator .. raw:: html
.. only:: html .. figure:: /auto_data_analysis/distribution_fitting/images/thumb/sphx_glr_plot_estimate_normal_thumb.png :alt: Fit a parametric distribution :ref:`sphx_glr_auto_data_analysis_distribution_fitting_plot_estimate_normal.py` .. raw:: html
.. toctree:: :hidden: /auto_data_analysis/distribution_fitting/plot_estimate_normal .. raw:: html
.. only:: html .. figure:: /auto_data_analysis/distribution_fitting/images/thumb/sphx_glr_plot_model_singular_multivariate_distribution_thumb.png :alt: Model a singular multivariate distribution :ref:`sphx_glr_auto_data_analysis_distribution_fitting_plot_model_singular_multivariate_distribution.py` .. raw:: html
.. toctree:: :hidden: /auto_data_analysis/distribution_fitting/plot_model_singular_multivariate_distribution .. raw:: html
.. only:: html .. figure:: /auto_data_analysis/distribution_fitting/images/thumb/sphx_glr_plot_asymptotic_estimators_distribution_thumb.png :alt: Get the asymptotic distribution of the estimators :ref:`sphx_glr_auto_data_analysis_distribution_fitting_plot_asymptotic_estimators_distribution.py` .. raw:: html
.. toctree:: :hidden: /auto_data_analysis/distribution_fitting/plot_asymptotic_estimators_distribution .. raw:: html
.. only:: html .. figure:: /auto_data_analysis/distribution_fitting/images/thumb/sphx_glr_plot_smoothing_mixture_thumb.png :alt: Bandwidth sensitivity in kernel smoothing :ref:`sphx_glr_auto_data_analysis_distribution_fitting_plot_smoothing_mixture.py` .. raw:: html
.. toctree:: :hidden: /auto_data_analysis/distribution_fitting/plot_smoothing_mixture .. raw:: html
.. only:: html .. figure:: /auto_data_analysis/distribution_fitting/images/thumb/sphx_glr_plot_fit_extreme_value_distribution_thumb.png :alt: Fit an extreme value distribution :ref:`sphx_glr_auto_data_analysis_distribution_fitting_plot_fit_extreme_value_distribution.py` .. raw:: html
.. toctree:: :hidden: /auto_data_analysis/distribution_fitting/plot_fit_extreme_value_distribution .. raw:: html
.. only:: html .. figure:: /auto_data_analysis/distribution_fitting/images/thumb/sphx_glr_plot_estimate_conditional_quantile_thumb.png :alt: Estimate a conditional quantile :ref:`sphx_glr_auto_data_analysis_distribution_fitting_plot_estimate_conditional_quantile.py` .. raw:: html
.. toctree:: :hidden: /auto_data_analysis/distribution_fitting/plot_estimate_conditional_quantile .. raw:: html
.. only:: html .. figure:: /auto_data_analysis/distribution_fitting/images/thumb/sphx_glr_plot_estimate_multivariate_distribution_thumb.png :alt: Estimate a multivariate distribution :ref:`sphx_glr_auto_data_analysis_distribution_fitting_plot_estimate_multivariate_distribution.py` .. raw:: html
.. toctree:: :hidden: /auto_data_analysis/distribution_fitting/plot_estimate_multivariate_distribution .. raw:: html
.. only:: html .. figure:: /auto_data_analysis/distribution_fitting/images/thumb/sphx_glr_plot_estimate_non_parametric_distribution_thumb.png :alt: Fit a non parametric distribution :ref:`sphx_glr_auto_data_analysis_distribution_fitting_plot_estimate_non_parametric_distribution.py` .. raw:: html
.. toctree:: :hidden: /auto_data_analysis/distribution_fitting/plot_estimate_non_parametric_distribution .. raw:: html
.. _sphx_glr_auto_data_analysis_statistical_tests: .. _Statistical hypothesis testing: Statistical tests ----------------- .. raw:: html
.. only:: html .. figure:: /auto_data_analysis/statistical_tests/images/thumb/sphx_glr_plot_chi2_fitting_test_thumb.png :alt: Test a discrete distribution :ref:`sphx_glr_auto_data_analysis_statistical_tests_plot_chi2_fitting_test.py` .. raw:: html
.. toctree:: :hidden: /auto_data_analysis/statistical_tests/plot_chi2_fitting_test .. raw:: html
.. only:: html .. figure:: /auto_data_analysis/statistical_tests/images/thumb/sphx_glr_plot_qqplot_graph_thumb.png :alt: Draw the QQ-Plot :ref:`sphx_glr_auto_data_analysis_statistical_tests_plot_qqplot_graph.py` .. raw:: html
.. toctree:: :hidden: /auto_data_analysis/statistical_tests/plot_qqplot_graph .. raw:: html
.. only:: html .. figure:: /auto_data_analysis/statistical_tests/images/thumb/sphx_glr_plot_kolmogorov_test_thumb.png :alt: Use the Kolmogorov/Lilliefors test :ref:`sphx_glr_auto_data_analysis_statistical_tests_plot_kolmogorov_test.py` .. raw:: html
.. toctree:: :hidden: /auto_data_analysis/statistical_tests/plot_kolmogorov_test .. raw:: html
.. only:: html .. figure:: /auto_data_analysis/statistical_tests/images/thumb/sphx_glr_plot_smirnov_test_thumb.png :alt: Test identical distributions :ref:`sphx_glr_auto_data_analysis_statistical_tests_plot_smirnov_test.py` .. raw:: html
.. toctree:: :hidden: /auto_data_analysis/statistical_tests/plot_smirnov_test .. raw:: html
.. only:: html .. figure:: /auto_data_analysis/statistical_tests/images/thumb/sphx_glr_plot_fitted_distribution_ranking_thumb.png :alt: Select fitted distributions :ref:`sphx_glr_auto_data_analysis_statistical_tests_plot_fitted_distribution_ranking.py` .. raw:: html
.. toctree:: :hidden: /auto_data_analysis/statistical_tests/plot_fitted_distribution_ranking .. raw:: html
.. only:: html .. figure:: /auto_data_analysis/statistical_tests/images/thumb/sphx_glr_plot_test_normality_thumb.png :alt: Test Normality :ref:`sphx_glr_auto_data_analysis_statistical_tests_plot_test_normality.py` .. raw:: html
.. toctree:: :hidden: /auto_data_analysis/statistical_tests/plot_test_normality .. raw:: html
.. only:: html .. figure:: /auto_data_analysis/statistical_tests/images/thumb/sphx_glr_plot_test_independence_thumb.png :alt: Test independence :ref:`sphx_glr_auto_data_analysis_statistical_tests_plot_test_independence.py` .. raw:: html
.. toctree:: :hidden: /auto_data_analysis/statistical_tests/plot_test_independence .. raw:: html
.. only:: html .. figure:: /auto_data_analysis/statistical_tests/images/thumb/sphx_glr_plot_test_copula_thumb.png :alt: Test the copula :ref:`sphx_glr_auto_data_analysis_statistical_tests_plot_test_copula.py` .. raw:: html
.. toctree:: :hidden: /auto_data_analysis/statistical_tests/plot_test_copula .. raw:: html
.. only:: html .. figure:: /auto_data_analysis/statistical_tests/images/thumb/sphx_glr_plot_kolmogorov_statistics_thumb.png :alt: Kolmogorov-Smirnov : understand the statistics :ref:`sphx_glr_auto_data_analysis_statistical_tests_plot_kolmogorov_statistics.py` .. raw:: html
.. toctree:: :hidden: /auto_data_analysis/statistical_tests/plot_kolmogorov_statistics .. raw:: html
.. only:: html .. figure:: /auto_data_analysis/statistical_tests/images/thumb/sphx_glr_plot_kolmogorov_pvalue_thumb.png :alt: Kolmogorov-Smirnov : understand the p-value :ref:`sphx_glr_auto_data_analysis_statistical_tests_plot_kolmogorov_pvalue.py` .. raw:: html
.. toctree:: :hidden: /auto_data_analysis/statistical_tests/plot_kolmogorov_pvalue .. raw:: html
.. only:: html .. figure:: /auto_data_analysis/statistical_tests/images/thumb/sphx_glr_plot_kolmogorov_distribution_thumb.png :alt: Kolmogorov-Smirnov : get the statistics distribution :ref:`sphx_glr_auto_data_analysis_statistical_tests_plot_kolmogorov_distribution.py` .. raw:: html
.. toctree:: :hidden: /auto_data_analysis/statistical_tests/plot_kolmogorov_distribution .. raw:: html
.. _sphx_glr_auto_data_analysis_estimate_dependency_and_copulas: .. _Estimate dependency and copulas: Estimate dependency and copulas ------------------------------- .. raw:: html
.. only:: html .. figure:: /auto_data_analysis/estimate_dependency_and_copulas/images/thumb/sphx_glr_plot_estimate_copula_thumb.png :alt: Fit a parametric copula :ref:`sphx_glr_auto_data_analysis_estimate_dependency_and_copulas_plot_estimate_copula.py` .. raw:: html
.. toctree:: :hidden: /auto_data_analysis/estimate_dependency_and_copulas/plot_estimate_copula .. raw:: html
.. only:: html .. figure:: /auto_data_analysis/estimate_dependency_and_copulas/images/thumb/sphx_glr_plot_estimate_non_parametric_copula_thumb.png :alt: Fit a non parametric copula :ref:`sphx_glr_auto_data_analysis_estimate_dependency_and_copulas_plot_estimate_non_parametric_copula.py` .. raw:: html
.. toctree:: :hidden: /auto_data_analysis/estimate_dependency_and_copulas/plot_estimate_non_parametric_copula .. raw:: html
.. _sphx_glr_auto_data_analysis_estimate_stochastic_processes: .. _Estimate stochastic processes: Estimate stochastic processes ----------------------------- .. raw:: html
.. only:: html .. figure:: /auto_data_analysis/estimate_stochastic_processes/images/thumb/sphx_glr_plot_estimate_multivariate_arma_thumb.png :alt: Estimate a multivariate ARMA process :ref:`sphx_glr_auto_data_analysis_estimate_stochastic_processes_plot_estimate_multivariate_arma.py` .. raw:: html
.. toctree:: :hidden: /auto_data_analysis/estimate_stochastic_processes/plot_estimate_multivariate_arma .. raw:: html
.. only:: html .. figure:: /auto_data_analysis/estimate_stochastic_processes/images/thumb/sphx_glr_plot_estimate_non_stationary_covariance_model_thumb.png :alt: Estimate a non stationary covariance function :ref:`sphx_glr_auto_data_analysis_estimate_stochastic_processes_plot_estimate_non_stationary_covariance_model.py` .. raw:: html
.. toctree:: :hidden: /auto_data_analysis/estimate_stochastic_processes/plot_estimate_non_stationary_covariance_model .. raw:: html
.. only:: html .. figure:: /auto_data_analysis/estimate_stochastic_processes/images/thumb/sphx_glr_plot_estimate_arma_thumb.png :alt: Estimate a scalar ARMA process :ref:`sphx_glr_auto_data_analysis_estimate_stochastic_processes_plot_estimate_arma.py` .. raw:: html
.. toctree:: :hidden: /auto_data_analysis/estimate_stochastic_processes/plot_estimate_arma .. raw:: html
.. only:: html .. figure:: /auto_data_analysis/estimate_stochastic_processes/images/thumb/sphx_glr_plot_estimate_spectral_density_function_thumb.png :alt: Estimate a spectral density function :ref:`sphx_glr_auto_data_analysis_estimate_stochastic_processes_plot_estimate_spectral_density_function.py` .. raw:: html
.. toctree:: :hidden: /auto_data_analysis/estimate_stochastic_processes/plot_estimate_spectral_density_function .. raw:: html
.. only:: html .. figure:: /auto_data_analysis/estimate_stochastic_processes/images/thumb/sphx_glr_plot_estimate_stationary_covariance_model_thumb.png :alt: Estimate a stationary covariance function :ref:`sphx_glr_auto_data_analysis_estimate_stochastic_processes_plot_estimate_stationary_covariance_model.py` .. raw:: html
.. toctree:: :hidden: /auto_data_analysis/estimate_stochastic_processes/plot_estimate_stationary_covariance_model .. raw:: html
.. _sphx_glr_auto_data_analysis_graphics: .. _Graphics: Graphics -------- .. raw:: html
.. only:: html .. figure:: /auto_data_analysis/graphics/images/thumb/sphx_glr_plot_visualize_pairs_thumb.png :alt: Visualize pairs :ref:`sphx_glr_auto_data_analysis_graphics_plot_visualize_pairs.py` .. raw:: html
.. toctree:: :hidden: /auto_data_analysis/graphics/plot_visualize_pairs .. raw:: html
.. only:: html .. figure:: /auto_data_analysis/graphics/images/thumb/sphx_glr_plot_visualize_clouds_thumb.png :alt: Visualize clouds :ref:`sphx_glr_auto_data_analysis_graphics_plot_visualize_clouds.py` .. raw:: html
.. toctree:: :hidden: /auto_data_analysis/graphics/plot_visualize_clouds .. raw:: html
.. only:: html .. figure:: /auto_data_analysis/graphics/images/thumb/sphx_glr_plot_sensitivity_par_coo_ishigami_thumb.png :alt: Visualize sensitivity :ref:`sphx_glr_auto_data_analysis_graphics_plot_sensitivity_par_coo_ishigami.py` .. raw:: html
.. toctree:: :hidden: /auto_data_analysis/graphics/plot_sensitivity_par_coo_ishigami .. raw:: html
.. only :: html .. container:: sphx-glr-footer :class: sphx-glr-footer-gallery .. container:: sphx-glr-download sphx-glr-download-python :download:`Download all examples in Python source code: auto_data_analysis_python.zip ` .. container:: sphx-glr-download sphx-glr-download-jupyter :download:`Download all examples in Jupyter notebooks: auto_data_analysis_jupyter.zip `