: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_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_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_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_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_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_hypothesis_testing:
.. _Statistical hypothesis testing:
Statistical hypothesis testing
------------------------------
.. raw:: html
.. only:: html
.. figure:: /auto_data_analysis/statistical_hypothesis_testing/images/thumb/sphx_glr_plot_chi2_fitting_test_thumb.png
:alt: Distribution fitting test using Chi2
:ref:`sphx_glr_auto_data_analysis_statistical_hypothesis_testing_plot_chi2_fitting_test.py`
.. raw:: html
.. toctree::
:hidden:
/auto_data_analysis/statistical_hypothesis_testing/plot_chi2_fitting_test
.. raw:: html
.. only:: html
.. figure:: /auto_data_analysis/statistical_hypothesis_testing/images/thumb/sphx_glr_plot_cramer_vonmises_test_thumb.png
:alt: Cramer-Von Mises normality test
:ref:`sphx_glr_auto_data_analysis_statistical_hypothesis_testing_plot_cramer_vonmises_test.py`
.. raw:: html
.. toctree::
:hidden:
/auto_data_analysis/statistical_hypothesis_testing/plot_cramer_vonmises_test
.. raw:: html
.. only:: html
.. figure:: /auto_data_analysis/statistical_hypothesis_testing/images/thumb/sphx_glr_plot_henry_line_graph_thumb.png
:alt: Normal fitting test using the Henry line
:ref:`sphx_glr_auto_data_analysis_statistical_hypothesis_testing_plot_henry_line_graph.py`
.. raw:: html
.. toctree::
:hidden:
/auto_data_analysis/statistical_hypothesis_testing/plot_henry_line_graph
.. raw:: html
.. only:: html
.. figure:: /auto_data_analysis/statistical_hypothesis_testing/images/thumb/sphx_glr_plot_andersondarling_test_thumb.png
:alt: Test normality using Anderson-Darling
:ref:`sphx_glr_auto_data_analysis_statistical_hypothesis_testing_plot_andersondarling_test.py`
.. raw:: html
.. toctree::
:hidden:
/auto_data_analysis/statistical_hypothesis_testing/plot_andersondarling_test
.. raw:: html
.. only:: html
.. figure:: /auto_data_analysis/statistical_hypothesis_testing/images/thumb/sphx_glr_plot_qqplot_graph_thumb.png
:alt: Distribution fitting test using QQ plot
:ref:`sphx_glr_auto_data_analysis_statistical_hypothesis_testing_plot_qqplot_graph.py`
.. raw:: html
.. toctree::
:hidden:
/auto_data_analysis/statistical_hypothesis_testing/plot_qqplot_graph
.. raw:: html
.. only:: html
.. figure:: /auto_data_analysis/statistical_hypothesis_testing/images/thumb/sphx_glr_plot_kolmogorov_test_thumb.png
:alt: Test distribution fitting using Kolmogorov/Lilliefors
:ref:`sphx_glr_auto_data_analysis_statistical_hypothesis_testing_plot_kolmogorov_test.py`
.. raw:: html
.. toctree::
:hidden:
/auto_data_analysis/statistical_hypothesis_testing/plot_kolmogorov_test
.. raw:: html
.. only:: html
.. figure:: /auto_data_analysis/statistical_hypothesis_testing/images/thumb/sphx_glr_plot_smirnov_test_thumb.png
:alt: Compare samples using Komogorov-Smirnov test, QQ-plot
:ref:`sphx_glr_auto_data_analysis_statistical_hypothesis_testing_plot_smirnov_test.py`
.. raw:: html
.. toctree::
:hidden:
/auto_data_analysis/statistical_hypothesis_testing/plot_smirnov_test
.. raw:: html
.. only:: html
.. figure:: /auto_data_analysis/statistical_hypothesis_testing/images/thumb/sphx_glr_plot_fitted_distribution_ranking_thumb.png
:alt: Select fitted distributions
:ref:`sphx_glr_auto_data_analysis_statistical_hypothesis_testing_plot_fitted_distribution_ranking.py`
.. raw:: html
.. toctree::
:hidden:
/auto_data_analysis/statistical_hypothesis_testing/plot_fitted_distribution_ranking
.. raw:: html
.. only:: html
.. figure:: /auto_data_analysis/statistical_hypothesis_testing/images/thumb/sphx_glr_plot_kolmogorov_statistics_thumb.png
:alt: The Kolmogorov-Smirnov statistics
:ref:`sphx_glr_auto_data_analysis_statistical_hypothesis_testing_plot_kolmogorov_statistics.py`
.. raw:: html
.. toctree::
:hidden:
/auto_data_analysis/statistical_hypothesis_testing/plot_kolmogorov_statistics
.. raw:: html
.. only:: html
.. figure:: /auto_data_analysis/statistical_hypothesis_testing/images/thumb/sphx_glr_plot_kolmogorov_pvalue_thumb.png
:alt: The Kolmogorov-Smirnov p-value
:ref:`sphx_glr_auto_data_analysis_statistical_hypothesis_testing_plot_kolmogorov_pvalue.py`
.. raw:: html
.. toctree::
:hidden:
/auto_data_analysis/statistical_hypothesis_testing/plot_kolmogorov_pvalue
.. raw:: html
.. only:: html
.. figure:: /auto_data_analysis/statistical_hypothesis_testing/images/thumb/sphx_glr_plot_kolmogorov_distribution_thumb.png
:alt: The Kolmogorov-Smirnov distribution
:ref:`sphx_glr_auto_data_analysis_statistical_hypothesis_testing_plot_kolmogorov_distribution.py`
.. raw:: html
.. toctree::
:hidden:
/auto_data_analysis/statistical_hypothesis_testing/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_independence_test_thumb.png
:alt: Sample independence test
:ref:`sphx_glr_auto_data_analysis_estimate_dependency_and_copulas_plot_independence_test.py`
.. raw:: html
.. toctree::
:hidden:
/auto_data_analysis/estimate_dependency_and_copulas/plot_independence_test
.. 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
.. only:: html
.. figure:: /auto_data_analysis/estimate_dependency_and_copulas/images/thumb/sphx_glr_plot_kendallplot_test_thumb.png
:alt: Copula fitting test using Kendall plot
:ref:`sphx_glr_auto_data_analysis_estimate_dependency_and_copulas_plot_kendallplot_test.py`
.. raw:: html
.. toctree::
:hidden:
/auto_data_analysis/estimate_dependency_and_copulas/plot_kendallplot_test
.. raw:: html
.. only:: html
.. figure:: /auto_data_analysis/estimate_dependency_and_copulas/images/thumb/sphx_glr_plot_regression_test_thumb.png
:alt: Test samples independence using regression
:ref:`sphx_glr_auto_data_analysis_estimate_dependency_and_copulas_plot_regression_test.py`
.. raw:: html
.. toctree::
:hidden:
/auto_data_analysis/estimate_dependency_and_copulas/plot_regression_test
.. raw:: html
.. only:: html
.. figure:: /auto_data_analysis/estimate_dependency_and_copulas/images/thumb/sphx_glr_plot_visualize_copula_validation_thumb.png
:alt: Graphical copula validation
:ref:`sphx_glr_auto_data_analysis_estimate_dependency_and_copulas_plot_visualize_copula_validation.py`
.. raw:: html
.. toctree::
:hidden:
/auto_data_analysis/estimate_dependency_and_copulas/plot_visualize_copula_validation
.. 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
.. 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 `
.. only:: html
.. rst-class:: sphx-glr-signature
`Gallery generated by Sphinx-Gallery `_