:orphan:

.. _Data analysis:

Data analysis
=============



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Manage data and samples
-----------------------



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    <div class="sphx-glr-thumbnails">

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    <div class="sphx-glr-thumbcontainer" tooltip="Link Pandas and OpenTURNS">

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  .. image:: /auto_data_analysis/manage_data_and_samples/images/thumb/sphx_glr_plot_sample_pandas_thumb.png
    :alt:

  :doc:`/auto_data_analysis/manage_data_and_samples/plot_sample_pandas`

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      <div class="sphx-glr-thumbnail-title">Link Pandas and OpenTURNS</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Randomize the lines of a Sample">

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  .. image:: /auto_data_analysis/manage_data_and_samples/images/thumb/sphx_glr_plot_randomize_sample_lines_thumb.png
    :alt:

  :doc:`/auto_data_analysis/manage_data_and_samples/plot_randomize_sample_lines`

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      <div class="sphx-glr-thumbnail-title">Randomize the lines of a Sample</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Import / export a sample via a CSV file">

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  .. image:: /auto_data_analysis/manage_data_and_samples/images/thumb/sphx_glr_plot_import_export_sample_csv_thumb.png
    :alt:

  :doc:`/auto_data_analysis/manage_data_and_samples/plot_import_export_sample_csv`

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      <div class="sphx-glr-thumbnail-title">Import / export a sample via a CSV file</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Sample manipulation">

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  .. image:: /auto_data_analysis/manage_data_and_samples/images/thumb/sphx_glr_plot_sample_manipulation_thumb.png
    :alt:

  :doc:`/auto_data_analysis/manage_data_and_samples/plot_sample_manipulation`

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      <div class="sphx-glr-thumbnail-title">Sample manipulation</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Sort a sample">

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  .. image:: /auto_data_analysis/manage_data_and_samples/images/thumb/sphx_glr_plot_sort_sample_thumb.png
    :alt:

  :doc:`/auto_data_analysis/manage_data_and_samples/plot_sort_sample`

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      <div class="sphx-glr-thumbnail-title">Sort a sample</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="A quick start guide to the Point and Sample classes">

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  .. image:: /auto_data_analysis/manage_data_and_samples/images/thumb/sphx_glr_plot_quick_start_point_and_sample_thumb.png
    :alt:

  :doc:`/auto_data_analysis/manage_data_and_samples/plot_quick_start_point_and_sample`

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      <div class="sphx-glr-thumbnail-title">A quick start guide to the Point and Sample classes</div>
    </div>


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    </div>


Sample analysis
---------------



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    <div class="sphx-glr-thumbnails">

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    <div class="sphx-glr-thumbcontainer" tooltip="Draw an histogram">

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  .. image:: /auto_data_analysis/sample_analysis/images/thumb/sphx_glr_plot_visualize_histogram_thumb.svg
    :alt:

  :doc:`/auto_data_analysis/sample_analysis/plot_visualize_histogram`

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      <div class="sphx-glr-thumbnail-title">Draw an histogram</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Draw the empirical CDF">

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  .. image:: /auto_data_analysis/sample_analysis/images/thumb/sphx_glr_plot_visualize_empirical_cdf_thumb.svg
    :alt:

  :doc:`/auto_data_analysis/sample_analysis/plot_visualize_empirical_cdf`

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      <div class="sphx-glr-thumbnail-title">Draw the empirical CDF</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Estimate moments from sample">

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  .. image:: /auto_data_analysis/sample_analysis/images/thumb/sphx_glr_plot_estimate_moments_thumb.png
    :alt:

  :doc:`/auto_data_analysis/sample_analysis/plot_estimate_moments`

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      <div class="sphx-glr-thumbnail-title">Estimate moments from sample</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Estimate quantile confidence intervals">

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  .. image:: /auto_data_analysis/sample_analysis/images/thumb/sphx_glr_plot_quantile_confidence_estimation_thumb.png
    :alt:

  :doc:`/auto_data_analysis/sample_analysis/plot_quantile_confidence_estimation`

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      <div class="sphx-glr-thumbnail-title">Estimate quantile confidence intervals</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Build and validate a linear model">

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  .. image:: /auto_data_analysis/sample_analysis/images/thumb/sphx_glr_plot_linear_regression_thumb.svg
    :alt:

  :doc:`/auto_data_analysis/sample_analysis/plot_linear_regression`

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      <div class="sphx-glr-thumbnail-title">Build and validate a linear model</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Compare unconditional and conditional histograms">

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  .. image:: /auto_data_analysis/sample_analysis/images/thumb/sphx_glr_plot_compare_unconditional_conditional_histograms_thumb.svg
    :alt:

  :doc:`/auto_data_analysis/sample_analysis/plot_compare_unconditional_conditional_histograms`

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      <div class="sphx-glr-thumbnail-title">Compare unconditional and conditional histograms</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Estimate correlation coefficients">

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  .. image:: /auto_data_analysis/sample_analysis/images/thumb/sphx_glr_plot_sample_correlation_thumb.svg
    :alt:

  :doc:`/auto_data_analysis/sample_analysis/plot_sample_correlation`

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      <div class="sphx-glr-thumbnail-title">Estimate correlation coefficients</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Compute squared SRC indices confidence intervals">

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  .. image:: /auto_data_analysis/sample_analysis/images/thumb/sphx_glr_plot_src_confidence_thumb.svg
    :alt:

  :doc:`/auto_data_analysis/sample_analysis/plot_src_confidence`

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      <div class="sphx-glr-thumbnail-title">Compute squared SRC indices confidence intervals</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Compare the distribution of quantile estimators">

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  .. image:: /auto_data_analysis/sample_analysis/images/thumb/sphx_glr_plot_quantile_confidence_exact_empirical_thumb.svg
    :alt:

  :doc:`/auto_data_analysis/sample_analysis/plot_quantile_confidence_exact_empirical`

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      <div class="sphx-glr-thumbnail-title">Compare the distribution of quantile estimators</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Draw a survival function">

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  .. image:: /auto_data_analysis/sample_analysis/images/thumb/sphx_glr_plot_draw_survival_thumb.svg
    :alt:

  :doc:`/auto_data_analysis/sample_analysis/plot_draw_survival`

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      <div class="sphx-glr-thumbnail-title">Draw a survival function</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Estimate quantile confidence intervals from chemical process data">

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  .. image:: /auto_data_analysis/sample_analysis/images/thumb/sphx_glr_plot_quantile_confidence_chemical_process_thumb.svg
    :alt:

  :doc:`/auto_data_analysis/sample_analysis/plot_quantile_confidence_chemical_process`

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      <div class="sphx-glr-thumbnail-title">Estimate quantile confidence intervals from chemical process data</div>
    </div>


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    </div>


Distribution fitting
--------------------



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    <div class="sphx-glr-thumbcontainer" tooltip="Fit a distribution by maximum likelihood">

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  .. image:: /auto_data_analysis/distribution_fitting/images/thumb/sphx_glr_plot_maximumlikelihood_estimator_thumb.png
    :alt:

  :doc:`/auto_data_analysis/distribution_fitting/plot_maximumlikelihood_estimator`

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      <div class="sphx-glr-thumbnail-title">Fit a distribution by maximum likelihood</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Fit a parametric distribution">

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  .. image:: /auto_data_analysis/distribution_fitting/images/thumb/sphx_glr_plot_estimate_normal_thumb.svg
    :alt:

  :doc:`/auto_data_analysis/distribution_fitting/plot_estimate_normal`

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      <div class="sphx-glr-thumbnail-title">Fit a parametric distribution</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Define a distribution from quantiles">

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  .. image:: /auto_data_analysis/distribution_fitting/images/thumb/sphx_glr_plot_quantilematching_estimator_thumb.svg
    :alt:

  :doc:`/auto_data_analysis/distribution_fitting/plot_quantilematching_estimator`

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      <div class="sphx-glr-thumbnail-title">Define a distribution from quantiles</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Model a singular multivariate distribution">

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  .. image:: /auto_data_analysis/distribution_fitting/images/thumb/sphx_glr_plot_model_singular_multivariate_distribution_thumb.svg
    :alt:

  :doc:`/auto_data_analysis/distribution_fitting/plot_model_singular_multivariate_distribution`

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      <div class="sphx-glr-thumbnail-title">Model a singular multivariate distribution</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Get the asymptotic distribution of the estimators">

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  .. image:: /auto_data_analysis/distribution_fitting/images/thumb/sphx_glr_plot_asymptotic_estimators_distribution_thumb.svg
    :alt:

  :doc:`/auto_data_analysis/distribution_fitting/plot_asymptotic_estimators_distribution`

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      <div class="sphx-glr-thumbnail-title">Get the asymptotic distribution of the estimators</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Estimate a GEV on the Venice sea-levels data">

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  .. image:: /auto_data_analysis/distribution_fitting/images/thumb/sphx_glr_plot_estimate_gev_venice_thumb.svg
    :alt:

  :doc:`/auto_data_analysis/distribution_fitting/plot_estimate_gev_venice`

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      <div class="sphx-glr-thumbnail-title">Estimate a GEV on the Venice sea-levels data</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Bandwidth sensitivity in kernel smoothing">

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  .. image:: /auto_data_analysis/distribution_fitting/images/thumb/sphx_glr_plot_smoothing_mixture_thumb.svg
    :alt:

  :doc:`/auto_data_analysis/distribution_fitting/plot_smoothing_mixture`

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      <div class="sphx-glr-thumbnail-title">Bandwidth sensitivity in kernel smoothing</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Fit an extreme value distribution">

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  .. image:: /auto_data_analysis/distribution_fitting/images/thumb/sphx_glr_plot_fit_extreme_value_distribution_thumb.svg
    :alt:

  :doc:`/auto_data_analysis/distribution_fitting/plot_fit_extreme_value_distribution`

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      <div class="sphx-glr-thumbnail-title">Fit an extreme value distribution</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Estimate a conditional quantile">

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  .. image:: /auto_data_analysis/distribution_fitting/images/thumb/sphx_glr_plot_estimate_conditional_quantile_thumb.svg
    :alt:

  :doc:`/auto_data_analysis/distribution_fitting/plot_estimate_conditional_quantile`

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      <div class="sphx-glr-thumbnail-title">Estimate a conditional quantile</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Estimate a multivariate distribution">

.. only:: html

  .. image:: /auto_data_analysis/distribution_fitting/images/thumb/sphx_glr_plot_estimate_multivariate_distribution_thumb.png
    :alt:

  :doc:`/auto_data_analysis/distribution_fitting/plot_estimate_multivariate_distribution`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Estimate a multivariate distribution</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Estimate a GPD on the Wooster temperature data">

.. only:: html

  .. image:: /auto_data_analysis/distribution_fitting/images/thumb/sphx_glr_plot_estimate_gpd_wooster_thumb.svg
    :alt:

  :doc:`/auto_data_analysis/distribution_fitting/plot_estimate_gpd_wooster`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Estimate a GPD on the Wooster temperature data</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Estimate a GPD on the Dow Jones Index data">

.. only:: html

  .. image:: /auto_data_analysis/distribution_fitting/images/thumb/sphx_glr_plot_estimate_gpd_dowjones_thumb.svg
    :alt:

  :doc:`/auto_data_analysis/distribution_fitting/plot_estimate_gpd_dowjones`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Estimate a GPD on the Dow Jones Index data</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Fitting a distribution with customized maximum likelihood">

.. only:: html

  .. image:: /auto_data_analysis/distribution_fitting/images/thumb/sphx_glr_plot_advanced_mle_estimator_thumb.png
    :alt:

  :doc:`/auto_data_analysis/distribution_fitting/plot_advanced_mle_estimator`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Fitting a distribution with customized maximum likelihood</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Fit a non parametric distribution">

.. only:: html

  .. image:: /auto_data_analysis/distribution_fitting/images/thumb/sphx_glr_plot_estimate_non_parametric_distribution_thumb.svg
    :alt:

  :doc:`/auto_data_analysis/distribution_fitting/plot_estimate_non_parametric_distribution`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Fit a non parametric distribution</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Estimate a GEV on the Port Pirie sea-levels data">

.. only:: html

  .. image:: /auto_data_analysis/distribution_fitting/images/thumb/sphx_glr_plot_estimate_gev_pirie_thumb.svg
    :alt:

  :doc:`/auto_data_analysis/distribution_fitting/plot_estimate_gev_pirie`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Estimate a GEV on the Port Pirie sea-levels data</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Estimate a GPD on the daily rainfall data">

.. only:: html

  .. image:: /auto_data_analysis/distribution_fitting/images/thumb/sphx_glr_plot_estimate_gpd_rain_thumb.svg
    :alt:

  :doc:`/auto_data_analysis/distribution_fitting/plot_estimate_gpd_rain`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Estimate a GPD on the daily rainfall data</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Estimate a GEV on race times data">

.. only:: html

  .. image:: /auto_data_analysis/distribution_fitting/images/thumb/sphx_glr_plot_estimate_gev_racetime_thumb.svg
    :alt:

  :doc:`/auto_data_analysis/distribution_fitting/plot_estimate_gev_racetime`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Estimate a GEV on race times data</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Estimate a GEV on the Fremantle sea-levels data">

.. only:: html

  .. image:: /auto_data_analysis/distribution_fitting/images/thumb/sphx_glr_plot_estimate_gev_fremantle_thumb.svg
    :alt:

  :doc:`/auto_data_analysis/distribution_fitting/plot_estimate_gev_fremantle`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Estimate a GEV on the Fremantle sea-levels data</div>
    </div>


.. thumbnail-parent-div-close

.. raw:: html

    </div>


Statistical tests
-----------------



.. raw:: html

    <div class="sphx-glr-thumbnails">

.. thumbnail-parent-div-open

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Test a discrete distribution">

.. only:: html

  .. image:: /auto_data_analysis/statistical_tests/images/thumb/sphx_glr_plot_chi2_fitting_test_thumb.png
    :alt:

  :doc:`/auto_data_analysis/statistical_tests/plot_chi2_fitting_test`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Test a discrete distribution</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Draw the QQ-Plot">

.. only:: html

  .. image:: /auto_data_analysis/statistical_tests/images/thumb/sphx_glr_plot_qqplot_graph_thumb.svg
    :alt:

  :doc:`/auto_data_analysis/statistical_tests/plot_qqplot_graph`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Draw the QQ-Plot</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Use the Kolmogorov/Lilliefors test">

.. only:: html

  .. image:: /auto_data_analysis/statistical_tests/images/thumb/sphx_glr_plot_kolmogorov_test_thumb.png
    :alt:

  :doc:`/auto_data_analysis/statistical_tests/plot_kolmogorov_test`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Use the Kolmogorov/Lilliefors test</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Test identical distributions">

.. only:: html

  .. image:: /auto_data_analysis/statistical_tests/images/thumb/sphx_glr_plot_smirnov_test_thumb.svg
    :alt:

  :doc:`/auto_data_analysis/statistical_tests/plot_smirnov_test`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Test identical distributions</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Select fitted distributions">

.. only:: html

  .. image:: /auto_data_analysis/statistical_tests/images/thumb/sphx_glr_plot_fitted_distribution_ranking_thumb.svg
    :alt:

  :doc:`/auto_data_analysis/statistical_tests/plot_fitted_distribution_ranking`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Select fitted distributions</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Test Normality">

.. only:: html

  .. image:: /auto_data_analysis/statistical_tests/images/thumb/sphx_glr_plot_test_normality_thumb.svg
    :alt:

  :doc:`/auto_data_analysis/statistical_tests/plot_test_normality`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Test Normality</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Test the copula">

.. only:: html

  .. image:: /auto_data_analysis/statistical_tests/images/thumb/sphx_glr_plot_test_copula_thumb.svg
    :alt:

  :doc:`/auto_data_analysis/statistical_tests/plot_test_copula`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Test the copula</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Kolmogorov-Smirnov : understand the p-value">

.. only:: html

  .. image:: /auto_data_analysis/statistical_tests/images/thumb/sphx_glr_plot_kolmogorov_pvalue_thumb.svg
    :alt:

  :doc:`/auto_data_analysis/statistical_tests/plot_kolmogorov_pvalue`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Kolmogorov-Smirnov : understand the p-value</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Test independence">

.. only:: html

  .. image:: /auto_data_analysis/statistical_tests/images/thumb/sphx_glr_plot_test_independence_thumb.png
    :alt:

  :doc:`/auto_data_analysis/statistical_tests/plot_test_independence`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Test independence</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Kolmogorov-Smirnov : understand the statistics">

.. only:: html

  .. image:: /auto_data_analysis/statistical_tests/images/thumb/sphx_glr_plot_kolmogorov_statistics_thumb.svg
    :alt:

  :doc:`/auto_data_analysis/statistical_tests/plot_kolmogorov_statistics`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Kolmogorov-Smirnov : understand the statistics</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Kolmogorov-Smirnov : get the statistics distribution">

.. only:: html

  .. image:: /auto_data_analysis/statistical_tests/images/thumb/sphx_glr_plot_kolmogorov_distribution_thumb.svg
    :alt:

  :doc:`/auto_data_analysis/statistical_tests/plot_kolmogorov_distribution`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Kolmogorov-Smirnov : get the statistics distribution</div>
    </div>


.. thumbnail-parent-div-close

.. raw:: html

    </div>


Estimate dependency and copulas
-------------------------------



.. raw:: html

    <div class="sphx-glr-thumbnails">

.. thumbnail-parent-div-open

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Fit a parametric copula">

.. only:: html

  .. image:: /auto_data_analysis/estimate_dependency_and_copulas/images/thumb/sphx_glr_plot_estimate_copula_thumb.svg
    :alt:

  :doc:`/auto_data_analysis/estimate_dependency_and_copulas/plot_estimate_copula`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Fit a parametric copula</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Fit a non parametric copula">

.. only:: html

  .. image:: /auto_data_analysis/estimate_dependency_and_copulas/images/thumb/sphx_glr_plot_estimate_non_parametric_copula_thumb.svg
    :alt:

  :doc:`/auto_data_analysis/estimate_dependency_and_copulas/plot_estimate_non_parametric_copula`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Fit a non parametric copula</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Estimate tail dependence coefficients on the wave-surge data">

.. only:: html

  .. image:: /auto_data_analysis/estimate_dependency_and_copulas/images/thumb/sphx_glr_plot_estimate_dependence_wavesurge_thumb.svg
    :alt:

  :doc:`/auto_data_analysis/estimate_dependency_and_copulas/plot_estimate_dependence_wavesurge`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Estimate tail dependence coefficients on the wave-surge data</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Estimate tail dependence coefficients on the wind data">

.. only:: html

  .. image:: /auto_data_analysis/estimate_dependency_and_copulas/images/thumb/sphx_glr_plot_estimate_dependence_wind_thumb.svg
    :alt:

  :doc:`/auto_data_analysis/estimate_dependency_and_copulas/plot_estimate_dependence_wind`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Estimate tail dependence coefficients on the wind data</div>
    </div>


.. thumbnail-parent-div-close

.. raw:: html

    </div>


Estimate stochastic processes
-----------------------------



.. raw:: html

    <div class="sphx-glr-thumbnails">

.. thumbnail-parent-div-open

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Estimate a multivariate ARMA process">

.. only:: html

  .. image:: /auto_data_analysis/estimate_stochastic_processes/images/thumb/sphx_glr_plot_estimate_multivariate_arma_thumb.png
    :alt:

  :doc:`/auto_data_analysis/estimate_stochastic_processes/plot_estimate_multivariate_arma`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Estimate a multivariate ARMA process</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Estimate a non stationary covariance function">

.. only:: html

  .. image:: /auto_data_analysis/estimate_stochastic_processes/images/thumb/sphx_glr_plot_estimate_non_stationary_covariance_model_thumb.svg
    :alt:

  :doc:`/auto_data_analysis/estimate_stochastic_processes/plot_estimate_non_stationary_covariance_model`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Estimate a non stationary covariance function</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Estimate a scalar ARMA process">

.. only:: html

  .. image:: /auto_data_analysis/estimate_stochastic_processes/images/thumb/sphx_glr_plot_estimate_arma_thumb.png
    :alt:

  :doc:`/auto_data_analysis/estimate_stochastic_processes/plot_estimate_arma`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Estimate a scalar ARMA process</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Estimate a spectral density function">

.. only:: html

  .. image:: /auto_data_analysis/estimate_stochastic_processes/images/thumb/sphx_glr_plot_estimate_spectral_density_function_thumb.svg
    :alt:

  :doc:`/auto_data_analysis/estimate_stochastic_processes/plot_estimate_spectral_density_function`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Estimate a spectral density function</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Estimate a stationary covariance function">

.. only:: html

  .. image:: /auto_data_analysis/estimate_stochastic_processes/images/thumb/sphx_glr_plot_estimate_stationary_covariance_model_thumb.svg
    :alt:

  :doc:`/auto_data_analysis/estimate_stochastic_processes/plot_estimate_stationary_covariance_model`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Estimate a stationary covariance function</div>
    </div>


.. thumbnail-parent-div-close

.. raw:: html

    </div>


Graphics
--------



.. raw:: html

    <div class="sphx-glr-thumbnails">

.. thumbnail-parent-div-open

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Visualize pairs">

.. only:: html

  .. image:: /auto_data_analysis/graphics/images/thumb/sphx_glr_plot_visualize_pairs_thumb.svg
    :alt:

  :doc:`/auto_data_analysis/graphics/plot_visualize_pairs`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Visualize pairs</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Visualize pairs between two samples">

.. only:: html

  .. image:: /auto_data_analysis/graphics/images/thumb/sphx_glr_plot_visualize_input_output_sample_thumb.svg
    :alt:

  :doc:`/auto_data_analysis/graphics/plot_visualize_input_output_sample`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Visualize pairs between two samples</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Visualize clouds">

.. only:: html

  .. image:: /auto_data_analysis/graphics/images/thumb/sphx_glr_plot_visualize_clouds_thumb.svg
    :alt:

  :doc:`/auto_data_analysis/graphics/plot_visualize_clouds`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Visualize clouds</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Visualize sensitivity">

.. only:: html

  .. image:: /auto_data_analysis/graphics/images/thumb/sphx_glr_plot_sensitivity_par_coo_ishigami_thumb.svg
    :alt:

  :doc:`/auto_data_analysis/graphics/plot_sensitivity_par_coo_ishigami`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Visualize sensitivity</div>
    </div>


.. thumbnail-parent-div-close

.. raw:: html

    </div>


.. toctree::
   :hidden:
   :includehidden:


   /auto_data_analysis/manage_data_and_samples/index.rst
   /auto_data_analysis/sample_analysis/index.rst
   /auto_data_analysis/distribution_fitting/index.rst
   /auto_data_analysis/statistical_tests/index.rst
   /auto_data_analysis/estimate_dependency_and_copulas/index.rst
   /auto_data_analysis/estimate_stochastic_processes/index.rst
   /auto_data_analysis/graphics/index.rst