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

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

.. toctree::
    :maxdepth: 1

    import_export_sample_csv.ipynb
    sample_manipulation.ipynb
    estimate_moments.ipynb
    sample_correlation.ipynb
    linear_regression.ipynb
    quantile_estimation_wilks.ipynb

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

.. toctree::
    :maxdepth: 1

    visualize_histogram.ipynb
    compare_unconditional_conditional_histograms.ipynb
    visualize_empirical_cdf.ipynb
    draw_survival.ipynb

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

.. toctree::
    :maxdepth: 1

    estimate_normal.ipynb
    maximumlikelihood_estimator.ipynb
    estimate_non_parametric_distribution.ipynb
    estimate_multivariate_distribution.ipynb

Statistical hypothesis testing
------------------------------

.. toctree::
    :maxdepth: 1

    kolmogorov_test.ipynb
    kolmogorov_statistics.ipynb
    kolmogorov_pvalue.ipynb
    kolmogorov_distribution.ipynb
    chi2_fitting_test.ipynb
    qqplot_graph.ipynb
    smirnov_test.ipynb
    henry_line_graph.ipynb
    cramer_vonmises_test.ipynb
    andersondarling_test.ipynb
    fitted_distribution_ranking.ipynb

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

.. toctree::
    :maxdepth: 1

    independence_test.ipynb
    estimate_copula.ipynb
    estimate_non_parametric_copula.ipynb
    kendallplot_test.ipynb
    regression_test.ipynb
    visualize_copula_validation.ipynb

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

.. toctree::
    :maxdepth: 1

    estimate_arma.ipynb
    estimate_multivariate_arma.ipynb
    estimate_stationary_covariance_model.ipynb
    estimate_non_stationary_covariance_model.ipynb
    estimate_spectral_density_function.ipynb

Graphics
--------

.. toctree::
    :maxdepth: 1

    visualize_clouds.ipynb
    visualize_pairs.ipynb

