Data analysis

Manage data and samples

Link Pandas and OpenTURNS

Link Pandas and OpenTURNS

Randomize the lines of a Sample

Randomize the lines of a Sample

Import / export a sample via a CSV file

Import / export a sample via a CSV file

Estimate moments from sample

Estimate moments from sample

Sample manipulation

Sample manipulation

Sort a sample

Sort a sample

A quick start guide to the Point and Sample classes

A quick start guide to the Point and Sample classes

Estimate a confidence interval of a quantile

Estimate a confidence interval of a quantile

Estimate quantile confidence intervals from data

Estimate quantile confidence intervals from data

Build and validate a linear model

Build and validate a linear model

Estimate correlation coefficients

Estimate correlation coefficients

Sample analysis

Draw an histogram

Draw an histogram

Draw the empirical CDF

Draw the empirical CDF

Compare unconditional and conditional histograms

Compare unconditional and conditional histograms

Compute squared SRC indices confidence intervals

Compute squared SRC indices confidence intervals

Draw a survival function

Draw a survival function

Distribution fitting

Fit a distribution by maximum likelihood

Fit a distribution by maximum likelihood

Fit a parametric distribution

Fit a parametric distribution

Define a distribution from quantiles

Define a distribution from quantiles

Model a singular multivariate distribution

Model a singular multivariate distribution

Get the asymptotic distribution of the estimators

Get the asymptotic distribution of the estimators

Estimate a GEV on the Venice sea-levels data

Estimate a GEV on the Venice sea-levels data

Bandwidth sensitivity in kernel smoothing

Bandwidth sensitivity in kernel smoothing

Fit an extreme value distribution

Fit an extreme value distribution

Estimate a conditional quantile

Estimate a conditional quantile

Estimate a multivariate distribution

Estimate a multivariate distribution

Estimate a GPD on the Wooster temperature data

Estimate a GPD on the Wooster temperature data

Estimate a GPD on the Dow Jones Index data

Estimate a GPD on the Dow Jones Index data

Fitting a distribution with customized maximum likelihood

Fitting a distribution with customized maximum likelihood

Fit a non parametric distribution

Fit a non parametric distribution

Estimate a GEV on the Port Pirie sea-levels data

Estimate a GEV on the Port Pirie sea-levels data

Estimate a GPD on the daily rainfall data

Estimate a GPD on the daily rainfall data

Estimate a GEV on race times data

Estimate a GEV on race times data

Estimate a GEV on the Fremantle sea-levels data

Estimate a GEV on the Fremantle sea-levels data

Statistical tests

Test a discrete distribution

Test a discrete distribution

Draw the QQ-Plot

Draw the QQ-Plot

Use the Kolmogorov/Lilliefors test

Use the Kolmogorov/Lilliefors test

Test identical distributions

Test identical distributions

Select fitted distributions

Select fitted distributions

Test Normality

Test Normality

Test independence

Test independence

Test the copula

Test the copula

Kolmogorov-Smirnov : understand the statistics

Kolmogorov-Smirnov : understand the statistics

Kolmogorov-Smirnov : understand the p-value

Kolmogorov-Smirnov : understand the p-value

Kolmogorov-Smirnov : get the statistics distribution

Kolmogorov-Smirnov : get the statistics distribution

Estimate dependency and copulas

Fit a parametric copula

Fit a parametric copula

Fit a non parametric copula

Fit a non parametric copula

Estimate tail dependence coefficients on the wave-surge data

Estimate tail dependence coefficients on the wave-surge data

Estimate tail dependence coefficients on the wind data

Estimate tail dependence coefficients on the wind data

Estimate stochastic processes

Estimate a multivariate ARMA process

Estimate a multivariate ARMA process

Estimate a non stationary covariance function

Estimate a non stationary covariance function

Estimate a scalar ARMA process

Estimate a scalar ARMA process

Estimate a spectral density function

Estimate a spectral density function

Estimate a stationary covariance function

Estimate a stationary covariance function

Graphics

Visualize pairs

Visualize pairs

Visualize pairs between two samples

Visualize pairs between two samples

Visualize clouds

Visualize clouds

Visualize sensitivity

Visualize sensitivity