This chapter deals with the statistical analysis of data considered in the parts: univariate extremes data and multivariate extremes data related to stochastic processes and sequence of extremes connected to multivariate extremes data. The case studies of maximum wind speed data in Lisbon, flood discharges of the North Saskachevan River at Edmonton and flood discharges of the Fox River at Berlin and Wrightstown are analysed.