This data repository contains data for the multivariate distributions used in the paper "Scenario generation for single-period portfolio selection problems with tail risk measures: coping with high dimensions and integer variables" by Jamie Fairbrother, Amanda Turner and Stein Wallace. The distributions were fitted from from monthly return data for stocks in the FTSE100 index.