A heatmap is plotted to show the relationship between catastrophe type and claim type. Chi-Square test was performed on total claim counts to test whether catastrophe type and claim type are associated and Cramer’s V was computed to measure the strength of association.

Using Monte Carlo frequency-severity Simulation to predict the annual normalized catastrophe loss for the year 2026