Probability Simulator

This free probability simulator runs thousands of coin flips, dice rolls or d20 rolls so you can watch the observed frequencies converge on the theoretical probability — a hands-on demonstration of the law of large numbers and Monte Carlo sampling. Pick an experiment, choose how many trials to run, and compare each outcome's observed rate against its expected rate in a live frequency table and bar chart. Every trial uses your browser's secure random source.