Monte Carlo π Estimation

Random points inside a unit square — those in the quarter circle estimate π.

π estimate

Coin Flip Simulation

Flip coins and watch the law of large numbers drive the proportion to p.

Birthday Problem

How many people until there's a shared birthday? The answer surprises.

0
people in room
Add people to the room...

Monty Hall Problem

Pick a door, host reveals a goat, switch or stay — does switching help?


Switch Win Rate
Stay Win Rate
Switch0%
Stay0%
Pick a door to start!