Distribution explorer

Pick a distribution and move its parameters. The orange curve is the exact distribution; the blue histogram is a simulation drawn from it. Bigger samples track the curve more closely — that's the law of large numbers at work.

Read the idea behind it and what it's used for →  ·  See how it relates to other distributions →

Density

Probability calculator

Ask a question about X. The exact answer is shaded on the chart above and compared with the simulation.

Cumulative distribution

Probability that X is at most x.

Running sample mean

The average of the first m samples, as m grows.

Theory vs. simulation

Sample variance uses the n − 1 (unbiased) denominator.

StatisticTheoreticalSimulatedDifference