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Interactive statistics demos

Explore statistics visually through distributions, regression and uncertainty.

These interactive statistics demos help students understand important concepts such as normal distributions, regression lines, confidence intervals, sampling variation and uncertainty. Each demo is designed to connect formulas with visual intuition and practical interpretation.

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Interactive statistical calculators and visual demos.

Use live calculators and visual explanations to understand formulas, uncertainty, models and interpretation.

Confidence interval calculator

Calculate a confidence interval for a mean.

Enter raw data or summary statistics, choose a z or t interval, and see the interval, graph and interpretation update instantly.

Input type

Interval type

More demos coming

Build intuition before memorising formulas.

Statistics

Normal distribution explorer

Change the mean and standard deviation to understand location, spread and probability.

Regression

Regression line playground

Move points and see how slope, residuals and fitted lines respond.

Machine Learning

Prediction threshold lab

Adjust a classification threshold and interpret sensitivity, specificity and false positives.