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Law of Large Numbers for an outlier scan

Simulate an outlier scan live in your browser. This runs the real Law of Large Numbers solver — adjust the inputs, watch it respond instantly, and export the result. No install, no account.

Law of Large NumbersLive

Controls

Presets

Flip a coin a few times and the proportion of heads jumps around wildly; flip it thousands of times and it settles onto the true probability. That is the law of large numbers — averages converge even though individual flips stay random. Crucially, it does not mean a run of tails is "due" to reverse; that belief is the gambler's fallacy.

▶ Run in Python

Data Inspector

Flips0
Observed p0.0000
Deviation-50.00%

Governing equation

Reading this result: With a near-fair coin the running proportion wanders wildly at first, but the law pulls it toward 0.50 as flips pile up — and a streak of tails never makes heads “due.”

Runs locally in your browser — free forever. Scale to the cloud when reality gets heavy.

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About this simulation

The full Law of Large Numbers tool models an outlier scan with the same numerics engineers and scientists use — running entirely client-side. Change any parameter and the result updates in real time, so you can build intuition, check a design, or teach the concept without spreadsheets or installs.

More you can do with Law of Large Numbers

Other ways to simulate an outlier scan

Frequently asked questions

How do I simulate an outlier scan?
Open this page and use the live Law of Large Numbers tool below — set your inputs and the simulation runs instantly in your browser using real numerics. No install, no account needed.
Is it free?
Yes. The simulation runs free in your browser. A one-time unlock or a Pro plan adds advanced parameters, saved presets, data import, and clean exports.
Can I use my own numbers?
Absolutely — every input is adjustable, and with data import you can drive an outlier scan from your own measurements.