An interactive field guide to patterns, and open questions.

Numbers do strange things.

Change the numbers or the rule and follow what happens, from the first visible pattern to what is proved, what is only observed, and what remains unknown.

Live · Kaprekar’s routinePlate 01
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Sorting, subtracting, repeating - step 0 of 3.

22

Three Guesses Beat One

Suppose three measurements have independent, zero-centred normal errors, each with variance 1. The James–Stein formula adjusts them together. For measurements 4, 3 and 0, square and add them to get 25, then multiply each measurement by 1 − 1/25 = 24/25, giving 3.84, 2.88 and 0. This lowers the average total squared error over repeated measurements, whatever the true values are, but it can make an individual trial worse. The theorem applies in three or more dimensions.

Provedstatisticsestimation

Browse by what you do

Different paths into the same field.

  • Apply a rule again and again.
  • VisualiseSee the whole space at once.
  • ComparePut two cases side by side.
  • PredictCommit to an answer before the reveal.
  • BreakChange an assumption until it fails.
  • ReverseAsk what leads here, not what follows.

Collections

Curated paths

  • Number MachinesSmall rules applied to over and over until something settles.10 ready
  • LandscapesVisual and structural views of where the primes actually fall.4 ready
  • That Build ThemselvesRecursive, substitutive and self-describing sequences.4 ready
  • Patterns That BreakConvincing finite patterns that eventually fail.7 ready
  • Change the BasePhenomena that exist only because of how the number is written.7 ready
  • One Rule, Strange BehaviourSimple maps with unexpectedly rich dynamics.11 ready
  • Easy to State, Hard to ProveElementary statements with difficult or unresolved mathematics behind them.14 ready
  • Bounds and EvidenceWhere a computation gives a certified bound, and where it only gives a number.6 ready
  • Randomness and EvidenceSeeded experiments, and what a simulation can and cannot settle.3 ready
  • and Rules that replace a shape with smaller copies of itself.1 ready
  • Logic and ComputationWhat a formal system can say about itself.2 ready

What makes this different

You can change the rule

This is more than a canned animation because you can change the input, alter the rule, sweep a whole range, and look for the cases where it stops working. A control that breaks the phenomenon often teaches more than a perfect demonstration.

The explanation goes all the way down

Every exploration runs from a plain description through the intuition and the key to a formal statement, then says exactly where the argument stops being complete.

Evidence is never called proof

Every claim carries its status, its exact scope and the date it was checked. A million successful runs are not a proof of an infinite statement, and nothing here will imply otherwise. How we handle claims →