Benford's Law Analyzer

Paste any dataset of numbers. The analyzer extracts first digits, builds the observed distribution, and compares it against Benford's expected curve.

Input Data

0 numbers
Samples:

Distribution

Expected Observed

Paste data and click Analyze to see
the first-digit distribution

Mechanism note: this analyzer is an educational smell test, not fraud proof, a trading edge, financial advice, APY, yield, or live onchain coverage.