Data Binning

What is Data Binning?

Data binning (bucketing) maps continuous numeric values into discrete intervals so nearby values share a bin. It reduces noise, simplifies features, and can make distributions easier to visualize or model.

Methods include equal-width, equal-frequency, quantile, and domain-custom bins. Trade-off: smoother signals versus information loss at bin boundaries.

Authoritative reference: Wikipedia: Data binning