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Jonathan Slapin, PhD, Professor of Government and Director of the Essex Summer School in Social Science Data Analysis at the University of Essex, discusses the weighting of features in a document feature matrix, including why features should be weighted, three ways to weight features—relative frequency, Boolean, and term frequency-inverse document frequency—and using R to weight feature counts.