Word Frequency Counter

Count how often each word appears in a text and report totals plus the most frequent word.

Description

Count Unicode word-token occurrences, unique tokens, and the most frequent token.

Word frequency supports content review, vocabulary exploration, keyword checks, and lightweight corpus analysis while exposing the exact token counts used.

When to use Word Frequency Counter

  • Find repeated vocabulary
  • Compare total and unique word counts
  • Generate an alphabetically ordered frequency object

How the calculation works

Tokens contain Unicode letters, numbers, and apostrophes. Optional case sensitivity controls lowercasing; ties for most frequent are resolved alphabetically.

Interpreting the result

Hyphens split tokens while apostrophes remain inside them. No stemming combines `run` with `running`, and common stop words remain unless removed first.

Important limitations

  • Regex tokenization is not language-aware segmentation.
  • No stemming, lemmatization, or stop-word filtering is applied.
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