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Technical SEO

TF-IDF

TF-IDF (Term Frequency-Inverse Document Frequency) is a numerical statistic from information retrieval used to reflect how important a word is to a document in a collection. Term Frequency (TF) measures how often a word appears in a document, while Inverse Document Frequency (IDF) down-weights common words that appear across many documents — giving higher weight to distinctive terms.

TF-IDF analysis is used in SEO content optimization tools like Surfer SEO, Cora, and SEMrush's SEO Content Template to identify semantically important terms that top-ranking pages include. These tools compare TF-IDF distributions of top-ranking pages to help writers create more comprehensive and topically authoritative content.

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