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NGRAMS is a search engine for the Google Books Ngram Dataset. This repository contains documentation, discussions, announcements, and issues.

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NGRAMS logo

Search the world's largest ngram dataset.

A tool for NLP research, second language
learning, and app makers.


ngrams.dev   ·   docs.ngrams.dev


NGRAMS is a search engine and REST API for quick inquiries into the Google Books Ngram Dataset v3 — the largest publicly available source of ngram data. The service is intended for all kinds of applications related to language processing, research, teaching, and modeling. It can be used free of charge, for both commercial and non-commercial purposes.


NGRAMS is not open-source software but open for feedback and feature requests.

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NGRAMS is a search engine for the Google Books Ngram Dataset. This repository contains documentation, discussions, announcements, and issues.

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