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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.

Discussions — Here you can discuss all things about NGRAMS, ask questions, or give general feedback.

Announcements — Here we will post about updates and maintenence downtimes of the service.

Issues — Here you can post bugs and feature requests, and track the state of development.

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