Skip to main content
This is a pre-production deployment of Warehouse. Changes made here affect the production instance of PyPI (
Help us improve Python packaging - Donate today!

The streaming access to the Google ngram data.

Project Description

The Google Books Ngram Viewer dataset is a freely available resource under a Creative Commons Attribution 3.0 Unported License which provides ngram counts over books scanned by Google.

The data is so big, that storing it is almost impossible. However, sometimes you need an aggregate data over the dataset. For example to build a co-occurrence matrix.

This package provides an iterator over the dataset stored at Google. It decompresses the data on the fly and provides you the access to the underlying data.


  • Download ngrams of various length and languages.
  • Access to part of ngrams, e.g. ones that start with an ‘a’.


pip install google-ngram-downloader

The command line tool

It also provides a simple command line tool to download the ngrams called google-ngram-downloader. Refer to the help to see available actions:

google-ngram-downloader help
usage: google-ngram-downloader <command> [options]


 cooccurrence  Write the cooccurrence frequencies of a word and its contexts.
 download      Download The Google Books Ngram Viewer dataset version 20120701.
 help          Show help for a given help topic or a help overview.
 readline      Print the raw content.

Example use of the API

>>> from google_ngram_downloader import readline_google_store
>>> fname, url, records = next(readline_google_store(ngram_len=5))
>>> fname
>>> url
>>> next(records)
Record(ngram=u'0 " A most useful', year=1860, match_count=1, volume_count=1)


Version 4.0.1

  • Citation information.
  • Tests are correctly packaged for a release.

Version 4.0.0

  • Added ‘indices’ keyword. Thanks to neocortex.
  • Added ‘language’ flat. Thanks to Ray Powell (rpowellgit).

Version 3.1.1

  • Non-unique contexts are taken into account inside of an ngram.

Version 3.1

  • The cooccurrence command does not perform any ngram modification.

Version 3.0

  • download, readile and cooccurrence subcommands.
  • readline_google_store transforms lines to Record in several processes.
Release History

Release History

This version
History Node


History Node


History Node


History Node


History Node


History Node


History Node


History Node


Download Files

Download Files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

File Name & Checksum SHA256 Checksum Help Version File Type Upload Date
google-ngram-downloader-4.0.1.tar.gz (12.2 kB) Copy SHA256 Checksum SHA256 Source Aug 23, 2016

Supported By

WebFaction WebFaction Technical Writing Elastic Elastic Search Pingdom Pingdom Monitoring Dyn Dyn DNS Sentry Sentry Error Logging CloudAMQP CloudAMQP RabbitMQ Heroku Heroku PaaS Kabu Creative Kabu Creative UX & Design Fastly Fastly CDN DigiCert DigiCert EV Certificate Rackspace Rackspace Cloud Servers DreamHost DreamHost Log Hosting