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Google Ngram Viewer Google Books Ngram ViewerCompared to the 2009 versions, the 2012, 2019, and quarterly released versions have more books, improved OCR, improved library and publisher metadata The 2012 and 2019 versions also don't form ngrams that cross sentence boundaries, and do form ngrams across page boundaries, unlike the 2009 versions With the most recent corpora, the tokenization has improved as well