+ |
+
+ |
+ Ngram Viewer | + + + + +
+ ++ +The Google Books Ngram Viewer is optimized for quick inquiries into +the usage of small sets of phrases. If you're interested in +performing a large scale analysis on the underlying data, you might +prefer to download a portion of the corpora yourself. Or all of it, +if you have the bandwidth and space. We're happy to oblige.
+ +These datasets were generated in July 2012 (Version 2) and July +2009 (Version 1); we will update these datasets as our book scanning +continues, and the updated versions will have distinct and persistent +version identifiers (20120701 and 20090715 for the current sets).
+ +Each of the numbered links below will directly download a fragment +of the corpus. In Version 2 the ngrams are grouped alphabetically +(languages with non-Latin scripts were transliterated); in Version 1 +the ngrams are partitioned into files of equal size. In addition, for +each corpus we provide a file named total_counts, which records +the total number of 1-grams contained in the books that make up the +corpus. This file is useful for computing the relative frequencies of +ngrams.
+ +A summary of how the corpora were constructed can be +found here. +We explain it in greater depth +here +(Version 2) +and here +(Version 1). In both, we point out that we've included only ngrams +that appear over 40 times across the corpus. That's why the sum of the +1-gram occurrences in any given corpus is smaller than the number +given in the total_counts file.
+ +File format: Each of the files below is compressed +tab-separated data. In Version 2 each line has the following format: +
+ ++ +ngram TAB year TAB match_count TAB volume_count NEWLINE+As an example, here are the 3,000,000th and 3,000,001st lines from +the a file of the English 1-grams +(googlebooks-eng-all-1gram-20120701-a.gz): + +
+ ++circumvallate 1978 335 91 +circumvallate 1979 261 91 +The first line tells us that in 1978, the word "circumvallate" +(which means "surround with a rampart or other fortification", in case you +were wondering) occurred 335 times overall, in 91 distinct books of our sample. +
+ +The files vary widely in size because some patterns of letters are +more common than others: the "na" file will be larger than the "ng" +file since so many more words begin with "na" than "ng". Files with a +letter followed by an underscore (e.g., s_) contain ngrams +that begin with the first letter, but have an unusual second +character.
+ +We've included separate files for ngrams that start with +punctuation or with other non-alphanumeric characters. Finally, we +have separate files for ngrams in which the first word is a part of +speech tag (e.g., _ADJ_, _ADP_).
+ +In Version 1, the format is similar, but we also include the number of +pages each ngram occurred on: + +
+ +ngram TAB year TAB match_count TAB page_count TAB volume_count NEWLINE+Here's the 9,000,000th line from file 0 of the English 5-grams +(googlebooks-eng-all-5gram-20090715-0.csv.zip): + +
+ +analysis is often described as 1991 1 1 1In 1991, the phrase "analysis is often described as" occurred +one time (that's the first 1), and on one page (the second 1), and in +one book (the third 1). We do not provide page counts in Version 2 +since we extract ngrams that span page boundaries. +
+ +The ngrams inside each file in Version 1 are sorted alphabetically and +then chronologically. Note that the files themselves aren't ordered +with respect to one another. A French two word phrase starting +with 'm' will be in the middle of one of the French 2-gram files, but +there's no way to know which without checking them all.
+ +The format of the total_counts files are similar, except +that the
+ +ngramfield is absent and there is one triplet +of values (match_count, page_count, volume_count) per year.Usage: This compilation is licensed under a +Creative Commons Attribution 3.0 Unported License. + +
English
+Version 20120701
+total_counts +1-grams +0 +1 +2 +3 +4 +5 +6 +7 +8 +9 +a +b +c +d +e +f +g +h +i +j +k +l +m +n +o +other +p +pos +punctuation +q +r +s +t +u +v +w +x +y +z +
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+Version 20090715
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+Version 20090715
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