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Treebank word tokenizer in R
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# Treebank Tokenizer in R | |
# | |
# Code is a port of the NLTK python and sed scripts: | |
# - http://www.nltk.org/_modules/nltk/tokenize/treebank.html#TreebankWordTokenizer | |
# - http://www.cis.upenn.edu/~treebank/tokenizer.sed | |
library("stringr") | |
library("tokenizers") | |
library("microbenchmark") | |
.CONTRACTIONS2 <- | |
c("\\b(can)(not)\\b", | |
"\\b(d)('ye)\\b", | |
"\\b(gon)(na)\\b", | |
"\\b(got)(ta)\\b", | |
"\\b(lem)(me)\\b", | |
"\\b(mor)('n)\\b", | |
"\\b(wan)(na) " | |
) | |
.CONTRACTIONS3 <- | |
c(" ('t)(is)\\b", | |
" ('t)(was)\\b") | |
.CONTRACTIONS4 <- | |
c("\\b(whad)(dd)(ya)\\b", | |
"\\b(wha)(t)(cha)\\b") | |
tokenize_ptb <- function(string) { | |
# Starting quotes | |
string <- str_replace_all(string, '^\\"', '``') | |
string <- str_replace_all(string, '(``)', '\\1') | |
string <- str_replace_all(string, '([ (\\[{<])"', '\\1 `` ') | |
# Punctuation | |
string <- str_replace_all(string, '([:,])([^\\d])', ' \\1 \\2') | |
string <- str_replace_all(string, '\\.{3}', ' ... ') | |
string <- str_replace_all(string, '([,;@#$%&])', ' \\1 ') | |
string <- str_replace_all(string, '([^\\.])(\\.)([\\]\\)}>"\\\']*)?\\s*$', '\\1 \\2\\3 ') | |
string <- str_replace_all(string, '([?!])', ' \\1 ') | |
string <- str_replace_all(string, "([^'])' ", "\\1 ' ") | |
# re.sub\\(r(['"].*?['"]), r(["'].*?['"]), text\\) | |
# parens, brackets, etc | |
string <- str_replace_all(string, '([\\]\\[\\(\\)\\{\\}\\<\\>])', ' \\1 ') | |
string <- str_replace_all(string, '--', ' -- ') | |
# add extra space | |
string <- str_c(" ", string, " ") | |
# ending quotes | |
string <- str_replace_all(string, '"', " '' ") | |
string <- str_replace_all(string, "(\\S)('')", "\\1 \\2 ") | |
string <- str_replace_all(string, "([^' ])('[sS]|'[mM]|'[dD]|') ", | |
"\\1 \\2 ") | |
string <- str_replace_all(string, | |
"([^' ])('ll|'LL|'re|'RE|'ve|'VE|n't|N'T) ", | |
"\\1 \\2 ") | |
for (pattern in .CONTRACTIONS2) | |
string <- str_replace_all(string, regex(pattern, ignore_case = TRUE), | |
" \\1 \\2 ") | |
for (pattern in .CONTRACTIONS3) | |
string <- str_replace_all(string, regex(pattern, ignore_case = TRUE), | |
" \\1 \\2 ") | |
for (pattern in .CONTRACTIONS4) | |
string <- str_replace_all(string, regex(pattern, ignore_case = TRUE), | |
" \\1 \\2 \\3 ") | |
# return | |
str_split(str_trim(string), '\\s+') | |
} | |
moby <- quanteda::data_char_mobydick | |
microbenchmark(tokenize_words(moby)) | |
microbenchmark(tokenize_ptb(moby)) | |
tokenize_ptb("Good muffins cost $3.88\nin New York. Please buy me\ntwo of them.\nThanks.") | |
tokenize_ptb("They'll save and invest more.") |
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