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spaCy/spacy/lang/en/tokenizer_exceptions.py
adrianeboyd 440b81bddc
Improve exceptions for 'd (would/had) in English (#5379) 
Instead of treating `'d` in contractions like `I'd` as `would` in all
cases in the tokenizer exceptions, leave the tagging and lemmatization
up to later components.
2020-05-08 15:10:57 +02:00

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# coding: utf8
from __future__ import unicode_literals
from ...symbols import ORTH, LEMMA, TAG, NORM, PRON_LEMMA
_exc = {}
_exclude = [
"Ill",
"ill",
"Its",
"its",
"Hell",
"hell",
"Shell",
"shell",
"Shed",
"shed",
"were",
"Were",
"Well",
"well",
"Whore",
"whore",
]
# Pronouns
for pron in ["i"]:
for orth in [pron, pron.title()]:
_exc[orth + "'m"] = [
{ORTH: orth, LEMMA: PRON_LEMMA, NORM: pron, TAG: "PRP"},
{ORTH: "'m", LEMMA: "be", NORM: "am", TAG: "VBP"},
]
_exc[orth + "m"] = [
{ORTH: orth, LEMMA: PRON_LEMMA, NORM: pron, TAG: "PRP"},
{ORTH: "m", LEMMA: "be", TAG: "VBP", "tenspect": 1, "number": 1},
]
_exc[orth + "'ma"] = [
{ORTH: orth, LEMMA: PRON_LEMMA, NORM: pron, TAG: "PRP"},
{ORTH: "'m", LEMMA: "be", NORM: "am"},
{ORTH: "a", LEMMA: "going to", NORM: "gonna"},
]
_exc[orth + "ma"] = [
{ORTH: orth, LEMMA: PRON_LEMMA, NORM: pron, TAG: "PRP"},
{ORTH: "m", LEMMA: "be", NORM: "am"},
{ORTH: "a", LEMMA: "going to", NORM: "gonna"},
]
for pron in ["i", "you", "he", "she", "it", "we", "they"]:
for orth in [pron, pron.title()]:
_exc[orth + "'ll"] = [
{ORTH: orth, LEMMA: PRON_LEMMA, NORM: pron, TAG: "PRP"},
{ORTH: "'ll", LEMMA: "will", NORM: "will", TAG: "MD"},
]
_exc[orth + "ll"] = [
{ORTH: orth, LEMMA: PRON_LEMMA, NORM: pron, TAG: "PRP"},
{ORTH: "ll", LEMMA: "will", NORM: "will", TAG: "MD"},
]
_exc[orth + "'ll've"] = [
{ORTH: orth, LEMMA: PRON_LEMMA, NORM: pron, TAG: "PRP"},
{ORTH: "'ll", LEMMA: "will", NORM: "will", TAG: "MD"},
{ORTH: "'ve", LEMMA: "have", NORM: "have", TAG: "VB"},
]
_exc[orth + "llve"] = [
{ORTH: orth, LEMMA: PRON_LEMMA, NORM: pron, TAG: "PRP"},
{ORTH: "ll", LEMMA: "will", NORM: "will", TAG: "MD"},
{ORTH: "ve", LEMMA: "have", NORM: "have", TAG: "VB"},
]
_exc[orth + "'d"] = [
{ORTH: orth, LEMMA: PRON_LEMMA, NORM: pron, TAG: "PRP"},
{ORTH: "'d", NORM: "'d"},
]
_exc[orth + "d"] = [
{ORTH: orth, LEMMA: PRON_LEMMA, NORM: pron, TAG: "PRP"},
{ORTH: "d", NORM: "'d"},
]
_exc[orth + "'d've"] = [
{ORTH: orth, LEMMA: PRON_LEMMA, NORM: pron, TAG: "PRP"},
{ORTH: "'d", LEMMA: "would", NORM: "would", TAG: "MD"},
{ORTH: "'ve", LEMMA: "have", NORM: "have", TAG: "VB"},
]
_exc[orth + "dve"] = [
{ORTH: orth, LEMMA: PRON_LEMMA, NORM: pron, TAG: "PRP"},
{ORTH: "d", LEMMA: "would", NORM: "would", TAG: "MD"},
{ORTH: "ve", LEMMA: "have", NORM: "have", TAG: "VB"},
]
for pron in ["i", "you", "we", "they"]:
for orth in [pron, pron.title()]:
_exc[orth + "'ve"] = [
{ORTH: orth, LEMMA: PRON_LEMMA, NORM: pron, TAG: "PRP"},
{ORTH: "'ve", LEMMA: "have", NORM: "have", TAG: "VB"},
]
_exc[orth + "ve"] = [
{ORTH: orth, LEMMA: PRON_LEMMA, NORM: pron, TAG: "PRP"},
{ORTH: "ve", LEMMA: "have", NORM: "have", TAG: "VB"},
]
for pron in ["you", "we", "they"]:
for orth in [pron, pron.title()]:
_exc[orth + "'re"] = [
{ORTH: orth, LEMMA: PRON_LEMMA, NORM: pron, TAG: "PRP"},
{ORTH: "'re", LEMMA: "be", NORM: "are"},
]
_exc[orth + "re"] = [
{ORTH: orth, LEMMA: PRON_LEMMA, NORM: pron, TAG: "PRP"},
{ORTH: "re", LEMMA: "be", NORM: "are", TAG: "VBZ"},
]
for pron in ["he", "she", "it"]:
for orth in [pron, pron.title()]:
_exc[orth + "'s"] = [
{ORTH: orth, LEMMA: PRON_LEMMA, NORM: pron, TAG: "PRP"},
{ORTH: "'s", NORM: "'s"},
]
_exc[orth + "s"] = [
{ORTH: orth, LEMMA: PRON_LEMMA, NORM: pron, TAG: "PRP"},
{ORTH: "s"},
]
# W-words, relative pronouns, prepositions etc.
for word in ["who", "what", "when", "where", "why", "how", "there", "that"]:
for orth in [word, word.title()]:
_exc[orth + "'s"] = [
{ORTH: orth, LEMMA: word, NORM: word},
{ORTH: "'s", NORM: "'s"},
]
_exc[orth + "s"] = [{ORTH: orth, LEMMA: word, NORM: word}, {ORTH: "s"}]
_exc[orth + "'ll"] = [
{ORTH: orth, LEMMA: word, NORM: word},
{ORTH: "'ll", LEMMA: "will", NORM: "will", TAG: "MD"},
]
_exc[orth + "ll"] = [
{ORTH: orth, LEMMA: word, NORM: word},
{ORTH: "ll", LEMMA: "will", NORM: "will", TAG: "MD"},
]
_exc[orth + "'ll've"] = [
{ORTH: orth, LEMMA: word, NORM: word},
{ORTH: "'ll", LEMMA: "will", NORM: "will", TAG: "MD"},
{ORTH: "'ve", LEMMA: "have", NORM: "have", TAG: "VB"},
]
_exc[orth + "llve"] = [
{ORTH: orth, LEMMA: word, NORM: word},
{ORTH: "ll", LEMMA: "will", NORM: "will", TAG: "MD"},
{ORTH: "ve", LEMMA: "have", NORM: "have", TAG: "VB"},
]
_exc[orth + "'re"] = [
{ORTH: orth, LEMMA: word, NORM: word},
{ORTH: "'re", LEMMA: "be", NORM: "are"},
]
_exc[orth + "re"] = [
{ORTH: orth, LEMMA: word, NORM: word},
{ORTH: "re", LEMMA: "be", NORM: "are"},
]
_exc[orth + "'ve"] = [
{ORTH: orth, LEMMA: word, NORM: word},
{ORTH: "'ve", LEMMA: "have", TAG: "VB"},
]
_exc[orth + "ve"] = [
{ORTH: orth, LEMMA: word},
{ORTH: "ve", LEMMA: "have", NORM: "have", TAG: "VB"},
]
_exc[orth + "'d"] = [
{ORTH: orth, LEMMA: word, NORM: word},
{ORTH: "'d", NORM: "'d"},
]
_exc[orth + "d"] = [
{ORTH: orth, LEMMA: word, NORM: word},
{ORTH: "d", NORM: "'d"}
]
_exc[orth + "'d've"] = [
{ORTH: orth, LEMMA: word, NORM: word},
{ORTH: "'d", LEMMA: "would", NORM: "would", TAG: "MD"},
{ORTH: "'ve", LEMMA: "have", NORM: "have", TAG: "VB"},
]
_exc[orth + "dve"] = [
{ORTH: orth, LEMMA: word, NORM: word},
{ORTH: "d", LEMMA: "would", NORM: "would", TAG: "MD"},
{ORTH: "ve", LEMMA: "have", NORM: "have", TAG: "VB"},
]
# Verbs
for verb_data in [
{ORTH: "ca", LEMMA: "can", NORM: "can", TAG: "MD"},
{ORTH: "could", NORM: "could", TAG: "MD"},
{ORTH: "do", LEMMA: "do", NORM: "do"},
{ORTH: "does", LEMMA: "do", NORM: "does"},
{ORTH: "did", LEMMA: "do", NORM: "do", TAG: "VBD"},
{ORTH: "had", LEMMA: "have", NORM: "have", TAG: "VBD"},
{ORTH: "may", NORM: "may", TAG: "MD"},
{ORTH: "might", NORM: "might", TAG: "MD"},
{ORTH: "must", NORM: "must", TAG: "MD"},
{ORTH: "need", NORM: "need"},
{ORTH: "ought", NORM: "ought", TAG: "MD"},
{ORTH: "sha", LEMMA: "shall", NORM: "shall", TAG: "MD"},
{ORTH: "should", NORM: "should", TAG: "MD"},
{ORTH: "wo", LEMMA: "will", NORM: "will", TAG: "MD"},
{ORTH: "would", NORM: "would", TAG: "MD"},
]:
verb_data_tc = dict(verb_data)
verb_data_tc[ORTH] = verb_data_tc[ORTH].title()
for data in [verb_data, verb_data_tc]:
_exc[data[ORTH] + "n't"] = [
dict(data),
{ORTH: "n't", LEMMA: "not", NORM: "not", TAG: "RB"},
]
_exc[data[ORTH] + "nt"] = [
dict(data),
{ORTH: "nt", LEMMA: "not", NORM: "not", TAG: "RB"},
]
_exc[data[ORTH] + "n't've"] = [
dict(data),
{ORTH: "n't", LEMMA: "not", NORM: "not", TAG: "RB"},
{ORTH: "'ve", LEMMA: "have", NORM: "have", TAG: "VB"},
]
_exc[data[ORTH] + "ntve"] = [
dict(data),
{ORTH: "nt", LEMMA: "not", NORM: "not", TAG: "RB"},
{ORTH: "ve", LEMMA: "have", NORM: "have", TAG: "VB"},
]
for verb_data in [
{ORTH: "could", NORM: "could", TAG: "MD"},
{ORTH: "might", NORM: "might", TAG: "MD"},
{ORTH: "must", NORM: "must", TAG: "MD"},
{ORTH: "should", NORM: "should", TAG: "MD"},
{ORTH: "would", NORM: "would", TAG: "MD"},
]:
verb_data_tc = dict(verb_data)
verb_data_tc[ORTH] = verb_data_tc[ORTH].title()
for data in [verb_data, verb_data_tc]:
_exc[data[ORTH] + "'ve"] = [dict(data), {ORTH: "'ve", LEMMA: "have", TAG: "VB"}]
_exc[data[ORTH] + "ve"] = [dict(data), {ORTH: "ve", LEMMA: "have", TAG: "VB"}]
for verb_data in [
{ORTH: "ai", LEMMA: "be", TAG: "VBP", "number": 2},
{ORTH: "are", LEMMA: "be", NORM: "are", TAG: "VBP", "number": 2},
{ORTH: "is", LEMMA: "be", NORM: "is", TAG: "VBZ"},
{ORTH: "was", LEMMA: "be", NORM: "was"},
{ORTH: "were", LEMMA: "be", NORM: "were"},
{ORTH: "have", NORM: "have"},
{ORTH: "has", LEMMA: "have", NORM: "has"},
{ORTH: "dare", NORM: "dare"},
]:
verb_data_tc = dict(verb_data)
verb_data_tc[ORTH] = verb_data_tc[ORTH].title()
for data in [verb_data, verb_data_tc]:
_exc[data[ORTH] + "n't"] = [
dict(data),
{ORTH: "n't", LEMMA: "not", NORM: "not", TAG: "RB"},
]
_exc[data[ORTH] + "nt"] = [
dict(data),
{ORTH: "nt", LEMMA: "not", NORM: "not", TAG: "RB"},
]
# Other contractions with trailing apostrophe
for exc_data in [
{ORTH: "doin", LEMMA: "do", NORM: "doing"},
{ORTH: "goin", LEMMA: "go", NORM: "going"},
{ORTH: "nothin", LEMMA: "nothing", NORM: "nothing"},
{ORTH: "nuthin", LEMMA: "nothing", NORM: "nothing"},
{ORTH: "ol", LEMMA: "old", NORM: "old"},
{ORTH: "somethin", LEMMA: "something", NORM: "something"},
]:
exc_data_tc = dict(exc_data)
exc_data_tc[ORTH] = exc_data_tc[ORTH].title()
for data in [exc_data, exc_data_tc]:
data_apos = dict(data)
data_apos[ORTH] = data_apos[ORTH] + "'"
_exc[data[ORTH]] = [dict(data)]
_exc[data_apos[ORTH]] = [dict(data_apos)]
# Other contractions with leading apostrophe
for exc_data in [
{ORTH: "cause", NORM: "because"},
{ORTH: "em", LEMMA: PRON_LEMMA, NORM: "them"},
{ORTH: "ll", LEMMA: "will", NORM: "will"},
{ORTH: "nuff", LEMMA: "enough", NORM: "enough"},
]:
exc_data_apos = dict(exc_data)
exc_data_apos[ORTH] = "'" + exc_data_apos[ORTH]
for data in [exc_data, exc_data_apos]:
_exc[data[ORTH]] = [data]
# Times
for h in range(1, 12 + 1):
for period in ["a.m.", "am"]:
_exc["%d%s" % (h, period)] = [
{ORTH: "%d" % h},
{ORTH: period, LEMMA: "a.m.", NORM: "a.m."},
]
for period in ["p.m.", "pm"]:
_exc["%d%s" % (h, period)] = [
{ORTH: "%d" % h},
{ORTH: period, LEMMA: "p.m.", NORM: "p.m."},
]
# Rest
_other_exc = {
"y'all": [{ORTH: "y'", LEMMA: PRON_LEMMA, NORM: "you"}, {ORTH: "all"}],
"yall": [{ORTH: "y", LEMMA: PRON_LEMMA, NORM: "you"}, {ORTH: "all"}],
"how'd'y": [
{ORTH: "how", LEMMA: "how"},
{ORTH: "'d", LEMMA: "do"},
{ORTH: "'y", LEMMA: PRON_LEMMA, NORM: "you"},
],
"How'd'y": [
{ORTH: "How", LEMMA: "how", NORM: "how"},
{ORTH: "'d", LEMMA: "do"},
{ORTH: "'y", LEMMA: PRON_LEMMA, NORM: "you"},
],
"not've": [
{ORTH: "not", LEMMA: "not", TAG: "RB"},
{ORTH: "'ve", LEMMA: "have", NORM: "have", TAG: "VB"},
],
"notve": [
{ORTH: "not", LEMMA: "not", TAG: "RB"},
{ORTH: "ve", LEMMA: "have", NORM: "have", TAG: "VB"},
],
"Not've": [
{ORTH: "Not", LEMMA: "not", NORM: "not", TAG: "RB"},
{ORTH: "'ve", LEMMA: "have", NORM: "have", TAG: "VB"},
],
"Notve": [
{ORTH: "Not", LEMMA: "not", NORM: "not", TAG: "RB"},
{ORTH: "ve", LEMMA: "have", NORM: "have", TAG: "VB"},
],
"cannot": [
{ORTH: "can", LEMMA: "can", TAG: "MD"},
{ORTH: "not", LEMMA: "not", TAG: "RB"},
],
"Cannot": [
{ORTH: "Can", LEMMA: "can", NORM: "can", TAG: "MD"},
{ORTH: "not", LEMMA: "not", TAG: "RB"},
],
"gonna": [
{ORTH: "gon", LEMMA: "go", NORM: "going"},
{ORTH: "na", LEMMA: "to", NORM: "to"},
],
"Gonna": [
{ORTH: "Gon", LEMMA: "go", NORM: "going"},
{ORTH: "na", LEMMA: "to", NORM: "to"},
],
"gotta": [{ORTH: "got"}, {ORTH: "ta", LEMMA: "to", NORM: "to"}],
"Gotta": [{ORTH: "Got", NORM: "got"}, {ORTH: "ta", LEMMA: "to", NORM: "to"}],
"let's": [{ORTH: "let"}, {ORTH: "'s", LEMMA: PRON_LEMMA, NORM: "us"}],
"Let's": [
{ORTH: "Let", LEMMA: "let", NORM: "let"},
{ORTH: "'s", LEMMA: PRON_LEMMA, NORM: "us"},
],
}
_exc.update(_other_exc)
for exc_data in [
{ORTH: "'S", LEMMA: "'s", NORM: "'s"},
{ORTH: "'s", LEMMA: "'s", NORM: "'s"},
{ORTH: "\u2018S", LEMMA: "'s", NORM: "'s"},
{ORTH: "\u2018s", LEMMA: "'s", NORM: "'s"},
{ORTH: "and/or", LEMMA: "and/or", NORM: "and/or", TAG: "CC"},
{ORTH: "w/o", LEMMA: "without", NORM: "without"},
{ORTH: "'re", LEMMA: "be", NORM: "are"},
{ORTH: "'Cause", LEMMA: "because", NORM: "because"},
{ORTH: "'cause", LEMMA: "because", NORM: "because"},
{ORTH: "'cos", LEMMA: "because", NORM: "because"},
{ORTH: "'Cos", LEMMA: "because", NORM: "because"},
{ORTH: "'coz", LEMMA: "because", NORM: "because"},
{ORTH: "'Coz", LEMMA: "because", NORM: "because"},
{ORTH: "'cuz", LEMMA: "because", NORM: "because"},
{ORTH: "'Cuz", LEMMA: "because", NORM: "because"},
{ORTH: "'bout", LEMMA: "about", NORM: "about"},
{ORTH: "ma'am", LEMMA: "madam", NORM: "madam"},
{ORTH: "Ma'am", LEMMA: "madam", NORM: "madam"},
{ORTH: "o'clock", LEMMA: "o'clock", NORM: "o'clock"},
{ORTH: "O'clock", LEMMA: "o'clock", NORM: "o'clock"},
{ORTH: "lovin'", LEMMA: "love", NORM: "loving"},
{ORTH: "Lovin'", LEMMA: "love", NORM: "loving"},
{ORTH: "lovin", LEMMA: "love", NORM: "loving"},
{ORTH: "Lovin", LEMMA: "love", NORM: "loving"},
{ORTH: "havin'", LEMMA: "have", NORM: "having"},
{ORTH: "Havin'", LEMMA: "have", NORM: "having"},
{ORTH: "havin", LEMMA: "have", NORM: "having"},
{ORTH: "Havin", LEMMA: "have", NORM: "having"},
{ORTH: "doin'", LEMMA: "do", NORM: "doing"},
{ORTH: "Doin'", LEMMA: "do", NORM: "doing"},
{ORTH: "doin", LEMMA: "do", NORM: "doing"},
{ORTH: "Doin", LEMMA: "do", NORM: "doing"},
{ORTH: "goin'", LEMMA: "go", NORM: "going"},
{ORTH: "Goin'", LEMMA: "go", NORM: "going"},
{ORTH: "goin", LEMMA: "go", NORM: "going"},
{ORTH: "Goin", LEMMA: "go", NORM: "going"},
{ORTH: "Mt.", LEMMA: "Mount", NORM: "Mount"},
{ORTH: "Ak.", LEMMA: "Alaska", NORM: "Alaska"},
{ORTH: "Ala.", LEMMA: "Alabama", NORM: "Alabama"},
{ORTH: "Apr.", LEMMA: "April", NORM: "April"},
{ORTH: "Ariz.", LEMMA: "Arizona", NORM: "Arizona"},
{ORTH: "Ark.", LEMMA: "Arkansas", NORM: "Arkansas"},
{ORTH: "Aug.", LEMMA: "August", NORM: "August"},
{ORTH: "Calif.", LEMMA: "California", NORM: "California"},
{ORTH: "Colo.", LEMMA: "Colorado", NORM: "Colorado"},
{ORTH: "Conn.", LEMMA: "Connecticut", NORM: "Connecticut"},
{ORTH: "Dec.", LEMMA: "December", NORM: "December"},
{ORTH: "Del.", LEMMA: "Delaware", NORM: "Delaware"},
{ORTH: "Feb.", LEMMA: "February", NORM: "February"},
{ORTH: "Fla.", LEMMA: "Florida", NORM: "Florida"},
{ORTH: "Ga.", LEMMA: "Georgia", NORM: "Georgia"},
{ORTH: "Ia.", LEMMA: "Iowa", NORM: "Iowa"},
{ORTH: "Id.", LEMMA: "Idaho", NORM: "Idaho"},
{ORTH: "Ill.", LEMMA: "Illinois", NORM: "Illinois"},
{ORTH: "Ind.", LEMMA: "Indiana", NORM: "Indiana"},
{ORTH: "Jan.", LEMMA: "January", NORM: "January"},
{ORTH: "Jul.", LEMMA: "July", NORM: "July"},
{ORTH: "Jun.", LEMMA: "June", NORM: "June"},
{ORTH: "Kan.", LEMMA: "Kansas", NORM: "Kansas"},
{ORTH: "Kans.", LEMMA: "Kansas", NORM: "Kansas"},
{ORTH: "Ky.", LEMMA: "Kentucky", NORM: "Kentucky"},
{ORTH: "La.", LEMMA: "Louisiana", NORM: "Louisiana"},
{ORTH: "Mar.", LEMMA: "March", NORM: "March"},
{ORTH: "Mass.", LEMMA: "Massachusetts", NORM: "Massachusetts"},
{ORTH: "May.", LEMMA: "May", NORM: "May"},
{ORTH: "Mich.", LEMMA: "Michigan", NORM: "Michigan"},
{ORTH: "Minn.", LEMMA: "Minnesota", NORM: "Minnesota"},
{ORTH: "Miss.", LEMMA: "Mississippi", NORM: "Mississippi"},
{ORTH: "N.C.", LEMMA: "North Carolina", NORM: "North Carolina"},
{ORTH: "N.D.", LEMMA: "North Dakota", NORM: "North Dakota"},
{ORTH: "N.H.", LEMMA: "New Hampshire", NORM: "New Hampshire"},
{ORTH: "N.J.", LEMMA: "New Jersey", NORM: "New Jersey"},
{ORTH: "N.M.", LEMMA: "New Mexico", NORM: "New Mexico"},
{ORTH: "N.Y.", LEMMA: "New York", NORM: "New York"},
{ORTH: "Neb.", LEMMA: "Nebraska", NORM: "Nebraska"},
{ORTH: "Nebr.", LEMMA: "Nebraska", NORM: "Nebraska"},
{ORTH: "Nev.", LEMMA: "Nevada", NORM: "Nevada"},
{ORTH: "Nov.", LEMMA: "November", NORM: "November"},
{ORTH: "Oct.", LEMMA: "October", NORM: "October"},
{ORTH: "Okla.", LEMMA: "Oklahoma", NORM: "Oklahoma"},
{ORTH: "Ore.", LEMMA: "Oregon", NORM: "Oregon"},
{ORTH: "Pa.", LEMMA: "Pennsylvania", NORM: "Pennsylvania"},
{ORTH: "S.C.", LEMMA: "South Carolina", NORM: "South Carolina"},
{ORTH: "Sep.", LEMMA: "September", NORM: "September"},
{ORTH: "Sept.", LEMMA: "September", NORM: "September"},
{ORTH: "Tenn.", LEMMA: "Tennessee", NORM: "Tennessee"},
{ORTH: "Va.", LEMMA: "Virginia", NORM: "Virginia"},
{ORTH: "Wash.", LEMMA: "Washington", NORM: "Washington"},
{ORTH: "Wis.", LEMMA: "Wisconsin", NORM: "Wisconsin"},
]:
_exc[exc_data[ORTH]] = [exc_data]
for orth in [
"'d",
"a.m.",
"Adm.",
"Bros.",
"co.",
"Co.",
"Corp.",
"D.C.",
"Dr.",
"e.g.",
"E.g.",
"E.G.",
"Gen.",
"Gov.",
"i.e.",
"I.e.",
"I.E.",
"Inc.",
"Jr.",
"Ltd.",
"Md.",
"Messrs.",
"Mo.",
"Mont.",
"Mr.",
"Mrs.",
"Ms.",
"p.m.",
"Ph.D.",
"Prof.",
"Rep.",
"Rev.",
"Sen.",
"St.",
"vs.",
"v.s.",
]:
_exc[orth] = [{ORTH: orth}]
for string in _exclude:
if string in _exc:
_exc.pop(string)
TOKENIZER_EXCEPTIONS = _exc
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