spaCy/spacy/en/language_data.py

# encoding: utf8
from __future__ import unicode_literals
import re
from ..symbols import *


PRON_LEMMA = "-PRON-"


TAG_MAP = {
    ".":        {POS: PUNCT, "puncttype": "peri"},
    ",":        {POS: PUNCT, "puncttype": "comm"},
    "-LRB-":    {POS: PUNCT, "puncttype": "brck", "punctside": "ini"},
    "-RRB-":    {POS: PUNCT, "puncttype": "brck", "punctside": "fin"},
    "``":       {POS: PUNCT, "puncttype": "quot", "punctside": "ini"},
    "\"\"":     {POS: PUNCT, "puncttype": "quot", "punctside": "fin"},
    "''":       {POS: PUNCT, "puncttype": "quot", "punctside": "fin"},
    ":":        {POS: PUNCT},
    "$":        {POS: SYM, "other": {"symtype": "currency"}},
    "#":        {POS: SYM, "other": {"symtype": "numbersign"}},
    "AFX":      {POS: ADJ,  "hyph": "hyph"},
    "CC":       {POS: CONJ, "conjtype": "coor"},
    "CD":       {POS: NUM, "numtype": "card"},
    "DT":       {POS: DET},
    "EX":       {POS: ADV, "advtype": "ex"},
    "FW":       {POS: X, "foreign": "foreign"},
    "HYPH":     {POS: PUNCT, "puncttype": "dash"},
    "IN":       {POS: ADP},
    "JJ":       {POS: ADJ, "degree": "pos"},
    "JJR":      {POS: ADJ, "degree": "comp"},
    "JJS":      {POS: ADJ, "degree": "sup"},
    "LS":       {POS: PUNCT, "numtype": "ord"},
    "MD":       {POS: VERB, "verbtype": "mod"},
    "NIL":      {POS: ""},
    "NN":       {POS: NOUN, "number": "sing"},
    "NNP":      {POS: PROPN, "nountype": "prop", "number": "sing"},
    "NNPS":     {POS: PROPN, "nountype": "prop", "number": "plur"},
    "NNS":      {POS: NOUN, "number": "plur"},
    "PDT":      {POS: ADJ, "adjtype": "pdt", "prontype": "prn"},
    "POS":      {POS: PART, "poss": "poss"},
    "PRP":      {POS: PRON, "prontype": "prs"},
    "PRP$":     {POS: ADJ, "prontype": "prs", "poss": "poss"},
    "RB":       {POS: ADV, "degree": "pos"},
    "RBR":      {POS: ADV, "degree": "comp"},
    "RBS":      {POS: ADV, "degree": "sup"},
    "RP":       {POS: PART},
    "SYM":      {POS: SYM},
    "TO":       {POS: PART, "parttype": "inf", "verbform": "inf"},
    "UH":       {POS: INTJ},
    "VB":       {POS: VERB, "verbform": "inf"},
    "VBD":      {POS: VERB, "verbform": "fin", "tense": "past"},
    "VBG":      {POS: VERB, "verbform": "part", "tense": "pres", "aspect": "prog"},
    "VBN":      {POS: VERB, "verbform": "part", "tense": "past", "aspect": "perf"},
    "VBP":      {POS: VERB, "verbform": "fin", "tense": "pres"},
    "VBZ":      {POS: VERB, "verbform": "fin", "tense": "pres", "number": "sing", "person": 3},
    "WDT":      {POS: ADJ, "prontype": "int|rel"},
    "WP":       {POS: NOUN, "prontype": "int|rel"},
    "WP$":      {POS: ADJ, "poss": "poss", "prontype": "int|rel"},
    "WRB":      {POS: ADV, "prontype": "int|rel"},
    "SP":       {POS: SPACE},
    "ADD":      {POS: X},
    "NFP":      {POS: PUNCT},
    "GW":       {POS: X},
    "AFX":      {POS: X},
    "HYPH":     {POS: PUNCT},
    "XX":       {POS: X},
    "BES":      {POS: VERB},
    "HVS":      {POS: VERB}
}


STOP_WORDS = set("""
a about above across after afterwards again against all almost alone along
already also although always am among amongst amount an and another any anyhow
anyone anything anyway anywhere are around as at

back be became because become becomes becoming been before beforehand behind
being below beside besides between beyond both bottom but by

call can cannot ca could

did do does doing done down due during

each eight either eleven else elsewhere empty enough etc even ever every
everyone everything everywhere except

few fifteen fifty first five for former formerly forty four from front full
further

get give go

had has have he hence her here hereafter hereby herein hereupon hers herself
him himself his how however hundred

i if in inc indeed into is it its itself

keep

last latter latterly least less

just

made make many may me meanwhile might mine more moreover most mostly move much
must my myself

name namely neither never nevertheless next nine no nobody none noone nor not
nothing now nowhere

of off often on once one only onto or other others otherwise our ours ourselves
out over own

part per perhaps please put

quite

rather re really regarding

same say see seem seemed seeming seems serious several she should show side
since six sixty so some somehow someone something sometime sometimes somewhere
still such

take ten than that the their them themselves then thence there thereafter
thereby therefore therein thereupon these they third this those though three
through throughout thru thus to together too top toward towards twelve twenty
two

under until up unless upon us used using

various very very via was we well were what whatever when whence whenever where
whereafter whereas whereby wherein whereupon wherever whether which while
whither who whoever whole whom whose why will with within without would

yet you your yours yourself yourselves
""".split())


TOKENIZER_EXCEPTIONS = {
    "and/or": [
        {ORTH: "and/or", LEMMA: "and/or", TAG: "CC"}
    ],

    "Theydve": [
        {ORTH: "They", LEMMA: PRON_LEMMA},
        {ORTH: "d", LEMMA: "would", TAG: "MD"},
        {ORTH: "ve", LEMMA: "have", TAG: "VB"}
    ],

    "shouldn't've": [
        {ORTH: "should"},
        {ORTH: "n't", LEMMA: "not", TAG: "RB"},
        {ORTH: "'ve", LEMMA: "have", TAG: "VB"}
    ],

    "There'll": [
        {ORTH: "There"},
        {ORTH: "'ll", LEMMA: "will", TAG: "MD"}
    ],

    "howll": [
        {ORTH: "how"},
        {ORTH: "ll", LEMMA: "will", TAG: "MD"}
    ],

    "Hadn't've": [
        {ORTH: "Had", LEMMA: "have", TAG: "VBD"},
        {ORTH: "n't", LEMMA: "not", TAG: "RB"},
        {ORTH: "'ve", LEMMA: "have", TAG: "VB"}
    ],

    "who'll": [
        {ORTH: "who"},
        {ORTH: "'ll", LEMMA: "will", TAG: "MD"}
    ],

    "aint": [
        {ORTH: "ai", TAG: "VBP", "number": 2, LEMMA: "be"},
        {ORTH: "nt", LEMMA: "not", TAG: "RB"}
    ],

    " ": [
        {TAG: "SP", ORTH: " "}
    ],

    "Shouldnt": [
        {ORTH: "Should"},
        {ORTH: "nt", LEMMA: "not", TAG: "RB"}
    ],

    "when's": [
        {ORTH: "when"},
        {ORTH: "'s", LEMMA: "be"}
    ],

    "Didnt": [
        {ORTH: "Did", LEMMA: "do", TAG: "VBD"},
        {ORTH: "nt", LEMMA: "not", TAG: "RB"}
    ],

    "itll": [
        {ORTH: "it", LEMMA: PRON_LEMMA},
        {ORTH: "ll", LEMMA: "will", TAG: "MD"}
    ],

    "Who're": [
        {ORTH: "Who"},
        {ORTH: "'re"}
    ],

    "Ain't": [
        {ORTH: "Ai", TAG: "VBP", "number": 2, LEMMA: "be"},
        {ORTH: "n't", LEMMA: "not", TAG: "RB"}
    ],

    "Can't": [
        {ORTH: "Ca", LEMMA: "can", TAG: "MD"},
        {ORTH: "n't", LEMMA: "not", TAG: "RB"}
    ],

    "Whyre": [
        {ORTH: "Why"},
        {ORTH: "re"}
    ],

    "Aren't": [
        {ORTH: "Are", TAG: "VBP", "number": 2, LEMMA: "be"},
        {ORTH: "n't", LEMMA: "not", TAG: "RB"}
    ],

    "Neednt": [
        {ORTH: "Need"},
        {ORTH: "nt", LEMMA: "not", TAG: "RB"}
    ],

    "should've": [
        {ORTH: "should"},
        {ORTH: "'ve", LEMMA: "have", TAG: "VB"}
    ],

    "shouldn't": [
        {ORTH: "should"},
        {ORTH: "n't", LEMMA: "not", TAG: "RB"}
    ],

    "Idve": [
        {ORTH: "I", LEMMA: PRON_LEMMA},
        {ORTH: "d", LEMMA: "would", TAG: "MD"},
        {ORTH: "ve", LEMMA: "have", TAG: "VB"}
    ],

    "weve": [
        {ORTH: "we"},
        {ORTH: "ve", LEMMA: "have", TAG: "VB"}
    ],

    "Ive": [
        {ORTH: "I", LEMMA: PRON_LEMMA},
        {ORTH: "ve", LEMMA: "have", TAG: "VB"}
    ],

    "they'd": [
        {ORTH: "they", LEMMA: PRON_LEMMA},
        {ORTH: "'d", LEMMA: "would", TAG: "MD"}
    ],

    "Youdve": [
        {ORTH: "You", LEMMA: PRON_LEMMA},
        {ORTH: "d", LEMMA: "would", TAG: "MD"},
        {ORTH: "ve", LEMMA: "have", TAG: "VB"}
    ],

    "theyve": [
        {ORTH: "they", LEMMA: PRON_LEMMA},
        {ORTH: "ve", LEMMA: "have", TAG: "VB"}
    ],

    "Weren't": [
        {ORTH: "Were"},
        {ORTH: "n't", LEMMA: "not", TAG: "RB"}
    ],

    "werent": [
        {ORTH: "were"},
        {ORTH: "nt", LEMMA: "not", TAG: "RB"}
    ],

    "whyre": [
        {ORTH: "why"},
        {ORTH: "re"}
    ],

    "I'm": [
        {ORTH: "I", LEMMA: PRON_LEMMA},
        {ORTH: "'m", TAG: "VBP", "tenspect": 1, "number": 1, LEMMA: "be"}
    ],

    "She'd've": [
        {ORTH: "She", LEMMA: PRON_LEMMA},
        {ORTH: "'d", LEMMA: "would", TAG: "MD"},
        {ORTH: "'ve", LEMMA: "have", TAG: "VB"}
    ],

    "not've": [
        {ORTH: "not", LEMMA: "not", TAG: "RB"},
        {ORTH: "'ve", LEMMA: "have", TAG: "VB"}
    ],

    "we'll": [
        {ORTH: "we"},
        {ORTH: "'ll", LEMMA: "will", TAG: "MD"}
    ],

    "Don't": [
        {ORTH: "Do", LEMMA: "do"},
        {ORTH: "n't", LEMMA: "not", TAG: "RB"}
    ],

    "Whyll": [
        {ORTH: "Why"},
        {ORTH: "ll", LEMMA: "will", TAG: "MD"}
    ],

    "they've": [
        {ORTH: "they", LEMMA: PRON_LEMMA},
        {ORTH: "'ve", LEMMA: "have", TAG: "VB"}
    ],

    "wasn't": [
        {ORTH: "was"},
        {ORTH: "n't", LEMMA: "not", TAG: "RB"}
    ],

    "could've": [
        {ORTH: "could", TAG: "MD"},
        {ORTH: "'ve", LEMMA: "have", TAG: "VB"}
    ],

    "what've": [
        {ORTH: "what"},
        {ORTH: "'ve", LEMMA: "have", TAG: "VB"}
    ],

    "havent": [
        {ORTH: "have", TAG: "VB"},
        {ORTH: "nt", LEMMA: "not", TAG: "RB"}
    ],

    "Who've": [
        {ORTH: "Who"},
        {ORTH: "'ve", LEMMA: "have", TAG: "VB"}
    ],

    "Shan't": [
        {ORTH: "Sha"},
        {ORTH: "n't", LEMMA: "not", TAG: "RB"}
    ],

    "i'll": [
        {ORTH: "i", LEMMA: PRON_LEMMA},
        {ORTH: "'ll", LEMMA: "will", TAG: "MD"}
    ],

    "you'd": [
        {ORTH: "you", LEMMA: PRON_LEMMA},
        {ORTH: "'d", LEMMA: "would", TAG: "MD"}
    ],

    "whens": [
        {ORTH: "when"},
        {ORTH: "s", LEMMA: "be"}
    ],

    "whys": [
        {ORTH: "why"},
        {ORTH: "s"}
    ],

    "Whereve": [
        {ORTH: "Where"},
        {ORTH: "ve", LEMMA: "have", TAG: "VB"}
    ],

    "\u00a0": [
        {ORTH: "\u00a0", TAG: "SP", LEMMA: "  "}
    ],

    "there'd": [
        {ORTH: "there"},
        {ORTH: "'d", LEMMA: "would", TAG: "MD"}
    ],

    "hadn't've": [
        {ORTH: "had", LEMMA: "have", TAG: "VBD"},
        {ORTH: "n't", LEMMA: "not", TAG: "RB"},
        {ORTH: "'ve", LEMMA: "have", TAG: "VB"}
    ],

    "whatll": [
        {ORTH: "what"},
        {ORTH: "ll", LEMMA: "will", TAG: "MD"}
    ],

    "wouldn't've": [
        {ORTH: "would"},
        {ORTH: "n't", LEMMA: "not", TAG: "RB"},
        {ORTH: "'ve", LEMMA: "have", TAG: "VB"}
    ],

    "there's": [
        {ORTH: "there"},
        {ORTH: "'s"}
    ],

    "Who'll": [
        {ORTH: "Who"},
        {ORTH: "'ll", LEMMA: "will", TAG: "MD"}
    ],

    "youll": [
        {ORTH: "you", LEMMA: PRON_LEMMA},
        {ORTH: "ll", LEMMA: "will", TAG: "MD"}
    ],

    "wouldve": [
        {ORTH: "would"},
        {ORTH: "ve", LEMMA: "have", TAG: "VB"}
    ],

    "Wouldnt": [
        {ORTH: "Would"},
        {ORTH: "nt", LEMMA: "not", TAG: "RB"}
    ],

    "Thered": [
        {ORTH: "There"},
        {ORTH: "d", LEMMA: "would", TAG: "MD"}
    ],

    "Youre": [
        {ORTH: "You", LEMMA: PRON_LEMMA},
        {ORTH: "re", LEMMA: "be"}
    ],

    "Couldn't've": [
        {ORTH: "Could", TAG: "MD"},
        {ORTH: "n't", LEMMA: "not", TAG: "RB"},
        {ORTH: "'ve", LEMMA: "have", TAG: "VB"}
    ],

    "who're": [
        {ORTH: "who"},
        {ORTH: "'re"}
    ],

    "Whys": [
        {ORTH: "Why"},
        {ORTH: "s"}
    ],

    "mightn't've": [
        {ORTH: "might"},
        {ORTH: "n't", LEMMA: "not", TAG: "RB"},
        {ORTH: "'ve", LEMMA: "have", TAG: "VB"}
    ],

    "Wholl": [
        {ORTH: "Who"},
        {ORTH: "ll", LEMMA: "will", TAG: "MD"}
    ],

    "hadn't": [
        {ORTH: "had", LEMMA: "have", TAG: "VBD"},
        {ORTH: "n't", LEMMA: "not", TAG: "RB"}
    ],

    "Havent": [
        {ORTH: "Have", TAG: "VB"},
        {ORTH: "nt", LEMMA: "not", TAG: "RB"}
    ],

    "Whatve": [
        {ORTH: "What"},
        {ORTH: "ve", LEMMA: "have", TAG: "VB"}
    ],

    "Thats": [
        {ORTH: "That"},
        {ORTH: "s"}
    ],

    "Howll": [
        {ORTH: "How"},
        {ORTH: "ll", LEMMA: "will", TAG: "MD"}
    ],

    "wouldn't": [
        {ORTH: "would"},
        {ORTH: "n't", LEMMA: "not", TAG: "RB"}
    ],

    "You'll": [
        {ORTH: "You", LEMMA: PRON_LEMMA},
        {ORTH: "'ll", LEMMA: "will", TAG: "MD"}
    ],

    "Cant": [
        {ORTH: "Ca", LEMMA: "can", TAG: "MD"},
        {ORTH: "nt", LEMMA: "not", TAG: "RB"}
    ],

    "i'd": [
        {ORTH: "i", LEMMA: PRON_LEMMA},
        {ORTH: "'d", LEMMA: "would", TAG: "MD"}
    ],

    "weren't": [
        {ORTH: "were"},
        {ORTH: "n't", LEMMA: "not", TAG: "RB"}
    ],

    "would've": [
        {ORTH: "would"},
        {ORTH: "'ve", LEMMA: "have", TAG: "VB"}
    ],

    "i'm": [
        {ORTH: "i", LEMMA: PRON_LEMMA},
        {ORTH: "'m", TAG: "VBP", "tenspect": 1, "number": 1, LEMMA: "be"}
    ],

    "why'll": [
        {ORTH: "why"},
        {ORTH: "'ll", LEMMA: "will", TAG: "MD"}
    ],

    "we'd've": [
        {ORTH: "we"},
        {ORTH: "'d", LEMMA: "would", TAG: "MD"},
        {ORTH: "'ve", LEMMA: "have", TAG: "VB"}
    ],

    "Shouldve": [
        {ORTH: "Should"},
        {ORTH: "ve", LEMMA: "have", TAG: "VB"}
    ],

    "can't": [
        {ORTH: "ca", LEMMA: "can", TAG: "MD"},
        {ORTH: "n't", LEMMA: "not", TAG: "RB"}
    ],

    "thats": [
        {ORTH: "that"},
        {ORTH: "s"}
    ],

    "Hes": [
        {ORTH: "He", LEMMA: PRON_LEMMA},
        {ORTH: "s"}
    ],

    "Needn't": [
        {ORTH: "Need"},
        {ORTH: "n't", LEMMA: "not", TAG: "RB"}
    ],

    "It's": [
        {ORTH: "It", LEMMA: PRON_LEMMA},
        {ORTH: "'s"}
    ],

    "Why're": [
        {ORTH: "Why"},
        {ORTH: "'re", LEMMA: "be"}
    ],

    "Hed": [
        {ORTH: "He", LEMMA: PRON_LEMMA},
        {ORTH: "d", LEMMA: "would", TAG: "MD"}
    ],

    "Mt.": [
        {ORTH: "Mt.", LEMMA: "Mount"}
    ],

    "couldn't": [
        {ORTH: "could", TAG: "MD"},
        {ORTH: "n't", LEMMA: "not", TAG: "RB"}
    ],

    "What've": [
        {ORTH: "What"},
        {ORTH: "'ve", LEMMA: "have", TAG: "VB"}
    ],

    "It'd": [
        {ORTH: "It", LEMMA: PRON_LEMMA},
        {ORTH: "'d", LEMMA: "would", TAG: "MD"}
    ],

    "theydve": [
        {ORTH: "they", LEMMA: PRON_LEMMA},
        {ORTH: "d", LEMMA: "would", TAG: "MD"},
        {ORTH: "ve", LEMMA: "have", TAG: "VB"}
    ],

    "aren't": [
        {ORTH: "are", TAG: "VBP", "number": 2, LEMMA: "be"},
        {ORTH: "n't", LEMMA: "not", TAG: "RB"}
    ],

    "Mightn't": [
        {ORTH: "Might"},
        {ORTH: "n't", LEMMA: "not", TAG: "RB"}
    ],

    "'S": [
        {ORTH: "'S", LEMMA: "'s"}
    ],

    "I've": [
        {ORTH: "I", LEMMA: PRON_LEMMA},
        {ORTH: "'ve", LEMMA: "have", TAG: "VB"}
    ],

    "Whered": [
        {ORTH: "Where"},
        {ORTH: "d", LEMMA: "would", TAG: "MD"}
    ],

    "Itdve": [
        {ORTH: "It", LEMMA: PRON_LEMMA},
        {ORTH: "d", LEMMA: "would", TAG: "MD"},
        {ORTH: "ve", LEMMA: "have", TAG: "VB"}
    ],

    "I'ma": [
        {ORTH: "I", LEMMA: PRON_LEMMA},
        {ORTH: "'ma"}
    ],

    "whos": [
        {ORTH: "who"},
        {ORTH: "s"}
    ],

    "They'd": [
        {ORTH: "They", LEMMA: PRON_LEMMA},
        {ORTH: "'d", LEMMA: "would", TAG: "MD"}
    ],

    "What'll": [
        {ORTH: "What"},
        {ORTH: "'ll", LEMMA: "will", TAG: "MD"}
    ],

    "You've": [
        {ORTH: "You", LEMMA: PRON_LEMMA},
        {ORTH: "'ve", LEMMA: "have", TAG: "VB"}
    ],

    "Mustve": [
        {ORTH: "Must"},
        {ORTH: "ve", LEMMA: "have", TAG: "VB"}
    ],

    "whod": [
        {ORTH: "who"},
        {ORTH: "d", LEMMA: "would", TAG: "MD"}
    ],

    "mightntve": [
        {ORTH: "might"},
        {ORTH: "nt", LEMMA: "not", TAG: "RB"},
        {ORTH: "ve", LEMMA: "have", TAG: "VB"}
    ],

    "I'd've": [
        {ORTH: "I", LEMMA: PRON_LEMMA},
        {ORTH: "'d", LEMMA: "would", TAG: "MD"},
        {ORTH: "'ve", LEMMA: "have", TAG: "VB"}
    ],

    "Must've": [
        {ORTH: "Must"},
        {ORTH: "'ve", LEMMA: "have", TAG: "VB"}
    ],

    "it'd": [
        {ORTH: "it", LEMMA: PRON_LEMMA},
        {ORTH: "'d", LEMMA: "would", TAG: "MD"}
    ],

    "what're": [
        {ORTH: "what"},
        {ORTH: "'re"}
    ],

    "Wasn't": [
        {ORTH: "Was"},
        {ORTH: "n't", LEMMA: "not", TAG: "RB"}
    ],

    "what's": [
        {ORTH: "what"},
        {ORTH: "'s"}
    ],

    "he'd've": [
        {ORTH: "he", LEMMA: PRON_LEMMA},
        {ORTH: "'d", LEMMA: "would", TAG: "MD"},
        {ORTH: "'ve", LEMMA: "have", TAG: "VB"}
    ],

    "She'd": [
        {ORTH: "She", LEMMA: PRON_LEMMA},
        {ORTH: "'d", LEMMA: "would", TAG: "MD"}
    ],

    "shedve": [
        {ORTH: "she", LEMMA: PRON_LEMMA},
        {ORTH: "d", LEMMA: "would", TAG: "MD"},
        {ORTH: "ve", LEMMA: "have", TAG: "VB"}
    ],

    "ain't": [
        {ORTH: "ai", TAG: "VBP", "number": 2, LEMMA: "be"},
        {ORTH: "n't", LEMMA: "not", TAG: "RB"}
    ],

    "She's": [
        {ORTH: "i", LEMMA: PRON_LEMMA},
        {ORTH: "'s"}
    ],

    "i'd've": [
        {ORTH: "i", LEMMA: PRON_LEMMA},
        {ORTH: "'d", LEMMA: "would", TAG: "MD"},
        {ORTH: "'ve", LEMMA: "have", TAG: "VB"}
    ],

    "We'd've": [
        {ORTH: "We"},
        {ORTH: "'d", LEMMA: "would", TAG: "MD"},
        {ORTH: "'ve", LEMMA: "have", TAG: "VB"}
    ],

    "must've": [
        {ORTH: "must"},
        {ORTH: "'ve", LEMMA: "have", TAG: "VB"}
    ],

    "That's": [
        {ORTH: "That"},
        {ORTH: "'s"}
    ],

    "whatre": [
        {ORTH: "what"},
        {ORTH: "re"}
    ],

    "you'd've": [
        {ORTH: "you", LEMMA: PRON_LEMMA},
        {ORTH: "'d", LEMMA: "would", TAG: "MD"},
        {ORTH: "'ve", LEMMA: "have", TAG: "VB"}
    ],

    "Dont": [
        {ORTH: "Do", LEMMA: "do"},
        {ORTH: "nt", LEMMA: "not", TAG: "RB"}
    ],

    "thered": [
        {ORTH: "there"},
        {ORTH: "d", LEMMA: "would", TAG: "MD"}
    ],

    "Youd": [
        {ORTH: "You", LEMMA: PRON_LEMMA},
        {ORTH: "d", LEMMA: "would", TAG: "MD"}
    ],

    "couldn't've": [
        {ORTH: "could", TAG: "MD"},
        {ORTH: "n't", LEMMA: "not", TAG: "RB"},
        {ORTH: "'ve", LEMMA: "have", TAG: "VB"}
    ],

    "Whens": [
        {ORTH: "When"},
        {ORTH: "s"}
    ],

    "Isnt": [
        {ORTH: "Is", LEMMA: "be", TAG: "VBZ"},
        {ORTH: "nt", LEMMA: "not", TAG: "RB"}
    ],

    "mightve": [
        {ORTH: "might"},
        {ORTH: "ve", LEMMA: "have", TAG: "VB"}
    ],

    "didnt": [
        {ORTH: "did", LEMMA: "do", TAG: "VBD"},
        {ORTH: "nt", LEMMA: "not", TAG: "RB"}
    ],

    "ive": [
        {ORTH: "i", LEMMA: PRON_LEMMA},
        {ORTH: "ve", LEMMA: "have", TAG: "VB"}
    ],

    "It'd've": [
        {ORTH: "It", LEMMA: PRON_LEMMA},
        {ORTH: "'d", LEMMA: "would", TAG: "MD"},
        {ORTH: "'ve", LEMMA: "have", TAG: "VB"}
    ],

    "\t": [
        {ORTH: "\t", TAG: "SP"}
    ],

    "Itll": [
        {ORTH: "It", LEMMA: PRON_LEMMA},
        {ORTH: "ll", LEMMA: "will", TAG: "MD"}
    ],

    "didn't": [
        {ORTH: "did", LEMMA: "do", TAG: "VBD"},
        {ORTH: "n't", LEMMA: "not", TAG: "RB"}
    ],

    "cant": [
        {ORTH: "ca", LEMMA: "can", TAG: "MD"},
        {ORTH: "nt", LEMMA: "not", TAG: "RB"}
    ],

    "im": [
        {ORTH: "i", LEMMA: PRON_LEMMA},
        {ORTH: "m", TAG: "VBP", "tenspect": 1, "number": 1, LEMMA: "be"}
    ],

    "they'd've": [
        {ORTH: "they", LEMMA: PRON_LEMMA},
        {ORTH: "'d", LEMMA: "would", TAG: "MD"},
        {ORTH: "'ve", LEMMA: "have", TAG: "VB"}
    ],

    "Hadntve": [
        {ORTH: "Had", LEMMA: "have", TAG: "VBD"},
        {ORTH: "nt", LEMMA: "not", TAG: "RB"},
        {ORTH: "ve", LEMMA: "have", TAG: "VB"}
    ],

    "Weve": [
        {ORTH: "We"},
        {ORTH: "ve", LEMMA: "have", TAG: "VB"}
    ],

    "Mightnt": [
        {ORTH: "Might"},
        {ORTH: "nt", LEMMA: "not", TAG: "RB"}
    ],

    "youdve": [
        {ORTH: "you", LEMMA: PRON_LEMMA},
        {ORTH: "d", LEMMA: "would", TAG: "MD"},
        {ORTH: "ve", LEMMA: "have", TAG: "VB"}
    ],

    "Shedve": [
        {ORTH: "i", LEMMA: PRON_LEMMA},
        {ORTH: "d", LEMMA: "would", TAG: "MD"},
        {ORTH: "ve", LEMMA: "have", TAG: "VB"}
    ],

    "theyd": [
        {ORTH: "they", LEMMA: PRON_LEMMA},
        {ORTH: "d", LEMMA: "would", TAG: "MD"}
    ],

    "Cannot": [
        {ORTH: "Can", LEMMA: "can", TAG: "MD"},
        {ORTH: "not", LEMMA: "not", TAG: "RB"}
    ],

    "Hadn't": [
        {ORTH: "Had", LEMMA: "have", TAG: "VBD"},
        {ORTH: "n't", LEMMA: "not", TAG: "RB"}
    ],

    "What're": [
        {ORTH: "What"},
        {ORTH: "'re"}
    ],

    "He'll": [
        {ORTH: "He", LEMMA: PRON_LEMMA},
        {ORTH: "'ll", LEMMA: "will", TAG: "MD"}
    ],

    "wholl": [
        {ORTH: "who"},
        {ORTH: "ll", LEMMA: "will", TAG: "MD"}
    ],

    "They're": [
        {ORTH: "They", LEMMA: PRON_LEMMA},
        {ORTH: "'re"}
    ],

    "shouldnt": [
        {ORTH: "should"},
        {ORTH: "nt", LEMMA: "not", TAG: "RB"}
    ],

    "\n": [
        {ORTH: "\n", TAG: "SP"}
    ],

    "whered": [
        {ORTH: "where"},
        {ORTH: "d", LEMMA: "would", TAG: "MD"}
    ],

    "youve": [
        {ORTH: "you", LEMMA: PRON_LEMMA},
        {ORTH: "ve", LEMMA: "have", TAG: "VB"}
    ],

    "notve": [
        {ORTH: "not", LEMMA: "not", TAG: "RB"},
        {ORTH: "ve", LEMMA: "have", TAG: "VB"}
    ],

    "couldve": [
        {ORTH: "could", TAG: "MD"},
        {ORTH: "ve", LEMMA: "have", TAG: "VB"}
    ],

    "mustve": [
        {ORTH: "must"},
        {ORTH: "ve", LEMMA: "have", TAG: "VB"}
    ],

    "Youve": [
        {ORTH: "You", LEMMA: PRON_LEMMA},
        {ORTH: "ve", LEMMA: "have", TAG: "VB"}
    ],

    "therell": [
        {ORTH: "there"},
        {ORTH: "ll", LEMMA: "will", TAG: "MD"}
    ],

    "might've": [
        {ORTH: "might"},
        {ORTH: "'ve", LEMMA: "have", TAG: "VB"}
    ],

    "Mustn't": [
        {ORTH: "Must"},
        {ORTH: "n't", LEMMA: "not", TAG: "RB"}
    ],

    "wheres": [
        {ORTH: "where"},
        {ORTH: "s"}
    ],

    "they're": [
        {ORTH: "they", LEMMA: PRON_LEMMA},
        {ORTH: "'re"}
    ],

    "idve": [
        {ORTH: "i", LEMMA: PRON_LEMMA},
        {ORTH: "d", LEMMA: "would", TAG: "MD"},
        {ORTH: "ve", LEMMA: "have", TAG: "VB"}
    ],

    "hows": [
        {ORTH: "how"},
        {ORTH: "s"}
    ],

    "youre": [
        {ORTH: "you", LEMMA: PRON_LEMMA},
        {ORTH: "re"}
    ],

    "Didn't": [
        {ORTH: "Did", LEMMA: "do", TAG: "VBD"},
        {ORTH: "n't", LEMMA: "not", TAG: "RB"}
    ],

    "Couldve": [
        {ORTH: "Could", TAG: "MD"},
        {ORTH: "ve", LEMMA: "have", TAG: "VB"}
    ],

    "cannot": [
        {ORTH: "can", LEMMA: "can", TAG: "MD"},
        {ORTH: "not", LEMMA: "not", TAG: "RB"}
    ],

    "Im": [
        {ORTH: "I", LEMMA: PRON_LEMMA},
        {ORTH: "m", TAG: "VBP", "tenspect": 1, "number": 1, LEMMA: "be"}
    ],

    "howd": [
        {ORTH: "how"},
        {ORTH: "d", LEMMA: "would", TAG: "MD"}
    ],

    "you've": [
        {ORTH: "you", LEMMA: PRON_LEMMA},
        {ORTH: "'ve", LEMMA: "have", TAG: "VB"}
    ],

    "You're": [
        {ORTH: "You", LEMMA: PRON_LEMMA},
        {ORTH: "'re"}
    ],

    "she'll": [
        {ORTH: "she", LEMMA: PRON_LEMMA},
        {ORTH: "'ll", LEMMA: "will", TAG: "MD"}
    ],

    "Theyll": [
        {ORTH: "They", LEMMA: PRON_LEMMA},
        {ORTH: "ll", LEMMA: "will", TAG: "MD"}
    ],

    "don't": [
        {ORTH: "do", LEMMA: "do"},
        {ORTH: "n't", LEMMA: "not", TAG: "RB"}
    ],

    "itd": [
        {ORTH: "it", LEMMA: PRON_LEMMA},
        {ORTH: "d", LEMMA: "would", TAG: "MD"}
    ],

    "Hedve": [
        {ORTH: "He", LEMMA: PRON_LEMMA},
        {ORTH: "d", LEMMA: "would", TAG: "MD"},
        {ORTH: "ve", LEMMA: "have", TAG: "VB"}
    ],

    "isnt": [
        {ORTH: "is", LEMMA: "be", TAG: "VBZ"},
        {ORTH: "nt", LEMMA: "not", TAG: "RB"}
    ],

    "won't": [
        {ORTH: "wo"},
        {ORTH: "n't", LEMMA: "not", TAG: "RB"}
    ],

    "We're": [
        {ORTH: "We"},
        {ORTH: "'re"}
    ],

    "\u2018S": [
        {ORTH: "\u2018S", LEMMA: "'s"}
    ],

    "\u2018s": [
        {ORTH: "\u2018s", LEMMA: "'s"}
    ],

    "dont": [
        {ORTH: "do", LEMMA: "do"},
        {ORTH: "nt", LEMMA: "not", TAG: "RB"}
    ],

    "ima": [
        {ORTH: "i", LEMMA: PRON_LEMMA},
        {ORTH: "ma"}
    ],

    "Let's": [
        {ORTH: "Let"},
        {ORTH: "'s", LEMMA: "us"}
    ],

    "he's": [
        {ORTH: "he", LEMMA: PRON_LEMMA},
        {ORTH: "'s"}
    ],

    "we've": [
        {ORTH: "we"},
        {ORTH: "'ve", LEMMA: "have", TAG: "VB"}
    ],

    "What's": [
        {ORTH: "What"},
        {ORTH: "'s"}
    ],

    "Who's": [
        {ORTH: "Who"},
        {ORTH: "'s"}
    ],

    "hedve": [
        {ORTH: "he", LEMMA: PRON_LEMMA},
        {ORTH: "d", LEMMA: "would", TAG: "MD"},
        {ORTH: "ve", LEMMA: "have", TAG: "VB"}
    ],

    "he'd": [
        {ORTH: "he", LEMMA: PRON_LEMMA},
        {ORTH: "'d", LEMMA: "would", TAG: "MD"}
    ],

    "When's": [
        {ORTH: "When"},
        {ORTH: "'s"}
    ],

    "Mightn't've": [
        {ORTH: "Might"},
        {ORTH: "n't", LEMMA: "not", TAG: "RB"},
        {ORTH: "'ve", LEMMA: "have", TAG: "VB"}
    ],

    "We've": [
        {ORTH: "We"},
        {ORTH: "'ve", LEMMA: "have", TAG: "VB"}
    ],

    "Couldntve": [
        {ORTH: "Could", TAG: "MD"},
        {ORTH: "nt", LEMMA: "not", TAG: "RB"},
        {ORTH: "ve", LEMMA: "have", TAG: "VB"}
    ],

    "Who'd": [
        {ORTH: "Who"},
        {ORTH: "'d", LEMMA: "would", TAG: "MD"}
    ],

    "haven't": [
        {ORTH: "have", TAG: "VB"},
        {ORTH: "n't", LEMMA: "not", TAG: "RB"}
    ],

    "arent": [
        {ORTH: "are", TAG: "VBP", "number": 2, LEMMA: "be"},
        {ORTH: "nt", LEMMA: "not", TAG: "RB"}
    ],

    "You'd've": [
        {ORTH: "You", LEMMA: PRON_LEMMA},
        {ORTH: "'d", LEMMA: "would", TAG: "MD"},
        {ORTH: "'ve", LEMMA: "have", TAG: "VB"}
    ],

    "Wouldn't": [
        {ORTH: "Would"},
        {ORTH: "n't", LEMMA: "not", TAG: "RB"}
    ],

    "who's": [
        {ORTH: "who"},
        {ORTH: "'s"}
    ],

    "Mightve": [
        {ORTH: "Might"},
        {ORTH: "ve", LEMMA: "have", TAG: "VB"}
    ],

    "Theredve": [
        {ORTH: "There"},
        {ORTH: "d", LEMMA: "would", TAG: "MD"},
        {ORTH: "ve", LEMMA: "have", TAG: "VB"}
    ],

    "theredve": [
        {ORTH: "there"},
        {ORTH: "d", LEMMA: "would", TAG: "MD"},
        {ORTH: "ve", LEMMA: "have", TAG: "VB"}
    ],

    "who'd": [
        {ORTH: "who"},
        {ORTH: "'d", LEMMA: "would", TAG: "MD"}
    ],

    "Where's": [
        {ORTH: "Where"},
        {ORTH: "'s"}
    ],

    "wont": [
        {ORTH: "wo"},
        {ORTH: "nt", LEMMA: "not", TAG: "RB"}
    ],

    "she'd've": [
        {ORTH: "she", LEMMA: PRON_LEMMA},
        {ORTH: "'d", LEMMA: "would", TAG: "MD"},
        {ORTH: "'ve", LEMMA: "have", TAG: "VB"}
    ],

    "Should've": [
        {ORTH: "Should"},
        {ORTH: "'ve", LEMMA: "have", TAG: "VB"}
    ],

    "theyre": [
        {ORTH: "they", LEMMA: PRON_LEMMA},
        {ORTH: "re"}
    ],

    "Wouldntve": [
        {ORTH: "Would"},
        {ORTH: "nt", LEMMA: "not", TAG: "RB"},
        {ORTH: "ve", LEMMA: "have", TAG: "VB"}
    ],

    "Where've": [
        {ORTH: "Where"},
        {ORTH: "'ve", LEMMA: "have", TAG: "VB"}
    ],

    "mustn't": [
        {ORTH: "must"},
        {ORTH: "n't", LEMMA: "not", TAG: "RB"}
    ],

    "isn't": [
        {ORTH: "is", LEMMA: "be", TAG: "VBZ"},
        {ORTH: "n't", LEMMA: "not", TAG: "RB"}
    ],

    "Aint": [
        {ORTH: "Ai", TAG: "VBP", "number": 2, LEMMA: "be"},
        {ORTH: "nt", LEMMA: "not", TAG: "RB"}
    ],

    "why's": [
        {ORTH: "why"},
        {ORTH: "'s"}
    ],

    "There'd": [
        {ORTH: "There"},
        {ORTH: "'d", LEMMA: "would", TAG: "MD"}
    ],

    "They'll": [
        {ORTH: "They", LEMMA: PRON_LEMMA},
        {ORTH: "'ll", LEMMA: "will", TAG: "MD"}
    ],

    "how'll": [
        {ORTH: "how"},
        {ORTH: "'ll", LEMMA: "will", TAG: "MD"}
    ],

    "Wedve": [
        {ORTH: "We"},
        {ORTH: "d", LEMMA: "would", TAG: "MD"},
        {ORTH: "ve", LEMMA: "have", TAG: "VB"}
    ],

    "couldntve": [
        {ORTH: "could", TAG: "MD"},
        {ORTH: "nt", LEMMA: "not", TAG: "RB"},
        {ORTH: "ve", LEMMA: "have", TAG: "VB"}
    ],

    "There's": [
        {ORTH: "There"},
        {ORTH: "'s"}
    ],

    "we'd": [
        {ORTH: "we"},
        {ORTH: "'d", LEMMA: "would", TAG: "MD"}
    ],

    "Whod": [
        {ORTH: "Who"},
        {ORTH: "d", LEMMA: "would", TAG: "MD"}
    ],

    "whatve": [
        {ORTH: "what"},
        {ORTH: "ve", LEMMA: "have", TAG: "VB"}
    ],

    "Wouldve": [
        {ORTH: "Would"},
        {ORTH: "ve", LEMMA: "have", TAG: "VB"}
    ],

    "there'll": [
        {ORTH: "there"},
        {ORTH: "'ll", LEMMA: "will", TAG: "MD"}
    ],

    "needn't": [
        {ORTH: "need"},
        {ORTH: "n't", LEMMA: "not", TAG: "RB"}
    ],

    "shouldntve": [
        {ORTH: "should"},
        {ORTH: "nt", LEMMA: "not", TAG: "RB"},
        {ORTH: "ve", LEMMA: "have", TAG: "VB"}
    ],

    "why're": [
        {ORTH: "why"},
        {ORTH: "'re"}
    ],

    "Doesnt": [
        {ORTH: "Does", LEMMA: "do", TAG: "VBZ"},
        {ORTH: "nt", LEMMA: "not", TAG: "RB"}
    ],

    "whereve": [
        {ORTH: "where"},
        {ORTH: "ve", LEMMA: "have", TAG: "VB"}
    ],

    "they'll": [
        {ORTH: "they", LEMMA: PRON_LEMMA},
        {ORTH: "'ll", LEMMA: "will", TAG: "MD"}
    ],

    "I'd": [
        {ORTH: "I", LEMMA: PRON_LEMMA},
        {ORTH: "'d", LEMMA: "would", TAG: "MD"}
    ],

    "Might've": [
        {ORTH: "Might"},
        {ORTH: "'ve", LEMMA: "have", TAG: "VB"}
    ],

    "mightnt": [
        {ORTH: "might"},
        {ORTH: "nt", LEMMA: "not", TAG: "RB"}
    ],

    "Not've": [
        {ORTH: "Not", LEMMA: "not", TAG: "RB"},
        {ORTH: "'ve", LEMMA: "have", TAG: "VB"}
    ],

    "mightn't": [
        {ORTH: "might"},
        {ORTH: "n't", LEMMA: "not", TAG: "RB"}
    ],

    "you're": [
        {ORTH: "you", LEMMA: PRON_LEMMA},
        {ORTH: "'re"}
    ],

    "They've": [
        {ORTH: "They", LEMMA: PRON_LEMMA},
        {ORTH: "'ve", LEMMA: "have", TAG: "VB"}
    ],

    "what'll": [
        {ORTH: "what"},
        {ORTH: "'ll", LEMMA: "will", TAG: "MD"}
    ],

    "Could've": [
        {ORTH: "Could", TAG: "MD"},
        {ORTH: "'ve", LEMMA: "have", TAG: "VB"}
    ],

    "Would've": [
        {ORTH: "Would"},
        {ORTH: "'ve", LEMMA: "have", TAG: "VB"}
    ],

    "Isn't": [
        {ORTH: "Is", LEMMA: "be", TAG: "VBZ"},
        {ORTH: "n't", LEMMA: "not", TAG: "RB"}
    ],

    "let's": [
        {ORTH: "let"},
        {ORTH: "'s", LEMMA: "us"}
    ],

    "She'll": [
        {ORTH: "i", LEMMA: PRON_LEMMA},
        {ORTH: "'ll", LEMMA: "will", TAG: "MD"}
    ],

    "You'd": [
        {ORTH: "You", LEMMA: PRON_LEMMA},
        {ORTH: "'d", LEMMA: "would", TAG: "MD"}
    ],

    "wouldnt": [
        {ORTH: "would"},
        {ORTH: "nt", LEMMA: "not", TAG: "RB"}
    ],

    "Why'll": [
        {ORTH: "Why"},
        {ORTH: "'ll", LEMMA: "will", TAG: "MD"}
    ],

    "Where'd": [
        {ORTH: "Where"},
        {ORTH: "'d", LEMMA: "would", TAG: "MD"}
    ],

    "Theyre": [
        {ORTH: "They", LEMMA: PRON_LEMMA},
        {ORTH: "re"}
    ],

    "Won't": [
        {ORTH: "Wo"},
        {ORTH: "n't", LEMMA: "not", TAG: "RB"}
    ],

    "Couldn't": [
        {ORTH: "Could", TAG: "MD"},
        {ORTH: "n't", LEMMA: "not", TAG: "RB"}
    ],

    "it's": [
        {ORTH: "it", LEMMA: PRON_LEMMA},
        {ORTH: "'s"}
    ],

    "it'll": [
        {ORTH: "it", LEMMA: PRON_LEMMA},
        {ORTH: "'ll", LEMMA: "will", TAG: "MD"}
    ],

    "They'd've": [
        {ORTH: "They", LEMMA: PRON_LEMMA},
        {ORTH: "'d", LEMMA: "would", TAG: "MD"},
        {ORTH: "'ve", LEMMA: "have", TAG: "VB"}
    ],

    "Ima": [
        {ORTH: "I", LEMMA: PRON_LEMMA},
        {ORTH: "ma"}
    ],

    "whats": [
        {ORTH: "what"},
        {ORTH: "s"}
    ],

    "How's": [
        {ORTH: "How"},
        {ORTH: "'s"}
    ],

    "Shouldntve": [
        {ORTH: "Should"},
        {ORTH: "nt", LEMMA: "not", TAG: "RB"},
        {ORTH: "ve", LEMMA: "have", TAG: "VB"}
    ],

    "youd": [
        {ORTH: "you", LEMMA: PRON_LEMMA},
        {ORTH: "d", LEMMA: "would", TAG: "MD"}
    ],

    "Whatll": [
        {ORTH: "What"},
        {ORTH: "ll", LEMMA: "will", TAG: "MD"}
    ],

    "Wouldn't've": [
        {ORTH: "Would"},
        {ORTH: "n't", LEMMA: "not", TAG: "RB"},
        {ORTH: "'ve", LEMMA: "have", TAG: "VB"}
    ],

    "How'd": [
        {ORTH: "How"},
        {ORTH: "'d", LEMMA: "would", TAG: "MD"}
    ],

    "doesnt": [
        {ORTH: "does", LEMMA: "do", TAG: "VBZ"},
        {ORTH: "nt", LEMMA: "not", TAG: "RB"}
    ],

    "Shouldn't": [
        {ORTH: "Should"},
        {ORTH: "n't", LEMMA: "not", TAG: "RB"}
    ],

    "He'd've": [
        {ORTH: "He", LEMMA: PRON_LEMMA},
        {ORTH: "'d", LEMMA: "would", TAG: "MD"},
        {ORTH: "'ve", LEMMA: "have", TAG: "VB"}
    ],

    "Mightntve": [
        {ORTH: "Might"},
        {ORTH: "nt", LEMMA: "not", TAG: "RB"},
        {ORTH: "ve", LEMMA: "have", TAG: "VB"}
    ],

    "couldnt": [
        {ORTH: "could", TAG: "MD"},
        {ORTH: "nt", LEMMA: "not", TAG: "RB"}
    ],

    "Haven't": [
        {ORTH: "Have", TAG: "VB"},
        {ORTH: "n't", LEMMA: "not", TAG: "RB"}
    ],

    "doesn't": [
        {ORTH: "does", LEMMA: "do", TAG: "VBZ"},
        {ORTH: "n't", LEMMA: "not", TAG: "RB"}
    ],

    "Hasn't": [
        {ORTH: "Has"},
        {ORTH: "n't", LEMMA: "not", TAG: "RB"}
    ],

    "how's": [
        {ORTH: "how"},
        {ORTH: "'s"}
    ],

    "hes": [
        {ORTH: "he", LEMMA: PRON_LEMMA},
        {ORTH: "s"}
    ],

    "he'll": [
        {ORTH: "he", LEMMA: PRON_LEMMA},
        {ORTH: "'ll", LEMMA: "will", TAG: "MD"}
    ],

    "hed": [
        {ORTH: "he", LEMMA: PRON_LEMMA},
        {ORTH: "d", LEMMA: "would", TAG: "MD"}
    ],

    "how'd": [
        {ORTH: "how"},
        {ORTH: "'d", LEMMA: "would", TAG: "MD"}
    ],

    "we're": [
        {ORTH: "we"},
        {ORTH: "'re"}
    ],

    "Hadnt": [
        {ORTH: "Had", LEMMA: "have", TAG: "VBD"},
        {ORTH: "nt", LEMMA: "not", TAG: "RB"}
    ],

    "Shant": [
        {ORTH: "Sha"},
        {ORTH: "nt", LEMMA: "not", TAG: "RB"}
    ],

    "Theyve": [
        {ORTH: "They", LEMMA: PRON_LEMMA},
        {ORTH: "ve", LEMMA: "have", TAG: "VB"}
    ],

    "Hows": [
        {ORTH: "How"},
        {ORTH: "s"}
    ],

    "We'll": [
        {ORTH: "We"},
        {ORTH: "'ll", LEMMA: "will", TAG: "MD"}
    ],

    "i've": [
        {ORTH: "i", LEMMA: PRON_LEMMA},
        {ORTH: "'ve", LEMMA: "have", TAG: "VB"}
    ],

    "Whove": [
        {ORTH: "Who"},
        {ORTH: "ve", LEMMA: "have", TAG: "VB"}
    ],

    "i'ma": [
        {ORTH: "i", LEMMA: PRON_LEMMA},
        {ORTH: "'ma"}
    ],

    "Howd": [
        {ORTH: "How"},
        {ORTH: "d", LEMMA: "would", TAG: "MD"}
    ],

    "hadnt": [
        {ORTH: "had", LEMMA: "have", TAG: "VBD"},
        {ORTH: "nt", LEMMA: "not", TAG: "RB"}
    ],

    "shant": [
        {ORTH: "sha"},
        {ORTH: "nt", LEMMA: "not", TAG: "RB"}
    ],

    "There'd've": [
        {ORTH: "There"},
        {ORTH: "'d", LEMMA: "would", TAG: "MD"},
        {ORTH: "'ve", LEMMA: "have", TAG: "VB"}
    ],

    "I'll": [
        {ORTH: "I", LEMMA: PRON_LEMMA},
        {ORTH: "'ll", LEMMA: "will", TAG: "MD"}
    ],

    "Why's": [
        {ORTH: "Why"},
        {ORTH: "'s"}
    ],

    "Shouldn't've": [
        {ORTH: "Should"},
        {ORTH: "n't", LEMMA: "not", TAG: "RB"},
        {ORTH: "'ve", LEMMA: "have", TAG: "VB"}
    ],

    "Wasnt": [
        {ORTH: "Was"},
        {ORTH: "nt", LEMMA: "not", TAG: "RB"}
    ],

    "whove": [
        {ORTH: "who"},
        {ORTH: "ve", LEMMA: "have", TAG: "VB"}
    ],

    "hasn't": [
        {ORTH: "has"},
        {ORTH: "n't", LEMMA: "not", TAG: "RB"}
    ],

    "wouldntve": [
        {ORTH: "would"},
        {ORTH: "nt", LEMMA: "not", TAG: "RB"},
        {ORTH: "ve", LEMMA: "have", TAG: "VB"}
    ],

    "Wheres": [
        {ORTH: "Where"},
        {ORTH: "s"}
    ],

    "How'll": [
        {ORTH: "How"},
        {ORTH: "'ll", LEMMA: "will", TAG: "MD"}
    ],

    "there'd've": [
        {ORTH: "there"},
        {ORTH: "'d", LEMMA: "would", TAG: "MD"},
        {ORTH: "'ve", LEMMA: "have", TAG: "VB"}
    ],

    "Whos": [
        {ORTH: "Who"},
        {ORTH: "s"}
    ],

    "shes": [
        {ORTH: "she", LEMMA: PRON_LEMMA},
        {ORTH: "s"}
    ],

    "Doesn't": [
        {ORTH: "Does", LEMMA: "do", TAG: "VBZ"},
        {ORTH: "n't", LEMMA: "not", TAG: "RB"}
    ],

    "Arent": [
        {ORTH: "Are", TAG: "VBP", "number": 2, LEMMA: "be"},
        {ORTH: "nt", LEMMA: "not", TAG: "RB"}
    ],

    "Hasnt": [
        {ORTH: "Has"},
        {ORTH: "nt", LEMMA: "not", TAG: "RB"}
    ],

    "He's": [
        {ORTH: "He", LEMMA: PRON_LEMMA},
        {ORTH: "'s"}
    ],

    "wasnt": [
        {ORTH: "was"},
        {ORTH: "nt", LEMMA: "not", TAG: "RB"}
    ],

    "whyll": [
        {ORTH: "why"},
        {ORTH: "ll", LEMMA: "will", TAG: "MD"}
    ],

    "mustnt": [
        {ORTH: "must"},
        {ORTH: "nt", LEMMA: "not", TAG: "RB"}
    ],

    "He'd": [
        {ORTH: "He", LEMMA: PRON_LEMMA},
        {ORTH: "'d", LEMMA: "would", TAG: "MD"}
    ],

    "Shes": [
        {ORTH: "i", LEMMA: PRON_LEMMA},
        {ORTH: "s"}
    ],

    "where've": [
        {ORTH: "where"},
        {ORTH: "'ve", LEMMA: "have", TAG: "VB"}
    ],

    "Youll": [
        {ORTH: "You", LEMMA: PRON_LEMMA},
        {ORTH: "ll", LEMMA: "will", TAG: "MD"}
    ],

    "hasnt": [
        {ORTH: "has"},
        {ORTH: "nt", LEMMA: "not", TAG: "RB"}
    ],

    "theyll": [
        {ORTH: "they", LEMMA: PRON_LEMMA},
        {ORTH: "ll", LEMMA: "will", TAG: "MD"}
    ],

    "it'd've": [
        {ORTH: "it", LEMMA: PRON_LEMMA},
        {ORTH: "'d", LEMMA: "would", TAG: "MD"},
        {ORTH: "'ve", LEMMA: "have", TAG: "VB"}
    ],

    "itdve": [
        {ORTH: "it", LEMMA: PRON_LEMMA},
        {ORTH: "d", LEMMA: "would", TAG: "MD"},
        {ORTH: "ve", LEMMA: "have", TAG: "VB"}
    ],

    "wedve": [
        {ORTH: "we"},
        {ORTH: "d", LEMMA: "would", TAG: "MD"},
        {ORTH: "ve", LEMMA: "have", TAG: "VB"}
    ],

    "Werent": [
        {ORTH: "Were"},
        {ORTH: "nt", LEMMA: "not", TAG: "RB"}
    ],

    "Therell": [
        {ORTH: "There"},
        {ORTH: "ll", LEMMA: "will", TAG: "MD"}
    ],

    "shan't": [
        {ORTH: "sha"},
        {ORTH: "n't", LEMMA: "not", TAG: "RB"}
    ],

    "Wont": [
        {ORTH: "Wo"},
        {ORTH: "nt", LEMMA: "not", TAG: "RB"}
    ],

    "hadntve": [
        {ORTH: "had", LEMMA: "have", TAG: "VBD"},
        {ORTH: "nt", LEMMA: "not", TAG: "RB"},
        {ORTH: "ve", LEMMA: "have", TAG: "VB"}
    ],

    "who've": [
        {ORTH: "who"},
        {ORTH: "'ve", LEMMA: "have", TAG: "VB"}
    ],

    "Whatre": [
        {ORTH: "What"},
        {ORTH: "re"}
    ],

    "'s": [
        {ORTH: "'s", LEMMA: "'s"}
    ],

    "where'd": [
        {ORTH: "where"},
        {ORTH: "'d", LEMMA: "would", TAG: "MD"}
    ],

    "shouldve": [
        {ORTH: "should"},
        {ORTH: "ve", LEMMA: "have", TAG: "VB"}
    ],

    "where's": [
        {ORTH: "where"},
        {ORTH: "'s"}
    ],

    "neednt": [
        {ORTH: "need"},
        {ORTH: "nt", LEMMA: "not", TAG: "RB"}
    ],

    "It'll": [
        {ORTH: "It", LEMMA: PRON_LEMMA},
        {ORTH: "'ll", LEMMA: "will", TAG: "MD"}
    ],

    "We'd": [
        {ORTH: "We"},
        {ORTH: "'d", LEMMA: "would", TAG: "MD"}
    ],

    "Whats": [
        {ORTH: "What"},
        {ORTH: "s"}
    ],

    "\u2014": [
        {ORTH: "\u2014", TAG: ":", LEMMA: "--"}
    ],

    "Itd": [
        {ORTH: "It", LEMMA: PRON_LEMMA},
        {ORTH: "d", LEMMA: "would", TAG: "MD"}
    ],

    "she'd": [
        {ORTH: "she", LEMMA: PRON_LEMMA},
        {ORTH: "'d", LEMMA: "would", TAG: "MD"}
    ],

    "Mustnt": [
        {ORTH: "Must"},
        {ORTH: "nt", LEMMA: "not", TAG: "RB"}
    ],

    "Notve": [
        {ORTH: "Not", LEMMA: "not", TAG: "RB"},
        {ORTH: "ve", LEMMA: "have", TAG: "VB"}
    ],

    "you'll": [
        {ORTH: "you", LEMMA: PRON_LEMMA},
        {ORTH: "'ll", LEMMA: "will", TAG: "MD"}
    ],

    "Theyd": [
        {ORTH: "They", LEMMA: PRON_LEMMA},
        {ORTH: "d", LEMMA: "would", TAG: "MD"}
    ],

    "she's": [
        {ORTH: "she", LEMMA: PRON_LEMMA},
        {ORTH: "'s"}
    ],

    "Couldnt": [
        {ORTH: "Could", TAG: "MD"},
        {ORTH: "nt", LEMMA: "not", TAG: "RB"}
    ],

    "that's": [
        {ORTH: "that"},
        {ORTH: "'s"}
    ]
}


self_map = [
    "''",
    "'em",
    "'ol'",
    "\")",
    "a.",
    "a.m.",
    "Adm.",
    "Ala.",
    "Apr.",
    "Ariz.",
    "Ark.",
    "Aug.",
    "b.",
    "Bros.",
    "c.",
    "Calif.",
    "co.",
    "Co.",
    "Colo.",
    "Conn.",
    "Corp.",
    "d.",
    "D.C.",
    "Dec.",
    "Del.",
    "Dr.",
    "e.",
    "e.g.",
    "E.g.",
    "E.G.",
    "f.",
    "Feb.",
    "Fla.",
    "g.",
    "Ga.",
    "Gen.",
    "Gov.",
    "h.",
    "i.",
    "i.e.",
    "I.e.",
    "I.E.",
    "Ill.",
    "Inc.",
    "Ind.",
    "j.",
    "Jan.",
    "Jr.",
    "Jul.",
    "Jun.",
    "k.",
    "Kan.",
    "Kans.",
    "Ky.",
    "l.",
    "La.",
    "Ltd.",
    "m.",
    "Mar.",
    "Mass.",
    "May."
    "Md.",
    "Messrs.",
    "Mich.",
    "Minn.",
    "Miss.",
    "Mo.",
    "Mont.",
    "Mr.",
    "Mrs.",
    "Ms.",
    "n.",
    "N.C.",
    "N.D.",
    "N.H.",
    "N.J.",
    "N.M.",
    "N.Y.",
    "Neb.",
    "Nebr.",
    "Nev.",
    "Nov.",
    "o.",
    "Oct.",
    "Okla.",
    "Ore.",
    "p.",
    "p.m.",
    "Pa.",
    "Ph.D.",
    "q.",
    "r.",
    "Rep.",
    "Rev.",
    "s.",
    "Sen.",
    "Sep.",
    "Sept.",
    "St.",
    "t.",
    "Tenn.",
    "u.",
    "v.",
    "Va.",
    "vs.",
    "w.",
    "Wash.",
    "Wis.",
    "x.",
    "y.",
    "z."
]

overlap = set(TOKENIZER_EXCEPTIONS.keys()).intersection(set(self_map))
assert not overlap, overlap
TOKENIZER_EXCEPTIONS.update({orth: [{ORTH: orth}] for orth in self_map})


TOKENIZER_PREFIXES = r'''
,
"
(
[
{
*
<
$
£
“
'
``
`
#
US$
C$
A$
€
a-
‘
....
...
…
'''.strip().split('\n')


TOKENIZER_SUFFIXES = r'''
,
\"
\)
\]
\}
\*
\!
\?
%
\$
>
:
;
'
”
''
's
'S
’s
’S
’
…
\.\.
\.\.\.
\.\.\.\.
(?<=[a-z0-9)\]”"'%\)])\.
(?<=[0-9])km
'''.strip().split('\n')


TOKENIZER_INFIXES = r'''
…
\.\.\.+
(?<=[a-z])\.(?=[A-Z])
(?<=[a-zA-Z])-(?=[a-zA-z])
(?<=[a-zA-Z])--(?=[a-zA-z])
(?<=[0-9])-(?=[0-9])
(?<=[A-Za-z]),(?=[A-Za-z])
'''.strip().split('\n')