challenging-america-word-gap-prediction-s470618/bigram_model.ipynb at master

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#!/usr/bin/env python3

import sys
from collections import Counter 
# print(sys.executable)

def ngrams(iter, size):
  ngram = []
  for item in iter:
     ngram.append(item)
     if len(ngram) == size:
        yield tuple(ngram)
        ngram = ngram[1:]

def update_counts(dict_dest, dict_temp):
    for key, value in dict_temp.items():
        dict_dest[key]= dict_dest.get(key, 0) + 1
    return dict_dest

a = {"a":1, "b":2}
b = {"a":1, "b":2}
print(update_counts(a,b))

{'a': 2, 'b': 3}


def update_V_stats(text, V, V_bigrams):
   V_b = list(ngrams(text.split(" "), 2))
   count_V = Counter(text.split(" "))
   count_V_bigrams = Counter(V_b)
#    V = {key: count_V.get(key, 0) + V.get(key, 0) for key in set(V) | set(count_V)}
#    V_bigrams = {key: count_V_bigrams.get(key, 0) + V_bigrams.get(key, 0) for key in set(V_bigrams) | set(count_V_bigrams)}
   update_counts(V, count_V)
   update_counts(V_bigrams, count_V_bigrams)
   return V, V_bigrams

def Prob_bigram(presc_word, foll_word, Udict, Bdict): 
    return Bdict.get((presc_word, foll_word))/Udict.get(presc_word)

def Prob_of_word(word, word_before, word_after, Udict, Bdict):
    return Prob_bigram(word_before, word, Udict, Bdict) * Prob_bigram(word, word_after, Udict, Bdict)

def get_last_word(text):
    """Return the last word of a string."""
    last_word = ""
    for i in range(len(text)-1, -1, -1):
        if text[i] == ' ':
            return last_word[::-1]
        else:
            last_word += text[i]
    return last_word[::-1]

def get_first_word(text):
    """Return the last word of a string."""
    word = ""
    for i in range(len(text)-1):
        if text[i] == ' ':
            return word
        else:
            word += text[i]
    return word

print(Prob_bigram("from","the",V,V2))

0.5

p_list = []
for word in V:
    p_list.append(Prob_two())

V, V2 = {}, {}
k = 100
a=1
with open("./test-A/in.tsv", 'r+') as file:
    for line in file:
#         print(list(ngrams(line.split(" "), 2)))
        V, V2 = update_V_stats(line, V, V2)
#         a+=1
#         if a>100:
#             break
        
V=dict(sorted(V.items(), key=lambda x: x[1], reverse=True)[:k])
V2=dict(sorted(V2.items(), key=lambda x: x[1], reverse=True)[:k])

print(V, V2)

[1;31m---------------------------------------------------------------------------[0m
[1;31mUnicodeDecodeError[0m                        Traceback (most recent call last)
[1;32m<ipython-input-9-d0544724dc0c>[0m in [0;36m<module>[1;34m[0m
[0;32m      3[0m [0ma[0m[1;33m=[0m[1;36m1[0m[1;33m[0m[1;33m[0m[0m
[0;32m      4[0m [1;32mwith[0m [0mopen[0m[1;33m([0m[1;34m"./test-A/in.tsv"[0m[1;33m,[0m [1;34m'r+'[0m[1;33m)[0m [1;32mas[0m [0mfile[0m[1;33m:[0m[1;33m[0m[1;33m[0m[0m
[1;32m----> 5[1;33m     [1;32mfor[0m [0mline[0m [1;32min[0m [0mfile[0m[1;33m:[0m[1;33m[0m[1;33m[0m[0m
[0m[0;32m      6[0m [1;31m#         print(list(ngrams(line.split(" "), 2)))[0m[1;33m[0m[1;33m[0m[1;33m[0m[0m
[0;32m      7[0m         [0mV[0m[1;33m,[0m [0mV2[0m [1;33m=[0m [0mupdate_V_stats[0m[1;33m([0m[0mline[0m[1;33m,[0m [0mV[0m[1;33m,[0m [0mV2[0m[1;33m)[0m[1;33m[0m[1;33m[0m[0m

[1;32mc:\program files\python39\lib\encodings\cp1250.py[0m in [0;36mdecode[1;34m(self, input, final)[0m
[0;32m     21[0m [1;32mclass[0m [0mIncrementalDecoder[0m[1;33m([0m[0mcodecs[0m[1;33m.[0m[0mIncrementalDecoder[0m[1;33m)[0m[1;33m:[0m[1;33m[0m[1;33m[0m[0m
[0;32m     22[0m     [1;32mdef[0m [0mdecode[0m[1;33m([0m[0mself[0m[1;33m,[0m [0minput[0m[1;33m,[0m [0mfinal[0m[1;33m=[0m[1;32mFalse[0m[1;33m)[0m[1;33m:[0m[1;33m[0m[1;33m[0m[0m
[1;32m---> 23[1;33m         [1;32mreturn[0m [0mcodecs[0m[1;33m.[0m[0mcharmap_decode[0m[1;33m([0m[0minput[0m[1;33m,[0m[0mself[0m[1;33m.[0m[0merrors[0m[1;33m,[0m[0mdecoding_table[0m[1;33m)[0m[1;33m[[0m[1;36m0[0m[1;33m][0m[1;33m[0m[1;33m[0m[0m
[0m[0;32m     24[0m [1;33m[0m[0m
[0;32m     25[0m [1;32mclass[0m [0mStreamWriter[0m[1;33m([0m[0mCodec[0m[1;33m,[0m[0mcodecs[0m[1;33m.[0m[0mStreamWriter[0m[1;33m)[0m[1;33m:[0m[1;33m[0m[1;33m[0m[0m

[1;31mUnicodeDecodeError[0m: 'charmap' codec can't decode byte 0x98 in position 5004: character maps to <undefined>



if __name__=='__main__':
    V, V2= {}, {} #unigram stats
#     k= int(sys.argv[1])
    k=100
    predict_words = []
    with open("./test-A/in.tsv", 'r+') as file:
        for line in file:
            V, V2 = update_V_stats(line, V, V2)
            split = line.split('\t')[6:]
            predict_words.append((get_last_word(split[0]), get_first_word(split[1])))
            
        V=dict(sorted(V.items(), key=lambda x: x[1], reverse=True)[:k])
        V2=dict(sorted(V2.items(), key=lambda x: x[1], reverse=True)[:k])
        print(V, V2)
        print(predict_words)
        for item in predict_words:
            probabilities = []
            for key, value in V.items():
                probabilities.append((key, Prob_of_word(key, item[0], item[1], V, V2)))
            prob_else = 1-sum([x[1] for x in probabilities])

            print(probabilities)
##lewy i prawy kontektst: P(w|wi-2wi-1)*P(wi+1|wi-1w)
#czyli trzy trigramy, w których w jest w z lewej/w środku/z prawej
#P(wi|wi-1wi-2) = #wi wi-1 wi-2/(wi-1 wi-2)

#<UNK> dla słów spoza n pierwszych słów (co do częstości)

{'and': 7316, 'of': 7298, 'to': 7265, 'the': 7241, 'a': 7023, 'in': 6632, 'that': 6061, 'for': 5813, 'by': 5175, 'as': 5148, 'on': 4965, 'with': 4962, 'at': 4917, 'be': 4867, 'is': 4856, 'it': 4349, 'not': 4218, 'was': 4170, 'from': 4122, 'or': 3992, 'which': 3956, 'this': 3838, 'The': 3751, 'have': 3715, 'all': 3553, 'are': 3500, 'but': 3357, 'an': 3356, 'In': 3322, 'will': 3218, 'his': 3206, 'he': 3165, 'been': 3074, 'one': 2960, 'has': 2951, 'who': 2860, 'their': 2859, 'It': 2850, 'they': 2794, 'had': 2624, 'were': 2456, 'no': 2409, 'so': 2348, 'tho': 2334, 'would': 2300, 'any': 2267, 'when': 2076, 'there': 2030, 'than': 1949, 'I': 1939, 'out': 1917, 'more': 1901, 'other': 1884, 'upon': 1801, 'up': 1788, 'made': 1756, 'DAILY': 1740, 'if': 1731, 'its': 1706, 'two': 1701, 'them': 1652, 'only': 1640, 'time': 1626, 'some': 1613, 'such': 1612, 'about': 1556, 'may': 1553, 'we': 1543, 'can': 1528, 'him': 1505, 'of\\\\nthe': 1505, 'said': 1470, 'Is': 1463, '.': 1443, 'being': 1431, 'our': 1417, 'now': 1410, 'very': 1405, 'do': 1404, 'into': 1402, 'over': 1354, 'WHEELING': 1347, 'should': 1308, 'most': 1297, 'after': 1273, 'under': 1263, 'A': 1250, 'before': 1230, 'could': 1186, 'first': 1186, 'great': 1183, 'every': 1181, 'He': 1170, 'these': 1150, 'those': 1147, 'day': 1141, 'what': 1136, 'man': 1127, 'same': 1122, 'Mr.': 1119} {('of', 'the'): 5890, ('to', 'the'): 3881, ('in', 'the'): 3730, ('and', 'the'): 2467, ('on', 'the'): 2362, ('for', 'the'): 2213, ('by', 'the'): 2027, ('to', 'be'): 2016, ('that', 'the'): 1859, ('of', 'a'): 1762, ('at', 'the'): 1711, ('with', 'the'): 1492, ('from', 'the'): 1444, ('WHEELING', 'DAILY'): 1347, ('it', 'is'): 1197, ('In', 'the'): 1152, ('will', 'be'): 1132, ('in', 'a'): 1082, ('has', 'been'): 939, ('of', 'tho'): 939, ('have', 'been'): 935, ('is', 'a'): 895, ('of', 'this'): 884, ('to', 'a'): 871, ('one', 'of'): 845, ('as', 'a'): 832, ('for', 'a'): 829, ('of', 'his'): 826, ('the', 'same'): 806, ('and', 'a'): 801, ('as', 'the'): 800, ('with', 'a'): 790, ('It', 'is'): 786, ('it', 'was'): 719, ('all', 'the'): 705, ('and', 'that'): 700, ('is', 'the'): 676, ('that', 'he'): 670, ('was', 'a'): 663, ('in', 'this'): 638, ('by', 'a'): 632, ('out', 'of'): 616, ('may', 'be'): 596, ('as', 'to'): 595, ('of', 'their'): 584, ('is', 'not'): 574, ('upon', 'the'): 572, ('and', 'in'): 562, ('the', 'first'): 560, ('that', 'it'): 553, ('had', 'been'): 543, ('would', 'be'): 536, ('the', 'most'): 529, ('and', 'to'): 524, ('part', 'of'): 522, ('a', 'few'): 520, ('to', 'have'): 514, ('of', 'our'): 500, ('of', 'all'): 492, ('to', 'make'): 489, ('It', 'was'): 485, ('he', 'was'): 469, ('to', 'tho'): 465, ('into', 'the'): 462, ('there', 'is'): 462, ('that', 'they'): 453, ('and', 'it'): 450, ('under', 'the'): 441, ('in', 'his'): 440, ('did', 'not'): 422, ('which', 'the'): 418, ('to', 'do'): 418, ('they', 'are'): 417, ('was', 'the'): 413, ('should', 'be'): 405, ('on', 'a'): 404, ('is', 'to'): 403, ('at', 'a'): 398, ('be', 'a'): 396, ('the', 'United'): 393, ('was', 'not'): 391, ('more', 'than'): 389, ('he', 'had'): 388, ('but', 'the'): 382, ('day', 'of'): 381, ('of', 'which'): 373, ('when', 'the'): 371, ('not', 'be'): 370, ('that', 'a'): 370, ('to', 'his'): 367, ('before', 'the'): 364, ('can', 'be'): 356, ('of', 'said'): 355, ('in', 'tho'): 354, ('such', 'a'): 354, ('shall', 'be'): 352, ('the', 'other'): 352, ('of', 'that'): 348, ('over', 'the'): 347, ('number', 'of'): 347}
[('first\\\\n', 'on'), ('that\\\\n', 'in'), ('been', 'same,\\\\nand'), ('a', 'by'), ('Gossett', 'other\\\\ngentlemen'), ('but\\\\nclinging', 'and'), ('mo', 'people'), ('own', '\\\\ntion'), ('and\\\\nwere', '011'), ('heart.\\\\n', 'was'), ('what\xad\\\\never', 'the'), ('John', '\\\\nBaptist,'), ('few', 'a'), ('be\xad\\\\n', 'their'), ('first,', 'are'), ('elevator;', 'the'), ('on', 'they\\\\nwere'), ('at', 'stage\\\\nor'), ('the', 'village'), ('disaffection\\\\n', 'the'), ('con-\\\\n', 'may'), ('hour\\\\nexiinusiing', 'lie'), ('6', 'to'), ('we\\\\n', 'aoeaaas'), ('Western', '\\\\n8i'), ('yesterday\\\\n', 'been'), ('were\\\\n', 'to'), ('to', 'supplications'), ('perhaps,', 'is'), ('do', 'to,'), ('unthoughtedly', 'that\\\\nthe'), ('was', 'on\\\\nschedule'), ('room\\\\n', 'and'), ('instruments', '\\\\nlast.'), ('pending', '\\\\nfore'), ('least\\\\nThe', 'Settlement'), ('be', 'that'), ('thoro', 'In'), ('boasted\\\\nforeign', 'movements,'), ('to', 'nt'), ('individual\\\\neases', 'bo'), ('railroad', 'approaches'), ('and\\\\nState', 'Michigan,'), ('toy,\\\\n', 'playing'), ('will\\\\nsoon', 'if'), ('members', 'the'), ('HIanchc', '\\\\nceeded'), ('Cleveland\\\\n', 'return'), ('the', '\\\\nIs'), ('about', 'a\\\\nyear,'), ('and\\\\nIlttiuiiwli', 'anti'), ('true', 'Ned'), ('they\\\\nfound', 'smoking'), ('attend', 'it'), ('m', '\\\\n•2.29'), ('statement', 'that'), ('Henderson,', 'Washing\\\\nton,Pa.,owuer'), ('There', '\\\\nare'), ('keen', 'lancets,'), ('pane', 'and'), ('won', 'Mrt.'), ('was', '\\\\nabove'), ('Legislature\\\\n', 'its'), ('tbe\\\\n', 'scientific'), ('it', 'unnecessary'), ('composed', 'a\\\\nrectangular'), ('it', 'in\\\\nthe'), ('will', 'relatively'), ('building.\\\\n', 'Dorchester'), ('series', 'wsndcriDgs\\\\nIrom'), ('order,\\\\ngenerally', 'the'), ('05;504,5', '0«,'), ('supervis-\\\\n', 'of'), ('conveyed', 'mortgaged,'), ('and', 'she\\\\nplneed'), ('Center.', 'Garnett'), ('oi', '\\\\nThe'), ('that', 'felt'), ('corresponded\\\\n', 'people'), ('suffering,', 'even'), ('down', '\\\\narm'), ('they', '\\\\nthis'), ('to', '\\\\norated.'), ('a', 'deceiver'), ('can\\\\n', 'examined'), ('equipment', 'have'), ('rello\\\\n', 'to'), ('be\\\\n', 'unduly'), ('elevation', 'literature,'), ('the\\\\n', 'in'), ('There', '\\\\ntransit'), ('the\\\\nneeds', 'modern'), ('life.\\\\n', 'approaching'), ('rising', '156%'), ('the\\\\nleaders', 'them,'), ('ilaro', 'opposition'), ('the', '\\\\nsance,'), ('the', 'nnd'), ('work\xad\\\\ning', 'the'), ('lapped', 'with'), ('I\\\\n', 'will'), ('somowhat\\\\n', 'Never'), ('deliberately', '\\\\nwith'), ('fried.', 'tell'), ('al\\\\n', 'fundB'), ('I', 'so\\\\nrestless'), ('of', 'to'), ('degrees', 'four'), ('up', 'many\\\\nfortifications'), ('de.\\\\ntached', 'nor'), ('commission', 'season.\\\\nFlashing'), ('Porter', 'his\\\\nlifetime:'), ('Circle,"', 'the'), ('making', 'imprint'), ('entrenched\\\\nminers,', 'the'), ('let', 'who'), ('a', 'against'), ('grand', 'to'), ('that', 'hired'), ('the', 'what\xad\\\\never'), ('lucre,', 'palms'), ('in', "turn!'\\\\n'Read"), ('of"', 'delivered,'), ('have', 'the'), ('OKDKK', 'enclose'), ('pots.\\\\n', 'blowers'), ('cites\\\\n', 'Paris'), ('not', 'than'), ('dream', 'paradise,'), ('was', 'up.\\\\nDave'), ('the', 'who'), ('having', 'twice\\\\nshot'), ('the', 'd\\\\nIt'), ('the', 'cemetery'), ('said', 'should'), ('most', 'and'), ('in\\\\n', 'his'), ('actual', 'of'), ('attend', 'it'), ('less\\\\n', 'has'), ('why\\\\nAmerica', 'forced'), ('peri\\\\n', 'from'), ('aforosald,thence', '\\\\nallai'), ('instant\\\\n', 'particularly'), ('side', 'also'), ('i\\\\n', 'existence,'), ('all', 'singular'), ('the\\\\n', 'has'), ('mo:', 'on'), ('every', 'is'), ('these\\\\n', 'and'), ('coming', 'again,'), ('McLoughlin,', 'Mulberry'), ('"', 'a'), ('ho\\\\nwould', 'him.'), ('finally', 'up'), ('city', 'again'), ('which\\\\nho', 'with'), ('Miss', 'was'), ('brick', 'and\\\\nlot.'), ('had\\\\n', 's'), ('represented.\\\\nWe', 'allow'), ('In', 'to'), ('tor', '\\\\ntransaction'), ('a', 'He'), ('any', '\\\\nsels'), ('element\\\\nmost', 'In'), ('tli\\\\n', 'debato'), ('of', "Mitchell's"), ('the', '\\\\nstill'), ('fourteen\\\\n', 'of'), ('by\\\\n', 'Board'), ("man's", '\\\\nand'), ('give', 'for'), ('J\\\\n', 'clothing'), ('and', 'propellers\\\\nkept'), ('bis\\\\n', 'personal'), ('Bed\\\\nford,', 'diagonals'), ('has', 'bulk'), ('battle', 'during'), ('member', '\\\\nparliament'), ('Underwood\\\\nand', 'Furry.'), ('the', 'co\\\\nJoyle'), ('his-\\\\ntory,', 'tho'), ('673,', '682.'), ('larger', 'ceut'), ('fc\\\\n', 'is'), ('have', '\\\\nhold'), ('ever', 'great'), ('«-1', 'and'), ('Boys', 'longer'), ('punch.\\\\n', 'down'), ('pungent', 'a\\\\neeches'), ('gold', 'rock'), ('that\\\\n', 'a'), ('new,\\\\n', 'are,'), ('company', 'select'), ('sixty', 'The\\\\nFreight'), ('there', 'a'), ('lighting', 'Iri\\\\nAmerica'), ('that', '\\\\nthe'), ('of', 'Georges'), ('year', 'a\\\\nprune'), ('on', 'at'), ('capitu-\\\\n', 'from'), ('to', 'moun-\\\\ntain.'), ('anil', 'about'), ('measures\\\\n', 'be'), ('and\\\\n', 'there'), ('Walla', 'Oregon;\\\\nFort'), ('Legislature', '\\\\nprescribed'), ('if\\\\n', 'had'), ('thev', 'known'), ('typewriters.\\\\n', 'would'), ('natural', 'than'), ('a', 'kind\\\\nand'), ('in\\\\n', 'lovo'), ('nerves,', 'doing'), ('becoming,', '\\\\nThe'), ('commodities', 'an\\\\nIncreased'), ('military', '\\\\nW'), ('pennant', 'in'), ('the', 'one,'), ('*\\\\n', 'Saloon,'), ('B.', 'Lewis.'), ('water,', 'recogulzo'), ('not', 'the'), ('motion', 'Mr.'), ('master', 'all'), ('had', 'insurance'), ('very\\\\n', 'margin'), ('loan\\\\nmay', 'itself'), ('amendment\\\\n', 'Eldkidqk'), ('unchanged', '1120.'), ('It.', 'Huff'), ('man', 'loses\\\\nIhe'), ('secured,', 'wit;'), ('his', 'jusl'), ('very', 'sheep'), ('and\\\\n', 'of'), ('that\\\\n', 'was'), ('II', 'tu'), ('like\\\\n', 'talons'), ('Czapkay,', 'the*'), ('best', 'of'), ('rocker', 'wr'), ('notion', 'only'), ('.', 'W.'), ('20\\\\nyears', 'rcdconi'), ('as', 'fever,'), ('cards', 'necromancers;'), ('it\\\\n', 'example'), ('Alice\\\\nwas', 'consuming'), ('tho', '1»a\\\\nspoke'), ('success.\\\\n', 'colored'), ('that', 'been'), ('in', 'office'), ('1003\\\\nWalnut', 'on'), ('a\\\\n', 'about'), ('the\\\\n', 'Senator'), (';', 'this'), ('structure', '\\\\nthe'), ('that', 'have'), ('made', 'the'), ('this', '\\\\nthe'), ('nt', 'Hourbon'), ('you', '\\\\nwe'), ('Is', '\\\\nmost'), ('in\xad\\\\ntense', 'and'), ('as\\\\n', 'i?'), ('of', 'until'), ('of', '\\\\nber'), ('n', 'fresh'), ('subsisting', 'navy,is'), ('on\\\\n', 'they'), ('GjiKc;', 'WatiS^c,'), ('the\\\\n', 'STAR'), ('of', 'elements,'), ('pursued.\\\\n', 'there'), ('by\\\\nthe', 'of'), ('fern', 'she'), ('ill', 'into'), ('township', 'are\\\\nthe'), ('with', 'precision\\\\nand'), ('girl\\\\n', 'as'), ('line.', 'told'), ('mostly', '\\\\nexterior'), ('carry\\\\n', 'the'), ('raos\\\\nnoticeable', 'that'), ('from\\\\n', 'down.'), ('the', 'agent\\\\nthat'), ('that', 'This'), ('every\\\\n', 'population'), ('southern', 'congeal.\\\\n"I'), ('certifi-\\\\ncates', 'stock'), ('into', 'treasur]\\\\nthe'), ('bonds\\\\n', 'so'), ('known', 'No.'), ('tit', 'per'), ('it', 'mine'), ('earn\\\\n', 'own'), ('warrant\\\\na', 'speedv.'), ('be-\\\\nJi.no', '*.'), ('of', 'contract'), ('far', 'possible'), ('dark\\\\n', 'of'), ('it\\\\nis', 'that'), ('these', '\\\\nlarts,'), ('the', '\\\\nof'), ('existing', 'relative'), ('over', 'land,'), ('of', 'for'), ('mueh', 'and'), ('*®d\\\\n', 'contiguous'), ('designated', 'the'), ('of\\\\n', 'devilish'), ('has\\\\n', 'his'), ('to', 'possible'), ('...\\\\n', 'Elva'), ('had', 're\\\\ncently'), ('sleeping', 'careers\\\\nin'), ('before\\\\n', 'Judge'), ('against\\\\n', 'Government.'), ('streets,', 'field.\\\\nYoo'), ('their\\\\nwagons', 'aro'), ('and', 'ou\\\\nsaid'), ('woman', 'Emi-\\\\nline,'), ('active\\\\nthat', 'was'), ('no', '\\\\nof'), ('river,', 'a'), ('their', '\\\\ntative»'), ('went', 'that'), ('re-\\\\n', 'he'), ('do', '\\\\nalways'), ('eighth\\\\n', 'an'), ('tho', 'j\\\\ns'), ('feet', 'Inches'), ('under\\\\nthis', 'has'), ('across', 'evening'), ('necossary', 'convince'), ('teeth,', 'without'), ('fight', 'at'), ('>1', 'certain'), ('been', '\\\\nthree'), ('Koonce', 'Shuttles-\\\\nworth'), ('as', 'a'), ('her', 'to'), ('manners;\\\\n', 'friendly'), ('on', 'V\\\\n"Like'), ('the', '\\\\ndock'), ('magic', "Sandy's"), ('Marshfield,', 'with'), ('even', 'com-\\\\nbined'), ('a', 'his'), ('the\\\\n', 'latter'), ('to', 'so.'), ('on', '\\\\ntee'), ('with', 'At'), ('l;or', 'lew\\\\nmoments'), ('families', 'raised;'), ('crew,', 'whal¬\\\\ning.'), ('Bldg.\\\\n', 'C.'), ('course,', 'high-\\\\neat'), ('in', 'one'), ('subsequently\\\\nexamined,', 'they'), ('wite.\\\\n', 'wifej'), ('and', 'for'), ('vcre\\\\\\\\i»t«l,', 'in'), ('C.', 'came,'), ('of\\\\n', 'law,'), ('number', 'be'), ('support', '\\\\ndoctrines'), ('all', 'from'), ('which', 'notc'), ('Consul', 'investigatiug'), ('were', 'for'), ('Interest\\\\nend', 'of'), ('the', 'preceding'), ('of', 'party?'), ('or', '\\\\nvessels'), ('cutter', 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[0;31m---------------------------------------------------------------------------[0m
[0;31mTypeError[0m                                 Traceback (most recent call last)
Cell [0;32mIn[18], line 19[0m
[1;32m     17[0m probabilities [38;5;241m=[39m []
[1;32m     18[0m [38;5;28;01mfor[39;00m key, value [38;5;129;01min[39;00m V[38;5;241m.[39mitems():
[0;32m---> 19[0m     probabilities[38;5;241m.[39mappend((key, [43mProb_of_word[49m[43m([49m[43mkey[49m[43m,[49m[43m [49m[43mitem[49m[43m[[49m[38;5;241;43m0[39;49m[43m][49m[43m,[49m[43m [49m[43mitem[49m[43m[[49m[38;5;241;43m1[39;49m[43m][49m[43m,[49m[43m [49m[43mV[49m[43m,[49m[43m [49m[43mV2[49m[43m)[49m))
[1;32m     20[0m prob_else [38;5;241m=[39m [38;5;241m1[39m[38;5;241m-[39m[38;5;28msum[39m([x[[38;5;241m1[39m] [38;5;28;01mfor[39;00m x [38;5;129;01min[39;00m probabilities])
[1;32m     22[0m [38;5;28mprint[39m(probabilities)

Cell [0;32mIn[6], line 5[0m, in [0;36mProb_of_word[0;34m(word, word_before, word_after, Udict, Bdict)[0m
[1;32m      4[0m [38;5;28;01mdef[39;00m [38;5;21mProb_of_word[39m(word, word_before, word_after, Udict, Bdict):
[0;32m----> 5[0m     [38;5;28;01mreturn[39;00m [43mProb_bigram[49m[43m([49m[43mword_before[49m[43m,[49m[43m [49m[43mword[49m[43m,[49m[43m [49m[43mUdict[49m[43m,[49m[43m [49m[43mBdict[49m[43m)[49m [38;5;241m*[39m Prob_bigram(word, word_after, Udict, Bdict)

Cell [0;32mIn[6], line 2[0m, in [0;36mProb_bigram[0;34m(presc_word, foll_word, Udict, Bdict)[0m
[1;32m      1[0m [38;5;28;01mdef[39;00m [38;5;21mProb_bigram[39m(presc_word, foll_word, Udict, Bdict): 
[0;32m----> 2[0m     [38;5;28;01mreturn[39;00m [43mBdict[49m[38;5;241;43m.[39;49m[43mget[49m[43m([49m[43m([49m[43mpresc_word[49m[43m,[49m[43m [49m[43mfoll_word[49m[43m)[49m[43m)[49m[38;5;241;43m/[39;49m[43mUdict[49m[38;5;241;43m.[39;49m[43mget[49m[43m([49m[43mpresc_word[49m[43m)[49m

[0;31mTypeError[0m: unsupported operand type(s) for /: 'NoneType' and 'NoneType'

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187 KiB

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