From 242eaccd0d7b3c8f01d6791c255f9376ba30df55 Mon Sep 17 00:00:00 2001 From: pietrzakkuba Date: Sat, 2 Apr 2022 22:23:56 +0200 Subject: [PATCH] test 2 version --- model.py | 64 +- test-A/out.tsv | 7888 ++++++++++++++++++++++++------------------------ 2 files changed, 3990 insertions(+), 3962 deletions(-) diff --git a/model.py b/model.py index bde1a6a..23d0243 100644 --- a/model.py +++ b/model.py @@ -1,28 +1,56 @@ import lzma from nltk.tokenize import word_tokenize +from nltk import trigrams +import string +from collections import defaultdict, Counter + + +trigrams_list = [] +model = defaultdict(lambda: defaultdict(lambda: 0)) + + +def preprocess(text): + _text = text.lower().replace('\\n', ' ').strip() + for character in _text: + if character not in string.ascii_lowercase + ' ': + _text = _text.replace(character, '') + return word_tokenize(_text) + def predict(word_before, word_after): - return 'the' - -# with open('./dev-0/in.tsv', 'w', encoding='utf-8') as file: -# text = lzma.open('./dev-0/in.tsv.xz').read().decode('utf-8') -# file.write(text) - -# with open('./dev-0/in.tsv', encoding='utf-8') as file_in, open('./dev-0/expected.tsv', encoding='utf-8') as file_expected, open('./dev-0/out.tsv', 'w', encoding='utf-8') as file_out: -# for line_in, line_expected in zip(file_in, file_expected): -# _, _, _, _, _, _, before, after = line_in.split('\t') -# before = word_tokenize(before.replace('\\n', '\n')) -# after = word_tokenize(after.replace('\\n', '\n')) -# file_out.write(predict(before[-1], after[0]) + '\n') + prob_list = list(model[(word_before, word_after)].items()) + print(prob_list) + max_prob = max(prob_list, key=lambda pair: pair[1], default=('', 0.0)) + if max_prob[1] == 0: + return 'the' + return max_prob[0] -with open('./test-A/in.tsv', 'w', encoding='utf-8') as file: - text = lzma.open('./test-A/in.tsv.xz').read().decode('utf-8') +with open('train/in.tsv', 'w', encoding='utf-8') as file: + text = lzma.open('train/in.tsv.xz').read().decode('utf-8') file.write(text) -with open('./test-A/in.tsv', encoding='utf-8') as file_in, open('./test-A/out.tsv', 'w', encoding='utf-8') as file_out: +with open('train/in.tsv', encoding='utf-8') as file_in, open('train/expected.tsv', encoding='utf-8') as file_expected: + for index, (line_in, expected) in enumerate(zip(file_in, file_expected)): + if index % 1000 == 0: + print(index) + _, _, _, _, _, _, before, after = line_in.split('\t') + before, expected, after = preprocess(before), preprocess(expected), preprocess(after) + words = before + expected + after + trigrams_list += trigrams(words, pad_right=True, pad_left=True) + +for trigram in trigrams_list: + if not trigram[0] or not trigram[1] or not trigram[2]: + continue + model[(trigram[0], trigram[2])][trigram[1]] += 1 + +for words_1_3 in model: + count = sum(model[words_1_3].values()) + for word_2 in model[words_1_3]: + model[words_1_3][word_2] /= float(count) + +with open('test-A/in.tsv', encoding='utf-8') as file_in, open('test-A/out.tsv', 'w', encoding='utf-8') as file_out: for line_in in file_in: _, _, _, _, _, _, before, after = line_in.split('\t') - before = word_tokenize(before.replace('\\n', '\n')) - after = word_tokenize(after.replace('\\n', '\n')) - file_out.write(predict(before[-1], after[0]) + '\n') \ No newline at end of file + word_before_in, word_after_in = preprocess(before)[-1], preprocess(after)[0] + file_out.write(predict(word_before_in, word_after_in) + '\n') diff --git a/test-A/out.tsv b/test-A/out.tsv index 1110f4d..dd88509 100644 --- a/test-A/out.tsv +++ b/test-A/out.tsv @@ -1,225 +1,498 @@ +mortgage +was the +man the +mud the +aestruc the +there +since the +days +in +crop +on +which +this +incorporated +ol +tempt the +line the +city the +compelled +her +it +is the +going +unarmed the the +speedy +remembered the the +him the the +of the the +of the the +same +half the the +a +to +nt +knowing the +you the the the +as +between the +is +of +is the the the +in +b the the +that the +methodism +he the the +their +do the the +be the the the the +people the the the the +itirnish the the +time +to the +it the the the the +was +congress +west +in the the +to +of the +of +those +judgment +program +he +state the +its +connecticut +been the the the +less the +taken +man +been +unit +city +he +costly +all +value +to +attention the the the the the the +and +state +ment +one +things +on the +be +give +giving +is +tied +marion +roundhouses +it +will +order the +word the +lasting the the +wind +west the +mind +security the the the the the +ensued +of the +steamship +of +i the the +to the +itself the the the +bearing +of +remedy +may +feet +is the +of +henry +and +arriving the the the +will +that the the +he the the +even +similar the the +citizens the the the +only the +f the +in +of +of +any the +for the the the +whe the the +black +state +it the the +makes +means the the +dahney the +panama the +for the +aquaria the +has the +street +word +honorable +that +of +they +by +is the +and the the +it +judgment +novem the the +which the +morning the the +city the the +collectors the +and the the +out +and +going +passenger +in the the the the the +as the +was +their the the the +as +valley +said the +city the the +phoenix the the +by the +in +make the +been the the the the the +good the +it +part +with the +on +turn +not the +aloiighty +four +city the the the the +that +for the +well +efforts the +to +old the the the +janetski +two +do the +interest +a the the the +lanier +township the the +filed the the the +will the +tears the the +made +foreclosed +evening the the the +frockeubrough +forth +baby +t +color the the the the +state the +ol +north +yrs the the +fund +of the +about +wait +ago the the +right the the +while +been the the the +within +young +and +be +it +me +were the the +a +ap the +resolution +by +show the +time the +city the the +if the +him the +been the +catholic +in the +soft +ofliccr the the the the the +be +been the +in the +costs the the +ject the the +hour the +over +state +lowing the the the +that +very +austin the +struggle +railroad the the the +part the the +attention +redondo +do +state +tion +of +in +put +purposes +city +those +made the +act the the the @@ -227,25 +500,50 @@ the the the the +amount +be +in the +taken the +priest the +th +geographical +that the the the +found the +right +be the +was +ject +city +and the +ground the +court the the +was +freshets the +solemnity +sufficient +city the the the the the +have the +it +of the the the @@ -253,124 +551,299 @@ the the the the +for +which +he +that +ol the the +be the the +of the +that +fact the +gentleman the the +to the the the the +book the +object the the the the the +people the the the +is the the the +that the +crowd +and +it +of +absence the +for the +mail the +have +was +will the the +proceeds +of the +whole the +even +he +tree +two +skeptical +have +with +are +nec the +city +cause the the the +virtue the +have the +any +eves the the +right the +manner +which the +was +in +you the +eleven +transit +said +will the +good the +and the +ness +new the the +complotion +roielerit the the +in +will +i the +which +me the +judges +to the +class the +whole the the +be +in the +of +be the the +is +for +execution +he +ceive the the +plain the +foreclosed the the +of the the +enstatives +without the +wife the +want +congress the +subject +man +prayer the +house +state +creation +people +so the the +with +himself +of the the the the +and the +firm the +i +had the +laying the +and +city +due +na +where +up +great the +begin +master +to +same +of +out +truth +exceeding the +its +give +question +that the the the the +trctners +voted +state +of +a +it the +man +gold +on the the +those the the +state the the the +service +deem the the the +with +law +chil the +acres the +went the +offenders +witch the +a the +parcel +are +farm +them the the the +right +be the +and the +state the the the +of +on +will +title +in +merry +class the +iight +state +of +would +supplies +of +word +not +what the the the +is the the +i the +adorned +no +man +of +forward the +of +state the the the @@ -378,71 +851,141 @@ the the the the +play the the +look +of the +laitgmng +one +their the the +character +tween +city the +of +one the +demand the the +not +at +in the the +you +until the the the the +years the the +magistrate +he the +city the the the +greatly +advertised +everybody the +said +acres +has the the the the the +is the +tin +large +efforts the the +lems +that +and +two the +any the the the +time +he +lsthcre the the the +very +and +is +prior the +president the the the +way +birth the the the the +these the +from +demand the +ten +one the the +be +at +been +more +order +virtue +mclaughlin the the +he +sum the +it +short the the +mrs the +from the the +application the +it the the +people the the the the +miles the +city +have the the the @@ -451,11 +994,21 @@ the the the the +told +fact +city +in +house the +not +right the +would +other the the the +such the the the @@ -463,291 +1016,660 @@ the the the the +very +in +on the +year +and the +may the the +canada +ceive the +consideration +large +in the the the +are +at +yeo the the +of the +he +far +number the the +of +as +not +agent the +not the the the +they +by +line +be +education the +have +it the +well the the +gloves +question the the the the the the +tennessee +held +make the +on +catholic the the +found the the +a +part +topograpny +grandeur the the +a +low the the the +part the +be +his +enter the +make +is +amount the +that the +not the the the the +my +of the the +very +year the the +gift +how the +young the the +and +and the +out +to the the +in +trust +it +said +of the the the the +in the the +a the +that +dollar the +it the +of the the +or +has +in the the +mora +member +accident +reclamation +one +york +i the the +expectations the +of +and +i the the +keep the the the +worthington +of +city the +mich the the +it the the the +do +was +in +he +was +number the +of +time +made the +magill the +pres +features +comedy +th +he the +allegations +in +whalebouod the +with +speedy +had the the the +go +be the +defense +in the the +notwithstanding the +in +one the +a the +he +a +great the the the +of the +sire +ceive the the +wish the the the the the the +all +schools the +lands +intended +strayed the +and +and the +in the the +roose the the the +house +not the the the the +same +of the +in +tested the the +perches +along +bank the +more the the +given the the the +which +puluiioii +to the +of +that +by the the +not +one the the the +bearing +and +who the the the +which the +and +to +to the +further the the +of the the +loved the the +ivtratioa the +guard the the +of +which +ceive +committee the +of +he the the +new +d +in the the the +of +recorded the +is +received +number the +of +city the the +south +of +in the the +was the +be the the +heat the +enough the +of +man the +one +a +convention +township the the +of +of the the +hut the the +mortgage +compelled the the the +on the the +w +been the the the the the +on the +he the the +you +is +he +account the the the the the +his +in the +said +on the +e the +favor +a +few +least +to the the the the +is the +discussed the +which +river the the +beef the the +he +costly the +as +end +most the the +ail +it +wife +to +year +miles the +city +rate +merely +white +right +majority the the the +perience the the the +see +on +vivian +promote +of the the +oats +most +in +ing the +that the the +of +precisely +of the +sometimes +heard the +sight the +delivered +i the the +our +hungry the +had +part +go the the +troops +large +for the +ing +received the the +desire the the the +side +man +their +us +get +of +be the the +to +with +this the the the +united +should the +surprised the +in +almost +jury +is +y the the +was +radical +down +they +o the the +and +state +more the the the +them +on +make the the the +be +along +to +people +been +due the +her +carried +it the +to +prise the the the the +cent the +was +for the +life the +of the +ngnt +my the +city +and +not the +meeting +that +by +number +rejection +recorded +in +top +er the +it +about +i the +more +same the the the +will +terms +to the the +said the +that the +as +but the +of the +m the +up the the +demo +onr +of the the +expressed the +wife the +once +other +at +one the +money the +in +ad +it the +titled +thousand the the +not +is +senate the the the @@ -755,73 +1677,159 @@ the the the the +first +ihtire the the +city the the the +welltodo +p the +use the +class the +of the the +rf the the +not the the +states the +as +wo the +same the the the +he the the +ques +it +my the +confederacy +whom +state the the +a +least +a +avenue the +had +states +to the +a the +not the the the +of +tif +little +come +temporal +you +such the +of +smith the the the the +can the +coast the the the the +said +state +people the +number +it +there +aversion the +ad +in +informed +got +it the the +people the +it the +gates the +mortgage +milliners +at +cupancy +held the the the +of the +is the +have the the the +there the +be the the +was +to the the +had the +markets +ference +north +thronged +do +ol +government +it the the the +vives +mclaughlin +been +about the +and +young +not the the +city +is the the the @@ -829,349 +1837,714 @@ the the the the +quarter +of +to +get +filed the +should the the +thereafter +honorable +time the the +be the +how the +in the +along the the the +a the +hour the the the +hands the +was the the the +opera the the the the +upon +was +more +e +not the the the the +war +destroyed +had the +adopt the +that the +of the the the +secretary the the +country +foreclosed the the the +foo +into +vote +man the the +far the +acted the +it the the the the the +taxation +for +been +city the the the the the +per the the the +were +of the +city the +gloomy +will the +talking +he +of the +had +j +j the the +constitution +results +general +arriving the the the +congress +see +that +and +money +made +way +stipulated the the +made the the the +point the +ive +they +his +law the the the +was the +to the the the the +in the the +these the the the +part +be the +of the +ment +wills +spikes the +of the +principle the +ttnae +is the the the +same the +interest the the +by the +can +in +toiling +ance +room +fund +commissioner the +when +com +line the +constitu the the the +foreclosed +li +know the +i the the +whieli the +it the the the +day +same +hands the the +be +to +execution +s +called +were +ization +people the +able the +officers the +do the the +come the +country +was the the the +merry +bans the +all +of +done +difficult the the the the the +he +every +and +mud the +no the the the +southern the +motive the the +but the the +it +of the the +costs +are the +of the the the the +have the +tion +it +medicine +with +who +dispute the the +manner +little the the +it +year the the +misjudged the the +of +on the +medi the the +not +occupied the +house the +city the +with the the the +it +net +in +make the +and the the the the +was +mooney +person the +enemyi the +in the the +them the the the +wurteni +be the +is the the the +ten the +as +said +thcbooks the the the the +parallel +as +views +oregon +planning +state +episcopal +tion the +been +pleted the +at the the +in the +from the +from +it the +is +northern +revived the +be the the +portunity the the +out +in +be +state the +less +told +will the the the the +right the the +by +notice +i the +pennsylvania the the the +ameri the +wdien +of the the +enquiry the the +is +this the the +that +state +pointed the +side +at +lated the +claim +this the +ladder +to +that +told the the the +her +out +him the +and +in +country the the the the +not the the the the +cloaks the the the the the the +city +secured +will the the the the the the +study the the +he the the +little the +problem the the +sell +same +of the +railroad +have the the the +they +leather +part the the +public +sycopliants the +great the +more the the the the the +low +worth the +tli the the +them the the +in +precluded the +tribunals +it the +to the +to +been +this +provement +and the the the +have +attempt +action the +most +that the the +pie +th the +provisions the the +said +to +of +pins the the +under +and the +not +and +recorded +man the the +every +tober +yourself +favor the the the +house the +more +next +cess +of the +portion +to +and the the +know the +he +few +in +that the the +in +therefore +naked the the the +will the +not the +some +duty the the the the +day +public +people the the +of +of the the +at the the the +not the the +undue the +country the the +around +at +believe +man +favor +number +itere +east +as the +brown +as the the +to +goode the the the +hall +be the +can +budge +at the +see the the +benkelp +more the the the +it the +one +united +squar +established +said the +only the the the the the the +city +for the +other the +used the the +we +never the the +in +a +in the the +useless +or +good +those the the the the the +questions the the the @@ -1179,25 +2552,49 @@ the the the the +to +came +was +is +he +time the the +all the +logan the +it +carefully the the the +no +and the +by the the +of +has +country the the the +be the the +six the +wards +afiiboy +as the +number +ambulances the the +fond the the the @@ -1206,114 +2603,247 @@ the the the the +for +of +forked +look +uilhrcut the +come the the +civilization the the the the +be the the +shop +been the the the +ft the +county the +will the the +been +country +door +practice +of the +mentioned +success the +noti the +avenue the the the +was +that the +be +ac +pur +large the +murder +trict +by the +fail +added the the +of the the +been +they +easily +willing the the +of +may +not +single +number the +was the the +a the +people +true +repulse +that +quently the +we the the +corted the the +advert the the +lucky +right +make the +and +number the +its the +would +both the the the +to +finds +manner +that +lonely +two the the the the +of +attention +here the +subjectsof +it +people the the +it the the +city +and +it +number +property +be +deprived the +be the the the +once +question the +but +been the +ly the the the the +such +committee the the the +since the +for the +state the +it +large +say the the the the +not the +man +have +extent +we +last the +want the the +of +to the the the the the +auction the +sprinkle the +at +hour +newspaper the +odious +be the +i the the +be +be +build the +them +times +landd +any the the +of +that +country the +so the the the +car +part +as +made +city the the the the the +all the the +lie the the +two +stipulated +frozen the the the @@ -1321,307 +2851,661 @@ the the the the +really the +ter +both the +to +have the the +state the +in the the +bill +a the the +a +time +his the the +russian the +such the +six the the the +of the the +state +system +subsequer the the the the +successive the the +wife +not +are the +never +and the +same +of +order +prisoners +he +day the +ounf +davis the +that the the the the +marphy +in +quarters +cataclasm +of the +than +which the the the the +a the the +my +of +andre +next +payment the +long +percent the +man +selberts the the the +is +city the the +is the +how the the the the +that +will the +said +on +city the the +subscriber the +vegetable +made +question +that +bis +given +cocked the the +a +state +smali the the the +reporter the the +that the +it the the the the +be +jili +consistent the +of +tinct +have the +to +of +bird +members the +made +that the +road +a the the the the +carolina +seats the +able +him +application the +j the the +notice +judicial +tinue the +also the +trict +said the the the the the +blowingcalled +and +city the the the the the +court +account the +compelled the the the +j +at +of +preeminent +a +city the +chango +of +be +now the +be +up +good the +city the +oxygen the the the +states +could +lhe the +can +such +name the the the the the the +langdon +at the the +weak the the the the the the +world +little the +con the the +a the the +miles +been the +is +things the the +manner +duty +threw +with the +state +people +to +city +duty the the +next +city the +word the the the +of +of the +rest +country +to +of the the the +sen the the +and the +city the the the +same +were the +poplar the +sold +wishing +half +say +are the the +in +perhaps the the the the +systematic +of the the the the +forlorn +ceeded the the the the +evidence the +man +be the the +i the +th the +time +high +of +and +and +of +it the the +that +are +per the the +to the +his +and the the +vice +that the +pends +for +irving +his +will +when +of the the +thai the +and +say +it the +business +includes +and the +about +com +country the the the +ago the +on +take the the the +manner +people the +if +their the the +made the the the +of +effort +been the the +per +and the the the +as the +knew +by the +from +that the +been the +everybody +dur +their +leaders +from the the +states +which +which the the the +when +lords the +record the +occasion +will the the +to the +wanted the the +it the +other the +season +time +said +person the the +friends the the the the +at the the the +hen the the the the +and +duty +defence +is the +ours +larenl the +root the +other the the the +ministration the +number the the the the the +people the +be the +manner the +a +to +it +a the +and +have the the the +a +is the +nleholl the +benefits the the the the +different +hour the +city the +in +has +is +found the +has +all +this the the the +in +voice +consequently +provides the +is the +inquisition +one +so +they +work +smith +in +was +lit +is +turned the the the +which the +state the the +having the the the +for +of +things +number the +other the +known the +people +provement the the +then the the the the the +by +of +which the +right +of +were +upon the +been +it the the the +is the +in +day the +been +each +bers +in +a the +to the +about the +of the +tered the the the +hand +propositions the the the +a +him the the +great +of the +taken the +it +said +hands +city +make +part +than the +its +in +was the the +people +sewingwith the the the @@ -1630,46 +3514,88 @@ the the the the +auy +part +an +containing the +a the +line the +time +leges +is +j +try the the +make +steadily +forth the +to the the +that +to the the the +strange the +which the +of +is the +congress the the the the the +posed the +years the the +is the the +end the the +and +states +is +eois +under +his the the the +city +of the +on +will +of the the +rights the +or the +in the the +to the the the the +city the the the @@ -1679,103 +3605,201 @@ the the the the +judgment +to the +city the +is the the the the the +to the the the the +had +and +in the +demand +be +be +adjacent +on the the +people +in +door +purpose +in the the the +or +those +and +disease +be +a the the +other the +city the +to the +in +as the +usual +in the the +same the +he +termined the +paid +taken the +sixth the +city +city the the the the +air the the +hickman +which the the +and +mortgage the +falls the the +knees +execution +by the the the +alley the +said +five the +business +want the +present the the +as the the the the +that +state +bunch +carolina +right the the +railroads +with the the the the +state +and the +land +some +duly the the +say the the the +above the +no +to the the the the +of the +in the +years +rowland +over the the the the the the +communication +at the the +it +tinued the the the +fifth the the the the the the +not the the the +be +pavs +selves +at the the +be the +as the +that +said +it +material the +that +ded +to +to +that the +ing the the the @@ -1784,547 +3808,1176 @@ the the the the +concerning +to the +him the +city the +want +out the +of +together the +court +world the +my the the +at +is the the +they the +purely +other the +himself the +world +been the +it +to the +mat the +every +one the the the the +readers +issue the the +time the +sufficient the +thought +deg +must the +his the the +other the the 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