challenging-america-word-ga.../run_5.ipynb

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from google.colab import drive
drive.mount('/content/gdrive')
Drive already mounted at /content/gdrive; to attempt to forcibly remount, call drive.mount("/content/gdrive", force_remount=True).
root_path = '/content/gdrive/MyDrive/challenging-america-word-gap-prediction'
import torch
torch.cuda.is_available()
True
import torch
import csv
torch.cuda.empty_cache()
from torch.utils.data import DataLoader
import pandas as pd
from os.path import exists
from torchtext.vocab import build_vocab_from_iterator
import itertools
import regex as re
from csv import QUOTE_NONE
from torch import nn

ENCODING = "utf-8"

REP = re.compile(r"[{}\[\]\&%^$*#\(\)@\t\n0123456789]+")
REM = re.compile(r"'s|[\-]\\\\n|\-\\\\n|\p{P}")

def read_csv(fname):
    return pd.read_csv(fname, sep="\t", on_bad_lines='skip', header=None, quoting=QUOTE_NONE, encoding=ENCODING)

def clean_text(text):
    res = str(text).lower().strip()
    res = res.replace("", "'")
    res = REM.sub("", res)
    res = REP.sub(" ", res)
    res = res.replace("'t", " not")
    res = res.replace("'s", " is")
    res = res.replace("'ll", " will")
    res = res.replace("'ve'", "have")
    return res.replace("'m", " am")

def get_words_from_line(line, specials = True):
    line = line.rstrip()
    if specials:
      yield '<s>'
    for m in re.finditer(r'[\p{L}0-9\*]+|\p{P}+', line):
        yield m.group(0).lower()
    if specials:
      yield '</s>'


def get_word_lines_from_data(d):
    for line in d:
        yield get_words_from_line(line)




class Bigrams(torch.utils.data.IterableDataset):
    def __init__(self, data, vocabulary_size):
        self.vocab = build_vocab_from_iterator(
           get_word_lines_from_data(data),
           max_tokens = vocabulary_size,
           specials = ['<unk>'])
        self.vocab.set_default_index(self.vocab['<unk>'])
        self.vocabulary_size = vocabulary_size
        self.data = data

    @staticmethod
    def look_ahead_iterator(gen):
        w1 = None
        for item in gen:
            if w1 is not None:
                yield (w1, item)
            w1 = item

    def __iter__(self):
       return self.look_ahead_iterator(
           (self.vocab[t] for t in itertools.chain.from_iterable(get_word_lines_from_data(self.data))))

class SimpleBigramNeuralLanguageModel(torch.nn.Module):
    def __init__(self, vocabulary_size, embedding_size):
        super(SimpleBigramNeuralLanguageModel, self).__init__()
        self.model = nn.Sequential(
            nn.Embedding(vocabulary_size, embedding_size),
            nn.Linear(embedding_size, vocabulary_size),
            nn.Softmax(),
        )

    def forward(self, x):
        return self.model(x)




data = read_csv("/content/gdrive/MyDrive/challenging-america-word-gap-prediction/train/in.tsv.xz")
train_words = read_csv("/content/gdrive/MyDrive/challenging-america-word-gap-prediction/train/expected.tsv")

train_data = data[[6, 7]]
train_data = pd.concat([train_data, train_words], axis=1)
train_data = train_data[6] + train_data[0] + train_data[7]
train_data = train_data.apply(clean_text)

vocab_size = 30000
embed_size = 150

train_dataset = Bigrams(train_data, vocab_size)



device = 'cuda' if torch.cuda.is_available() else 'cpu'
model = SimpleBigramNeuralLanguageModel(vocab_size, embed_size).to(device)
print(device)
if(not exists('model1.bin')):
    data = DataLoader(train_dataset, batch_size=8000)
    optimizer = torch.optim.Adam(model.parameters())
    criterion = torch.nn.NLLLoss()

    model.train()
    step = 0
    for i in range(2):
      print(f"EPOCH {i}=========================")
      for x, y in data:
          x = x.to(device)
          y = y.to(device)
          optimizer.zero_grad()
          ypredicted = model(x)
          loss = criterion(torch.log(ypredicted), y)
          if step % 100 == 0:
              print(step, loss)
          step += 1
          loss.backward()
          optimizer.step()

    torch.save(model.state_dict(), 'model1.bin')
else:
    print("Loading model1")
    model.load_state_dict(torch.load('model1.bin'))



vocab = train_dataset.vocab

def predict(tokens):
    ixs = torch.tensor(vocab.forward(tokens)).to(device)
    out = model(ixs)
    top = torch.topk(out[0], 8)
    top_indices = top.indices.tolist()
    top_probs = top.values.tolist()
    top_words = vocab.lookup_tokens(top_indices)
    result = ""
    for word, prob in list(zip(top_words, top_probs)):
                result += f"{word}:{prob} "
    # result  += f':0.01'
    return result

DEFAULT_PREDICTION = "from:0.2 the:0.2 to:0.2 a:0.1 and:0.1 of:0.1 :0.1"

def predict_file(result_path, data):
    with open(result_path, "w+", encoding="UTF-8") as f:
        for row in data:
            result = {}
            before = None
            for before in get_words_from_line(clean_text(str(row)), False):
              pass
            before = [before]
            print(before)
            if(len(before) < 1):
                result = DEFAULT_PREDICTION
            else:
                result = predict(before)
            result = result.strip()
            f.write(result + "\n")
            print(result)

cuda
Loading model1
dev_data = pd.read_csv("/content/gdrive/MyDrive/challenging-america-word-gap-prediction/dev-0/in.tsv.xz", sep='\t', header=None, quoting=csv.QUOTE_NONE)[6]
dev_data = dev_data.apply(clean_text)
predict_file("/content/gdrive/MyDrive/challenging-america-word-gap-prediction/dev-0/out.tsv", dev_data)

test_data = pd.read_csv("/content/gdrive/MyDrive/challenging-america-word-gap-prediction/test-A/in.tsv.xz", sep='\t', header=None, quoting=csv.QUOTE_NONE)[6]
test_data = test_data.apply(clean_text)
predict_file("/content/gdrive/MyDrive/challenging-america-word-gap-prediction/test-A/out.tsv", test_data)
['fromn']
to:0.6022941470146179 <unk>:0.08413857221603394 the:0.02710115723311901 a:0.024180108681321144 cents:0.01099067460745573 and:0.010230590589344501 oclock:0.01012511644512415 at:0.007927066646516323
['its']
<unk>:0.2702571153640747 own:0.019152523949742317 use:0.006631065625697374 way:0.005629365798085928 provisions:0.004911798983812332 power:0.004610280506312847 origin:0.0041810800321400166 present:0.004065223038196564
['ot']
the:0.22001349925994873 <unk>:0.19508947432041168 a:0.030033614486455917 this:0.01654713787138462 tho:0.016085060313344002 his:0.013413750566542149 tbe:0.011244924739003181 said:0.010236472822725773
['singlenspiing']
<unk>:0.13795071840286255 the:0.050966303795576096 of:0.046845439821481705 and:0.042942408472299576 to:0.03077627159655094 in:0.023394089192152023 a:0.01842011697590351 that:0.01086820662021637
['com']
<unk>:0.3745647668838501 nmittee:0.0985867902636528 npany:0.07008005678653717 nplete:0.0227628406137228 nmenced:0.022177640348672867 nmunity:0.019416389986872673 ning:0.018061168491840363 npelled:0.017108052968978882
['with']
the:0.18855905532836914 <unk>:0.16477812826633453 a:0.09615594893693924 his:0.021452313289046288 an:0.01595587097108364 all:0.014357201755046844 which:0.011805357411503792 their:0.010865600779652596
['fruitn']
<unk>:0.13795071840286255 the:0.050966303795576096 of:0.046845439821481705 and:0.042942408472299576 to:0.03077627159655094 in:0.023394089192152023 a:0.01842011697590351 that:0.01086820662021637
['lazarette']
<unk>:0.13795071840286255 the:0.050966303795576096 of:0.046845439821481705 and:0.042942408472299576 to:0.03077627159655094 in:0.023394089192152023 a:0.01842011697590351 that:0.01086820662021637
['seasonnmechanics']
<unk>:0.13795071840286255 the:0.050966303795576096 of:0.046845439821481705 and:0.042942408472299576 to:0.03077627159655094 in:0.023394089192152023 a:0.01842011697590351 that:0.01086820662021637
['infelt']
that:0.16725043952465057 a:0.1049814447760582 the:0.07968802005052567 <unk>:0.06530243158340454 as:0.040015850216150284 so:0.02690543234348297 to:0.023759080097079277 it:0.01877797581255436
['these']
<unk>:0.19787919521331787 are:0.03109699860215187 men:0.02476704865694046 things:0.01615901105105877 two:0.015082272700965405 were:0.014673557132482529 days:0.007715313229709864 people:0.0068898797035217285
['to']
<unk>:0.1641007363796234 the:0.12734068930149078 be:0.05047796294093132 a:0.02106613852083683 make:0.012407870031893253 do:0.012361159548163414 have:0.012224489822983742 his:0.008027305826544762
['too']
<unk>:0.18147820234298706 much:0.09218698740005493 late:0.02721041440963745 long:0.02395564876496792 many:0.02172279916703701 far:0.01422102004289627 small:0.01405904721468687 great:0.012681767344474792
['then']
<unk>:0.17314893007278442 the:0.054305776953697205 th:0.027903184294700623 he:0.025194548070430756 a:0.01811600849032402 i:0.01776750013232231 to:0.017214776948094368 in:0.016991956159472466
['me']
<unk>:0.1571723371744156 to:0.09861639887094498 and:0.05510082468390465 that:0.04905012249946594 in:0.031311556696891785 a:0.026816315948963165 i:0.02574211359024048 the:0.022411905229091644
['country']
<unk>:0.11966928094625473 and:0.07137807458639145 in:0.03494032099843025 is:0.034728653728961945 to:0.03073720633983612 the:0.026472346857190132 that:0.016115514561533928 has:0.01602117158472538
['pray']
for:0.1147090271115303 that:0.09854457527399063 <unk>:0.09667541831731796 and:0.05276889353990555 to:0.043221574276685715 the:0.026828594505786896 thee:0.020481640473008156 ning:0.01991654746234417
['well']
as:0.17864541709423065 <unk>:0.11902722716331482 known:0.06120625138282776 and:0.03417086973786354 to:0.030580556020140648 in:0.01440605241805315 that:0.013506671413779259 for:0.012597030960023403
['n']
<unk>:0.22925962507724762 n:0.06464511156082153 y:0.03201986104249954 c:0.019956285133957863 the:0.018512077629566193 w:0.017649687826633453 and:0.017604317516088486 e:0.016488024964928627
['and']
<unk>:0.1791187971830368 the:0.06385066360235214 a:0.01666204072535038 in:0.01507352851331234 that:0.012835350818932056 to:0.011688937433063984 it:0.010210222564637661 i:0.007507757283747196
['mag']
<unk>:0.6771595478057861 var:0.04740045964717865 and:0.015082723461091518 a:0.01107875257730484 the:0.00967230275273323 to:0.009017998352646828 of:0.006967801600694656 e:0.006326612550765276
['seed']
<unk>:0.14156512916088104 and:0.047204963862895966 is:0.03819289058446884 in:0.029025167226791382 the:0.025906240567564964 of:0.023483337834477425 corn:0.02170969545841217 was:0.019000500440597534
['and']
<unk>:0.1791187971830368 the:0.06385066360235214 a:0.01666204072535038 in:0.01507352851331234 that:0.012835350818932056 to:0.011688937433063984 it:0.010210222564637661 i:0.007507757283747196
['york']
<unk>:0.18007470667362213 and:0.07088713347911835 city:0.04835294559597969 the:0.01977786421775818 to:0.01939130388200283 for:0.01731991022825241 in:0.014967141672968864 tribune:0.013161341659724712
['beenn']
<unk>:0.21989615261554718 a:0.027275050058960915 in:0.023197248578071594 and:0.015070127323269844 the:0.010114927776157856 to:0.007723797112703323 of:0.005964544601738453 at:0.0057502021081745625
['and']
<unk>:0.1791187971830368 the:0.06385066360235214 a:0.01666204072535038 in:0.01507352851331234 that:0.012835350818932056 to:0.011688937433063984 it:0.010210222564637661 i:0.007507757283747196
['buy']
<unk>:0.14975865185260773 a:0.10235429555177689 the:0.07125183194875717 and:0.043543219566345215 it:0.02510141395032406 in:0.021220633760094643 for:0.016868017613887787 them:0.015618979930877686
['inferen']
<unk>:0.13795071840286255 the:0.050966303795576096 of:0.046845439821481705 and:0.042942408472299576 to:0.03077627159655094 in:0.023394089192152023 a:0.01842011697590351 that:0.01086820662021637
['uponn']
<unk>:0.13795071840286255 the:0.050966303795576096 of:0.046845439821481705 and:0.042942408472299576 to:0.03077627159655094 in:0.023394089192152023 a:0.01842011697590351 that:0.01086820662021637
['ar']
<unk>:0.3615242540836334 nrested:0.04803482070565224 nranged:0.01859256438910961 the:0.017519423738121986 a:0.016516724601387978 nrived:0.016169406473636627 sch:0.015866553410887718 schs:0.01586332358419895
['minister']
of:0.20191951096057892 <unk>:0.1576572060585022 to:0.08270685374736786 and:0.055784814059734344 in:0.04526316374540329 who:0.022849131375551224 was:0.01826796866953373 is:0.01268035639077425
['ofsn']
<unk>:0.13795071840286255 the:0.050966303795576096 of:0.046845439821481705 and:0.042942408472299576 to:0.03077627159655094 in:0.023394089192152023 a:0.01842011697590351 that:0.01086820662021637
['memorable']
<unk>:0.23944434523582458 day:0.026241321116685867 year:0.024737460538744926 and:0.024195699021220207 occasion:0.02371875010430813 in:0.01599171571433544 event:0.015270641073584557 night:0.009204641915857792
['not']
<unk>:0.14968617260456085 be:0.04642459750175476 only:0.03997911512851715 to:0.033478107303380966 a:0.03148456662893295 been:0.020359180867671967 the:0.02024826779961586 in:0.01442572008818388
['or']
<unk>:0.20414391160011292 the:0.04081256687641144 a:0.018578192219138145 in:0.017286691814661026 any:0.015642661601305008 two:0.014492310583591461 to:0.013875987380743027 other:0.01381285022944212
['and']
<unk>:0.1791187971830368 the:0.06385066360235214 a:0.01666204072535038 in:0.01507352851331234 that:0.012835350818932056 to:0.011688937433063984 it:0.010210222564637661 i:0.007507757283747196
['thought']
that:0.10238199681043625 of:0.09746503084897995 <unk>:0.08445286750793457 it:0.0692593976855278 the:0.03876238316297531 to:0.036570657044649124 he:0.03208998963236809 and:0.02360614947974682
['n']
<unk>:0.22925962507724762 n:0.06464511156082153 y:0.03201986104249954 c:0.019956285133957863 the:0.018512077629566193 w:0.017649687826633453 and:0.017604317516088486 e:0.016488024964928627
['no']
<unk>:0.21101464331150055 one:0.030883168801665306 doubt:0.021309345960617065 longer:0.015751631930470467 more:0.015039087273180485 other:0.012437735684216022 at:0.00836264993995428 of:0.007628906983882189
['furnished']
by:0.13623559474945068 <unk>:0.13086862862110138 the:0.07768431305885315 with:0.06902734190225601 to:0.06692063063383102 and:0.031122008338570595 in:0.030942710116505623 a:0.024767804890871048
['kindhe']
<unk>:0.13795071840286255 the:0.050966303795576096 of:0.046845439821481705 and:0.042942408472299576 to:0.03077627159655094 in:0.023394089192152023 a:0.01842011697590351 that:0.01086820662021637
['ofn']
<unk>:0.11161091923713684 the:0.05351819470524788 and:0.045352645218372345 to:0.029555894434452057 in:0.02119685336947441 per:0.02113071084022522 a:0.02079508826136589 s:0.018661532551050186
['share']
of:0.2963021993637085 in:0.11481660604476929 <unk>:0.08151209354400635 the:0.04714621230959892 and:0.029531721025705338 to:0.02145523764193058 or:0.020925426855683327 ofnthe:0.01523417979478836
['idn']
<unk>:0.13795071840286255 the:0.050966303795576096 of:0.046845439821481705 and:0.042942408472299576 to:0.03077627159655094 in:0.023394089192152023 a:0.01842011697590351 that:0.01086820662021637
['the']
<unk>:0.22546915709972382 same:0.00775930006057024 state:0.007242937106639147 first:0.006000572349876165 city:0.005373408552259207 most:0.005041860044002533 people:0.005007922183722258 united:0.0049338326789438725
['ho']
<unk>:0.19489049911499023 was:0.07406753301620483 had:0.05150853469967842 is:0.036005403846502304 has:0.022943999618291855 would:0.018995828926563263 will:0.01608256995677948 could:0.015021993778645992
['to']
<unk>:0.1641007363796234 the:0.12734068930149078 be:0.05047796294093132 a:0.02106613852083683 make:0.012407870031893253 do:0.012361159548163414 have:0.012224489822983742 his:0.008027305826544762
['particularly']
<unk>:0.1600012630224228 described:0.08091900497674942 in:0.05816621705889702 the:0.04016972333192825 to:0.0396663099527359 of:0.018677931278944016 that:0.016451124101877213 as:0.016146983951330185
['toundn']
<unk>:0.13795071840286255 the:0.050966303795576096 of:0.046845439821481705 and:0.042942408472299576 to:0.03077627159655094 in:0.023394089192152023 a:0.01842011697590351 that:0.01086820662021637
['resist']
the:0.20629844069480896 <unk>:0.13768623769283295 any:0.025579893961548805 it:0.02541232667863369 a:0.025056391954421997 nance:0.021608872339129448 his:0.02115912362933159 all:0.019421102479100227
['great']
<unk>:0.23301440477371216 deal:0.042057666927576065 many:0.023794014006853104 britain:0.01637883484363556 and:0.01608119159936905 northern:0.0075382268987596035 number:0.007448261603713036 work:0.006052902899682522
['sore']
<unk>:0.2727644741535187 throat:0.09327245503664017 and:0.06414686888456345 to:0.03874184936285019 of:0.02285708300769329 in:0.020859427750110626 eyes:0.014868006110191345 with:0.013868249021470547
['copious']
<unk>:0.2814045250415802 and:0.057153813540935516 spitting:0.024884618818759918 or:0.01493043638765812 rains:0.00676787318661809 expectoration:0.006205611862242222 use:0.005000473465770483 in:0.004916490521281958
['of']
the:0.24628451466560364 <unk>:0.16549083590507507 a:0.030842546373605728 this:0.018929913640022278 his:0.013870411552488804 tho:0.011849009431898594 said:0.010169874876737595 their:0.00833516288548708
['anniversary']
of:0.5570573806762695 <unk>:0.05830441787838936 ofnthe:0.025549080222845078 and:0.02235742285847664 the:0.013832224532961845 in:0.012621582485735416 ot:0.00933550950139761 that:0.007586529012769461
['drove']
<unk>:0.15266035497188568 the:0.08227454870939255 to:0.07634899020195007 up:0.04997767135500908 out:0.03920309618115425 them:0.034609872847795486 him:0.03244243934750557 a:0.030813029035925865
['claimn']
<unk>:0.13795071840286255 the:0.050966303795576096 of:0.046845439821481705 and:0.042942408472299576 to:0.03077627159655094 in:0.023394089192152023 a:0.01842011697590351 that:0.01086820662021637
['rulenyour']
<unk>:0.13795071840286255 the:0.050966303795576096 of:0.046845439821481705 and:0.042942408472299576 to:0.03077627159655094 in:0.023394089192152023 a:0.01842011697590351 that:0.01086820662021637
['then']
<unk>:0.17314893007278442 the:0.054305776953697205 th:0.027903184294700623 he:0.025194548070430756 a:0.01811600849032402 i:0.01776750013232231 to:0.017214776948094368 in:0.016991956159472466
['the']
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['it']
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['permit']
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['de']
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['dip']
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['andn']
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['disfiguration']
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['greatnmeasure']
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['day']
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['midgenmakes']
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['gratifiedn']
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['pay']
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['incidents']
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['only']
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['andneverybody']
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['whiell']
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['by']
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['come']
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['strictlyn']
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['incould']
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['being']
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['par']
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['prevalent']
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['a']
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['ad']
<unk>:0.46572381258010864 valorem:0.0639818087220192 nvanced:0.03069620206952095 nvance:0.021423691883683205 ndress:0.020832737907767296 the:0.015519566833972931 and:0.013783372938632965 in:0.012624251656234264
/usr/local/lib/python3.10/dist-packages/torch/nn/modules/container.py:217: UserWarning: Implicit dimension choice for softmax has been deprecated. Change the call to include dim=X as an argument.
  input = module(input)
Strumieniowane dane wyjściowe obcięte do 5000 ostatnich wierszy.
['wellnspread']
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['wenn']
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['what']
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['some']
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['facts']
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['mi']
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['elevator']
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['wise']
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['then']
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['battallion']
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['deg']
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['admin']
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['mayn']
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['inntheir']
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['sealed']
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['hadngot']
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['schncrt']
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['thesnn']
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['camas']
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['nansemond']
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['bathing']
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['francisconsacramento']
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['etipulation']
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['constitutionn']
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['americann']
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['particularlyncall']
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['chiefnsecretary']
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['wicked']
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['mcdugaln']
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['financialn']
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['gentlemen']
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['wingfiehf']
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['robbery']
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['shall']
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['political']
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['ifn']
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['cantn']
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['louisiana']
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['thon']
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['foreclosed']
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['trumpet']
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['conscience']
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['fever']
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['nplainant']
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['last']
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['boutwell']
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['pater']
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['truly']
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['amounting']
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['a']
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['assiguee']
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['the']
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['man']
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['river']
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['tina']
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['tins']
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['a']
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['our']
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['a']
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['general']
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['andnmaking']
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['should']
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['protest']
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['largen']
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['vigorn']
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['al']
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['down']
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['heirs']
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['reached']
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['abandonmentn']
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['not']
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['astonished']
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['the']
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['the']
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['offthencoast']
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['foreigners']
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['oat']
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['one']
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['n']
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['n']
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['show']
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['en']
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['are']
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['home']
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['the']
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['intendednh']
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['are']
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['recipro']
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['if']
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['of']
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['the']
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['mostninstances']
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['sodan']
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['lears']
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['thank']
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['dominionn']
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['bolls']
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['crossing']
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['an']
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['in']
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['ourn']
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['elawan']
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['an']
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['die']
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['turnning']
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['isn']
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['thatn']
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['rejects']
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['to']
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['to']
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['then']
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['going']
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['ot']
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['andn']
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['assistance']
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['as']
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['congress']
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['gazetteer']
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['it']
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['of']
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['lnifg']
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['hadn']
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['a']
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['steeln']
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['onlyn']
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['orn']
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['thisn']
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['hensaid']
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['in']
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['he']
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['walln']
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['fifthn']
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['by']
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['then']
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['also']
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['for']
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['a']
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['byn']
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['toiigmi']
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['short']
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['good']
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['bottom']
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['alreadyn']
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['well']
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['kansas']
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['ml']
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['conveyed']
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['oi']
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['that']
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['correspondedn']
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['suffering']
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['to']
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['a']
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['cann']
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['rellon']
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['ben']
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['elevation']
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['there']
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['thenneeds']
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['lifen']
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['rising']
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['thenleaders']
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['ilaro']
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['the']
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['ning']
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['lapped']
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['in']
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['somowhatn']
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['deliberately']
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['fried']
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['aln']
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['of']
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['degrees']
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['up']
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['dentached']
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['commission']
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['porter']
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['circle']
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['making']
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['entrenchednminers']
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['let']
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['a']
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['grand']
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['the']
/usr/local/lib/python3.10/dist-packages/torch/nn/modules/container.py:217: UserWarning: Implicit dimension choice for softmax has been deprecated. Change the call to include dim=X as an argument.
  input = module(input)
Strumieniowane dane wyjściowe obcięte do 5000 ostatnich wierszy.
['employed']
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['man']
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['acre']
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['muchnengaged']
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['for']
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['backnat']
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['accoidancen']
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['busiest']
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['certified']
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['anvn']
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['atn']
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['fancysuchnwomen']
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['streetnrailway']
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['county']
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['ornby']
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['gluckaufn']
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['aboutnit']
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['pomona']
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['inn']
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['femalendiseases']
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['then']
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['congregationalnchurch']
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['spanishngold']
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['pollsnas']
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['used']
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['seriousn']
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['non']
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['poundmaster']
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['revolters']
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['commitment']
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['wnlardpure']
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['cor']
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['abomination']
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['aaron']
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['dealnart']
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['breakn']
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['competitors']
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['actionnof']
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['inn']
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['thosen']
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['pending']
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['hemlockn']
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['a']
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['whitenhorse']
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['during']
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['no']
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['illinois']
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['marry']
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['collarless']
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['his']
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['demonstratesn']
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['oulyn']
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['onr']
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['levied']
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['jovernmentnmr']
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['large']
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['membership']
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['byn']
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['said']
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['indispensable']
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['years']
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['son']
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['elected']
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['anvisitor']
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['nasty']
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['hudsonnriver']
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['nculture']
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['aud']
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['men']
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['seversn']
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['llacou']
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['o']
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['ssn']
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['stoodnout']
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['ininriuti']
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['adequate']
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['kitchenn']
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['me']
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['mexico']
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['bam']
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['onnsackcloth']
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['shonkept']
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['wantcrs']
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['wasndone']
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['the']
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['loopholen']
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['regards']
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['elevenn']
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['business']
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['thonbundle']
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['onenor']
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['womann']
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['eowmyn']
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['ncept']
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['slndp']
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['chemical']
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['issued']
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['westwurd']
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['thon']
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['ilnit']
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['linmorgan']
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['attributable']
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['value']
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['recentlynhave']
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['ourn']
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['indian']
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['seben']
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['betweein']
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['the']
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['beconincurable']
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['thus']
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['myself']
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['panacea']
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['timen']
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['other']
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['isaac']
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['kentucky']
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['samuel']
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['fnbad']
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['but']
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['not']
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['green']
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['judicious']
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['approximatenestimate']
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['distant']
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['moneynfrom']
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['went']
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['but']
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['n']
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['bushelsnto']
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['the']
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['thatn']
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['in']
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['tor']
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['the']
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['nicln']
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['with']
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['p']
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