challenging-america-word-gap-prediction/run_5.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU",
    "gpuClass": "standard"
  },
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ECxQCLFdh2dg",
        "outputId": "a5bf4387-212b-4f01-e3cc-df308fa015b8"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Drive already mounted at /content/gdrive; to attempt to forcibly remount, call drive.mount(\"/content/gdrive\", force_remount=True).\n"
          ]
        }
      ],
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/gdrive')"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "root_path = '/content/gdrive/MyDrive/challenging-america-word-gap-prediction'"
      ],
      "metadata": {
        "id": "uWXe1O7FjKVZ"
      },
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import torch\n",
        "torch.cuda.is_available()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Lo2e9lxajQGy",
        "outputId": "751a36fc-203b-40eb-e59e-139d6ed92231"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "True"
            ]
          },
          "metadata": {},
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import torch\n",
        "import csv\n",
        "torch.cuda.empty_cache()\n",
        "from torch.utils.data import DataLoader\n",
        "import pandas as pd\n",
        "from os.path import exists\n",
        "from torchtext.vocab import build_vocab_from_iterator\n",
        "import itertools\n",
        "import regex as re\n",
        "from csv import QUOTE_NONE\n",
        "from torch import nn\n",
        "\n",
        "ENCODING = \"utf-8\"\n",
        "\n",
        "REP = re.compile(r\"[{}\\[\\]\\&%^$*#\\(\\)@\\t\\n0123456789]+\")\n",
        "REM = re.compile(r\"'s|[\\-]\\\\n|\\-\\\\n|\\p{P}\")\n",
        "\n",
        "def read_csv(fname):\n",
        "    return pd.read_csv(fname, sep=\"\\t\", on_bad_lines='skip', header=None, quoting=QUOTE_NONE, encoding=ENCODING)\n",
        "\n",
        "def clean_text(text):\n",
        "    res = str(text).lower().strip()\n",
        "    res = res.replace(\"’\", \"'\")\n",
        "    res = REM.sub(\"\", res)\n",
        "    res = REP.sub(\" \", res)\n",
        "    res = res.replace(\"'t\", \" not\")\n",
        "    res = res.replace(\"'s\", \" is\")\n",
        "    res = res.replace(\"'ll\", \" will\")\n",
        "    res = res.replace(\"'ve'\", \"have\")\n",
        "    return res.replace(\"'m\", \" am\")\n",
        "\n",
        "def get_words_from_line(line, specials = True):\n",
        "    line = line.rstrip()\n",
        "    if specials:\n",
        "      yield '<s>'\n",
        "    for m in re.finditer(r'[\\p{L}0-9\\*]+|\\p{P}+', line):\n",
        "        yield m.group(0).lower()\n",
        "    if specials:\n",
        "      yield '</s>'\n",
        "\n",
        "\n",
        "def get_word_lines_from_data(d):\n",
        "    for line in d:\n",
        "        yield get_words_from_line(line)\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "class Bigrams(torch.utils.data.IterableDataset):\n",
        "    def __init__(self, data, vocabulary_size):\n",
        "        self.vocab = build_vocab_from_iterator(\n",
        "           get_word_lines_from_data(data),\n",
        "           max_tokens = vocabulary_size,\n",
        "           specials = ['<unk>'])\n",
        "        self.vocab.set_default_index(self.vocab['<unk>'])\n",
        "        self.vocabulary_size = vocabulary_size\n",
        "        self.data = data\n",
        "\n",
        "    @staticmethod\n",
        "    def look_ahead_iterator(gen):\n",
        "        w1 = None\n",
        "        for item in gen:\n",
        "            if w1 is not None:\n",
        "                yield (w1, item)\n",
        "            w1 = item\n",
        "\n",
        "    def __iter__(self):\n",
        "       return self.look_ahead_iterator(\n",
        "           (self.vocab[t] for t in itertools.chain.from_iterable(get_word_lines_from_data(self.data))))\n",
        "\n",
        "class SimpleBigramNeuralLanguageModel(torch.nn.Module):\n",
        "    def __init__(self, vocabulary_size, embedding_size):\n",
        "        super(SimpleBigramNeuralLanguageModel, self).__init__()\n",
        "        self.model = nn.Sequential(\n",
        "            nn.Embedding(vocabulary_size, embedding_size),\n",
        "            nn.Linear(embedding_size, vocabulary_size),\n",
        "            nn.Softmax(),\n",
        "        )\n",
        "\n",
        "    def forward(self, x):\n",
        "        return self.model(x)\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "GDsznRxrjNSi"
      },
      "execution_count": 9,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "\n",
        "data = read_csv(\"/content/gdrive/MyDrive/challenging-america-word-gap-prediction/train/in.tsv.xz\")\n",
        "train_words = read_csv(\"/content/gdrive/MyDrive/challenging-america-word-gap-prediction/train/expected.tsv\")\n",
        "\n",
        "train_data = data[[6, 7]]\n",
        "train_data = pd.concat([train_data, train_words], axis=1)\n",
        "train_data = train_data[6] + train_data[0] + train_data[7]\n",
        "train_data = train_data.apply(clean_text)\n",
        "\n",
        "vocab_size = 30000\n",
        "embed_size = 150\n",
        "\n",
        "train_dataset = Bigrams(train_data, vocab_size)\n",
        "\n",
        "\n",
        "\n",
        "device = 'cuda' if torch.cuda.is_available() else 'cpu'\n",
        "model = SimpleBigramNeuralLanguageModel(vocab_size, embed_size).to(device)\n",
        "print(device)\n",
        "if(not exists('model1.bin')):\n",
        "    data = DataLoader(train_dataset, batch_size=8000)\n",
        "    optimizer = torch.optim.Adam(model.parameters())\n",
        "    criterion = torch.nn.NLLLoss()\n",
        "\n",
        "    model.train()\n",
        "    step = 0\n",
        "    for i in range(2):\n",
        "      print(f\"EPOCH {i}=========================\")\n",
        "      for x, y in data:\n",
        "          x = x.to(device)\n",
        "          y = y.to(device)\n",
        "          optimizer.zero_grad()\n",
        "          ypredicted = model(x)\n",
        "          loss = criterion(torch.log(ypredicted), y)\n",
        "          if step % 100 == 0:\n",
        "              print(step, loss)\n",
        "          step += 1\n",
        "          loss.backward()\n",
        "          optimizer.step()\n",
        "\n",
        "    torch.save(model.state_dict(), 'model1.bin')\n",
        "else:\n",
        "    print(\"Loading model1\")\n",
        "    model.load_state_dict(torch.load('model1.bin'))\n",
        "\n",
        "\n",
        "\n",
        "vocab = train_dataset.vocab\n",
        "\n",
        "def predict(tokens):\n",
        "    ixs = torch.tensor(vocab.forward(tokens)).to(device)\n",
        "    out = model(ixs)\n",
        "    top = torch.topk(out[0], 8)\n",
        "    top_indices = top.indices.tolist()\n",
        "    top_probs = top.values.tolist()\n",
        "    top_words = vocab.lookup_tokens(top_indices)\n",
        "    result = \"\"\n",
        "    for word, prob in list(zip(top_words, top_probs)):\n",
        "                result += f\"{word}:{prob} \"\n",
        "    # result  += f':0.01'\n",
        "    return result\n",
        "\n",
        "DEFAULT_PREDICTION = \"from:0.2 the:0.2 to:0.2 a:0.1 and:0.1 of:0.1 :0.1\"\n",
        "\n",
        "def predict_file(result_path, data):\n",
        "    with open(result_path, \"w+\", encoding=\"UTF-8\") as f:\n",
        "        for row in data:\n",
        "            result = {}\n",
        "            before = None\n",
        "            for before in get_words_from_line(clean_text(str(row)), False):\n",
        "              pass\n",
        "            before = [before]\n",
        "            print(before)\n",
        "            if(len(before) < 1):\n",
        "                result = DEFAULT_PREDICTION\n",
        "            else:\n",
        "                result = predict(before)\n",
        "            result = result.strip()\n",
        "            f.write(result + \"\\n\")\n",
        "            print(result)\n",
        "\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "UAGoWjAvgdHR",
        "outputId": "7488a193-d5d3-4e15-8c94-e6a92fcb6e1c"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "cuda\n",
            "Loading model1\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "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]\n",
        "dev_data = dev_data.apply(clean_text)\n",
        "predict_file(\"/content/gdrive/MyDrive/challenging-america-word-gap-prediction/dev-0/out.tsv\", dev_data)\n",
        "\n",
        "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]\n",
        "test_data = test_data.apply(clean_text)\n",
        "predict_file(\"/content/gdrive/MyDrive/challenging-america-word-gap-prediction/test-A/out.tsv\", test_data)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "NcAFyvb6gi6O",
        "outputId": "dac6e397-e648-46d7-aa36-ad7675cec7d3"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "['fromn']\n",
            "to:0.6022941470146179 <unk>:0.08413857221603394 the:0.02710115723311901 a:0.024180108681321144 cents:0.01099067460745573 and:0.010230590589344501 oclock:0.01012511644512415 at:0.007927066646516323\n",
            "['its']\n",
            "<unk>:0.2702571153640747 own:0.019152523949742317 use:0.006631065625697374 way:0.005629365798085928 provisions:0.004911798983812332 power:0.004610280506312847 origin:0.0041810800321400166 present:0.004065223038196564\n",
            "['ot']\n",
            "the:0.22001349925994873 <unk>:0.19508947432041168 a:0.030033614486455917 this:0.01654713787138462 tho:0.016085060313344002 his:0.013413750566542149 tbe:0.011244924739003181 said:0.010236472822725773\n",
            "['singlenspiing']\n",
            "<unk>:0.13795071840286255 the:0.050966303795576096 of:0.046845439821481705 and:0.042942408472299576 to:0.03077627159655094 in:0.023394089192152023 a:0.01842011697590351 that:0.01086820662021637\n",
            "['com']\n",
            "<unk>:0.3745647668838501 nmittee:0.0985867902636528 npany:0.07008005678653717 nplete:0.0227628406137228 nmenced:0.022177640348672867 nmunity:0.019416389986872673 ning:0.018061168491840363 npelled:0.017108052968978882\n",
            "['with']\n",
            "the:0.18855905532836914 <unk>:0.16477812826633453 a:0.09615594893693924 his:0.021452313289046288 an:0.01595587097108364 all:0.014357201755046844 which:0.011805357411503792 their:0.010865600779652596\n",
            "['fruitn']\n",
            "<unk>:0.13795071840286255 the:0.050966303795576096 of:0.046845439821481705 and:0.042942408472299576 to:0.03077627159655094 in:0.023394089192152023 a:0.01842011697590351 that:0.01086820662021637\n",
            "['lazarette']\n",
            "<unk>:0.13795071840286255 the:0.050966303795576096 of:0.046845439821481705 and:0.042942408472299576 to:0.03077627159655094 in:0.023394089192152023 a:0.01842011697590351 that:0.01086820662021637\n",
            "['seasonnmechanics']\n",
            "<unk>:0.13795071840286255 the:0.050966303795576096 of:0.046845439821481705 and:0.042942408472299576 to:0.03077627159655094 in:0.023394089192152023 a:0.01842011697590351 that:0.01086820662021637\n",
            "['infelt']\n",
            "that:0.16725043952465057 a:0.1049814447760582 the:0.07968802005052567 <unk>:0.06530243158340454 as:0.040015850216150284 so:0.02690543234348297 to:0.023759080097079277 it:0.01877797581255436\n",
            "['these']\n",
            "<unk>:0.19787919521331787 are:0.03109699860215187 men:0.02476704865694046 things:0.01615901105105877 two:0.015082272700965405 were:0.014673557132482529 days:0.007715313229709864 people:0.0068898797035217285\n",
            "['to']\n",
            "<unk>:0.1641007363796234 the:0.12734068930149078 be:0.05047796294093132 a:0.02106613852083683 make:0.012407870031893253 do:0.012361159548163414 have:0.012224489822983742 his:0.008027305826544762\n",
            "['too']\n",
            "<unk>:0.18147820234298706 much:0.09218698740005493 late:0.02721041440963745 long:0.02395564876496792 many:0.02172279916703701 far:0.01422102004289627 small:0.01405904721468687 great:0.012681767344474792\n",
            "['then']\n",
            "<unk>:0.17314893007278442 the:0.054305776953697205 th:0.027903184294700623 he:0.025194548070430756 a:0.01811600849032402 i:0.01776750013232231 to:0.017214776948094368 in:0.016991956159472466\n",
            "['me']\n",
            "<unk>:0.1571723371744156 to:0.09861639887094498 and:0.05510082468390465 that:0.04905012249946594 in:0.031311556696891785 a:0.026816315948963165 i:0.02574211359024048 the:0.022411905229091644\n",
            "['country']\n",
            "<unk>:0.11966928094625473 and:0.07137807458639145 in:0.03494032099843025 is:0.034728653728961945 to:0.03073720633983612 the:0.026472346857190132 that:0.016115514561533928 has:0.01602117158472538\n",
            "['pray']\n",
            "for:0.1147090271115303 that:0.09854457527399063 <unk>:0.09667541831731796 and:0.05276889353990555 to:0.043221574276685715 the:0.026828594505786896 thee:0.020481640473008156 ning:0.01991654746234417\n",
            "['well']\n",
            "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",
            "['n']\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\n",
            "['and']\n",
            "<unk>:0.1791187971830368 the:0.06385066360235214 a:0.01666204072535038 in:0.01507352851331234 that:0.012835350818932056 to:0.011688937433063984 it:0.010210222564637661 i:0.007507757283747196\n",
            "['mag']\n",
            "<unk>:0.6771595478057861 var:0.04740045964717865 and:0.015082723461091518 a:0.01107875257730484 the:0.00967230275273323 to:0.009017998352646828 of:0.006967801600694656 e:0.006326612550765276\n",
            "['seed']\n",
            "<unk>:0.14156512916088104 and:0.047204963862895966 is:0.03819289058446884 in:0.029025167226791382 the:0.025906240567564964 of:0.023483337834477425 corn:0.02170969545841217 was:0.019000500440597534\n",
            "['and']\n",
            "<unk>:0.1791187971830368 the:0.06385066360235214 a:0.01666204072535038 in:0.01507352851331234 that:0.012835350818932056 to:0.011688937433063984 it:0.010210222564637661 i:0.007507757283747196\n",
            "['york']\n",
            "<unk>:0.18007470667362213 and:0.07088713347911835 city:0.04835294559597969 the:0.01977786421775818 to:0.01939130388200283 for:0.01731991022825241 in:0.014967141672968864 tribune:0.013161341659724712\n",
            "['beenn']\n",
            "<unk>:0.21989615261554718 a:0.027275050058960915 in:0.023197248578071594 and:0.015070127323269844 the:0.010114927776157856 to:0.007723797112703323 of:0.005964544601738453 at:0.0057502021081745625\n",
            "['and']\n",
            "<unk>:0.1791187971830368 the:0.06385066360235214 a:0.01666204072535038 in:0.01507352851331234 that:0.012835350818932056 to:0.011688937433063984 it:0.010210222564637661 i:0.007507757283747196\n",
            "['buy']\n",
            "<unk>:0.14975865185260773 a:0.10235429555177689 the:0.07125183194875717 and:0.043543219566345215 it:0.02510141395032406 in:0.021220633760094643 for:0.016868017613887787 them:0.015618979930877686\n",
            "['inferen']\n",
            "<unk>:0.13795071840286255 the:0.050966303795576096 of:0.046845439821481705 and:0.042942408472299576 to:0.03077627159655094 in:0.023394089192152023 a:0.01842011697590351 that:0.01086820662021637\n",
            "['uponn']\n",
            "<unk>:0.13795071840286255 the:0.050966303795576096 of:0.046845439821481705 and:0.042942408472299576 to:0.03077627159655094 in:0.023394089192152023 a:0.01842011697590351 that:0.01086820662021637\n",
            "['ar']\n",
            "<unk>:0.3615242540836334 nrested:0.04803482070565224 nranged:0.01859256438910961 the:0.017519423738121986 a:0.016516724601387978 nrived:0.016169406473636627 sch:0.015866553410887718 schs:0.01586332358419895\n",
            "['minister']\n",
            "of:0.20191951096057892 <unk>:0.1576572060585022 to:0.08270685374736786 and:0.055784814059734344 in:0.04526316374540329 who:0.022849131375551224 was:0.01826796866953373 is:0.01268035639077425\n",
            "['ofsn']\n",
            "<unk>:0.13795071840286255 the:0.050966303795576096 of:0.046845439821481705 and:0.042942408472299576 to:0.03077627159655094 in:0.023394089192152023 a:0.01842011697590351 that:0.01086820662021637\n",
            "['memorable']\n",
            "<unk>:0.23944434523582458 day:0.026241321116685867 year:0.024737460538744926 and:0.024195699021220207 occasion:0.02371875010430813 in:0.01599171571433544 event:0.015270641073584557 night:0.009204641915857792\n",
            "['not']\n",
            "<unk>:0.14968617260456085 be:0.04642459750175476 only:0.03997911512851715 to:0.033478107303380966 a:0.03148456662893295 been:0.020359180867671967 the:0.02024826779961586 in:0.01442572008818388\n",
            "['or']\n",
            "<unk>:0.20414391160011292 the:0.04081256687641144 a:0.018578192219138145 in:0.017286691814661026 any:0.015642661601305008 two:0.014492310583591461 to:0.013875987380743027 other:0.01381285022944212\n",
            "['and']\n",
            "<unk>:0.1791187971830368 the:0.06385066360235214 a:0.01666204072535038 in:0.01507352851331234 that:0.012835350818932056 to:0.011688937433063984 it:0.010210222564637661 i:0.007507757283747196\n",
            "['thought']\n",
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            "['n']\n",
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            "['par']\n",
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            "['prevalent']\n",
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            "['to']\n",
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            "['a']\n",
            "<unk>:0.24112556874752045 few:0.016269860789179802 large:0.011636430397629738 man:0.010118708945810795 good:0.010030915029346943 great:0.009634408168494701 very:0.008648835122585297 little:0.008290580473840237\n",
            "['ad']\n",
            "<unk>:0.46572381258010864 valorem:0.0639818087220192 nvanced:0.03069620206952095 nvance:0.021423691883683205 ndress:0.020832737907767296 the:0.015519566833972931 and:0.013783372938632965 in:0.012624251656234264\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/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.\n",
            "  input = module(input)\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1;30;43mStrumieniowane dane wyjściowe obcięte do 5000 ostatnich wierszy.\u001b[0m\n",
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            "['physiciansn']\n",
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            "['surprise']\n",
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            "['suchn']\n",
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            "['statute']\n",
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            "['moer']\n",
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            "['to']\n",
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            "['estimating']\n",
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            "['samen']\n",
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            "['tnday']\n",
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            "['inconveniences']\n",
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            "['intini']\n",
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            "['beingn']\n",
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            "['siljiiceand']\n",
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            "['cherishes']\n",
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            "['on']\n",
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            "['stonedn']\n",
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            "['veryn']\n",
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            "['degne']\n",
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            "['and']\n",
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            "['wellbeingn']\n",
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            "['that']\n",
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            "['fact']\n",
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            "['revenue']\n",
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            "['natnral']\n",
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            "['jellersin']\n",
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            "['conijmuybassettn']\n",
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            "['rightnif']\n",
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            "['n']\n",
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            "['willn']\n",
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            "['desiden']\n",
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            "['effort']\n",
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            "['doner']\n",
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            "['n']\n",
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            "['spelts']\n",
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            "['kelley']\n",
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            "['williamn']\n",
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            "['to']\n",
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            "['room']\n",
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            "['a']\n",
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            "['beforenthe']\n",
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            "['n']\n",
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            "['transporting']\n",
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            "['fellowcitizen']\n",
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            "['whichnmust']\n",
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            "['pre']\n",
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            "['necessarynpublic']\n",
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            "['mayn']\n",
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            "['seeking']\n",
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            "['people']\n",
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            "['fewnheller']\n",
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            "['partly']\n",
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            "['inntheir']\n",
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            "['highntolls']\n",
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            "['onlyn']\n",
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            "['thatn']\n",
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            "['ad']\n",
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            "['the']\n",
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            "['it']\n",
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            "['long']\n",
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            "['cavalier']\n",
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            "['states']\n",
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            "['whatna']\n",
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            "['su']\n",
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            "['thosen']\n",
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            "['themn']\n",
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            "['a']\n",
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            "['sealed']\n",
            "<unk>:0.19140920042991638 and:0.0748409852385521 proposals:0.06352102756500244 in:0.052632417529821396 envelope:0.04240119829773903 bids:0.03446216881275177 the:0.02214774861931801 with:0.021477852016687393\n",
            "['thesen']\n",
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            "['hadngot']\n",
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            "['ol']\n",
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            "['men']\n",
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            "['the']\n",
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            "['where']\n",
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            "['been']\n",
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            "['him']\n",
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            "['non']\n",
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            "['growingninconvenience']\n",
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            "['party']\n",
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            "['await']\n",
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            "['i']\n",
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            "['butn']\n",
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            "['ofn']\n",
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            "['box']\n",
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            "['paused']\n",
            "to:0.11275597661733627 in:0.1002838984131813 <unk>:0.08298863470554352 and:0.05543333664536476 a:0.046820882707834244 at:0.04237096756696701 on:0.03403325378894806 for:0.03183356672525406\n",
            "['know']\n",
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            "['andn']\n",
            "<unk>:0.11835400760173798 dollars:0.033931098878383636 block:0.030407536774873734 in:0.023633964359760284 the:0.02200307324528694 to:0.019526800140738487 of:0.018512655049562454 a:0.018055016174912453\n",
            "['toninduce']\n",
            "<unk>:0.13795071840286255 the:0.050966303795576096 of:0.046845439821481705 and:0.042942408472299576 to:0.03077627159655094 in:0.023394089192152023 a:0.01842011697590351 that:0.01086820662021637\n",
            "['timenno']\n",
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            "['schncrt']\n",
            "<unk>:0.13795071840286255 the:0.050966303795576096 of:0.046845439821481705 and:0.042942408472299576 to:0.03077627159655094 in:0.023394089192152023 a:0.01842011697590351 that:0.01086820662021637\n",
            "['thesnn']\n",
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            "['camas']\n",
            "<unk>:0.13795071840286255 the:0.050966303795576096 of:0.046845439821481705 and:0.042942408472299576 to:0.03077627159655094 in:0.023394089192152023 a:0.01842011697590351 that:0.01086820662021637\n",
            "['nansemond']\n",
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            "['of']\n",
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            "['some']\n",
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            "['thenchariot']\n",
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            "['andn']\n",
            "<unk>:0.11835400760173798 dollars:0.033931098878383636 block:0.030407536774873734 in:0.023633964359760284 the:0.02200307324528694 to:0.019526800140738487 of:0.018512655049562454 a:0.018055016174912453\n",
            "['lalse']\n",
            "<unk>:0.13795071840286255 the:0.050966303795576096 of:0.046845439821481705 and:0.042942408472299576 to:0.03077627159655094 in:0.023394089192152023 a:0.01842011697590351 that:0.01086820662021637\n",
            "['bathing']\n",
            "<unk>:0.19778025150299072 and:0.07994543015956879 in:0.04467909783124924 the:0.03601588308811188 at:0.020282035693526268 as:0.016853714361786842 is:0.015615362673997879 to:0.01476308237761259\n",
            "['erstn']\n",
            "<unk>:0.13795071840286255 the:0.050966303795576096 of:0.046845439821481705 and:0.042942408472299576 to:0.03077627159655094 in:0.023394089192152023 a:0.01842011697590351 that:0.01086820662021637\n",
            "['instal']\n",
            "<unk>:0.13795071840286255 the:0.050966303795576096 of:0.046845439821481705 and:0.042942408472299576 to:0.03077627159655094 in:0.023394089192152023 a:0.01842011697590351 that:0.01086820662021637\n",
            "['unnec']\n",
            "<unk>:0.13795071840286255 the:0.050966303795576096 of:0.046845439821481705 and:0.042942408472299576 to:0.03077627159655094 in:0.023394089192152023 a:0.01842011697590351 that:0.01086820662021637\n",
            "['supported']\n",
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            "['yearsn']\n",
            "and:0.13165715336799622 <unk>:0.1030408963561058 to:0.059599053114652634 the:0.04084377363324165 in:0.021634787321090698 of:0.019649380818009377 a:0.0163087397813797 months:0.01081828586757183\n",
            "['in']\n",
            "the:0.22110939025878906 <unk>:0.15336278080940247 a:0.04508489370346069 this:0.025574127212166786 his:0.015838539227843285 tho:0.011865855194628239 which:0.011841910891234875 their:0.009982584975659847\n",
            "['middlen']\n",
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            "['bodilyn']\n",
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            "['ed']\n",
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            "['more']\n",
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            "['expense']\n",
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            "['suffrage']\n",
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            "['tonsatisfy']\n",
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            "['savannah']\n",
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            "['myselfnone']\n",
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            "['francisconsacramento']\n",
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            "['subn']\n",
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            "['etipulation']\n",
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            "['slnglon']\n",
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            "['constitutionn']\n",
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            "['stockn']\n",
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            "['steamern']\n",
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            "['americann']\n",
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            "['to']\n",
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            "['hangen']\n",
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            "['marblos']\n",
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            "['womenn']\n",
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            "['heroic']\n",
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            "['rushed']\n",
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            "['desire']\n",
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            "['and']\n",
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            "['myhendn']\n",
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            "['nfully']\n",
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            "['as']\n",
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            "['provisionsn']\n",
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            "['mtn']\n",
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            "['andn']\n",
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            "['thendefendant']\n",
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            "['withdrew']\n",
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            "['gulfn']\n",
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            "['rangen']\n",
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            "['torm']\n",
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            "['who']\n",
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            "['his']\n",
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            "['fowie']\n",
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            "['work']\n",
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            "['senate']\n",
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            "['surrounds']\n",
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            "['dearest']\n",
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            "['national']\n",
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            "['number']\n",
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            "['ingratituden']\n",
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            "['a']\n",
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            "['hvn']\n",
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            "['yellow']\n",
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            "['customers']\n",
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            "['woodncuts']\n",
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            "['or']\n",
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            "['shall']\n",
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            "['night']\n",
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            "['tedn']\n",
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            "['himnby']\n",
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            "['latter']\n",
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            "['san']\n",
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            "['andn']\n",
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            "['suceestfuln']\n",
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            "['tha']\n",
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            "['had']\n",
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            "['increasedn']\n",
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            "['oath']\n",
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            "['battonpooll']\n",
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            "['hoard']\n",
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            "['love']\n",
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            "['ambernshell']\n",
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            "['asn']\n",
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            "['liken']\n",
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            "['misdemeanorsn']\n",
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            "['broad']\n",
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            "['thenexception']\n",
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            "['moral']\n",
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            "['martin']\n",
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            "['isnusually']\n",
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            "['dulgetty']\n",
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            "['lew']\n",
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            "['connvention']\n",
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            "['theae']\n",
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            "['brought']\n",
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            "['matuied']\n",
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            "['weather']\n",
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            "['moonbeamn']\n",
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            "['thngambler']\n",
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            "['domingo']\n",
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            "['savings']\n",
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            "['negron']\n",
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            "['zephvrnlor']\n",
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            "['littlen']\n",
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            "['warthog']\n",
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            "['carpathians']\n",
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            "['morenstate']\n",
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            "['honestyn']\n",
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            "['rannout']\n",
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            "['logn']\n",
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            "['batteryn']\n",
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            "['deadnare']\n",
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            "['reformersn']\n",
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            "['extensionn']\n",
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            "['belongingn']\n",
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            "['torenthe']\n",
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            "['ofii']\n",
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            "['cortractsn']\n",
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            "['peoplenwe']\n",
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            "['benefitsn']\n",
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            "['doubt']\n",
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            "['meritsnhave']\n",
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            "['louisiana']\n",
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            "['conscience']\n",
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            "['pacificn']\n",
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            "['pur']\n",
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            "['forced']\n",
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            "['surveying']\n",
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            "['had']\n",
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            "['in']\n",
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            "['ardn']\n",
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            "['tilen']\n",
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            "['recep']\n",
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            "['living']\n",
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            "['climatic']\n",
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            "['infantry']\n",
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            "['to']\n",
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            "['talkn']\n",
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            "['itn']\n",
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            "['withnfrequenting']\n",
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            "['uiiiitra']\n",
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            "['tnday']\n",
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            "['directed']\n",
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            "['back']\n",
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            "['pondsnwhere']\n",
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            "['has']\n",
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            "['could']\n",
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            "['unimprovedn']\n",
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            "['every']\n",
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            "['earlyn']\n",
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            "['cares']\n",
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            "['as']\n",
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            "['had']\n",
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            "['annhour']\n",
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            "['senaten']\n",
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            "['line']\n",
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            "['decision']\n",
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            "['thissectionnand']\n",
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            "['ot']\n",
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            "['in']\n",
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            "['theyn']\n",
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            "['all']\n",
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            "['thenmassive']\n",
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            "['boutwell']\n",
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            "['columbit']\n",
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            "['steps']\n",
            "to:0.14296101033687592 <unk>:0.08746744692325592 of:0.07091480493545532 and:0.044538337737321854 in:0.04020661860704422 for:0.02086646854877472 are:0.01904442347586155 on:0.018284223973751068\n",
            "['ilius']\n",
            "<unk>:0.13795071840286255 the:0.050966303795576096 of:0.046845439821481705 and:0.042942408472299576 to:0.03077627159655094 in:0.023394089192152023 a:0.01842011697590351 that:0.01086820662021637\n",
            "['jaw']\n",
            "<unk>:0.15988847613334656 and:0.13985903561115265 of:0.029304025694727898 the:0.029119187965989113 in:0.028122717514634132 was:0.025542184710502625 for:0.020533982664346695 to:0.020473521202802658\n",
            "['prosecution']\n",
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            "['pudn']\n",
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            "['builtn']\n",
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            "['pater']\n",
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            "['battlen']\n",
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            "['no']\n",
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            "['of']\n",
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            "['by']\n",
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            "['and']\n",
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            "['itn']\n",
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            "['of']\n",
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            "['vociferatingn']\n",
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            "['latendisturbances']\n",
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            "['rivers']\n",
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            "['favor']\n",
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            "['druggists']\n",
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            "['deserve']\n",
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            "['expenses']\n",
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            "['and']\n",
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            "['part']\n",
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            "['pomp']\n",
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            "['or']\n",
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            "['monkeysn']\n",
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            "['or']\n",
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            "['something']\n",
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            "['directionn']\n",
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            "['aren']\n",
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            "['all']\n",
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            "['hot']\n",
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            "['will']\n",
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            "['also']\n",
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            "['nonreasonable']\n",
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            "['extended']\n",
            "to:0.21028627455234528 <unk>:0.11263866722583771 the:0.046713750809431076 and:0.028877366334199905 by:0.02321503683924675 in:0.02062574215233326 from:0.01863924413919449 trip:0.010581277310848236\n",
            "['manyn']\n",
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            "['his']\n",
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            "['iiingo']\n",
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            "['precedentn']\n",
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            "['w']\n",
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            "['general']\n",
            "<unk>:0.2604723274707794 assembly:0.049911245703697205 and:0.02619577758014202 of:0.017032787203788757 government:0.01208591926842928 election:0.009222913533449173 in:0.008909821510314941 welfare:0.006836731918156147\n",
            "['n']\n",
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            "['will']\n",
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            "['situated']\n",
            "in:0.4534513056278229 on:0.10695651173591614 <unk>:0.07839909940958023 innthe:0.03229013830423355 and:0.019376585260033607 at:0.01897299848496914 within:0.014032718725502491 the:0.01121936272829771\n",
            "['truly']\n",
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            "['theirn']\n",
            "<unk>:0.18050238490104675 and:0.009713971987366676 feet:0.004620844963937998 to:0.004466369282454252 the:0.004267761018127203 men:0.0042529478669166565 votes:0.004191650077700615 </s>:0.003551966045051813\n",
            "['amounting']\n",
            "to:0.5967004895210266 in:0.1356325000524521 <unk>:0.10902140289545059 ton:0.03106614761054516 and:0.011268454603850842 a:0.007455121725797653 for:0.006859791465103626 at:0.005199401173740625\n",
            "['a']\n",
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            "['assiguee']\n",
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            "['honornand']\n",
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            "['amonguwcantile']\n",
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            "['tina']\n",
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            "['taenia']\n",
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            "['thenemergency']\n",
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            "['mortg']\n",
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            "['our']\n",
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            "['regularnfreight']\n",
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            "['a']\n",
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            "['acreswbtcb']\n",
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            "['openration']\n",
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            "['general']\n",
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            "['sermons']\n",
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            "['contract']\n",
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            "['walking']\n",
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            "['andnmaking']\n",
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            "['constant']\n",
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            "['indisposed']\n",
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            "['aneoudy']\n",
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            "['mind']\n",
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            "['hard']\n",
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            "['substances']\n",
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            "['costumen']\n",
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            "['iun']\n",
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            "['medical']\n",
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            "['ground']\n",
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            "['husbandnagainst']\n",
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            "['then']\n",
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            "['werepioudn']\n",
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            "['ben']\n",
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            "['morillon']\n",
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            "['discovered']\n",
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            "['then']\n",
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            "['tonoppose']\n",
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            "['divertnthe']\n",
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            "['againn']\n",
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            "['roadisnearlyn']\n",
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            "['detectn']\n",
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            "['hope']\n",
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            "['behind']\n",
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            "['outhouses']\n",
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            "['mn']\n",
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            "['a']\n",
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            "['andnthe']\n",
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            "['huencsn']\n",
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            "['o']\n",
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            "['treasury']\n",
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            "['e']\n",
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            "['exploded']\n",
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            "['years']\n",
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            "['stephens']\n",
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            "['official']\n",
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            "['advantages']\n",
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            "['willnsoon']\n",
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            "['reasons']\n",
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            "['rr']\n",
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            "['his']\n",
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            "['anhorn']\n",
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            "['tried']\n",
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            "['indian']\n",
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            "['ofn']\n",
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            "['itevi']\n",
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            "['haviug']\n",
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            "['would']\n",
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            "['thingsn']\n",
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            "['farmersn']\n",
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            "['bradford']\n",
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            "['nevadan']\n",
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            "['beingn']\n",
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            "['ratifyn']\n",
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            "['kansas']\n",
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            "['reputatos']\n",
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            "['our']\n",
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            "['destroiiiun']\n",
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            "['provinces']\n",
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            "['vicenversa']\n",
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            "['reciprocity']\n",
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            "['statenanil']\n",
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            "['allnthe']\n",
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            "['indisposed']\n",
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            "['cnd']\n",
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            "['russia']\n",
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            "['gossett']\n",
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            "['butnclinging']\n",
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            "['mo']\n",
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            "['andnwere']\n",
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            "['heartn']\n",
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            "['never']\n",
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            "['willnsoon']\n",
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            "['hianchc']\n",
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            "['clevelandn']\n",
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            "['theynfound']\n",
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            "['henderson']\n",
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            "['legislaturen']\n",
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            "['ml']\n",
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            "['correspondedn']\n",
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            "['suffering']\n",
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            "['rellon']\n",
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            "['degrees']\n",
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            "['commission']\n",
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            "['making']\n",
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            "['entrenchednminers']\n",
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            "['let']\n",
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            "['a']\n",
            "<unk>:0.24112556874752045 few:0.016269860789179802 large:0.011636430397629738 man:0.010118708945810795 good:0.010030915029346943 great:0.009634408168494701 very:0.008648835122585297 little:0.008290580473840237\n",
            "['grand']\n",
            "<unk>:0.20292353630065918 jury:0.1035672128200531 forks:0.0596524141728878 army:0.023561719805002213 jurors:0.022722791880369186 trunk:0.01929331198334694 master:0.015789050608873367 rapids:0.014757798053324223\n",
            "['that']\n",
            "the:0.1410231739282608 <unk>:0.11953254044055939 he:0.044784024357795715 it:0.03494413569569588 they:0.022156892344355583 is:0.019587429240345955 a:0.019473088905215263 there:0.015096952207386494\n",
            "['the']"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/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.\n",
            "  input = module(input)\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1;30;43mStrumieniowane dane wyjściowe obcięte do 5000 ostatnich wierszy.\u001b[0m\n",
            "['employed']\n",
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            "['quigiej']\n",
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            "['mnsundays']\n",
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            "['pepper']\n",
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            "['socialistsn']\n",
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            "['englandnills']\n",
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            "['gonerat']\n",
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            "['salutarv']\n",
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            "['consultationn']\n",
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            "['not']\n",
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            "['timeoftheirndisbandment']\n",
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            "['doubtful']\n",
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            "['newspapersn']\n",
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            "['statun']\n",
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            "['protestn']\n",
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            "['thensherman']\n",
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            "['backnat']\n",
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            "['specificngravity']\n",
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            "['accoidancen']\n",
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            "['guitar']\n",
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            "['en']\n",
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            "['also']\n",
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            "['invariablynfrom']\n",
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            "['hisnhome']\n",
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            "['workn']\n",
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            "['tanj']\n",
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            "['anything']\n",
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            "['oldn']\n",
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            "['bonput']\n",
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            "['wbichn']\n",
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            "['apparentniy']\n",
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            "['certified']\n",
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            "['led']\n",
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            "['n']\n",
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            "['then']\n",
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            "['distinguishn']\n",
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            "['payn']\n",
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            "['beenn']\n",
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            "['out']\n",
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            "['retired']\n",
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            "['money']\n",
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            "['last']\n",
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            "['russiaus']\n",
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            "['anvn']\n",
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            "['atn']\n",
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            "['counter']\n",
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            "['utnamn']\n",
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            "['fancysuchnwomen']\n",
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            "['restrainnthe']\n",
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            "['streetnrailway']\n",
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            "['according']\n",
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            "['nearer']\n",
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            "['was']\n",
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            "['ho']\n",
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            "['compelled']\n",
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            "['cn']\n",
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            "['companion']\n",
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            "['three']\n",
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            "['jn']\n",
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            "['own']\n",
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            "['county']\n",
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            "['do']\n",
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            "['anpretty']\n",
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            "['ornby']\n",
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            "['wis']\n",
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            "['embryoncity']\n",
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            "['cured']\n",
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            "['then']\n",
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            "['isn']\n",
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            "['streetsn']\n",
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            "['etcnreforestry']\n",
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            "['dealn']\n",
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            "['nust']\n",
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            "['certificate']\n",
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            "['contractn']\n",
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            "['oscarngrimes']\n",
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            "['the']\n",
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            "['making']\n",
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            "['ofn']\n",
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            "['its']\n",
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            "['henstate']\n",
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            "['tn']\n",
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            "['ought']\n",
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            "['s']\n",
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            "['who']\n",
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            "['at']\n",
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            "['assistance']\n",
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            "['shall']\n",
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            "['seriousn']\n",
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            "['expov']\n",
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            "['aid']\n",
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            "['profoundlyn']\n",
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            "['in']\n",
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            "['francen']\n",
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            "['pillings']\n",
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            "['yorknhere']\n",
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            "['ncwporln']\n",
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            "['aid']\n",
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            "['treating']\n",
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            "['remained']\n",
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            "['of']\n",
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            "['isnas']\n",
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            "['inlooked']\n",
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            "['savingn']\n",
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            "['of']\n",
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            "['onenday']\n",
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            "['with']\n",
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            "['rin']\n",
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            "['bo']\n",
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            "['is']\n",
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            "['bynconsistency']\n",
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            "['was']\n",
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            "['between']\n",
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            "['occupations']\n",
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            "['ofnthe']\n",
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            "['his']\n",
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            "['montrose']\n",
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            "['coloneln']\n",
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            "['reportna']\n",
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            "['goodn']\n",
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            "['infannmedicine']\n",
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            "['misfortunenrhlch']\n",
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            "['wreathn']\n",
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            "['luggagenho']\n",
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            "['uilindean']\n",
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            "['andnmeets']\n",
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            "['spanishngold']\n",
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            "['seriousn']\n",
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            "['morningnmixed']\n",
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            "['freentransportation']\n",
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            "['sister']\n",
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            "['milfordn']\n",
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            "['bakingnat']\n",
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            "['litnling']\n",
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            "['vaticann']\n",
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            "['kptn']\n",
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            "['murntn']\n",
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            "['soloists']\n",
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            "['potatoesabel']\n",
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            "['onnapril']\n",
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            "['aaron']\n",
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            "['dealnart']\n",
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            "['breakn']\n",
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            "['to']\n",
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            "['on']\n",
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            "['these']\n",
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            "['slashing']\n",
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            "['opennquestion']\n",
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            "['actionnof']\n",
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            "['greatest']\n",
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            "['clerksnand']\n",
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            "['loftynstandpoint']\n",
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            "['is']\n",
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            "['north']\n",
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            "['gamen']\n",
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            "['up']\n",
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            "['thisn']\n",
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            "['yoj']\n",
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            "['tho']\n",
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            "['reducen']\n",
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            "['thonvoice']\n",
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            "['m']\n",
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            "['wasn']\n",
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            "['deemed']\n",
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            "['mrsn']\n",
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            "['nn']\n",
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            "['iin']\n",
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            "['forn']\n",
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            "['whonrarely']\n",
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            "['natural']\n",
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            "['if']\n",
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            "['arondrinking']\n",
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            "['withinn']\n",
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            "['inntears']\n",
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            "['thence']\n",
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            "['coppern']\n",
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            "['verbaln']\n",
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            "['thosen']\n",
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            "['upon']\n",
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            "['pending']\n",
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            "['armyn']\n",
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            "['hemlockn']\n",
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            "['whitenhorse']\n",
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            "['collarless']\n",
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            "['newnpeople']\n",
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            "['johnn']\n",
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            "['britainn']\n",
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            "['streaks']\n",
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            "['parents']\n",
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            "['themnunder']\n",
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            "['andn']\n",
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            "['noisy']\n",
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            "['lienwas']\n",
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            "['knowntho']\n",
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            "['seem']\n",
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            "['iiuiuid']\n",
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            "['probaln']\n",
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            "['kitchenn']\n",
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            "['shonkept']\n",
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            "['reignedthe']\n",
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            "['loopholen']\n",
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            "['wasn']\n",
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            "['throughoutnthe']\n",
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            "['then']\n",
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            "['sendn']\n",
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            "['uprooted']\n",
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            "['hendersonville']\n",
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            "['americainhabit']\n",
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            "['showsn']\n",
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            "['fiiviln']\n",
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            "['haventhus']\n",
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            "['italynher']\n",
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            "['whonwent']\n",
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            "['theren']\n",
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            "['voshell']\n",
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            "['oneilln']\n",
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            "['andnilexar']\n",
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            "['existence']\n",
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            "['metalic']\n",
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            "['thenevils']\n",
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            "['westwurd']\n",
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            "['ilnit']\n",
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            "['linmorgan']\n",
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            "['attributable']\n",
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            "['too']\n",
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            "['value']\n",
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            "['who']\n",
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            "['recentlynhave']\n",
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            "['ourn']\n",
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            "['here']\n",
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            "['indian']\n",
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            "['and']\n",
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            "['seben']\n",
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            "['betweein']\n",
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            "['the']\n",
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            "['beconincurable']\n",
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            "['thus']\n",
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            "['myself']\n",
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            "['panacea']\n",
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            "['timen']\n",
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            "['other']\n",
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            "['isaac']\n",
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            "['kentucky']\n",
            "<unk>:0.1856490522623062 and:0.09581119567155838 is:0.01995391771197319 in:0.01939585618674755 the:0.01673438400030136 to:0.014552394859492779 on:0.012756149284541607 or:0.011205972172319889\n",
            "['samuel']\n",
            "<unk>:0.2988555431365967 b:0.022734234109520912 j:0.021676819771528244 m:0.02137385867536068 h:0.02043919265270233 p:0.01772725209593773 r:0.015578239224851131 w:0.015265924856066704\n",
            "['fnbad']\n",
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            "['but']\n",
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            "['onn']\n",
            "<unk>:0.2573271095752716 the:0.054543156176805496 a:0.028942041099071503 of:0.028793184086680412 th:0.025362007319927216 i:0.014007133431732655 bbl:0.012129217386245728 and:0.011664386838674545\n",
            "['not']\n",
            "<unk>:0.14968617260456085 be:0.04642459750175476 only:0.03997911512851715 to:0.033478107303380966 a:0.03148456662893295 been:0.020359180867671967 the:0.02024826779961586 in:0.01442572008818388\n",
            "['green']\n",
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            "['judicious']\n",
            "<unk>:0.17697633802890778 and:0.04663850739598274 use:0.04147337004542351 in:0.023320352658629417 as:0.016582727432250977 to:0.012000259943306446 usenof:0.008985482156276703 way:0.008402647450566292\n",
            "['approximatenestimate']\n",
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            "['declarednthe']\n",
            "<unk>:0.13795071840286255 the:0.050966303795576096 of:0.046845439821481705 and:0.042942408472299576 to:0.03077627159655094 in:0.023394089192152023 a:0.01842011697590351 that:0.01086820662021637\n",
            "['day']\n",
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            "['plcturesipien']\n",
            "<unk>:0.13795071840286255 the:0.050966303795576096 of:0.046845439821481705 and:0.042942408472299576 to:0.03077627159655094 in:0.023394089192152023 a:0.01842011697590351 that:0.01086820662021637\n",
            "['n']\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\n",
            "['county']\n",
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            "['bonds']\n",
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            "['thatnthese']\n",
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            "['up']\n",
            "to:0.10820141434669495 <unk>:0.10818274319171906 the:0.10479162633419037 and:0.06621389836072922 in:0.05811838433146477 a:0.042326100170612335 with:0.023742416873574257 by:0.019452514126896858\n",
            "['region']\n",
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            "['outnat']\n",
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            "['withn']\n",
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            "['strict']\n",
            "<unk>:0.22725097835063934 observance:0.04500536993145943 and:0.03550555929541588 obedience:0.03272736817598343 economy:0.028900619596242905 conformity:0.0235002301633358 construction:0.01941695250570774 account:0.015228032134473324\n",
            "['can']\n",
            "be:0.22046741843223572 <unk>:0.12316019833087921 do:0.028022097423672676 not:0.02678426168859005 bo:0.01689518429338932 get:0.015971969813108444 see:0.014635843224823475 make:0.013505877926945686\n",
            "['at']\n",
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            "['legislativenpower']\n",
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            "['sn']\n",
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            "['requisites']\n",
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            "['wasnconvinced']\n",
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            "['by']\n",
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            "['chadwick']\n",
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            "['with']\n",
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            "['still']\n",
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            "['road']\n",
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            "['iciinhis']\n",
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            "['the']\n",
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            "['ia']\n",
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            "['ben']\n",
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            "['medallions']\n",
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            "['nmony']\n",
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            "['deeds']\n",
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            "['to']\n",
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            "['wholly']\n",
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            "['the']\n",
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            "['addicksvoting']\n",
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            "['to']\n",
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            "['to']\n",
            "<unk>:0.1641007363796234 the:0.12734068930149078 be:0.05047796294093132 a:0.02106613852083683 make:0.012407870031893253 do:0.012361159548163414 have:0.012224489822983742 his:0.008027305826544762\n",
            "['got']\n",
            "<unk>:0.15641504526138306 a:0.0761164054274559 to:0.07287035137414932 the:0.05760738626122475 out:0.03658843785524368 in:0.033401794731616974 into:0.031511981040239334 up:0.030847569927573204\n",
            "['an']\n",
            "<unk>:0.2524346113204956 old:0.018409626558423042 hour:0.016093363985419273 act:0.015224146656692028 order:0.011131629347801208 average:0.009394328109920025 opportunity:0.00728580541908741 article:0.006832430604845285\n",
            "['aboutnnine']\n",
            "<unk>:0.13795071840286255 the:0.050966303795576096 of:0.046845439821481705 and:0.042942408472299576 to:0.03077627159655094 in:0.023394089192152023 a:0.01842011697590351 that:0.01086820662021637\n",
            "['fact']\n",
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            "['inaplrution']\n",
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            "['a']\n",
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            "['a']\n",
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            "['business']\n",
            "<unk>:0.1334599405527115 of:0.0808497965335846 and:0.06796373426914215 men:0.05061277747154236 in:0.04844550043344498 to:0.028571918606758118 is:0.023734482005238533 as:0.019161406904459\n",
            "['hen']\n",
            "<unk>:0.17106422781944275 the:0.06470520049333572 he:0.03395789861679077 i:0.026423409581184387 and:0.02127615362405777 a:0.018003011122345924 it:0.016737177968025208 was:0.014481781981885433\n",
            "['mostn']\n",
            "<unk>:0.13795071840286255 the:0.050966303795576096 of:0.046845439821481705 and:0.042942408472299576 to:0.03077627159655094 in:0.023394089192152023 a:0.01842011697590351 that:0.01086820662021637\n",
            "['n']\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\n",
            "['nproud']\n",
            "<unk>:0.13795071840286255 the:0.050966303795576096 of:0.046845439821481705 and:0.042942408472299576 to:0.03077627159655094 in:0.023394089192152023 a:0.01842011697590351 that:0.01086820662021637\n",
            "['recognition']\n",
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            "['to']\n",
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            "['alnthrough']\n",
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            "['their']\n",
            "<unk>:0.2757183611392975 own:0.03195241093635559 respective:0.008069413714110851 way:0.0063335346058011055 hands:0.006281290203332901 lives:0.005959530360996723 work:0.005697461310774088 heads:0.0044787367805838585\n",
            "['unknown']\n",
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            "['imperial']\n",
            "<unk>:0.18262283504009247 government:0.08966232091188431 and:0.02725696563720703 family:0.012405537068843842 parliament:0.01097017340362072 highness:0.009956590831279755 consolidated:0.009710075333714485 line:0.007917841896414757\n",
            "['n']\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\n",
            "['both']\n",
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            "['beer']\n",
            "<unk>:0.16203416883945465 and:0.09339681267738342 or:0.027345458045601845 in:0.01997951604425907 was:0.01918639987707138 is:0.01744644157588482 on:0.017189789563417435 as:0.013336271047592163\n",
            "['crossedn']\n",
            "<unk>:0.13795071840286255 the:0.050966303795576096 of:0.046845439821481705 and:0.042942408472299576 to:0.03077627159655094 in:0.023394089192152023 a:0.01842011697590351 that:0.01086820662021637\n",
            "['distant']\n",
            "<unk>:0.18026863038539886 from:0.08838122338056564 and:0.03011702001094818 to:0.0258357971906662 day:0.020110618323087692 feet:0.019777262583374977 in:0.01766539178788662 the:0.017646338790655136\n",
            "['andf']\n",
            "<unk>:0.13795071840286255 the:0.050966303795576096 of:0.046845439821481705 and:0.042942408472299576 to:0.03077627159655094 in:0.023394089192152023 a:0.01842011697590351 that:0.01086820662021637\n",
            "['the']\n",
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            "['moor']\n",
            "<unk>:0.17379532754421234 and:0.11007729172706604 of:0.044633522629737854 for:0.029830249026417732 is:0.029548725113272667 the:0.028076080605387688 was:0.025938568636775017 in:0.023118719458580017\n",
            "['rrn']\n",
            "<unk>:0.13795071840286255 the:0.050966303795576096 of:0.046845439821481705 and:0.042942408472299576 to:0.03077627159655094 in:0.023394089192152023 a:0.01842011697590351 that:0.01086820662021637\n",
            "['is']\n",
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            "['has']\n",
            "been:0.2436595857143402 <unk>:0.15445776283740997 a:0.040240369737148285 not:0.03055839240550995 the:0.01676962710916996 no:0.013060759752988815 to:0.012943996116518974 made:0.010582434013485909\n",
            "['ring']\n",
            "<unk>:0.10331973433494568 and:0.059239234775304794 of:0.04031774774193764 the:0.03432215377688408 in:0.027197808027267456 with:0.02132023684680462 to:0.016270706430077553 on:0.015547337010502815\n",
            "['or']\n",
            "<unk>:0.20414391160011292 the:0.04081256687641144 a:0.018578192219138145 in:0.017286691814661026 any:0.015642661601305008 two:0.014492310583591461 to:0.013875987380743027 other:0.01381285022944212\n",
            "['ninmutton']\n",
            "<unk>:0.13795071840286255 the:0.050966303795576096 of:0.046845439821481705 and:0.042942408472299576 to:0.03077627159655094 in:0.023394089192152023 a:0.01842011697590351 that:0.01086820662021637\n",
            "['sellsn']\n",
            "<unk>:0.13795071840286255 the:0.050966303795576096 of:0.046845439821481705 and:0.042942408472299576 to:0.03077627159655094 in:0.023394089192152023 a:0.01842011697590351 that:0.01086820662021637\n",
            "['up']\n",
            "to:0.10820141434669495 <unk>:0.10818274319171906 the:0.10479162633419037 and:0.06621389836072922 in:0.05811838433146477 a:0.042326100170612335 with:0.023742416873574257 by:0.019452514126896858\n",
            "['nkins']\n",
            "<unk>:0.13795071840286255 the:0.050966303795576096 of:0.046845439821481705 and:0.042942408472299576 to:0.03077627159655094 in:0.023394089192152023 a:0.01842011697590351 that:0.01086820662021637\n",
            "['axis']\n",
            "of:0.2315906286239624 <unk>:0.14498570561408997 and:0.06769237667322159 the:0.0375525988638401 in:0.03261377289891243 which:0.028588367626070976 to:0.027456611394882202 or:0.01224119309335947\n",
            "['a']\n",
            "<unk>:0.24112556874752045 few:0.016269860789179802 large:0.011636430397629738 man:0.010118708945810795 good:0.010030915029346943 great:0.009634408168494701 very:0.008648835122585297 little:0.008290580473840237\n",
            "['i']\n",
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            "['willnmiilii']\n",
            "<unk>:0.13795071840286255 the:0.050966303795576096 of:0.046845439821481705 and:0.042942408472299576 to:0.03077627159655094 in:0.023394089192152023 a:0.01842011697590351 that:0.01086820662021637\n",
            "['mn']\n",
            "<unk>:0.2731979489326477 and:0.03962032496929169 to:0.02783951908349991 a:0.026626110076904297 from:0.02586328238248825 of:0.0250251442193985 in:0.019363021478056908 the:0.015526673756539822\n",
            "['andn']\n",
            "<unk>:0.11835400760173798 dollars:0.033931098878383636 block:0.030407536774873734 in:0.023633964359760284 the:0.02200307324528694 to:0.019526800140738487 of:0.018512655049562454 a:0.018055016174912453\n",
            "['becamen']\n",
            "<unk>:0.13795071840286255 the:0.050966303795576096 of:0.046845439821481705 and:0.042942408472299576 to:0.03077627159655094 in:0.023394089192152023 a:0.01842011697590351 that:0.01086820662021637\n",
            "['it']\n",
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            "['moneynfrom']\n",
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            "['went']\n",
            "to:0.25687095522880554 <unk>:0.1244257241487503 on:0.05531398206949234 out:0.049175459891557693 into:0.046409618109464645 down:0.03710372745990753 in:0.024804536253213882 over:0.022362640127539635\n",
            "['but']\n",
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            "['n']\n",
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            "['bushelsnto']\n",
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            "['the']\n",
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            "['thatn']\n",
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            "['in']\n",
            "the:0.22110939025878906 <unk>:0.15336278080940247 a:0.04508489370346069 this:0.025574127212166786 his:0.015838539227843285 tho:0.011865855194628239 which:0.011841910891234875 their:0.009982584975659847\n",
            "['tor']\n",
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            "['the']\n",
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            "['nicln']\n",
            "<unk>:0.13795071840286255 the:0.050966303795576096 of:0.046845439821481705 and:0.042942408472299576 to:0.03077627159655094 in:0.023394089192152023 a:0.01842011697590351 that:0.01086820662021637\n",
            "['with']\n",
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            "['p']\n",
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          ]
        }
      ]
    }
  ]
}