game-of-thrones-analysis-word2vec.ipynb

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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/kaggle/input/game-of-thrones-books/A Storm Of Swords(P3).txt\n",
      "/kaggle/input/game-of-thrones-books/A Feast For Crows(P4).txt\n",
      "/kaggle/input/game-of-thrones-books/A Game Of Thrones(P1).txt\n",
      "/kaggle/input/game-of-thrones-books/A Dance With Dragons(P5).txt\n",
      "/kaggle/input/game-of-thrones-books/A Clash of Kings(P2).txt\n"
     ]
    }
   ],
   "source": [
    "# This Python 3 environment comes with many helpful analytics libraries installed\n",
    "# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n",
    "# For example, here's several helpful packages to load\n",
    "\n",
    "import numpy as np # linear algebra\n",
    "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n",
    "\n",
    "# Input data files are available in the read-only \"../input/\" directory\n",
    "# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n",
    "\n",
    "import os\n",
    "for dirname, _, filenames in os.walk('/kaggle/input'):\n",
    "    for filename in filenames:\n",
    "        print(os.path.join(dirname, filename))\n",
    "\n",
    "# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n",
    "# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session"
   ]
  },
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   "cell_type": "markdown",
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    "tags": []
   },
   "source": [
    "# **Function To read Text Files**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "6c12f3f8",
   "metadata": {
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   "outputs": [],
   "source": [
    "import gensim\n",
    "from gensim.models import Word2Vec,KeyedVectors\n",
    "import os   #to deal with textual files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c57ca70d",
   "metadata": {
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   "outputs": [],
   "source": [
    "from nltk import sent_tokenize\n",
    "from gensim.utils import simple_preprocess\n",
    "\n",
    "story = []\n",
    "for filename in os.listdir('/kaggle/input/game-of-thrones-books'):\n",
    "    file_path = os.path.join('/kaggle/input/game-of-thrones-books',filename)\n",
    "    with open(file_path,'r',encoding='ISO-8859-1') as f:\n",
    "        corpus =f.read()\n",
    "        raw_sent = sent_tokenize(corpus)\n",
    "        for sent in raw_sent: \n",
    "            story.append(simple_preprocess(sent))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "2926a9ad",
   "metadata": {
    "execution": {
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   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['storm',\n",
       "  'of',\n",
       "  'swords',\n",
       "  'book',\n",
       "  'three',\n",
       "  'of',\n",
       "  'song',\n",
       "  'of',\n",
       "  'ice',\n",
       "  'and',\n",
       "  'fire',\n",
       "  'by',\n",
       "  'george'],\n",
       " ['martin',\n",
       "  'note',\n",
       "  'on',\n",
       "  'chronology',\n",
       "  'song',\n",
       "  'of',\n",
       "  'ice',\n",
       "  'and',\n",
       "  'fire',\n",
       "  'is',\n",
       "  'told',\n",
       "  'through',\n",
       "  'the',\n",
       "  'eyes',\n",
       "  'of',\n",
       "  'characters',\n",
       "  'who',\n",
       "  'are',\n",
       "  'sometimes',\n",
       "  'hundreds',\n",
       "  'or',\n",
       "  'even',\n",
       "  'thousands',\n",
       "  'of',\n",
       "  'miles',\n",
       "  'apart',\n",
       "  'from',\n",
       "  'one',\n",
       "  'another'],\n",
       " ['some',\n",
       "  'chapters',\n",
       "  'cover',\n",
       "  'day',\n",
       "  'some',\n",
       "  'only',\n",
       "  'an',\n",
       "  'hour',\n",
       "  'others',\n",
       "  'might',\n",
       "  'span',\n",
       "  'fortnight',\n",
       "  'month',\n",
       "  'half',\n",
       "  'year'],\n",
       " ['with',\n",
       "  'such',\n",
       "  'structure',\n",
       "  'the',\n",
       "  'narrative',\n",
       "  'cannot',\n",
       "  'be',\n",
       "  'strictly',\n",
       "  'sequential',\n",
       "  'sometimes',\n",
       "  'important',\n",
       "  'things',\n",
       "  'are',\n",
       "  'happening',\n",
       "  'simultaneously',\n",
       "  'thousand',\n",
       "  'leagues',\n",
       "  'apart'],\n",
       " ['in',\n",
       "  'the',\n",
       "  'case',\n",
       "  'of',\n",
       "  'the',\n",
       "  'volume',\n",
       "  'now',\n",
       "  'in',\n",
       "  'hand',\n",
       "  'the',\n",
       "  'reader',\n",
       "  'should',\n",
       "  'realize',\n",
       "  'that',\n",
       "  'the',\n",
       "  'opening',\n",
       "  'chapters',\n",
       "  'of',\n",
       "  'storm',\n",
       "  'of',\n",
       "  'swords',\n",
       "  'do',\n",
       "  'not',\n",
       "  'follow',\n",
       "  'the',\n",
       "  'closing',\n",
       "  'chapters',\n",
       "  'of',\n",
       "  'clash',\n",
       "  'of',\n",
       "  'kings',\n",
       "  'so',\n",
       "  'much',\n",
       "  'as',\n",
       "  'overlap',\n",
       "  'them'],\n",
       " ['open',\n",
       "  'with',\n",
       "  'look',\n",
       "  'at',\n",
       "  'some',\n",
       "  'of',\n",
       "  'the',\n",
       "  'things',\n",
       "  'that',\n",
       "  'were',\n",
       "  'happening',\n",
       "  'on',\n",
       "  'the',\n",
       "  'fist',\n",
       "  'of',\n",
       "  'the',\n",
       "  'first',\n",
       "  'men',\n",
       "  'at',\n",
       "  'riverrun',\n",
       "  'harrenhal',\n",
       "  'and',\n",
       "  'on',\n",
       "  'the',\n",
       "  'trident',\n",
       "  'while',\n",
       "  'thebattleof',\n",
       "  'the',\n",
       "  'blackwater',\n",
       "  'was',\n",
       "  'being',\n",
       "  'fought',\n",
       "  'at',\n",
       "  'king',\n",
       "  'landing',\n",
       "  'and',\n",
       "  'during',\n",
       "  'its',\n",
       "  'aftermath',\n",
       "  'george',\n",
       "  'martin',\n",
       "  'prologue',\n",
       "  'the',\n",
       "  'day',\n",
       "  'was',\n",
       "  'grey',\n",
       "  'and',\n",
       "  'bitter',\n",
       "  'cold',\n",
       "  'and',\n",
       "  'the',\n",
       "  'dogs',\n",
       "  'would',\n",
       "  'not',\n",
       "  'take',\n",
       "  'the',\n",
       "  'scent'],\n",
       " ['the',\n",
       "  'big',\n",
       "  'black',\n",
       "  'bitch',\n",
       "  'had',\n",
       "  'taken',\n",
       "  'one',\n",
       "  'sniff',\n",
       "  'at',\n",
       "  'the',\n",
       "  'bear',\n",
       "  'tracks',\n",
       "  'backed',\n",
       "  'off',\n",
       "  'and',\n",
       "  'skulked',\n",
       "  'back',\n",
       "  'to',\n",
       "  'the',\n",
       "  'pack',\n",
       "  'page',\n",
       "  'with',\n",
       "  'her',\n",
       "  'tail',\n",
       "  'between',\n",
       "  'her',\n",
       "  'legs'],\n",
       " ['the',\n",
       "  'dogs',\n",
       "  'huddled',\n",
       "  'together',\n",
       "  'miserably',\n",
       "  'on',\n",
       "  'the',\n",
       "  'riverbank',\n",
       "  'as',\n",
       "  'the',\n",
       "  'wind',\n",
       "  'snapped',\n",
       "  'at',\n",
       "  'them'],\n",
       " ['chett',\n",
       "  'felt',\n",
       "  'it',\n",
       "  'too',\n",
       "  'biting',\n",
       "  'through',\n",
       "  'his',\n",
       "  'layers',\n",
       "  'of',\n",
       "  'black',\n",
       "  'wool',\n",
       "  'and',\n",
       "  'boiled',\n",
       "  'leather'],\n",
       " ['it',\n",
       "  'was',\n",
       "  'too',\n",
       "  'bloody',\n",
       "  'cold',\n",
       "  'for',\n",
       "  'man',\n",
       "  'or',\n",
       "  'beast',\n",
       "  'but',\n",
       "  'here',\n",
       "  'they',\n",
       "  'were'],\n",
       " ['his',\n",
       "  'mouth',\n",
       "  'twisted',\n",
       "  'and',\n",
       "  'he',\n",
       "  'could',\n",
       "  'almost',\n",
       "  'feel',\n",
       "  'the',\n",
       "  'boils',\n",
       "  'that',\n",
       "  'covered',\n",
       "  'his',\n",
       "  'cheeks',\n",
       "  'and',\n",
       "  'neck',\n",
       "  'growing',\n",
       "  'red',\n",
       "  'and',\n",
       "  'angry'],\n",
       " ['should',\n",
       "  'be',\n",
       "  'safe',\n",
       "  'back',\n",
       "  'at',\n",
       "  'the',\n",
       "  'wall',\n",
       "  'tending',\n",
       "  'the',\n",
       "  'bloodyravens',\n",
       "  'and',\n",
       "  'making',\n",
       "  'fires',\n",
       "  'for',\n",
       "  'old',\n",
       "  'maesteraemon'],\n",
       " ['it',\n",
       "  'was',\n",
       "  'the',\n",
       "  'bastard',\n",
       "  'jon',\n",
       "  'snow',\n",
       "  'who',\n",
       "  'had',\n",
       "  'taken',\n",
       "  'that',\n",
       "  'from',\n",
       "  'him',\n",
       "  'him',\n",
       "  'and',\n",
       "  'his',\n",
       "  'fat',\n",
       "  'friend',\n",
       "  'sam',\n",
       "  'tarly'],\n",
       " ['it',\n",
       "  'was',\n",
       "  'their',\n",
       "  'fault',\n",
       "  'he',\n",
       "  'was',\n",
       "  'here',\n",
       "  'freezing',\n",
       "  'his',\n",
       "  'bloody',\n",
       "  'balls',\n",
       "  'off',\n",
       "  'with',\n",
       "  'pack',\n",
       "  'of',\n",
       "  'hounds',\n",
       "  'deep',\n",
       "  'in',\n",
       "  'the',\n",
       "  'haunted',\n",
       "  'forest'],\n",
       " ['seven', 'hells'],\n",
       " ['he',\n",
       "  'gave',\n",
       "  'the',\n",
       "  'leashes',\n",
       "  'hard',\n",
       "  'yank',\n",
       "  'to',\n",
       "  'get',\n",
       "  'the',\n",
       "  'dogs',\n",
       "  'attention'],\n",
       " ['track', 'you', 'bastards'],\n",
       " ['that', 'bear', 'print'],\n",
       " ['you', 'want', 'some', 'meat', 'or', 'no'],\n",
       " ['find'],\n",
       " ['but', 'the', 'hounds', 'only', 'huddled', 'closer', 'whining'],\n",
       " ['chett',\n",
       "  'snapped',\n",
       "  'his',\n",
       "  'short',\n",
       "  'lash',\n",
       "  'above',\n",
       "  'their',\n",
       "  'heads',\n",
       "  'and',\n",
       "  'the',\n",
       "  'black',\n",
       "  'bitch',\n",
       "  'snarled',\n",
       "  'at',\n",
       "  'him'],\n",
       " ['dog',\n",
       "  'meat',\n",
       "  'would',\n",
       "  'taste',\n",
       "  'as',\n",
       "  'good',\n",
       "  'as',\n",
       "  'bear',\n",
       "  'he',\n",
       "  'warned',\n",
       "  'her',\n",
       "  'his',\n",
       "  'breath',\n",
       "  'frosting',\n",
       "  'with',\n",
       "  'every',\n",
       "  'word'],\n",
       " ['lark',\n",
       "  'the',\n",
       "  'sisterman',\n",
       "  'stood',\n",
       "  'with',\n",
       "  'his',\n",
       "  'arms',\n",
       "  'crossed',\n",
       "  'over',\n",
       "  'his',\n",
       "  'chest',\n",
       "  'and',\n",
       "  'his',\n",
       "  'hands',\n",
       "  'tucked',\n",
       "  'up',\n",
       "  'into',\n",
       "  'his',\n",
       "  'armpits'],\n",
       " ['he',\n",
       "  'wore',\n",
       "  'black',\n",
       "  'wool',\n",
       "  'gloves',\n",
       "  'but',\n",
       "  'he',\n",
       "  'was',\n",
       "  'always',\n",
       "  'complaining',\n",
       "  'how',\n",
       "  'his',\n",
       "  'fingers',\n",
       "  'were',\n",
       "  'frozen'],\n",
       " ['it', 'too', 'bloody', 'cold', 'to', 'hunt', 'he', 'said'],\n",
       " ['bugger', 'this', 'bear', 'he', 'not', 'worth', 'freezing', 'over'],\n",
       " ['we',\n",
       "  'can',\n",
       "  'go',\n",
       "  'back',\n",
       "  'emptyhand',\n",
       "  'lark',\n",
       "  'rumbled',\n",
       "  'small',\n",
       "  'paul',\n",
       "  'through',\n",
       "  'the',\n",
       "  'brown',\n",
       "  'whiskers',\n",
       "  'that',\n",
       "  'covered',\n",
       "  'most',\n",
       "  'of',\n",
       "  'his',\n",
       "  'face'],\n",
       " ['the', 'lord', 'commander', 'wouldn', 'like', 'that'],\n",
       " ['there',\n",
       "  'was',\n",
       "  'ice',\n",
       "  'under',\n",
       "  'the',\n",
       "  'big',\n",
       "  'man',\n",
       "  'squashed',\n",
       "  'pug',\n",
       "  'nose',\n",
       "  'where',\n",
       "  'his',\n",
       "  'snot',\n",
       "  'had',\n",
       "  'frozen'],\n",
       " ['huge',\n",
       "  'hand',\n",
       "  'in',\n",
       "  'thick',\n",
       "  'fur',\n",
       "  'glove',\n",
       "  'clenched',\n",
       "  'tight',\n",
       "  'around',\n",
       "  'the',\n",
       "  'shaft',\n",
       "  'of',\n",
       "  'spear'],\n",
       " ['bugger',\n",
       "  'that',\n",
       "  'old',\n",
       "  'bear',\n",
       "  'too',\n",
       "  'said',\n",
       "  'the',\n",
       "  'sisterman',\n",
       "  'thin',\n",
       "  'man',\n",
       "  'with',\n",
       "  'sharp',\n",
       "  'features',\n",
       "  'and',\n",
       "  'nervous',\n",
       "  'eyes'],\n",
       " ['mormont', 'will', 'be', 'dead', 'before', 'daybreak', 'remember'],\n",
       " ['who', 'cares', 'what', 'he', 'likes'],\n",
       " ['small', 'paul', 'blinked', 'his', 'black', 'little', 'eyes'],\n",
       " ['maybe',\n",
       "  'he',\n",
       "  'had',\n",
       "  'forgotten',\n",
       "  'chett',\n",
       "  'thought',\n",
       "  'he',\n",
       "  'was',\n",
       "  'stupid',\n",
       "  'enough',\n",
       "  'to',\n",
       "  'forget',\n",
       "  'most',\n",
       "  'anything'],\n",
       " ['why', 'do', 'we', 'have', 'to', 'kill', 'the', 'old', 'bear'],\n",
       " ['why', 'don', 'we', 'just', 'go', 'off', 'and', 'let', 'him', 'be'],\n",
       " ['you', 'think', 'he', 'll', 'let', 'us', 'be'],\n",
       " ['said', 'lark'],\n",
       " ['he', 'll', 'hunt', 'us', 'down'],\n",
       " ['you', 'want', 'to', 'be', 'hunted', 'you', 'great', 'muttonhead'],\n",
       " ['no', 'said', 'small', 'paul'],\n",
       " ['don', 'want', 'that'],\n",
       " ['don'],\n",
       " ['so', 'you', 'll', 'kill', 'him'],\n",
       " ['said', 'lark'],\n",
       " ['yes'],\n",
       " ['the',\n",
       "  'huge',\n",
       "  'man',\n",
       "  'stamped',\n",
       "  'the',\n",
       "  'butt',\n",
       "  'of',\n",
       "  'his',\n",
       "  'spear',\n",
       "  'on',\n",
       "  'the',\n",
       "  'frozen',\n",
       "  'riverbank'],\n",
       " ['will'],\n",
       " ['he', 'shouldn', 'hunt', 'us'],\n",
       " ['the',\n",
       "  'sisterman',\n",
       "  'took',\n",
       "  'his',\n",
       "  'hands',\n",
       "  'from',\n",
       "  'his',\n",
       "  'armpits',\n",
       "  'and',\n",
       "  'turned',\n",
       "  'to',\n",
       "  'chett'],\n",
       " ['we', 'need', 'to', 'kill', 'all', 'the', 'officers', 'say'],\n",
       " ['chett', 'was', 'sick', 'of', 'hearing', 'it'],\n",
       " ['we', 'been', 'over', 'this'],\n",
       " ['the', 'old', 'bear', 'dies', 'and', 'blane', 'from', 'theshadowtower'],\n",
       " ['grubbs',\n",
       "  'and',\n",
       "  'aethan',\n",
       "  'as',\n",
       "  'well',\n",
       "  'their',\n",
       "  'ill',\n",
       "  'luck',\n",
       "  'for',\n",
       "  'drawing',\n",
       "  'the',\n",
       "  'watch',\n",
       "  'dywen',\n",
       "  'and',\n",
       "  'barmen',\n",
       "  'for',\n",
       "  'their',\n",
       "  'tracking',\n",
       "  'and',\n",
       "  'ser',\n",
       "  'piggy',\n",
       "  'for',\n",
       "  'the',\n",
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       " ['that', 'all'],\n",
       " ['we', 'kill', 'them', 'quiet', 'while', 'they', 'sleep'],\n",
       " ['one', 'scream', 'and', 'we', 're', 'wormfood', 'every', 'one', 'of', 'us'],\n",
       " ['his', 'boils', 'were', 'red', 'with', 'rage'],\n",
       " ['just',\n",
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       "  'and',\n",
       "  'see',\n",
       "  'that',\n",
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       "  'do',\n",
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       " ['and',\n",
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       "  'try',\n",
       "  'and',\n",
       "  'remember',\n",
       "  'it',\n",
       "  'third',\n",
       "  'watch',\n",
       "  'not',\n",
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       " ['third',\n",
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       "  'big',\n",
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       "  'hair',\n",
       "  'and',\n",
       "  'frozen',\n",
       "  'snot'],\n",
       " ['me', 'and', 'softfoot'],\n",
       " ['remember', 'chett'],\n",
       " ['the',\n",
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       "  'be',\n",
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       "  'tonight',\n",
       "  'and',\n",
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       "  'more',\n",
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       " ['it', 'wasn', 'going', 'to', 'get', 'much', 'riper', 'than', 'that'],\n",
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       "  'well',\n",
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       "  'from',\n",
       "  'here',\n",
       "  'before',\n",
       "  'that',\n",
       "  'happened'],\n",
       " ['he', 'meant', 'to', 'live'],\n",
       " ['three',\n",
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       "  'sworn',\n",
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       "  'of',\n",
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       "  'near',\n",
       "  'third',\n",
       "  'of',\n",
       "  'the',\n",
       "  'watch',\n",
       "  'strength'],\n",
       " ['they',\n",
       "  'meant',\n",
       "  'to',\n",
       "  'find',\n",
       "  'ben',\n",
       "  'stark',\n",
       "  'ser',\n",
       "  'waymar',\n",
       "  'royce',\n",
       "  'and',\n",
       "  'the',\n",
       "  'other',\n",
       "  'rangers',\n",
       "  'who',\n",
       "  'gone',\n",
       "  'missing',\n",
       "  'and',\n",
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       "  'why',\n",
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       "  'were',\n",
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       " ['well',\n",
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       "  'closer',\n",
       "  'to',\n",
       "  'stark',\n",
       "  'and',\n",
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       "  'when',\n",
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       "  'the',\n",
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       "  'but',\n",
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       "  'where',\n",
       "  'all',\n",
       "  'the',\n",
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       "  'gone',\n",
       "  'up',\n",
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       "  'heights',\n",
       "  'of',\n",
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       " ['they',\n",
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       "  'up',\n",
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       "  'and',\n",
       "  'it',\n",
       "  'wouldn',\n",
       "  'prick',\n",
       "  'chett',\n",
       "  'boils',\n",
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       " ['but', 'no'],\n",
       " ['they', 'were', 'coming', 'down'],\n",
       " ['down', 'the', 'milkwater'],\n",
       " ['chett', 'raised', 'his', 'eyes', 'and', 'there', 'it', 'was'],\n",
       " ['the',\n",
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       "  'banks',\n",
       "  'were',\n",
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       "  'by',\n",
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       " ['and',\n",
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       "  'and',\n",
       "  'his',\n",
       "  'wildlings',\n",
       "  'were',\n",
       "  'flowing',\n",
       "  'down',\n",
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       "  'same',\n",
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       " ['thoren',\n",
       "  'smallwood',\n",
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       "  'in',\n",
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       "  'three',\n",
       "  'days',\n",
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       " ['while',\n",
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       "  'told',\n",
       "  'the',\n",
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       "  'of',\n",
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       " ['they',\n",
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       "  'well',\n",
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       "  'they',\n",
       "  're',\n",
       "  'coming',\n",
       "  'kedge',\n",
       "  'said',\n",
       "  'warming',\n",
       "  'his',\n",
       "  'hands',\n",
       "  'over',\n",
       "  'the',\n",
       "  'fire'],\n",
       " ['harma', 'the', 'dogshead', 'has', 'the', 'van', 'the', 'poxy', 'bitch'],\n",
       " ['goady',\n",
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       "  'up',\n",
       "  'on',\n",
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       " ['that',\n",
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       "  'but',\n",
       "  'smallwood',\n",
       "  'had',\n",
       "  'better',\n",
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       " ['chett', 'spat'],\n",
       " ['how', 'many', 'were', 'there', 'could', 'you', 'tell'],\n",
       " ['many', 'and', 'more'],\n",
       " ['twenty', 'thirty', 'thousand', 'we', 'didn', 'stay', 'to', 'count'],\n",
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       "  'van',\n",
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       "  'ahorse'],\n",
       " ['the', 'men', 'around', 'the', 'fire', 'exchanged', 'uneasy', 'looks'],\n",
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       "  'find',\n",
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       "  'wildlings',\n",
       "  'and',\n",
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       "  'hundred',\n",
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       "  'the',\n",
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       "  'body',\n",
       "  'kedge',\n",
       "  'went',\n",
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       " ['there', 'was', 'no', 'end', 'of', 'them'],\n",
       " ['they',\n",
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       "  'day',\n",
       "  'but',\n",
       "  'they',\n",
       "  'don',\n",
       "  'look',\n",
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       "  'they',\n",
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       "  'go',\n",
       "  'back',\n",
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       "  'their',\n",
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       " ['more',\n",
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       " ['they',\n",
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       "  'up',\n",
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       "  'every',\n",
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       "  'thing',\n",
       "  'they',\n",
       "  'own'],\n",
       " ['the',\n",
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       "  'you',\n",
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       "  'their',\n",
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       "  'would',\n",
       "  'break'],\n",
       " ['the', 'women', 'as', 'well'],\n",
       " ['and', 'they', 'follow', 'the', 'milkwater'],\n",
       " ['lark', 'the', 'sisterman', 'asked'],\n",
       " ['said', 'so', 'didn'],\n",
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       " ['any',\n",
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       "  'of',\n",
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       " ['the',\n",
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       " ['and', 'thoren', 'smallwood', 'wanted', 'to', 'attack'],\n",
       " ['sweet',\n",
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       " ['ser',\n",
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       "  'of',\n",
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       "  'same',\n",
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       "  'as',\n",
       "  'old',\n",
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       "  'wythers',\n",
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       "  'smallwood',\n",
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       " ['page',\n",
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       "  'will',\n",
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       "  'so',\n",
       "  'far',\n",
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       "  'sweet',\n",
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       "  'saying'],\n",
       " ['and',\n",
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       "  'of',\n",
       "  'his',\n",
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       "  'of',\n",
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       "  'mouths',\n",
       "  'who',\n",
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       "  'end',\n",
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       "  'send',\n",
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       "  'back',\n",
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       "  'their',\n",
       "  'hovels',\n",
       "  'for',\n",
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       "  'fifty',\n",
       "  'years'],\n",
       " ['three', 'hundred', 'against', 'thirty', 'thousand'],\n",
       " ['chett',\n",
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       "  'was',\n",
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       "  'had',\n",
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       "  'and',\n",
       "  'the',\n",
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       "  'of',\n",
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       "  'together',\n",
       "  'were',\n",
       "  'on',\n",
       "  'the',\n",
       "  'point',\n",
       "  'of',\n",
       "  'persuading',\n",
       "  'the',\n",
       "  'old',\n",
       "  'bear'],\n",
       " ['if',\n",
       "  'we',\n",
       "  'wait',\n",
       "  'too',\n",
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       "  'this',\n",
       "  'chance',\n",
       "  'may',\n",
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       "  'to',\n",
       "  'come',\n",
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       "  'smallwood',\n",
       "  'was',\n",
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       "  'to',\n",
       "  'anyone',\n",
       "  'who',\n",
       "  'would',\n",
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       " ['against',\n",
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       "  'ser',\n",
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       "  'wythers',\n",
       "  'said',\n",
       "  'we',\n",
       "  'are',\n",
       "  'the',\n",
       "  'shield',\n",
       "  'that',\n",
       "  'guards',\n",
       "  'the',\n",
       "  'realms',\n",
       "  'of',\n",
       "  'men'],\n",
       " ['you',\n",
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       "  'not',\n",
       "  'throw',\n",
       "  'away',\n",
       "  'your',\n",
       "  'shield',\n",
       "  'for',\n",
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       "  'but',\n",
       "  'to',\n",
       "  'that',\n",
       "  'thoren',\n",
       "  'smallwood',\n",
       "  'said',\n",
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       "  'man',\n",
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       "  'defense',\n",
       "  'is',\n",
       "  'the',\n",
       "  'swift',\n",
       "  'stroke',\n",
       "  'that',\n",
       "  'slays',\n",
       "  'his',\n",
       "  'foe',\n",
       "  'not',\n",
       "  'cringing',\n",
       "  'behind',\n",
       "  'shield'],\n",
       " ['neither', 'smallwood', 'nor', 'wythers', 'had', 'the', 'command', 'though'],\n",
       " ['lord',\n",
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       "  'did',\n",
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       "  'mormont',\n",
       "  'was',\n",
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       "  'up',\n",
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       "  'bastard',\n",
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       " ['hope', 'they', 'killed', 'his', 'bloody', 'wolf', 'as', 'well'],\n",
       " ['there', 'no', 'bear', 'here', 'he', 'decided', 'abruptly'],\n",
       " ['just', 'an', 'old', 'print', 'that', 'all'],\n",
       " ['back', 'to', 'the', 'fist'],\n",
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       "  'him',\n",
       "  'off',\n",
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       "  'to',\n",
       "  'get',\n",
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       "  'as',\n",
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       "  'was'],\n",
       " ['maybe', 'they', 'thought', 'they', 'were', 'going', 'to', 'get', 'fed'],\n",
       " ['chett', 'had', 'to', 'laugh'],\n",
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       "  'for',\n",
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       " ['tonight',\n",
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       "  'karl',\n",
       "  'cut',\n",
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       " ['they',\n",
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       "  'hounds',\n",
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       "  'the',\n",
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       " ['with',\n",
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       "  'before',\n",
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       "  'were',\n",
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       " ['lark',\n",
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       "  'bring',\n",
       "  'in',\n",
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       "  'but',\n",
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       "  'could',\n",
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       "  'expect',\n",
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       "  'it',\n",
       "  'you',\n",
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       "  'was',\n",
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       "  'keep',\n",
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       " ['small',\n",
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       " ['they',\n",
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       "  'he',\n",
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       "  'for',\n",
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       "  'good',\n",
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       "  'jon',\n",
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       " ['when',\n",
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       "  'sam',\n",
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       "  'would',\n",
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       " ['one',\n",
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       "  'and',\n",
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       "  'would',\n",
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       "  'start',\n",
       "  'blubbering',\n",
       "  'for',\n",
       "  'his',\n",
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       " ['let', 'him', 'beg', 'it', 'won', 'do', 'him', 'no', 'good'],\n",
       " ['after',\n",
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       " ['softfoot',\n",
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       "  'and',\n",
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       "  'after',\n",
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       " ['they',\n",
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       "  'fortnight',\n",
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       " ['with',\n",
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       "  'wythers',\n",
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       "  'old',\n",
       "  'done',\n",
       "  'man',\n",
       "  'and',\n",
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       " ['he',\n",
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       "  'the',\n",
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       "  'and',\n",
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       "  'no',\n",
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       "  'sending',\n",
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       "  'after',\n",
       "  'us',\n",
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       " ['the',\n",
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       "  'at',\n",
       "  'him',\n",
       "  'as',\n",
       "  'they',\n",
       "  'made',\n",
       "  'their',\n",
       "  'way',\n",
       "  'through',\n",
       "  'the',\n",
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       " ['chett',\n",
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       "  'the',\n",
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       "  'punching',\n",
       "  'its',\n",
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       "  'the',\n",
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       " ['the',\n",
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       "  'was',\n",
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       "  'the',\n",
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       "  'great',\n",
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       "  'the',\n",
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       "  'of',\n",
       "  'the',\n",
       "  'steep',\n",
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       " ['the', 'three', 'of', 'them', 'waded', 'across', 'brook'],\n",
       " ['the',\n",
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       "  'and',\n",
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       "  'of',\n",
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       "  'its',\n",
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       " ['going',\n",
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       "  'make',\n",
       "  'for',\n",
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       "  'coast',\n",
       "  'lark',\n",
       "  'the',\n",
       "  'sisterman',\n",
       "  'confided'],\n",
       " ['me', 'and', 'my', 'cousins'],\n",
       " ['we',\n",
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       "  'us',\n",
       "  'boat',\n",
       "  'sail',\n",
       "  'back',\n",
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       "  'to',\n",
       "  'the',\n",
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       " ['and',\n",
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       "  'they',\n",
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       "  'you',\n",
       "  'for',\n",
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       "  'and',\n",
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       "  'fool',\n",
       "  'heads',\n",
       "  'thought',\n",
       "  'chett'],\n",
       " ['there',\n",
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       "  'the',\n",
       "  'night',\n",
       "  'watch',\n",
       "  'once',\n",
       "  'you',\n",
       "  'said',\n",
       "  'your',\n",
       "  'words'],\n",
       " ['anywhere',\n",
       "  'in',\n",
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       "  'seven',\n",
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       "  'they',\n",
       "  'take',\n",
       "  'you',\n",
       "  'and',\n",
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       "  'you'],\n",
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       "  'now',\n",
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       "  'talking',\n",
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       "  'to',\n",
       "  'tyrosh',\n",
       "  'where',\n",
       "  'he',\n",
       "  'claimed',\n",
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       "  'didn',\n",
       "  'lose',\n",
       "  'their',\n",
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       "  'for',\n",
       "  'bit',\n",
       "  'of',\n",
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       "  'sent',\n",
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       "  'their',\n",
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       "  'for',\n",
       "  'being',\n",
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       "  'in',\n",
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       "  'with',\n",
       "  'some',\n",
       "  'knight',\n",
       "  'wife'],\n",
       " ['chett',\n",
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       "  'going',\n",
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       " ['and', 'what', 'could', 'he', 'do', 'in', 'tyrosh'],\n",
       " ['he',\n",
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       "  'no',\n",
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       "  'to',\n",
       "  'speak',\n",
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       "  'up',\n",
       "  'in',\n",
       "  'hag',\n",
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       " ['his',\n",
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       "  'had',\n",
       "  'spent',\n",
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       "  'life',\n",
       "  'grubbing',\n",
       "  'in',\n",
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       "  'men',\n",
       "  'fields',\n",
       "  'and',\n",
       "  'collecting',\n",
       "  'leeches'],\n",
       " ['he',\n",
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       "  'bare',\n",
       "  'but',\n",
       "  'for',\n",
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       "  'and',\n",
       "  'go',\n",
       "  'wading',\n",
       "  'in',\n",
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       "  'waters'],\n",
       " ['when',\n",
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       "  'he',\n",
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       "  'to',\n",
       "  'ankle'],\n",
       " ['sometimes', 'he', 'made', 'chett', 'help', 'pull', 'the', 'leeches', 'off'],\n",
       " ['one',\n",
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       "  'to',\n",
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       "  'once',\n",
       "  'and',\n",
       "  'he',\n",
       "  'smashed',\n",
       "  'it',\n",
       "  'against',\n",
       "  'wall',\n",
       "  'in',\n",
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       " ['his', 'father', 'beat', 'him', 'bloody', 'for', 'that'],\n",
       " ['the',\n",
       "  'maesters',\n",
       "  'bought',\n",
       "  'the',\n",
       "  'leeches',\n",
       "  'at',\n",
       "  'twelve',\n",
       "  'for',\n",
       "  'apenny'],\n",
       " ['lark',\n",
       "  'could',\n",
       "  'go',\n",
       "  'home',\n",
       "  'if',\n",
       "  'he',\n",
       "  'liked',\n",
       "  'and',\n",
       "  'the',\n",
       "  'damn',\n",
       "  'tyroshi',\n",
       "  'too',\n",
       "  'but',\n",
       "  'not',\n",
       "  'chett'],\n",
       " ['if',\n",
       "  'he',\n",
       "  'never',\n",
       "  'saw',\n",
       "  'hag',\n",
       "  'mire',\n",
       "  'again',\n",
       "  'it',\n",
       "  'would',\n",
       "  'be',\n",
       "  'too',\n",
       "  'bloody',\n",
       "  'soon'],\n",
       " ['he', 'had', 'liked', 'the', 'look', 'of', 'craster', 'keep', 'himself'],\n",
       " ['craster',\n",
       "  'lived',\n",
       "  'high',\n",
       "  'as',\n",
       "  'lord',\n",
       "  'there',\n",
       "  'so',\n",
       "  'why',\n",
       "  'shouldn',\n",
       "  'he',\n",
       "  'do',\n",
       "  'the',\n",
       "  'same'],\n",
       " ['that', 'would', 'be', 'laugh'],\n",
       " ['chett', 'the', 'leechman', 'son', 'lord', 'with', 'keep'],\n",
       " ['his',\n",
       "  'banner',\n",
       "  'could',\n",
       "  'be',\n",
       "  'dozen',\n",
       "  'leeches',\n",
       "  'on',\n",
       "  'field',\n",
       "  'of',\n",
       "  'pink'],\n",
       " ['but', 'why', 'stop', 'at', 'lord'],\n",
       " ['maybe', 'he', 'should', 'be', 'king'],\n",
       " ['mance', 'rayder', 'started', 'out', 'crow'],\n",
       " ['could',\n",
       "  'be',\n",
       "  'king',\n",
       "  'same',\n",
       "  'as',\n",
       "  'him',\n",
       "  'and',\n",
       "  'have',\n",
       "  'me',\n",
       "  'some',\n",
       "  'wives'],\n",
       " ['craster',\n",
       "  'had',\n",
       "  'nineteen',\n",
       "  'not',\n",
       "  'even',\n",
       "  'counting',\n",
       "  'the',\n",
       "  'young',\n",
       "  'ones',\n",
       "  'the',\n",
       "  'daughters',\n",
       "  'he',\n",
       "  'hadn',\n",
       "  'gotten',\n",
       "  'around',\n",
       "  'to',\n",
       "  'bedding',\n",
       "  'yet'],\n",
       " ['half',\n",
       "  'them',\n",
       "  'wives',\n",
       "  'were',\n",
       "  'as',\n",
       "  'old',\n",
       "  'and',\n",
       "  'ugly',\n",
       "  'as',\n",
       "  'craster',\n",
       "  'but',\n",
       "  'that',\n",
       "  'didn',\n",
       "  'matter'],\n",
       " ['the',\n",
       "  'old',\n",
       "  'ones',\n",
       "  'chett',\n",
       "  'could',\n",
       "  'put',\n",
       "  'to',\n",
       "  'work',\n",
       "  'cooking',\n",
       "  'and',\n",
       "  'cleaning',\n",
       "  'for',\n",
       "  'him',\n",
       "  'pulling',\n",
       "  'carrots',\n",
       "  'and',\n",
       "  'slopping',\n",
       "  'pigs',\n",
       "  'while',\n",
       "  'the',\n",
       "  'young',\n",
       "  'ones',\n",
       "  'warmed',\n",
       "  'his',\n",
       "  'bed',\n",
       "  'and',\n",
       "  'bore',\n",
       "  'his',\n",
       "  'children'],\n",
       " ['craster',\n",
       "  'wouldn',\n",
       "  'object',\n",
       "  'not',\n",
       "  'once',\n",
       "  'small',\n",
       "  'paul',\n",
       "  'gave',\n",
       "  'him',\n",
       "  'hug'],\n",
       " ['the',\n",
       "  'only',\n",
       "  'women',\n",
       "  'chett',\n",
       "  'had',\n",
       "  'ever',\n",
       "  'known',\n",
       "  'were',\n",
       "  'the',\n",
       "  'whores',\n",
       "  'he',\n",
       "  'bought',\n",
       "  'in',\n",
       "  'mole',\n",
       "  'town'],\n",
       " ['when',\n",
       "  'he',\n",
       "  'been',\n",
       "  'younger',\n",
       "  'the',\n",
       "  'village',\n",
       "  'girls',\n",
       "  'took',\n",
       "  'one',\n",
       "  'look',\n",
       "  'at',\n",
       "  'his',\n",
       "  'face',\n",
       "  'with',\n",
       "  'its',\n",
       "  'boils',\n",
       "  'and',\n",
       "  'its',\n",
       "  'wen',\n",
       "  'and',\n",
       "  'turned',\n",
       "  'away',\n",
       "  'sickened'],\n",
       " ['the', 'worst', 'was', 'that', 'slattern', 'bessa'],\n",
       " ['she',\n",
       "  'spread',\n",
       "  'her',\n",
       "  'legs',\n",
       "  'for',\n",
       "  'every',\n",
       "  'boy',\n",
       "  'in',\n",
       "  'hag',\n",
       "  'mire',\n",
       "  'so',\n",
       "  'he',\n",
       "  'figured',\n",
       "  'why',\n",
       "  'not',\n",
       "  'him',\n",
       "  'too'],\n",
       " ['he',\n",
       "  'even',\n",
       "  'spent',\n",
       "  'morning',\n",
       "  'picking',\n",
       "  'wildflowers',\n",
       "  'when',\n",
       "  'he',\n",
       "  'heard',\n",
       "  'she',\n",
       "  'liked',\n",
       "  'them',\n",
       "  'but',\n",
       "  'she',\n",
       "  'just',\n",
       "  'laughed',\n",
       "  'in',\n",
       "  'his',\n",
       "  'face',\n",
       "  'and',\n",
       "  'told',\n",
       "  'him',\n",
       "  'she',\n",
       "  'crawl',\n",
       "  'in',\n",
       "  'bed',\n",
       "  'with',\n",
       "  'his',\n",
       "  'father',\n",
       "  'leeches',\n",
       "  'before',\n",
       "  'she',\n",
       "  'crawl',\n",
       "  'in',\n",
       "  'one',\n",
       "  'with',\n",
       "  'him'],\n",
       " ['she',\n",
       "  'stopped',\n",
       "  'laughing',\n",
       "  'when',\n",
       "  'he',\n",
       "  'put',\n",
       "  'his',\n",
       "  'knife',\n",
       "  'in',\n",
       "  'her'],\n",
       " ['that',\n",
       "  'was',\n",
       "  'sweet',\n",
       "  'the',\n",
       "  'look',\n",
       "  'on',\n",
       "  'her',\n",
       "  'face',\n",
       "  'so',\n",
       "  'he',\n",
       "  'pulled',\n",
       "  'the',\n",
       "  'knife',\n",
       "  'out',\n",
       "  'and',\n",
       "  'put',\n",
       "  'it',\n",
       "  'in',\n",
       "  'her',\n",
       "  'again'],\n",
       " ['when',\n",
       "  'they',\n",
       "  'caught',\n",
       "  'him',\n",
       "  'down',\n",
       "  'near',\n",
       "  'sevenstrearns',\n",
       "  'old',\n",
       "  'lord',\n",
       "  'walder',\n",
       "  'frey',\n",
       "  'hadn',\n",
       "  'even',\n",
       "  'bothered',\n",
       "  'to',\n",
       "  'come',\n",
       "  'himself',\n",
       "  'to',\n",
       "  'do',\n",
       "  'the',\n",
       "  'judging'],\n",
       " ['he',\n",
       "  'sent',\n",
       "  'one',\n",
       "  'of',\n",
       "  'his',\n",
       "  'bastards',\n",
       "  'that',\n",
       "  'walder',\n",
       "  'rivers',\n",
       "  'and',\n",
       "  'the',\n",
       "  'next',\n",
       "  'thing',\n",
       "  'chett',\n",
       "  'had',\n",
       "  'known',\n",
       "  'he',\n",
       "  'was',\n",
       "  'walking',\n",
       "  'to',\n",
       "  'the',\n",
       "  'wall',\n",
       "  'with',\n",
       "  'that',\n",
       "  'foulsmelling',\n",
       "  'black',\n",
       "  'devil',\n",
       "  'yoren'],\n",
       " ['to',\n",
       "  'pay',\n",
       "  'for',\n",
       "  'his',\n",
       "  'one',\n",
       "  'sweet',\n",
       "  'moment',\n",
       "  'they',\n",
       "  'took',\n",
       "  'his',\n",
       "  'whole',\n",
       "  'life'],\n",
       " ['but',\n",
       "  'now',\n",
       "  'he',\n",
       "  'meant',\n",
       "  'to',\n",
       "  'take',\n",
       "  'it',\n",
       "  'back',\n",
       "  'and',\n",
       "  'craster',\n",
       "  'women',\n",
       "  'too'],\n",
       " ['that', 'twisted', 'old', 'wildling', 'has', 'the', 'right', 'of', 'it'],\n",
       " ['if',\n",
       "  'you',\n",
       "  'want',\n",
       "  'woman',\n",
       "  'to',\n",
       "  'wife',\n",
       "  'you',\n",
       "  'take',\n",
       "  'her',\n",
       "  'and',\n",
       "  'none',\n",
       "  'of',\n",
       "  'this',\n",
       "  'giving',\n",
       "  'her',\n",
       "  'flowers',\n",
       "  'so',\n",
       "  'that',\n",
       "  'maybe',\n",
       "  'she',\n",
       "  'don',\n",
       "  'notice',\n",
       "  'your',\n",
       "  'bloody',\n",
       "  'boils'],\n",
       " ['chett', 'didn', 'mean', 'to', 'make', 'that', 'mistake', 'again'],\n",
       " ['it',\n",
       "  'would',\n",
       "  'work',\n",
       "  'he',\n",
       "  'promised',\n",
       "  'himself',\n",
       "  'for',\n",
       "  'the',\n",
       "  'hundredth',\n",
       "  'time'],\n",
       " ['so', 'long', 'as', 'we', 'get', 'away', 'clean'],\n",
       " ['ser',\n",
       "  'ottyn',\n",
       "  'page',\n",
       "  'would',\n",
       "  'strike',\n",
       "  'south',\n",
       "  'for',\n",
       "  'the',\n",
       "  'shadow',\n",
       "  'tower',\n",
       "  'the',\n",
       "  'shortest',\n",
       "  'way',\n",
       "  'to',\n",
       "  'the',\n",
       "  'wall'],\n",
       " ['he',\n",
       "  'won',\n",
       "  'bother',\n",
       "  'with',\n",
       "  'us',\n",
       "  'not',\n",
       "  'wythers',\n",
       "  'all',\n",
       "  'he',\n",
       "  'll',\n",
       "  'want',\n",
       "  'is',\n",
       "  'to',\n",
       "  'get',\n",
       "  'back',\n",
       "  'whole'],\n",
       " ['thoren',\n",
       "  'smallwood',\n",
       "  'now',\n",
       "  'he',\n",
       "  'want',\n",
       "  'to',\n",
       "  'press',\n",
       "  'on',\n",
       "  'with',\n",
       "  'the',\n",
       "  'attack',\n",
       "  'but',\n",
       "  'ser',\n",
       "  'ottyn',\n",
       "  'caution',\n",
       "  'ran',\n",
       "  'too',\n",
       "  'deep',\n",
       "  'and',\n",
       "  'he',\n",
       "  'was',\n",
       "  'senior'],\n",
       " ['it',\n",
       "  'won',\n",
       "  'matter',\n",
       "  'anyhow',\n",
       "  'once',\n",
       "  'we',\n",
       "  're',\n",
       "  'gone',\n",
       "  'smallwood',\n",
       "  'can',\n",
       "  'attack',\n",
       "  'anyone',\n",
       "  'he',\n",
       "  'likes'],\n",
       " ['what', 'do', 'we', 'care'],\n",
       " ['if',\n",
       "  'none',\n",
       "  'of',\n",
       "  'them',\n",
       "  'ever',\n",
       "  'returns',\n",
       "  'to',\n",
       "  'the',\n",
       "  'wall',\n",
       "  'no',\n",
       "  'one',\n",
       "  'will',\n",
       "  'ever',\n",
       "  'come',\n",
       "  'looking',\n",
       "  'for',\n",
       "  'us',\n",
       "  'they',\n",
       "  'll',\n",
       "  'think',\n",
       "  'we',\n",
       "  'died',\n",
       "  'with',\n",
       "  'the',\n",
       "  'rest'],\n",
       " ['that',\n",
       "  'was',\n",
       "  'new',\n",
       "  'thought',\n",
       "  'and',\n",
       "  'for',\n",
       "  'moment',\n",
       "  'it',\n",
       "  'tempted',\n",
       "  'him'],\n",
       " ['but',\n",
       "  'they',\n",
       "  'would',\n",
       "  'need',\n",
       "  'to',\n",
       "  'kill',\n",
       "  'ser',\n",
       "  'ottyn',\n",
       "  'and',\n",
       "  'ser',\n",
       "  'mallador',\n",
       "  'locke',\n",
       "  'as',\n",
       "  'well',\n",
       "  'to',\n",
       "  'give',\n",
       "  'smallwood',\n",
       "  'the',\n",
       "  'command',\n",
       "  'and',\n",
       "  'both',\n",
       "  'of',\n",
       "  'them',\n",
       "  'were',\n",
       "  'well',\n",
       "  'attended',\n",
       "  'day',\n",
       "  'and',\n",
       "  'night',\n",
       "  'no',\n",
       "  'the',\n",
       "  'risk',\n",
       "  'was',\n",
       "  'too',\n",
       "  'great'],\n",
       " ['chett',\n",
       "  'said',\n",
       "  'small',\n",
       "  'paul',\n",
       "  'as',\n",
       "  'they',\n",
       "  'trudged',\n",
       "  'along',\n",
       "  'stony',\n",
       "  'game',\n",
       "  'trail',\n",
       "  'through',\n",
       "  'sentinels',\n",
       "  'and',\n",
       "  'soldier',\n",
       "  'pines',\n",
       "  'what',\n",
       "  'about',\n",
       "  'the',\n",
       "  'bird'],\n",
       " ['what', 'bloody', 'bird'],\n",
       " ['the',\n",
       "  'last',\n",
       "  'thing',\n",
       "  'he',\n",
       "  'needed',\n",
       "  'now',\n",
       "  'was',\n",
       "  'some',\n",
       "  'muttonhead',\n",
       "  'going',\n",
       "  'on',\n",
       "  'about',\n",
       "  'bird'],\n",
       " ['the', 'old', 'bear', 'raven', 'small', 'paul', 'said'],\n",
       " ['if', 'we', 'kill', 'him', 'who', 'going', 'to', 'feed', 'his', 'bird'],\n",
       " ['who', 'bloody', 'well', 'cares'],\n",
       " ['kill', 'the', 'bird', 'too', 'if', 'you', 'like'],\n",
       " ['don', 'want', 'to', 'hurt', 'no', 'bird', 'the', 'big', 'man', 'said'],\n",
       " ['but', 'that', 'talking', 'bird'],\n",
       " ['what', 'if', 'it', 'tells', 'what', 'we', 'did'],\n",
       " ['lark', 'the', 'sisterman', 'laughed'],\n",
       " ['small', 'paul', 'thick', 'as', 'castle', 'wall', 'he', 'mocked'],\n",
       " ['you', 'shut', 'up', 'with', 'that', 'said', 'small', 'paul', 'dangerously'],\n",
       " ['paul',\n",
       "  'said',\n",
       "  'chett',\n",
       "  'before',\n",
       "  'the',\n",
       "  'big',\n",
       "  'man',\n",
       "  'got',\n",
       "  'too',\n",
       "  'angry',\n",
       "  'when',\n",
       "  'they',\n",
       "  'find',\n",
       "  'the',\n",
       "  'old',\n",
       "  'man',\n",
       "  'lying',\n",
       "  'in',\n",
       "  'pool',\n",
       "  'of',\n",
       "  'blood',\n",
       "  'with',\n",
       "  'his',\n",
       "  'throat',\n",
       "  'slit',\n",
       "  'they',\n",
       "  'won',\n",
       "  'need',\n",
       "  'no',\n",
       "  'bird',\n",
       "  'to',\n",
       "  'tell',\n",
       "  'them',\n",
       "  'someone',\n",
       "  'killed',\n",
       "  'him'],\n",
       " ['small', 'paul', 'chewed', 'on', 'that', 'moment'],\n",
       " ['that', 'true', 'he', 'allowed'],\n",
       " ['can', 'keep', 'the', 'bird', 'then'],\n",
       " ['like', 'that', 'bird'],\n",
       " ['he', 'yours', 'said', 'chett', 'just', 'to', 'shut', 'him', 'up'],\n",
       " ['we',\n",
       "  'can',\n",
       "  'always',\n",
       "  'eat',\n",
       "  'him',\n",
       "  'if',\n",
       "  'we',\n",
       "  'get',\n",
       "  'hungry',\n",
       "  'offered',\n",
       "  'lark'],\n",
       " ['small', 'paul', 'clouded', 'up', 'again'],\n",
       " ['best', 'not', 'try', 'and', 'eat', 'my', 'bird', 'lark'],\n",
       " ['best', 'not'],\n",
       " ['chett', 'could', 'hear', 'voices', 'drifting', 'through', 'the', 'trees'],\n",
       " ['close', 'your', 'bloody', 'mouths', 'both', 'of', 'you'],\n",
       " ['we', 're', 'almost', 'to', 'the', 'fist'],\n",
       " ['they',\n",
       "  'emerged',\n",
       "  'near',\n",
       "  'the',\n",
       "  'west',\n",
       "  'face',\n",
       "  'of',\n",
       "  'the',\n",
       "  'hill',\n",
       "  'and',\n",
       "  'walked',\n",
       "  'around',\n",
       "  'south',\n",
       "  'where',\n",
       "  'the',\n",
       "  'slope',\n",
       "  'was',\n",
       "  'gentler'],\n",
       " ['near',\n",
       "  'the',\n",
       "  'edge',\n",
       "  'of',\n",
       "  'the',\n",
       "  'forest',\n",
       "  'dozen',\n",
       "  'men',\n",
       "  'were',\n",
       "  'taking',\n",
       "  'archery',\n",
       "  'practice'],\n",
       " ['they',\n",
       "  'had',\n",
       "  'carved',\n",
       "  'outlines',\n",
       "  'on',\n",
       "  'the',\n",
       "  'trunks',\n",
       "  'of',\n",
       "  'trees',\n",
       "  'and',\n",
       "  'were',\n",
       "  'loosing',\n",
       "  'shafts',\n",
       "  'at',\n",
       "  'them'],\n",
       " ['look', 'said', 'lark'],\n",
       " ['pig', 'with', 'bow'],\n",
       " ['sure',\n",
       "  'enough',\n",
       "  'the',\n",
       "  'nearest',\n",
       "  'bowman',\n",
       "  'was',\n",
       "  'ser',\n",
       "  'piggy',\n",
       "  'himself',\n",
       "  'the',\n",
       "  'fat',\n",
       "  'boy',\n",
       "  'who',\n",
       "  'had',\n",
       "  'stolen',\n",
       "  'his',\n",
       "  'place',\n",
       "  'with',\n",
       "  'maester',\n",
       "  'aemon'],\n",
       " ['just',\n",
       "  'the',\n",
       "  'sight',\n",
       "  'of',\n",
       "  'samwell',\n",
       "  'tarly',\n",
       "  'filled',\n",
       "  'him',\n",
       "  'with',\n",
       "  'anger'],\n",
       " ['stewarding',\n",
       "  'for',\n",
       "  'maester',\n",
       "  'aemon',\n",
       "  'had',\n",
       "  'been',\n",
       "  'as',\n",
       "  'good',\n",
       "  'life',\n",
       "  'as',\n",
       "  'he',\n",
       "  'ever',\n",
       "  'known'],\n",
       " ['the',\n",
       "  'old',\n",
       "  'blind',\n",
       "  'man',\n",
       "  'was',\n",
       "  'undemanding',\n",
       "  'and',\n",
       "  'clydas',\n",
       "  'had',\n",
       "  'taken',\n",
       "  'care',\n",
       "  'of',\n",
       "  'most',\n",
       "  'of',\n",
       "  'his',\n",
       "  'wants',\n",
       "  'anyway'],\n",
       " ['chett',\n",
       "  'duties',\n",
       "  'were',\n",
       "  'easy',\n",
       "  'cleaning',\n",
       "  'the',\n",
       "  'rookery',\n",
       "  'few',\n",
       "  'fires',\n",
       "  'to',\n",
       "  'build',\n",
       "  'few',\n",
       "  'meals',\n",
       "  'to',\n",
       "  'fetch',\n",
       "  'and',\n",
       "  'aemon',\n",
       "  'never',\n",
       "  'once',\n",
       "  'hit',\n",
       "  'him'],\n",
       " ['thinks',\n",
       "  'he',\n",
       "  'can',\n",
       "  'just',\n",
       "  'walk',\n",
       "  'in',\n",
       "  'and',\n",
       "  'shove',\n",
       "  'me',\n",
       "  'out',\n",
       "  'on',\n",
       "  'account',\n",
       "  'of',\n",
       "  'being',\n",
       "  'highborn',\n",
       "  'and',\n",
       "  'knowing',\n",
       "  'how',\n",
       "  'to',\n",
       "  'read'],\n",
       " ['might',\n",
       "  'be',\n",
       "  'it',\n",
       "  'ask',\n",
       "  'him',\n",
       "  'to',\n",
       "  'read',\n",
       "  'my',\n",
       "  'knife',\n",
       "  'before',\n",
       "  'open',\n",
       "  'his',\n",
       "  'throat',\n",
       "  'with',\n",
       "  'it'],\n",
       " ['you',\n",
       "  'go',\n",
       "  'on',\n",
       "  'he',\n",
       "  'told',\n",
       "  'the',\n",
       "  'others',\n",
       "  'want',\n",
       "  'to',\n",
       "  'watch',\n",
       "  'this'],\n",
       " ['the',\n",
       "  'dogs',\n",
       "  'were',\n",
       "  'pulling',\n",
       "  'anxious',\n",
       "  'to',\n",
       "  'go',\n",
       "  'with',\n",
       "  'them',\n",
       "  'to',\n",
       "  'the',\n",
       "  'food',\n",
       "  'they',\n",
       "  'thought',\n",
       "  'would',\n",
       "  'be',\n",
       "  'waiting',\n",
       "  'at',\n",
       "  'the',\n",
       "  'top'],\n",
       " ['chett',\n",
       "  'kicked',\n",
       "  'the',\n",
       "  'bitch',\n",
       "  'with',\n",
       "  'the',\n",
       "  'toe',\n",
       "  'page',\n",
       "  'of',\n",
       "  'his',\n",
       "  'boot',\n",
       "  'and',\n",
       "  'that',\n",
       "  'settled',\n",
       "  'them',\n",
       "  'down',\n",
       "  'some'],\n",
       " ['he',\n",
       "  'watched',\n",
       "  'from',\n",
       "  'the',\n",
       "  'trees',\n",
       "  'as',\n",
       "  'the',\n",
       "  'fat',\n",
       "  'boy',\n",
       "  'wrestled',\n",
       "  'with',\n",
       "  'longbow',\n",
       "  'as',\n",
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       "  'as',\n",
       "  'he',\n",
       "  'was',\n",
       "  'his',\n",
       "  'red',\n",
       "  'moon',\n",
       "  'face',\n",
       "  'screwed',\n",
       "  'up',\n",
       "  'with',\n",
       "  'concentration'],\n",
       " ['three', 'arrows', 'stood', 'in', 'the', 'ground', 'before', 'him'],\n",
       " ['tarly',\n",
       "  'nocked',\n",
       "  'and',\n",
       "  'drew',\n",
       "  'held',\n",
       "  'the',\n",
       "  'draw',\n",
       "  'long',\n",
       "  'moment',\n",
       "  'as',\n",
       "  'he',\n",
       "  'tried',\n",
       "  'to',\n",
       "  'aim',\n",
       "  'and',\n",
       "  'let',\n",
       "  'fly'],\n",
       " ['the', 'shaft', 'vanished', 'into', 'the', 'greenery'],\n",
       " ['chett', 'laughed', 'loudly', 'snort', 'of', 'sweet', 'disgust'],\n",
       " ['we',\n",
       "  'll',\n",
       "  'never',\n",
       "  'find',\n",
       "  'that',\n",
       "  'one',\n",
       "  'and',\n",
       "  'll',\n",
       "  'be',\n",
       "  'blamed',\n",
       "  'announced',\n",
       "  'edd',\n",
       "  'tollett',\n",
       "  'the',\n",
       "  'dour',\n",
       "  'grey',\n",
       "  'haired',\n",
       "  'squire',\n",
       "  'everyone',\n",
       "  'called',\n",
       "  'dolorous',\n",
       "  'edd'],\n",
       " ['nothing',\n",
       "  'ever',\n",
       "  'goes',\n",
       "  'missing',\n",
       "  'that',\n",
       "  'they',\n",
       "  'don',\n",
       "  'look',\n",
       "  'at',\n",
       "  'me',\n",
       "  'ever',\n",
       "  'since',\n",
       "  'that',\n",
       "  'time',\n",
       "  'lost',\n",
       "  'my',\n",
       "  'horse'],\n",
       " ['as', 'if', 'that', 'could', 'be', 'helped'],\n",
       " ['he',\n",
       "  'was',\n",
       "  'white',\n",
       "  'and',\n",
       "  'it',\n",
       "  'was',\n",
       "  'snowing',\n",
       "  'what',\n",
       "  'did',\n",
       "  'they',\n",
       "  'expect'],\n",
       " ['the',\n",
       "  'wind',\n",
       "  'took',\n",
       "  'that',\n",
       "  'one',\n",
       "  'said',\n",
       "  'grenn',\n",
       "  'another',\n",
       "  'friend',\n",
       "  'of',\n",
       "  'lord',\n",
       "  'snow'],\n",
       " ['try', 'to', 'hold', 'the', 'bow', 'steady', 'sam'],\n",
       " ['it',\n",
       "  'heavy',\n",
       "  'the',\n",
       "  'fat',\n",
       "  'boy',\n",
       "  'complained',\n",
       "  'but',\n",
       "  'he',\n",
       "  'pulled',\n",
       "  'the',\n",
       "  'second',\n",
       "  'arrow',\n",
       "  'all',\n",
       "  'the',\n",
       "  'same'],\n",
       " ['this',\n",
       "  'one',\n",
       "  'went',\n",
       "  'high',\n",
       "  'sailing',\n",
       "  'through',\n",
       "  'the',\n",
       "  'branches',\n",
       "  'ten',\n",
       "  'feet',\n",
       "  'above',\n",
       "  'the',\n",
       "  'target'],\n",
       " ['believe',\n",
       "  'you',\n",
       "  'knocked',\n",
       "  'leaf',\n",
       "  'off',\n",
       "  'that',\n",
       "  'tree',\n",
       "  'said',\n",
       "  'dolorous',\n",
       "  'edd'],\n",
       " ['fall',\n",
       "  'is',\n",
       "  'falling',\n",
       "  'fast',\n",
       "  'enough',\n",
       "  'there',\n",
       "  'no',\n",
       "  'need',\n",
       "  'to',\n",
       "  'help',\n",
       "  'it'],\n",
       " ['he', 'sighed'],\n",
       " ['and', 'we', 'all', 'know', 'what', 'follows', 'fall'],\n",
       " ['gods', 'but', 'am', 'cold'],\n",
       " ['shoot',\n",
       "  'the',\n",
       "  'last',\n",
       "  'arrow',\n",
       "  'samwell',\n",
       "  'believe',\n",
       "  'my',\n",
       "  'tongue',\n",
       "  'is',\n",
       "  'freezing',\n",
       "  'to',\n",
       "  'the',\n",
       "  'roof',\n",
       "  'of',\n",
       "  'my',\n",
       "  'mouth'],\n",
       " ['ser',\n",
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       "  'lowered',\n",
       "  'the',\n",
       "  'bow',\n",
       "  'and',\n",
       "  'chett',\n",
       "  'thought',\n",
       "  'he',\n",
       "  'was',\n",
       "  'going',\n",
       "  'to',\n",
       "  'start',\n",
       "  'bawling'],\n",
       " ['it', 'too', 'hard'],\n",
       " ['notch', 'draw', 'and', 'loose', 'said', 'grenn'],\n",
       " ['go', 'on'],\n",
       " ['dutifully',\n",
       "  'the',\n",
       "  'fat',\n",
       "  'boy',\n",
       "  'plucked',\n",
       "  'his',\n",
       "  'final',\n",
       "  'arrow',\n",
       "  'from',\n",
       "  'the',\n",
       "  'earth',\n",
       "  'notched',\n",
       "  'it',\n",
       "  'to',\n",
       "  'his',\n",
       "  'longbow',\n",
       "  'drew',\n",
       "  'and',\n",
       "  'released'],\n",
       " ['he',\n",
       "  'did',\n",
       "  'it',\n",
       "  'quickly',\n",
       "  'without',\n",
       "  'squinting',\n",
       "  'along',\n",
       "  'the',\n",
       "  'shaft',\n",
       "  'painstakingly',\n",
       "  'as',\n",
       "  'he',\n",
       "  'had',\n",
       "  'the',\n",
       "  'first',\n",
       "  'two',\n",
       "  'times'],\n",
       " ['the',\n",
       "  'arrow',\n",
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       "  'the',\n",
       "  'charcoal',\n",
       "  'outline',\n",
       "  'low',\n",
       "  'in',\n",
       "  'the',\n",
       "  'chest',\n",
       "  'and',\n",
       "  'hung',\n",
       "  'quivering'],\n",
       " ['hit', 'him'],\n",
       " ['ser', 'piggy', 'sounded', 'shocked'],\n",
       " ['grenn', 'did', 'you', 'see'],\n",
       " ['edd', 'look', 'hit', 'him'],\n",
       " ['put', 'it', 'between', 'his', 'ribs', 'id', 'say', 'said', 'grenn'],\n",
       " ['did', 'kill', 'him'],\n",
       " ['the', 'fat', 'boy', 'wanted', 'to', 'know'],\n",
       " ['tollett', 'shrugged'],\n",
       " ['might', 'have', 'punctured', 'lung', 'if', 'he', 'had', 'lung'],\n",
       " ['most', 'trees', 'don', 'as', 'rule'],\n",
       " ['he', 'took', 'the', 'bow', 'from', 'sam', 'hand'],\n",
       " ['ve', 'seen', 'worse', 'shots', 'though'],\n",
       " ['aye', 'and', 'made', 'few'],\n",
       " ['ser', 'piggy', 'was', 'beaming'],\n",
       " ['to',\n",
       "  'look',\n",
       "  'at',\n",
       "  'him',\n",
       "  'you',\n",
       "  'think',\n",
       "  'he',\n",
       "  'actually',\n",
       "  'done',\n",
       "  'something'],\n",
       " ['but',\n",
       "  'when',\n",
       "  'he',\n",
       "  'saw',\n",
       "  'chett',\n",
       "  'and',\n",
       "  'the',\n",
       "  'dogs',\n",
       "  'his',\n",
       "  'smile',\n",
       "  'curled',\n",
       "  'up',\n",
       "  'and',\n",
       "  'died',\n",
       "  'squeaking'],\n",
       " ['you', 'hit', 'tree', 'chett', 'said'],\n",
       " ['let',\n",
       "  'see',\n",
       "  'how',\n",
       "  'you',\n",
       "  'shoot',\n",
       "  'when',\n",
       "  'it',\n",
       "  'mance',\n",
       "  'rayder',\n",
       "  'lads'],\n",
       " ['they',\n",
       "  'won',\n",
       "  'stand',\n",
       "  'there',\n",
       "  'with',\n",
       "  'their',\n",
       "  'arms',\n",
       "  'out',\n",
       "  'and',\n",
       "  'their',\n",
       "  'leaves',\n",
       "  'rustling',\n",
       "  'oh',\n",
       "  'no'],\n",
       " ['they',\n",
       "  'll',\n",
       "  'come',\n",
       "  'right',\n",
       "  'at',\n",
       "  'you',\n",
       "  'screaming',\n",
       "  'in',\n",
       "  'your',\n",
       "  'face',\n",
       "  'and',\n",
       "  'bet',\n",
       "  'you',\n",
       "  'll',\n",
       "  'piss',\n",
       "  'those',\n",
       "  'breeches'],\n",
       " ['one',\n",
       "  'them',\n",
       "  'will',\n",
       "  'plant',\n",
       "  'his',\n",
       "  'axe',\n",
       "  'right',\n",
       "  'between',\n",
       "  'those',\n",
       "  'little',\n",
       "  'pig',\n",
       "  'eyes'],\n",
       " ['the',\n",
       "  'last',\n",
       "  'thing',\n",
       "  'you',\n",
       "  'll',\n",
       "  'hear',\n",
       "  'will',\n",
       "  'be',\n",
       "  'the',\n",
       "  'thunk',\n",
       "  'it',\n",
       "  'makes',\n",
       "  'when',\n",
       "  'it',\n",
       "  'bites',\n",
       "  'into',\n",
       "  'your',\n",
       "  'skull'],\n",
       " ['the', 'fat', 'boy', 'was', 'shaking'],\n",
       " ['dolorous', 'edd', 'put', 'hand', 'on', 'his', 'shoulder'],\n",
       " ['brother',\n",
       "  'he',\n",
       "  'said',\n",
       "  'solemnly',\n",
       "  'just',\n",
       "  'because',\n",
       "  'it',\n",
       "  'happened',\n",
       "  'that',\n",
       "  'way',\n",
       "  'for',\n",
       "  'you',\n",
       "  'doesn',\n",
       "  'mean',\n",
       "  'samwell',\n",
       "  'will',\n",
       "  'suffer',\n",
       "  'the',\n",
       "  'same'],\n",
       " ['what', 'are', 'you', 'talking', 'about', 'tollett'],\n",
       " ['page', 'the', 'axe', 'that', 'split', 'your', 'skull'],\n",
       " ['is',\n",
       "  'it',\n",
       "  'true',\n",
       "  'that',\n",
       "  'half',\n",
       "  'your',\n",
       "  'wits',\n",
       "  'leaked',\n",
       "  'out',\n",
       "  'on',\n",
       "  'the',\n",
       "  'ground',\n",
       "  'and',\n",
       "  'your',\n",
       "  'dogs',\n",
       "  'ate',\n",
       "  'them'],\n",
       " ['the',\n",
       "  'big',\n",
       "  'lout',\n",
       "  'grenn',\n",
       "  'laughed',\n",
       "  'and',\n",
       "  'even',\n",
       "  'samwell',\n",
       "  'tarly',\n",
       "  'managed',\n",
       "  'weak',\n",
       "  'little',\n",
       "  'smile'],\n",
       " ['chett',\n",
       "  'kicked',\n",
       "  'the',\n",
       "  'nearest',\n",
       "  'dog',\n",
       "  'yanked',\n",
       "  'on',\n",
       "  'their',\n",
       "  'leashes',\n",
       "  'and',\n",
       "  'started',\n",
       "  'up',\n",
       "  'the',\n",
       "  'hill'],\n",
       " ['smile', 'all', 'you', 'want', 'ser', 'piggy'],\n",
       " ['we', 'll', 'see', 'who', 'laughs', 'tonight'],\n",
       " ['he',\n",
       "  'only',\n",
       "  'wished',\n",
       "  'he',\n",
       "  'had',\n",
       "  'time',\n",
       "  'to',\n",
       "  'kill',\n",
       "  'tollett',\n",
       "  'as',\n",
       "  'well'],\n",
       " ['gloomy', 'horsefaced', 'fool', 'that', 'what', 'he', 'is'],\n",
       " ['the',\n",
       "  'climb',\n",
       "  'was',\n",
       "  'steep',\n",
       "  'even',\n",
       "  'on',\n",
       "  'this',\n",
       "  'side',\n",
       "  'of',\n",
       "  'the',\n",
       "  'fist',\n",
       "  'which',\n",
       "  'had',\n",
       "  'the',\n",
       "  'gentlest',\n",
       "  'slope'],\n",
       " ['partway',\n",
       "  'up',\n",
       "  'the',\n",
       "  'dogs',\n",
       "  'started',\n",
       "  'barking',\n",
       "  'and',\n",
       "  'pulling',\n",
       "  'at',\n",
       "  'him',\n",
       "  'figuring',\n",
       "  'that',\n",
       "  'they',\n",
       "  'get',\n",
       "  'fed',\n",
       "  'soon'],\n",
       " ['he',\n",
       "  'gave',\n",
       "  'them',\n",
       "  'taste',\n",
       "  'of',\n",
       "  'his',\n",
       "  'boot',\n",
       "  'instead',\n",
       "  'and',\n",
       "  'crack',\n",
       "  'of',\n",
       "  'the',\n",
       "  'whip',\n",
       "  'for',\n",
       "  'the',\n",
       "  'big',\n",
       "  'ugly',\n",
       "  'one',\n",
       "  'that',\n",
       "  'snapped',\n",
       "  'at',\n",
       "  'him'],\n",
       " ['once', 'they', 'were', 'tied', 'up', 'he', 'went', 'to', 'report'],\n",
       " ['the',\n",
       "  'prints',\n",
       "  'were',\n",
       "  'there',\n",
       "  'like',\n",
       "  'giant',\n",
       "  'said',\n",
       "  'but',\n",
       "  'the',\n",
       "  'dogs',\n",
       "  'wouldn',\n",
       "  'track',\n",
       "  'he',\n",
       "  'told',\n",
       "  'mormont',\n",
       "  'in',\n",
       "  'front',\n",
       "  'of',\n",
       "  'his',\n",
       "  'big',\n",
       "  'black',\n",
       "  'tent'],\n",
       " ['down',\n",
       "  'by',\n",
       "  'the',\n",
       "  'river',\n",
       "  'like',\n",
       "  'that',\n",
       "  'could',\n",
       "  'be',\n",
       "  'old',\n",
       "  'prints'],\n",
       " ['pity'],\n",
       " ['lord',\n",
       "  'commander',\n",
       "  'mormont',\n",
       "  'had',\n",
       "  'bald',\n",
       "  'head',\n",
       "  'and',\n",
       "  'great',\n",
       "  'shaggy',\n",
       "  'grey',\n",
       "  'beard',\n",
       "  'and',\n",
       "  'sounded',\n",
       "  'as',\n",
       "  'tired',\n",
       "  'as',\n",
       "  'he',\n",
       "  'looked'],\n",
       " ['we',\n",
       "  'might',\n",
       "  'all',\n",
       "  'have',\n",
       "  'been',\n",
       "  'better',\n",
       "  'for',\n",
       "  'bit',\n",
       "  'of',\n",
       "  'fresh',\n",
       "  'meat'],\n",
       " ['the',\n",
       "  'raven',\n",
       "  'on',\n",
       "  'his',\n",
       "  'shoulder',\n",
       "  'bobbed',\n",
       "  'its',\n",
       "  'head',\n",
       "  'and',\n",
       "  'echoed',\n",
       "  'meat'],\n",
       " ['meat'],\n",
       " ['meat'],\n",
       " ['we',\n",
       "  'could',\n",
       "  'cook',\n",
       "  'the',\n",
       "  'bloody',\n",
       "  'dogs',\n",
       "  'chett',\n",
       "  'thought',\n",
       "  'but',\n",
       "  'he',\n",
       "  'kept',\n",
       "  'his',\n",
       "  'mouth',\n",
       "  'shut',\n",
       "  'until',\n",
       "  'the',\n",
       "  'old',\n",
       "  'bear',\n",
       "  'sent',\n",
       "  'him',\n",
       "  'on',\n",
       "  'his',\n",
       "  'way'],\n",
       " ['and',\n",
       "  'that',\n",
       "  'the',\n",
       "  'last',\n",
       "  'time',\n",
       "  'll',\n",
       "  'need',\n",
       "  'to',\n",
       "  'bow',\n",
       "  'my',\n",
       "  'head',\n",
       "  'to',\n",
       "  'that',\n",
       "  'one',\n",
       "  'he',\n",
       "  'thought',\n",
       "  'to',\n",
       "  'himself',\n",
       "  'with',\n",
       "  'satisfaction'],\n",
       " ['it',\n",
       "  'seemed',\n",
       "  'to',\n",
       "  'him',\n",
       "  'that',\n",
       "  'it',\n",
       "  'was',\n",
       "  'growing',\n",
       "  'even',\n",
       "  'colder',\n",
       "  'which',\n",
       "  'he',\n",
       "  'would',\n",
       "  'have',\n",
       "  'swom'],\n",
       " ['wasn', 'possible'],\n",
       " ['the',\n",
       "  'dogs',\n",
       "  'huddled',\n",
       "  'together',\n",
       "  'miserably',\n",
       "  'in',\n",
       "  'the',\n",
       "  'hard',\n",
       "  'frozen',\n",
       "  'mud',\n",
       "  'and',\n",
       "  'chett',\n",
       "  'was',\n",
       "  'half',\n",
       "  'tempted',\n",
       "  'to',\n",
       "  'crawl',\n",
       "  'in',\n",
       "  'with',\n",
       "  'them'],\n",
       " ['instead',\n",
       "  'he',\n",
       "  'wrapped',\n",
       "  'black',\n",
       "  'wool',\n",
       "  'scarf',\n",
       "  'round',\n",
       "  'the',\n",
       "  'lower',\n",
       "  'part',\n",
       "  'of',\n",
       "  'his',\n",
       "  'face',\n",
       "  'leaving',\n",
       "  'slit',\n",
       "  'for',\n",
       "  'his',\n",
       "  'mouth',\n",
       "  'between',\n",
       "  'the',\n",
       "  'winds'],\n",
       " ['it',\n",
       "  'was',\n",
       "  'warmer',\n",
       "  'if',\n",
       "  'he',\n",
       "  'kept',\n",
       "  'moving',\n",
       "  'he',\n",
       "  'found',\n",
       "  'so',\n",
       "  'he',\n",
       "  'made',\n",
       "  'slow',\n",
       "  'circuit',\n",
       "  'of',\n",
       "  'the',\n",
       "  'perimeter',\n",
       "  'with',\n",
       "  'wad',\n",
       "  'of',\n",
       "  'sourleaf',\n",
       "  'sharing',\n",
       "  'chew',\n",
       "  'or',\n",
       "  'two',\n",
       "  'with',\n",
       "  'the',\n",
       "  'black',\n",
       "  'brothers',\n",
       "  'on',\n",
       "  'guard',\n",
       "  'and',\n",
       "  'hearing',\n",
       "  'what',\n",
       "  'they',\n",
       "  'had',\n",
       "  'to',\n",
       "  'say'],\n",
       " ['none',\n",
       "  'of',\n",
       "  'the',\n",
       "  'men',\n",
       "  'on',\n",
       "  'the',\n",
       "  'day',\n",
       "  'watch',\n",
       "  'were',\n",
       "  'part',\n",
       "  'of',\n",
       "  'his',\n",
       "  'scheme',\n",
       "  'even',\n",
       "  'so',\n",
       "  'he',\n",
       "  'figured',\n",
       "  'it',\n",
       "  'was',\n",
       "  'good',\n",
       "  'to',\n",
       "  'have',\n",
       "  'some',\n",
       "  'sense',\n",
       "  'of',\n",
       "  'what',\n",
       "  'they',\n",
       "  'were',\n",
       "  'thinking'],\n",
       " ['mostly',\n",
       "  'what',\n",
       "  'they',\n",
       "  'were',\n",
       "  'thinking',\n",
       "  'was',\n",
       "  'that',\n",
       "  'it',\n",
       "  'was',\n",
       "  'bloody',\n",
       "  'cold'],\n",
       " ['the', 'wind', 'was', 'rising', 'as', 'the', 'shadows', 'lengthened'],\n",
       " ['it',\n",
       "  'made',\n",
       "  'high',\n",
       "  'thin',\n",
       "  'sound',\n",
       "  'as',\n",
       "  'it',\n",
       "  'shivered',\n",
       "  'through',\n",
       "  'the',\n",
       "  'stones',\n",
       "  'of',\n",
       "  'the',\n",
       "  'ringwall'],\n",
       " ['hate', 'that', 'sound', 'little', 'giant', 'said'],\n",
       " ['it',\n",
       "  'sounds',\n",
       "  'like',\n",
       "  'babe',\n",
       "  'in',\n",
       "  'the',\n",
       "  'brush',\n",
       "  'wailing',\n",
       "  'away',\n",
       "  'for',\n",
       "  'milk'],\n",
       " ['when',\n",
       "  'he',\n",
       "  'finished',\n",
       "  'the',\n",
       "  'circuit',\n",
       "  'and',\n",
       "  'returned',\n",
       "  'to',\n",
       "  'the',\n",
       "  'dogs',\n",
       "  'he',\n",
       "  'found',\n",
       "  'lark',\n",
       "  'waiting',\n",
       "  'for',\n",
       "  'him'],\n",
       " ['the',\n",
       "  'officers',\n",
       "  'are',\n",
       "  'in',\n",
       "  'the',\n",
       "  'old',\n",
       "  'bear',\n",
       "  'tent',\n",
       "  'again',\n",
       "  'talking',\n",
       "  'something',\n",
       "  'fierce'],\n",
       " ['that', 'what', 'they', 'do', 'said', 'chett'],\n",
       " ['they',\n",
       "  're',\n",
       "  'highborn',\n",
       "  'all',\n",
       "  'but',\n",
       "  'blane',\n",
       "  'they',\n",
       "  'get',\n",
       "  'drunk',\n",
       "  'on',\n",
       "  'words',\n",
       "  'instead',\n",
       "  'of',\n",
       "  'wine'],\n",
       " ['lark', 'sidled', 'closer'],\n",
       " ['cheese',\n",
       "  'for',\n",
       "  'wits',\n",
       "  'keeps',\n",
       "  'going',\n",
       "  'on',\n",
       "  'about',\n",
       "  'the',\n",
       "  'bird',\n",
       "  'he',\n",
       "  'warned',\n",
       "  'glancing',\n",
       "  'about',\n",
       "  'to',\n",
       "  'make',\n",
       "  'certain',\n",
       "  'no',\n",
       "  'one',\n",
       "  'was',\n",
       "  'close'],\n",
       " ['now',\n",
       "  'he',\n",
       "  'asking',\n",
       "  'if',\n",
       "  'we',\n",
       "  'cached',\n",
       "  'any',\n",
       "  'seed',\n",
       "  'for',\n",
       "  'the',\n",
       "  'damn',\n",
       "  'thing'],\n",
       " ['it', 'raven', 'said', 'chett'],\n",
       " ['it', 'eats', 'corpses'],\n",
       " ['lark', 'grinned'],\n",
       " ['his', 'might', 'be'],\n",
       " ['or', 'yours'],\n",
       " ['it',\n",
       "  'seemed',\n",
       "  'to',\n",
       "  'chett',\n",
       "  'that',\n",
       "  'they',\n",
       "  'needed',\n",
       "  'the',\n",
       "  'big',\n",
       "  'man',\n",
       "  'more',\n",
       "  'than',\n",
       "  'they',\n",
       "  'needed',\n",
       "  'lark'],\n",
       " ['stop', 'fretting', 'about', 'small', 'paul'],\n",
       " ['you', 'do', 'your', 'part', 'he', 'll', 'do', 'his'],\n",
       " ['page',\n",
       "  'twilight',\n",
       "  'was',\n",
       "  'creeping',\n",
       "  'through',\n",
       "  'the',\n",
       "  'woods',\n",
       "  'by',\n",
       "  'the',\n",
       "  'time',\n",
       "  'he',\n",
       "  'rid',\n",
       "  'himself',\n",
       "  'of',\n",
       "  'the',\n",
       "  'sisterman',\n",
       "  'and',\n",
       "  'sat',\n",
       "  'down',\n",
       "  'to',\n",
       "  'edge',\n",
       "  'his',\n",
       "  'sword'],\n",
       " ['it',\n",
       "  'was',\n",
       "  'bloody',\n",
       "  'hard',\n",
       "  'work',\n",
       "  'with',\n",
       "  'his',\n",
       "  'gloves',\n",
       "  'on',\n",
       "  'but',\n",
       "  'he',\n",
       "  'wasn',\n",
       "  'about',\n",
       "  'to',\n",
       "  'take',\n",
       "  'them',\n",
       "  'off'],\n",
       " ['cold',\n",
       "  'as',\n",
       "  'it',\n",
       "  'was',\n",
       "  'any',\n",
       "  'fool',\n",
       "  'that',\n",
       "  'touched',\n",
       "  'steel',\n",
       "  'with',\n",
       "  'bare',\n",
       "  'hand',\n",
       "  'was',\n",
       "  'going',\n",
       "  'to',\n",
       "  'lose',\n",
       "  'patch',\n",
       "  'of',\n",
       "  'skin'],\n",
       " ['the', 'dogs', 'whimpered', 'when', 'the', 'sun', 'went', 'down'],\n",
       " ['he', 'gave', 'them', 'water', 'and', 'curses'],\n",
       " ['half',\n",
       "  'night',\n",
       "  'more',\n",
       "  'and',\n",
       "  'you',\n",
       "  'can',\n",
       "  'find',\n",
       "  'your',\n",
       "  'own',\n",
       "  'feast'],\n",
       " ['by', 'then', 'he', 'could', 'smell', 'supper'],\n",
       " ['dywen',\n",
       "  'was',\n",
       "  'holding',\n",
       "  'forth',\n",
       "  'at',\n",
       "  'the',\n",
       "  'cookfire',\n",
       "  'as',\n",
       "  'chett',\n",
       "  'got',\n",
       "  'his',\n",
       "  'heel',\n",
       "  'of',\n",
       "  'hardbread',\n",
       "  'and',\n",
       "  'bowl',\n",
       "  'of',\n",
       "  'bean',\n",
       "  'and',\n",
       "  'bacon',\n",
       "  'soup',\n",
       "  'from',\n",
       "  'hake',\n",
       "  'the',\n",
       "  'cook'],\n",
       " ['the', 'wood', 'too', 'silent', 'the', 'old', 'forester', 'was', 'saying'],\n",
       " ['no', 'frogs', 'near', 'that', 'river', 'no', 'owls', 'in', 'the', 'dark'],\n",
       " ['never', 'heard', 'no', 'deader', 'wood', 'than', 'this'],\n",
       " ['them', 'teeth', 'of', 'yours', 'sound', 'pretty', 'dead', 'said', 'hake'],\n",
       " ['dywen', 'clacked', 'his', 'wooden', 'teeth'],\n",
       " ['no', 'wolves', 'neither'],\n",
       " ['there', 'was', 'before', 'but', 'no', 'more'],\n",
       " ['where', 'they', 'go', 'you', 'figure'],\n",
       " ['someplace', 'warm', 'said', 'chett'],\n",
       " ['of',\n",
       "  'the',\n",
       "  'dozen',\n",
       "  'odd',\n",
       "  'brothers',\n",
       "  'who',\n",
       "  'sat',\n",
       "  'by',\n",
       "  'the',\n",
       "  'fire',\n",
       "  'four',\n",
       "  'were',\n",
       "  'his'],\n",
       " ['he',\n",
       "  'gave',\n",
       "  'each',\n",
       "  'one',\n",
       "  'hard',\n",
       "  'squinty',\n",
       "  'look',\n",
       "  'as',\n",
       "  'he',\n",
       "  'ate',\n",
       "  'to',\n",
       "  'see',\n",
       "  'if',\n",
       "  'any',\n",
       "  'showed',\n",
       "  'signs',\n",
       "  'of',\n",
       "  'breaking'],\n",
       " ['dirk',\n",
       "  'seemed',\n",
       "  'calm',\n",
       "  'enough',\n",
       "  'sitting',\n",
       "  'silent',\n",
       "  'and',\n",
       "  'sharpening',\n",
       "  'his',\n",
       "  'blade',\n",
       "  'the',\n",
       "  'way',\n",
       "  'he',\n",
       "  'did',\n",
       "  'every',\n",
       "  'night'],\n",
       " ['and', 'sweet', 'donnel', 'hill', 'was', 'all', 'easy', 'japes'],\n",
       " ['he',\n",
       "  'had',\n",
       "  'white',\n",
       "  'teeth',\n",
       "  'and',\n",
       "  'fat',\n",
       "  'red',\n",
       "  'lips',\n",
       "  'and',\n",
       "  'yellow',\n",
       "  'locks',\n",
       "  'that',\n",
       "  'he',\n",
       "  'wore',\n",
       "  'in',\n",
       "  'an',\n",
       "  'artful',\n",
       "  'tumble',\n",
       "  'about',\n",
       "  'his',\n",
       "  'shoulders',\n",
       "  'and',\n",
       "  'he',\n",
       "  'claimed',\n",
       "  'to',\n",
       "  'be',\n",
       "  'the',\n",
       "  'bastard',\n",
       "  'of',\n",
       "  'some',\n",
       "  'lannister'],\n",
       " ['maybe', 'he', 'was', 'at', 'that'],\n",
       " ['chett',\n",
       "  'had',\n",
       "  'no',\n",
       "  'use',\n",
       "  'for',\n",
       "  'pretty',\n",
       "  'boys',\n",
       "  'nor',\n",
       "  'for',\n",
       "  'bastards',\n",
       "  'neither',\n",
       "  'but',\n",
       "  'sweet',\n",
       "  'donnel',\n",
       "  'seemed',\n",
       "  'like',\n",
       "  'to',\n",
       "  'hold',\n",
       "  'his',\n",
       "  'own'],\n",
       " ['he',\n",
       "  'was',\n",
       "  'less',\n",
       "  'certain',\n",
       "  'about',\n",
       "  'the',\n",
       "  'forester',\n",
       "  'the',\n",
       "  'brothers',\n",
       "  'called',\n",
       "  'sawwood',\n",
       "  'more',\n",
       "  'for',\n",
       "  'his',\n",
       "  'snoring',\n",
       "  'than',\n",
       "  'for',\n",
       "  'anything',\n",
       "  'to',\n",
       "  'do',\n",
       "  'with',\n",
       "  'trees'],\n",
       " ['just',\n",
       "  'now',\n",
       "  'he',\n",
       "  'looked',\n",
       "  'so',\n",
       "  'restless',\n",
       "  'he',\n",
       "  'might',\n",
       "  'never',\n",
       "  'snore',\n",
       "  'again'],\n",
       " ['and', 'maslyn', 'was', 'worse'],\n",
       " ['chett',\n",
       "  'could',\n",
       "  'see',\n",
       "  'sweat',\n",
       "  'trickling',\n",
       "  'down',\n",
       "  'his',\n",
       "  'face',\n",
       "  'despite',\n",
       "  'the',\n",
       "  'frigid',\n",
       "  'wind'],\n",
       " ['the',\n",
       "  'beads',\n",
       "  'of',\n",
       "  'moisture',\n",
       "  'sparkled',\n",
       "  'in',\n",
       "  'the',\n",
       "  'firelight',\n",
       "  'like',\n",
       "  'so',\n",
       "  'many',\n",
       "  'little',\n",
       "  'wet',\n",
       "  'jewels'],\n",
       " ['maslyn',\n",
       "  'wasn',\n",
       "  'eating',\n",
       "  'neither',\n",
       "  'only',\n",
       "  'staring',\n",
       "  'at',\n",
       "  'his',\n",
       "  'soup',\n",
       "  'as',\n",
       "  'if',\n",
       "  'the',\n",
       "  'smell',\n",
       "  'of',\n",
       "  'it',\n",
       "  'was',\n",
       "  'about',\n",
       "  'to',\n",
       "  'make',\n",
       "  'him',\n",
       "  'sick'],\n",
       " ['ll', 'need', 'to', 'watch', 'that', 'one', 'chett', 'thought'],\n",
       " ['assemble'],\n",
       " ['the',\n",
       "  'shout',\n",
       "  'came',\n",
       "  'suddenly',\n",
       "  'from',\n",
       "  'dozen',\n",
       "  'throats',\n",
       "  'and',\n",
       "  'quickly',\n",
       "  'spread',\n",
       "  'to',\n",
       "  'every',\n",
       "  'part',\n",
       "  'of',\n",
       "  'the',\n",
       "  'hilltop',\n",
       "  'camp'],\n",
       " ['men', 'of', 'the', 'night', 'watch'],\n",
       " ['assemble', 'at', 'the', 'central', 'fire'],\n",
       " ['frowning',\n",
       "  'chett',\n",
       "  'finished',\n",
       "  'his',\n",
       "  'soup',\n",
       "  'and',\n",
       "  'followed',\n",
       "  'the',\n",
       "  'rest'],\n",
       " ['the',\n",
       "  'old',\n",
       "  'bear',\n",
       "  'stood',\n",
       "  'before',\n",
       "  'the',\n",
       "  'fire',\n",
       "  'with',\n",
       "  'smallwood',\n",
       "  'locke',\n",
       "  'wythers',\n",
       "  'and',\n",
       "  'blane',\n",
       "  'ranged',\n",
       "  'behind',\n",
       "  'him',\n",
       "  'in',\n",
       "  'row'],\n",
       " ['mormont',\n",
       "  'wore',\n",
       "  'cloak',\n",
       "  'of',\n",
       "  'thick',\n",
       "  'black',\n",
       "  'fur',\n",
       "  'and',\n",
       "  'his',\n",
       "  'raven',\n",
       "  'perched',\n",
       "  'upon',\n",
       "  'his',\n",
       "  'shoulder',\n",
       "  'preening',\n",
       "  'its',\n",
       "  'black',\n",
       "  'feathers'],\n",
       " ['this', 'can', 'be', 'good'],\n",
       " ['chett',\n",
       "  'squeezed',\n",
       "  'between',\n",
       "  'brown',\n",
       "  'bemarr',\n",
       "  'and',\n",
       "  'some',\n",
       "  'shadow',\n",
       "  'tower',\n",
       "  'men'],\n",
       " ['when',\n",
       "  'everyone',\n",
       "  'was',\n",
       "  'gathered',\n",
       "  'save',\n",
       "  'for',\n",
       "  'the',\n",
       "  'watchers',\n",
       "  'in',\n",
       "  'the',\n",
       "  'woods',\n",
       "  'and',\n",
       "  'the',\n",
       "  'guards',\n",
       "  'on',\n",
       "  'the',\n",
       "  'ringwall',\n",
       "  'mormont',\n",
       "  'cleared',\n",
       "  'his',\n",
       "  'throat',\n",
       "  'and',\n",
       "  'spat'],\n",
       " ['the', 'spittle', 'was', 'frozen', 'before', 'it', 'hit', 'the', 'ground'],\n",
       " ['brothers', 'he', 'said', 'men', 'of', 'the', 'night', 'watch'],\n",
       " ['men'],\n",
       " ['his', 'raven', 'screamed'],\n",
       " ['men'],\n",
       " ['men'],\n",
       " ['the',\n",
       "  'wildlings',\n",
       "  'are',\n",
       "  'on',\n",
       "  'the',\n",
       "  'march',\n",
       "  'following',\n",
       "  'the',\n",
       "  'course',\n",
       "  'of',\n",
       "  'the',\n",
       "  'milkwater',\n",
       "  'down',\n",
       "  'out',\n",
       "  'of',\n",
       "  'the',\n",
       "  'mountains'],\n",
       " ['thoren',\n",
       "  'believes',\n",
       "  'their',\n",
       "  'van',\n",
       "  'will',\n",
       "  'be',\n",
       "  'upon',\n",
       "  'us',\n",
       "  'ten',\n",
       "  'days',\n",
       "  'hence'],\n",
       " ['their',\n",
       "  'most',\n",
       "  'seasoned',\n",
       "  'raiders',\n",
       "  'will',\n",
       "  'be',\n",
       "  'with',\n",
       "  'harma',\n",
       "  'dogshead',\n",
       "  'in',\n",
       "  'that',\n",
       "  'van'],\n",
       " ['the',\n",
       "  'rest',\n",
       "  'will',\n",
       "  'likely',\n",
       "  'form',\n",
       "  'rearguard',\n",
       "  'or',\n",
       "  'ride',\n",
       "  'in',\n",
       "  'close',\n",
       "  'company',\n",
       "  'with',\n",
       "  'mance',\n",
       "  'rayder',\n",
       "  'page',\n",
       "  'himself'],\n",
       " ['elsewhere',\n",
       "  'their',\n",
       "  'fighters',\n",
       "  'will',\n",
       "  'be',\n",
       "  'spread',\n",
       "  'thin',\n",
       "  'along',\n",
       "  'the',\n",
       "  'line',\n",
       "  'of',\n",
       "  'march'],\n",
       " ['they', 'have', 'oxen', 'mules', 'horses', 'but', 'few', 'enough'],\n",
       " ['most', 'will', 'be', 'afoot', 'and', 'ill', 'armed', 'and', 'untrained'],\n",
       " ['such',\n",
       "  'weapons',\n",
       "  'as',\n",
       "  'they',\n",
       "  'carry',\n",
       "  'are',\n",
       "  'more',\n",
       "  'like',\n",
       "  'to',\n",
       "  'be',\n",
       "  'stone',\n",
       "  'and',\n",
       "  'bone',\n",
       "  'than',\n",
       "  'steel'],\n",
       " ['they',\n",
       "  'are',\n",
       "  'burdened',\n",
       "  'with',\n",
       "  'women',\n",
       "  'children',\n",
       "  'herds',\n",
       "  'of',\n",
       "  'sheep',\n",
       "  'and',\n",
       "  'goats',\n",
       "  'and',\n",
       "  'all',\n",
       "  'their',\n",
       "  'worldly',\n",
       "  'goods',\n",
       "  'besides'],\n",
       " ['in',\n",
       "  'short',\n",
       "  'though',\n",
       "  'they',\n",
       "  'are',\n",
       "  'numerous',\n",
       "  'they',\n",
       "  'are',\n",
       "  'vulnerable',\n",
       "  'and',\n",
       "  'they',\n",
       "  'do',\n",
       "  'not',\n",
       "  'know',\n",
       "  'that',\n",
       "  'we',\n",
       "  'are',\n",
       "  'here'],\n",
       " ['or', 'so', 'we', 'must', 'pray'],\n",
       " ['they', 'know', 'thought', 'chett'],\n",
       " ['you',\n",
       "  'bloody',\n",
       "  'old',\n",
       "  'pus',\n",
       "  'bag',\n",
       "  'they',\n",
       "  'know',\n",
       "  'certain',\n",
       "  'as',\n",
       "  'sunrise'],\n",
       " ['qhorin', 'halfhand', 'hasn', 'come', 'back', 'has', 'he'],\n",
       " ['nor', 'jarman', 'buckwell'],\n",
       " ['lf',\n",
       "  'any',\n",
       "  'of',\n",
       "  'them',\n",
       "  'got',\n",
       "  'caught',\n",
       "  'you',\n",
       "  'know',\n",
       "  'damned',\n",
       "  'well',\n",
       "  'the',\n",
       "  'wildlings',\n",
       "  'will',\n",
       "  'have',\n",
       "  'wrung',\n",
       "  'song',\n",
       "  'or',\n",
       "  'two',\n",
       "  'out',\n",
       "  'of',\n",
       "  'them',\n",
       "  'by',\n",
       "  'now',\n",
       "  'smallwood',\n",
       "  'stepped',\n",
       "  'forward'],\n",
       " ['mance',\n",
       "  'rayder',\n",
       "  'means',\n",
       "  'to',\n",
       "  'break',\n",
       "  'the',\n",
       "  'wall',\n",
       "  'and',\n",
       "  'bring',\n",
       "  'red',\n",
       "  'war',\n",
       "  'to',\n",
       "  'the',\n",
       "  'seven',\n",
       "  'kingdoms'],\n",
       " ['well', 'that', 'game', 'two', 'can', 'play'],\n",
       " ['on', 'the', 'morrow', 'we', 'll', 'bring', 'the', 'war', 'to', 'him'],\n",
       " ['we',\n",
       "  'ride',\n",
       "  'at',\n",
       "  'dawn',\n",
       "  'with',\n",
       "  'all',\n",
       "  'our',\n",
       "  'strength',\n",
       "  'the',\n",
       "  'old',\n",
       "  'bear',\n",
       "  'said',\n",
       "  'as',\n",
       "  'murmur',\n",
       "  'went',\n",
       "  'through',\n",
       "  'the',\n",
       "  'assembly'],\n",
       " ['we', 'will', 'ride', 'north', 'and', 'loop', 'around', 'to', 'the', 'west'],\n",
       " ['harma',\n",
       "  'van',\n",
       "  'will',\n",
       "  'be',\n",
       "  'well',\n",
       "  'past',\n",
       "  'the',\n",
       "  'fist',\n",
       "  'by',\n",
       "  'the',\n",
       "  'time',\n",
       "  'we',\n",
       "  'turn'],\n",
       " ['the',\n",
       "  'foothills',\n",
       "  'of',\n",
       "  'the',\n",
       "  'frostfangs',\n",
       "  'are',\n",
       "  'full',\n",
       "  'of',\n",
       "  'narrow',\n",
       "  'winding',\n",
       "  'valleys',\n",
       "  'made',\n",
       "  'for',\n",
       "  'ambush'],\n",
       " ['their', 'line', 'of', 'march', 'will', 'stretch', 'for', 'many', 'miles'],\n",
       " ['we',\n",
       "  'shall',\n",
       "  'fall',\n",
       "  'on',\n",
       "  'them',\n",
       "  'in',\n",
       "  'several',\n",
       "  'places',\n",
       "  'at',\n",
       "  'once',\n",
       "  'and',\n",
       "  'make',\n",
       "  'them',\n",
       "  'swear',\n",
       "  'we',\n",
       "  'were',\n",
       "  'three',\n",
       "  'thousand',\n",
       "  'not',\n",
       "  'three',\n",
       "  'hundred'],\n",
       " ['we',\n",
       "  'll',\n",
       "  'hit',\n",
       "  'hard',\n",
       "  'and',\n",
       "  'be',\n",
       "  'away',\n",
       "  'before',\n",
       "  'their',\n",
       "  'horsemen',\n",
       "  'can',\n",
       "  'form',\n",
       "  'up',\n",
       "  'to',\n",
       "  'face',\n",
       "  'us',\n",
       "  'thoren',\n",
       "  'smallwood',\n",
       "  'said'],\n",
       " ['if',\n",
       "  'they',\n",
       "  'pursue',\n",
       "  'we',\n",
       "  'll',\n",
       "  'lead',\n",
       "  'them',\n",
       "  'merry',\n",
       "  'chase',\n",
       "  'then',\n",
       "  'wheel',\n",
       "  'and',\n",
       "  'hit',\n",
       "  'again',\n",
       "  'farther',\n",
       "  'down',\n",
       "  'the',\n",
       "  'column'],\n",
       " ['we',\n",
       "  'll',\n",
       "  'burn',\n",
       "  'their',\n",
       "  'wagons',\n",
       "  'scatter',\n",
       "  'their',\n",
       "  'herds',\n",
       "  'and',\n",
       "  'slay',\n",
       "  'as',\n",
       "  'many',\n",
       "  'as',\n",
       "  'we',\n",
       "  'can'],\n",
       " ['mance', 'rayder', 'himself', 'if', 'we', 'find', 'him'],\n",
       " ['if',\n",
       "  'they',\n",
       "  'break',\n",
       "  'and',\n",
       "  'return',\n",
       "  'to',\n",
       "  'their',\n",
       "  'hovels',\n",
       "  'we',\n",
       "  've',\n",
       "  'won'],\n",
       " ['if',\n",
       "  'not',\n",
       "  'we',\n",
       "  'll',\n",
       "  'harry',\n",
       "  'them',\n",
       "  'all',\n",
       "  'the',\n",
       "  'way',\n",
       "  'to',\n",
       "  'the',\n",
       "  'wall',\n",
       "  'and',\n",
       "  'see',\n",
       "  'to',\n",
       "  'it',\n",
       "  'that',\n",
       "  'they',\n",
       "  'leave',\n",
       "  'trail',\n",
       "  'of',\n",
       "  'corpses',\n",
       "  'to',\n",
       "  'mark',\n",
       "  'their',\n",
       "  'progress'],\n",
       " ['there', 'are', 'thousands', 'someone', 'called', 'from', 'behind', 'chett'],\n",
       " ['we', 'll', 'die'],\n",
       " ['that', 'was', 'maslyn', 'voice', 'green', 'with', 'fear'],\n",
       " ['die', 'screamed', 'mormont', 'raven', 'flapping', 'its', 'black', 'wings'],\n",
       " ['die', 'die', 'die'],\n",
       " ['many', 'of', 'us', 'the', 'old', 'bear', 'said'],\n",
       " ['mayhaps', 'even', 'all', 'of', 'us'],\n",
       " ['but',\n",
       "  'as',\n",
       "  'another',\n",
       "  'lord',\n",
       "  'commander',\n",
       "  'said',\n",
       "  'thousand',\n",
       "  'years',\n",
       "  'ago',\n",
       "  'that',\n",
       "  'is',\n",
       "  'why',\n",
       "  'they',\n",
       "  'dress',\n",
       "  'us',\n",
       "  'in',\n",
       "  'black'],\n",
       " ['remember', 'your', 'words', 'brothers'],\n",
       " ['for',\n",
       "  'we',\n",
       "  'are',\n",
       "  'the',\n",
       "  'swords',\n",
       "  'in',\n",
       "  'the',\n",
       "  'darkness',\n",
       "  'the',\n",
       "  'watchers',\n",
       "  'on',\n",
       "  'the',\n",
       "  'walls'],\n",
       " [],\n",
       " [],\n",
       " ['the', 'fire', 'that', 'bums', 'against', 'the', 'cold'],\n",
       " ['ser', 'mallador', 'locke', 'drew', 'his', 'longsword'],\n",
       " ['the',\n",
       "  'light',\n",
       "  'that',\n",
       "  'brings',\n",
       "  'the',\n",
       "  'dawn',\n",
       "  'others',\n",
       "  'answered',\n",
       "  'and',\n",
       "  'more',\n",
       "  'swords',\n",
       "  'were',\n",
       "  'pulled',\n",
       "  'from',\n",
       "  'scabbards'],\n",
       " ['then',\n",
       "  'all',\n",
       "  'of',\n",
       "  'them',\n",
       "  'were',\n",
       "  'drawing',\n",
       "  'and',\n",
       "  'it',\n",
       "  'was',\n",
       "  'near',\n",
       "  'three',\n",
       "  'hundred',\n",
       "  'upraised',\n",
       "  'swords',\n",
       "  'and',\n",
       "  'as',\n",
       "  'many',\n",
       "  'voices',\n",
       "  'crying',\n",
       "  'the',\n",
       "  'horn',\n",
       "  'that',\n",
       "  'wakes',\n",
       "  'the',\n",
       "  'sleepers'],\n",
       " ['the', 'shield', 'that', 'guards', 'the', 'realms', 'of', 'men'],\n",
       " ['chett',\n",
       "  'had',\n",
       "  'no',\n",
       "  'choice',\n",
       "  'but',\n",
       "  'to',\n",
       "  'join',\n",
       "  'his',\n",
       "  'voice',\n",
       "  'to',\n",
       "  'the',\n",
       "  'others'],\n",
       " ['the',\n",
       "  'air',\n",
       "  'was',\n",
       "  'misty',\n",
       "  'with',\n",
       "  'their',\n",
       "  'breath',\n",
       "  'and',\n",
       "  'firelight',\n",
       "  'glinted',\n",
       "  'off',\n",
       "  'the',\n",
       "  'steel'],\n",
       " ['he',\n",
       "  'was',\n",
       "  'pleased',\n",
       "  'to',\n",
       "  'see',\n",
       "  'lark',\n",
       "  'and',\n",
       "  'softfoot',\n",
       "  'and',\n",
       "  'sweet',\n",
       "  'donnel',\n",
       "  'hill',\n",
       "  'joining',\n",
       "  'in',\n",
       "  'as',\n",
       "  'if',\n",
       "  'they',\n",
       "  'were',\n",
       "  'as',\n",
       "  'big',\n",
       "  'fools',\n",
       "  'as',\n",
       "  'the',\n",
       "  'rest'],\n",
       " ['that', 'was', 'good'],\n",
       " ['no',\n",
       "  'sense',\n",
       "  'to',\n",
       "  'draw',\n",
       "  'attention',\n",
       "  'when',\n",
       "  'their',\n",
       "  'hour',\n",
       "  'was',\n",
       "  'so',\n",
       "  'close'],\n",
       " ['when',\n",
       "  'the',\n",
       "  'shouting',\n",
       "  'died',\n",
       "  'away',\n",
       "  'once',\n",
       "  'more',\n",
       "  'he',\n",
       "  'heard',\n",
       "  'the',\n",
       "  'sound',\n",
       "  'of',\n",
       "  'the',\n",
       "  'wind',\n",
       "  'picking',\n",
       "  'at',\n",
       "  'the',\n",
       "  'ringwall'],\n",
       " ['the',\n",
       "  'flames',\n",
       "  'swirled',\n",
       "  'and',\n",
       "  'shivered',\n",
       "  'as',\n",
       "  'if',\n",
       "  'they',\n",
       "  'too',\n",
       "  'were',\n",
       "  'cold',\n",
       "  'and',\n",
       "  'in',\n",
       "  'the',\n",
       "  'sudden',\n",
       "  'quiet',\n",
       "  'the',\n",
       "  'old',\n",
       "  'bear',\n",
       "  'raven',\n",
       "  'cawed',\n",
       "  'loudly',\n",
       "  'and',\n",
       "  'once',\n",
       "  'again',\n",
       "  'said',\n",
       "  'die'],\n",
       " ['clever',\n",
       "  'bird',\n",
       "  'thought',\n",
       "  'chett',\n",
       "  'as',\n",
       "  'the',\n",
       "  'officers',\n",
       "  'dismissed',\n",
       "  'them',\n",
       "  'warning',\n",
       "  'everyone',\n",
       "  'to',\n",
       "  'get',\n",
       "  'good',\n",
       "  'meal',\n",
       "  'and',\n",
       "  'long',\n",
       "  'rest',\n",
       "  'tonight'],\n",
       " ['chett',\n",
       "  'crawled',\n",
       "  'under',\n",
       "  'his',\n",
       "  'furs',\n",
       "  'near',\n",
       "  'the',\n",
       "  'dogs',\n",
       "  'his',\n",
       "  'head',\n",
       "  'full',\n",
       "  'of',\n",
       "  'things',\n",
       "  'that',\n",
       "  'could',\n",
       "  'go',\n",
       "  'wrong'],\n",
       " ['page',\n",
       "  'what',\n",
       "  'if',\n",
       "  'that',\n",
       "  'bloody',\n",
       "  'oath',\n",
       "  'gave',\n",
       "  'one',\n",
       "  'of',\n",
       "  'his',\n",
       "  'change',\n",
       "  'of',\n",
       "  'heart'],\n",
       " ['or',\n",
       "  'small',\n",
       "  'paul',\n",
       "  'forgot',\n",
       "  'and',\n",
       "  'tried',\n",
       "  'to',\n",
       "  'kill',\n",
       "  'mormont',\n",
       "  'during',\n",
       "  'the',\n",
       "  'second',\n",
       "  'watch',\n",
       "  'in',\n",
       "  'place',\n",
       "  'of',\n",
       "  'the',\n",
       "  'third'],\n",
       " ['or',\n",
       "  'maslyn',\n",
       "  'lost',\n",
       "  'his',\n",
       "  'courage',\n",
       "  'or',\n",
       "  'someone',\n",
       "  'turned',\n",
       "  'informer',\n",
       "  'or'],\n",
       " ['he', 'found', 'himself', 'listening', 'to', 'the', 'night'],\n",
       " ['the',\n",
       "  'wind',\n",
       "  'did',\n",
       "  'sound',\n",
       "  'like',\n",
       "  'wailing',\n",
       "  'child',\n",
       "  'and',\n",
       "  'from',\n",
       "  'time',\n",
       "  'to',\n",
       "  'time',\n",
       "  'he',\n",
       "  'could',\n",
       "  'hear',\n",
       "  'men',\n",
       "  'voices',\n",
       "  'horse',\n",
       "  'whinny',\n",
       "  'log',\n",
       "  'spitting',\n",
       "  'in',\n",
       "  'the',\n",
       "  'fire'],\n",
       " ['but', 'nothing', 'else'],\n",
       " ['so', 'quiet'],\n",
       " ['he', 'could', 'see', 'bessa', 'face', 'floating', 'before', 'him'],\n",
       " ['it',\n",
       "  'wasn',\n",
       "  'the',\n",
       "  'knife',\n",
       "  'wanted',\n",
       "  'to',\n",
       "  'put',\n",
       "  'in',\n",
       "  'you',\n",
       "  'he',\n",
       "  'wanted',\n",
       "  'to',\n",
       "  'tell',\n",
       "  'her'],\n",
       " ['picked',\n",
       "  'you',\n",
       "  'flowers',\n",
       "  'wild',\n",
       "  'roses',\n",
       "  'and',\n",
       "  'tansy',\n",
       "  'and',\n",
       "  'goldencups',\n",
       "  'it',\n",
       "  'took',\n",
       "  'me',\n",
       "  'all',\n",
       "  'morning'],\n",
       " ['his',\n",
       "  'heart',\n",
       "  'was',\n",
       "  'thumping',\n",
       "  'like',\n",
       "  'drum',\n",
       "  'so',\n",
       "  'loud',\n",
       "  'he',\n",
       "  'feared',\n",
       "  'it',\n",
       "  'might',\n",
       "  'wake',\n",
       "  'the',\n",
       "  'camp'],\n",
       " ['ice', 'caked', 'his', 'beard', 'all', 'around', 'his', 'mouth'],\n",
       " ['where', 'did', 'that', 'come', 'from', 'with', 'bessa'],\n",
       " ['whenever',\n",
       "  'he',\n",
       "  'thought',\n",
       "  'of',\n",
       "  'her',\n",
       "  'before',\n",
       "  'it',\n",
       "  'had',\n",
       "  'only',\n",
       "  'been',\n",
       "  'to',\n",
       "  'remember',\n",
       "  'the',\n",
       "  'way',\n",
       "  'she',\n",
       "  'looked',\n",
       "  'dying'],\n",
       " ['what', 'was', 'wrong', 'with', 'him'],\n",
       " ['he', 'could', 'hardly', 'breathe'],\n",
       " ['had', 'he', 'gone', 'to', 'sleep'],\n",
       " ['he',\n",
       "  'got',\n",
       "  'to',\n",
       "  'his',\n",
       "  'knees',\n",
       "  'and',\n",
       "  'something',\n",
       "  'wet',\n",
       "  'and',\n",
       "  'cold',\n",
       "  'touched',\n",
       "  'his',\n",
       "  'nose'],\n",
       " ['chett', 'looked', 'up'],\n",
       " ['snow', 'was', 'falling'],\n",
       " ['he', 'could', 'feel', 'tears', 'freezing', 'to', 'his', 'cheeks'],\n",
       " ['it', 'isn', 'fair', 'he', 'wanted', 'to', 'scream'],\n",
       " ['snow',\n",
       "  'would',\n",
       "  'ruin',\n",
       "  'everything',\n",
       "  'he',\n",
       "  'worked',\n",
       "  'for',\n",
       "  'all',\n",
       "  'his',\n",
       "  'careful',\n",
       "  'plans'],\n",
       " ['it',\n",
       "  'was',\n",
       "  'heavy',\n",
       "  'fall',\n",
       "  'thick',\n",
       "  'white',\n",
       "  'flakes',\n",
       "  'coming',\n",
       "  'down',\n",
       "  'all',\n",
       "  'about',\n",
       "  'him'],\n",
       " ['how',\n",
       "  'would',\n",
       "  'they',\n",
       "  'find',\n",
       "  'their',\n",
       "  'food',\n",
       "  'caches',\n",
       "  'in',\n",
       "  'the',\n",
       "  'snow',\n",
       "  'or',\n",
       "  'the',\n",
       "  'game',\n",
       "  'trail',\n",
       "  'they',\n",
       "  'meant',\n",
       "  'to',\n",
       "  'follow',\n",
       "  'east'],\n",
       " ['they',\n",
       "  'won',\n",
       "  'need',\n",
       "  'dywen',\n",
       "  'nor',\n",
       "  'bannen',\n",
       "  'to',\n",
       "  'hunt',\n",
       "  'us',\n",
       "  'down',\n",
       "  'neither',\n",
       "  'not',\n",
       "  'if',\n",
       "  'we',\n",
       "  're',\n",
       "  'tracking',\n",
       "  'through',\n",
       "  'fresh',\n",
       "  'snow',\n",
       "  'and',\n",
       "  'snow',\n",
       "  'hid',\n",
       "  'the',\n",
       "  'shape',\n",
       "  'of',\n",
       "  'the',\n",
       "  'ground',\n",
       "  'especially',\n",
       "  'by',\n",
       "  'night'],\n",
       " ['horse', 'could', 'stumble', 'over', 'root', 'break', 'leg', 'on', 'stone'],\n",
       " ['we', 're', 'done', 'he', 'realized'],\n",
       " ['done', 'before', 'we', 'began'],\n",
       " ['we', 're', 'lost'],\n",
       " ['there',\n",
       "  'be',\n",
       "  'no',\n",
       "  'lord',\n",
       "  'life',\n",
       "  'for',\n",
       "  'the',\n",
       "  'leechman',\n",
       "  'son',\n",
       "  'no',\n",
       "  'keep',\n",
       "  'to',\n",
       "  'call',\n",
       "  'his',\n",
       "  'own',\n",
       "  'no',\n",
       "  'wives',\n",
       "  'nor',\n",
       "  'crowns'],\n",
       " ['only',\n",
       "  'wildling',\n",
       "  'sword',\n",
       "  'in',\n",
       "  'his',\n",
       "  'belly',\n",
       "  'and',\n",
       "  'then',\n",
       "  'an',\n",
       "  'unmarked',\n",
       "  'grave'],\n",
       " ['the', 'snow', 'taken', 'it', 'all', 'from', 'me', 'the', 'bloody', 'snow'],\n",
       " ['snow', 'had', 'ruined', 'him', 'once', 'before'],\n",
       " ['snow', 'and', 'his', 'pet', 'pig'],\n",
       " ['chett', 'got', 'to', 'his', 'feet'],\n",
       " ['his',\n",
       "  'legs',\n",
       "  'were',\n",
       "  'stiff',\n",
       "  'and',\n",
       "  'the',\n",
       "  'falling',\n",
       "  'snowflakes',\n",
       "  'turned',\n",
       "  'the',\n",
       "  'distant',\n",
       "  'torches',\n",
       "  'to',\n",
       "  'vague',\n",
       "  'orange',\n",
       "  'glows'],\n",
       " ['he',\n",
       "  'felt',\n",
       "  'as',\n",
       "  'though',\n",
       "  'he',\n",
       "  'were',\n",
       "  'being',\n",
       "  'attacked',\n",
       "  'by',\n",
       "  'cloud',\n",
       "  'of',\n",
       "  'pale',\n",
       "  'cold',\n",
       "  'bugs'],\n",
       " ['they',\n",
       "  'settled',\n",
       "  'on',\n",
       "  'his',\n",
       "  'shoulders',\n",
       "  'on',\n",
       "  'his',\n",
       "  'head',\n",
       "  'they',\n",
       "  'flew',\n",
       "  'at',\n",
       "  'his',\n",
       "  'nose',\n",
       "  'and',\n",
       "  'his',\n",
       "  'eyes'],\n",
       " ['cursing', 'he', 'brushed', 'them', 'off'],\n",
       " ['samwell', 'tarly', 'he', 'remembered'],\n",
       " ['can', 'still', 'deal', 'with', 'ser', 'piggy'],\n",
       " ['he',\n",
       "  'wrapped',\n",
       "  'his',\n",
       "  'scarf',\n",
       "  'around',\n",
       "  'his',\n",
       "  'face',\n",
       "  'pulled',\n",
       "  'up',\n",
       "  'his',\n",
       "  'hood',\n",
       "  'and',\n",
       "  'went',\n",
       "  'striding',\n",
       "  'through',\n",
       "  'the',\n",
       "  'camp',\n",
       "  'to',\n",
       "  'where',\n",
       "  'the',\n",
       "  'coward',\n",
       "  'slept'],\n",
       " ['the',\n",
       "  'snow',\n",
       "  'was',\n",
       "  'falling',\n",
       "  'so',\n",
       "  'heavily',\n",
       "  'that',\n",
       "  'he',\n",
       "  'got',\n",
       "  'lost',\n",
       "  'among',\n",
       "  'the',\n",
       "  'tents',\n",
       "  'but',\n",
       "  'finally',\n",
       "  'he',\n",
       "  'spotted',\n",
       "  'the',\n",
       "  'snug',\n",
       "  'little',\n",
       "  'windbreak',\n",
       "  'the',\n",
       "  'fat',\n",
       "  'boy',\n",
       "  'had',\n",
       "  'made',\n",
       "  'for',\n",
       "  'himself',\n",
       "  'between',\n",
       "  'rock',\n",
       "  'and',\n",
       "  'the',\n",
       "  'raven',\n",
       "  'cages'],\n",
       " ['tarly',\n",
       "  'was',\n",
       "  'buried',\n",
       "  'beneath',\n",
       "  'mound',\n",
       "  'of',\n",
       "  'black',\n",
       "  'wool',\n",
       "  'blankets',\n",
       "  'and',\n",
       "  'shaggy',\n",
       "  'furs'],\n",
       " ['the', 'snow', 'was', 'drifting', 'in', 'to', 'cover', 'him'],\n",
       " ['he', 'looked', 'like', 'some', 'kind', 'of', 'soft', 'round', 'mountain'],\n",
       " ['steel',\n",
       "  'whispered',\n",
       "  'on',\n",
       "  'leather',\n",
       "  'faint',\n",
       "  'as',\n",
       "  'hope',\n",
       "  'as',\n",
       "  'chett',\n",
       "  'eased',\n",
       "  'his',\n",
       "  'dagger',\n",
       "  'from',\n",
       "  'its',\n",
       "  'sheath'],\n",
       " ['one', 'of', 'the', 'ravens', 'quorked'],\n",
       " ['snow',\n",
       "  'another',\n",
       "  'muttered',\n",
       "  'peering',\n",
       "  'through',\n",
       "  'the',\n",
       "  'bars',\n",
       "  'with',\n",
       "  'black',\n",
       "  'eyes'],\n",
       " ['the', 'first', 'added', 'snow', 'of', 'its', 'own'],\n",
       " ['he', 'edged', 'past', 'them', 'placing', 'each', 'foot', 'carefully'],\n",
       " ['he',\n",
       "  'would',\n",
       "  'clap',\n",
       "  'his',\n",
       "  'left',\n",
       "  'hand',\n",
       "  'down',\n",
       "  'over',\n",
       "  'the',\n",
       "  'fat',\n",
       "  'boy',\n",
       "  'mouth',\n",
       "  'to',\n",
       "  'muffle',\n",
       "  'his',\n",
       "  'cries',\n",
       "  'and',\n",
       "  'then'],\n",
       " ['he',\n",
       "  'stopped',\n",
       "  'midstep',\n",
       "  'swallowing',\n",
       "  'his',\n",
       "  'curse',\n",
       "  'as',\n",
       "  'the',\n",
       "  'sound',\n",
       "  'of',\n",
       "  'the',\n",
       "  'horn',\n",
       "  'shuddered',\n",
       "  'through',\n",
       "  'the',\n",
       "  'camp',\n",
       "  'faint',\n",
       "  'and',\n",
       "  'far',\n",
       "  'yet',\n",
       "  'unmistakable'],\n",
       " ['not', 'now', 'gods', 'be', 'damned', 'not', 'now'],\n",
       " ['the',\n",
       "  'old',\n",
       "  'bear',\n",
       "  'had',\n",
       "  'hidden',\n",
       "  'far',\n",
       "  'eyes',\n",
       "  'in',\n",
       "  'ring',\n",
       "  'of',\n",
       "  'trees',\n",
       "  'around',\n",
       "  'the',\n",
       "  'fist',\n",
       "  'to',\n",
       "  'give',\n",
       "  'warning',\n",
       "  'of',\n",
       "  'any',\n",
       "  'approach'],\n",
       " ['jarman',\n",
       "  'buckwell',\n",
       "  'back',\n",
       "  'from',\n",
       "  'the',\n",
       "  'giant',\n",
       "  'stair',\n",
       "  'chett',\n",
       "  'figured',\n",
       "  'or',\n",
       "  'qhorin',\n",
       "  'halfhand',\n",
       "  'from',\n",
       "  'the',\n",
       "  'skirling',\n",
       "  'pass'],\n",
       " ['single', 'blast', 'of', 'the', 'horn', 'meant', 'brothers', 'returning'],\n",
       " ['if',\n",
       "  'it',\n",
       "  'was',\n",
       "  'the',\n",
       "  'halfhand',\n",
       "  'jon',\n",
       "  'snow',\n",
       "  'might',\n",
       "  'be',\n",
       "  'with',\n",
       "  'him',\n",
       "  'alive'],\n",
       " ['page',\n",
       "  'sam',\n",
       "  'tarly',\n",
       "  'sat',\n",
       "  'up',\n",
       "  'puffy',\n",
       "  'eyed',\n",
       "  'and',\n",
       "  'stared',\n",
       "  'at',\n",
       "  'the',\n",
       "  'snow',\n",
       "  'in',\n",
       "  'confusion'],\n",
       " ['the',\n",
       "  'ravens',\n",
       "  'were',\n",
       "  'cawing',\n",
       "  'noisily',\n",
       "  'and',\n",
       "  'chett',\n",
       "  'could',\n",
       "  'hear',\n",
       "  'his',\n",
       "  'dogs',\n",
       "  'baying'],\n",
       " ['half', 'the', 'bloody', 'camp', 'awake'],\n",
       " ['his',\n",
       "  'gloved',\n",
       "  'fingers',\n",
       "  'clenched',\n",
       "  'around',\n",
       "  'the',\n",
       "  'dagger',\n",
       "  'hilt',\n",
       "  'as',\n",
       "  'he',\n",
       "  'waited',\n",
       "  'for',\n",
       "  'the',\n",
       "  'sound',\n",
       "  'to',\n",
       "  'die',\n",
       "  'away'],\n",
       " ['but',\n",
       "  'no',\n",
       "  'sooner',\n",
       "  'had',\n",
       "  'it',\n",
       "  'gone',\n",
       "  'than',\n",
       "  'it',\n",
       "  'came',\n",
       "  'again',\n",
       "  'louder',\n",
       "  'and',\n",
       "  'longer'],\n",
       " [],\n",
       " ['gods', 'he', 'heard', 'sam', 'tarly', 'whimper'],\n",
       " ['the',\n",
       "  'fat',\n",
       "  'boy',\n",
       "  'lurched',\n",
       "  'to',\n",
       "  'his',\n",
       "  'knees',\n",
       "  'his',\n",
       "  'feet',\n",
       "  'tangled',\n",
       "  'in',\n",
       "  'his',\n",
       "  'cloak',\n",
       "  'and',\n",
       "  'blankets'],\n",
       " ['he',\n",
       "  'kicked',\n",
       "  'them',\n",
       "  'away',\n",
       "  'and',\n",
       "  'reached',\n",
       "  'for',\n",
       "  'chain',\n",
       "  'mail',\n",
       "  'hauberk',\n",
       "  'he',\n",
       "  'hung',\n",
       "  'on',\n",
       "  'the',\n",
       "  'rock',\n",
       "  'nearby'],\n",
       " ['as',\n",
       "  'he',\n",
       "  'slipped',\n",
       "  'the',\n",
       "  'huge',\n",
       "  'tent',\n",
       "  'of',\n",
       "  'garment',\n",
       "  'down',\n",
       "  'over',\n",
       "  'his',\n",
       "  'head',\n",
       "  'and',\n",
       "  'wriggled',\n",
       "  'into',\n",
       "  'it',\n",
       "  'he',\n",
       "  'spied',\n",
       "  'chett',\n",
       "  'standing',\n",
       "  'there'],\n",
       " ['was', 'it', 'two'],\n",
       " ['he', 'asked'],\n",
       " ['dreamed', 'heard', 'two', 'blasts'],\n",
       " [],\n",
       " [],\n",
       " ['no', 'dream', 'said', 'chett'],\n",
       " ['two', 'blasts', 'to', 'call', 'the', 'watch', 'to', 'arms'],\n",
       " ['two', 'blasts', 'for', 'foes', 'approaching'],\n",
       " ['there',\n",
       "  'an',\n",
       "  'axe',\n",
       "  'out',\n",
       "  'there',\n",
       "  'with',\n",
       "  'piggy',\n",
       "  'writ',\n",
       "  'on',\n",
       "  'it',\n",
       "  'fat',\n",
       "  'boy'],\n",
       " ['two', 'blasts', 'means', 'wildlings'],\n",
       " ['the',\n",
       "  'fear',\n",
       "  'on',\n",
       "  'that',\n",
       "  'big',\n",
       "  'moon',\n",
       "  'face',\n",
       "  'made',\n",
       "  'him',\n",
       "  'want',\n",
       "  'to',\n",
       "  'laugh'],\n",
       " ['bugger', 'them', 'all', 'to', 'seven', 'hells'],\n",
       " ['bloody', 'harma'],\n",
       " ['bloody', 'mance', 'rayder'],\n",
       " ['bloody',\n",
       "  'smallwood',\n",
       "  'he',\n",
       "  'said',\n",
       "  'they',\n",
       "  'wouldn',\n",
       "  'be',\n",
       "  'on',\n",
       "  'us',\n",
       "  'for',\n",
       "  'another'],\n",
       " ['the',\n",
       "  'sound',\n",
       "  'went',\n",
       "  'on',\n",
       "  'and',\n",
       "  'on',\n",
       "  'and',\n",
       "  'on',\n",
       "  'until',\n",
       "  'it',\n",
       "  'seemed',\n",
       "  'it',\n",
       "  'would',\n",
       "  'never',\n",
       "  'die'],\n",
       " ['the',\n",
       "  'ravens',\n",
       "  'were',\n",
       "  'flapping',\n",
       "  'and',\n",
       "  'screaming',\n",
       "  'flying',\n",
       "  'about',\n",
       "  'their',\n",
       "  'cages',\n",
       "  'and',\n",
       "  'banging',\n",
       "  'off',\n",
       "  'the',\n",
       "  'bars',\n",
       "  'and',\n",
       "  'all',\n",
       "  'about',\n",
       "  'the',\n",
       "  'camp',\n",
       "  'the',\n",
       "  'brothers',\n",
       "  'of',\n",
       "  'the',\n",
       "  'night',\n",
       "  'watch',\n",
       "  'were',\n",
       "  'rising',\n",
       "  'donning',\n",
       "  'their',\n",
       "  'armor',\n",
       "  'buckling',\n",
       "  'on',\n",
       "  'swordbelts',\n",
       "  'reaching',\n",
       "  'for',\n",
       "  'battleaxes',\n",
       "  'and',\n",
       "  'bows'],\n",
       " ['samwell',\n",
       "  'tarly',\n",
       "  'stood',\n",
       "  'shaking',\n",
       "  'his',\n",
       "  'face',\n",
       "  'the',\n",
       "  'same',\n",
       "  'color',\n",
       "  'as',\n",
       "  'the',\n",
       "  'snow',\n",
       "  'that',\n",
       "  'swirled',\n",
       "  'down',\n",
       "  'all',\n",
       "  'around',\n",
       "  'them'],\n",
       " ['three',\n",
       "  'he',\n",
       "  'squeaked',\n",
       "  'to',\n",
       "  'chett',\n",
       "  'that',\n",
       "  'was',\n",
       "  'three',\n",
       "  'heard',\n",
       "  'three'],\n",
       " ['they', 'never', 'blow', 'three'],\n",
       " ['not', 'for', 'hundreds', 'and', 'thousands', 'of', 'years'],\n",
       " ['three', 'means', 'others'],\n",
       " ['chett',\n",
       "  'made',\n",
       "  'sound',\n",
       "  'that',\n",
       "  'was',\n",
       "  'half',\n",
       "  'laugh',\n",
       "  'and',\n",
       "  'half',\n",
       "  'sob',\n",
       "  'and',\n",
       "  'suddenly',\n",
       "  'his',\n",
       "  'smallclothes',\n",
       "  'were',\n",
       "  'wet',\n",
       "  'and',\n",
       "  'he',\n",
       "  'could',\n",
       "  'feel',\n",
       "  'the',\n",
       "  'piss',\n",
       "  'running',\n",
       "  'down',\n",
       "  'his',\n",
       "  'leg',\n",
       "  'see',\n",
       "  'steam',\n",
       "  'rising',\n",
       "  'off',\n",
       "  'the',\n",
       "  'front',\n",
       "  'of',\n",
       "  'his',\n",
       "  'breeches'],\n",
       " ['chapter',\n",
       "  'jaime',\n",
       "  'an',\n",
       "  'east',\n",
       "  'wind',\n",
       "  'blew',\n",
       "  'through',\n",
       "  'his',\n",
       "  'tangled',\n",
       "  'hair',\n",
       "  'as',\n",
       "  'soft',\n",
       "  'and',\n",
       "  'fragrant',\n",
       "  'as',\n",
       "  'cersei',\n",
       "  'fingers'],\n",
       " ['he',\n",
       "  'could',\n",
       "  'hear',\n",
       "  'birds',\n",
       "  'singing',\n",
       "  'and',\n",
       "  'feel',\n",
       "  'the',\n",
       "  'river',\n",
       "  'moving',\n",
       "  'beneath',\n",
       "  'the',\n",
       "  'boat',\n",
       "  'as',\n",
       "  'the',\n",
       "  'sweep',\n",
       "  'of',\n",
       "  'the',\n",
       "  'oars',\n",
       "  'sent',\n",
       "  'them',\n",
       "  'toward',\n",
       "  'the',\n",
       "  'pale',\n",
       "  'pink',\n",
       "  'dawn'],\n",
       " ['after',\n",
       "  'so',\n",
       "  'long',\n",
       "  'in',\n",
       "  'darkness',\n",
       "  'the',\n",
       "  'world',\n",
       "  'was',\n",
       "  'so',\n",
       "  'sweet',\n",
       "  'that',\n",
       "  'jaime',\n",
       "  'lannister',\n",
       "  'felt',\n",
       "  'dizzy'],\n",
       " ['am', 'alive', 'and', 'drunk', 'on', 'sunlight'],\n",
       " ['laugh',\n",
       "  'burst',\n",
       "  'from',\n",
       "  'his',\n",
       "  'lips',\n",
       "  'sudden',\n",
       "  'as',\n",
       "  'quail',\n",
       "  'flushed',\n",
       "  'from',\n",
       "  'cover'],\n",
       " ['quiet', 'the', 'wench', 'grumbled', 'scowling'],\n",
       " ['scowls',\n",
       "  'suited',\n",
       "  'her',\n",
       "  'broad',\n",
       "  'homely',\n",
       "  'face',\n",
       "  'better',\n",
       "  'than',\n",
       "  'smile'],\n",
       " ['not', 'that', 'jaime', 'had', 'ever', 'seen', 'her', 'smiling'],\n",
       " ['he',\n",
       "  'amused',\n",
       "  'himself',\n",
       "  'by',\n",
       "  'picturing',\n",
       "  'her',\n",
       "  'in',\n",
       "  'one',\n",
       "  'of',\n",
       "  'cersei',\n",
       "  'silken',\n",
       "  'gowns',\n",
       "  'in',\n",
       "  'place',\n",
       "  'of',\n",
       "  'her',\n",
       "  'studded',\n",
       "  'leather',\n",
       "  'jerkin'],\n",
       " ['as', 'well', 'dress', 'cow', 'in', 'silk', 'as', 'this', 'one'],\n",
       " ['but', 'the', 'cow', 'could', 'row'],\n",
       " ['beneath',\n",
       "  'her',\n",
       "  'roughspun',\n",
       "  'brown',\n",
       "  'breeches',\n",
       "  'were',\n",
       "  'calves',\n",
       "  'like',\n",
       "  'cords',\n",
       "  'of',\n",
       "  'wood',\n",
       "  'and',\n",
       "  'page',\n",
       "  'the',\n",
       "  'long',\n",
       "  'muscles',\n",
       "  'of',\n",
       "  'her',\n",
       "  'arms',\n",
       "  'stretched',\n",
       "  'and',\n",
       "  'tightened',\n",
       "  'with',\n",
       "  'each',\n",
       "  'stroke',\n",
       "  'of',\n",
       "  'the',\n",
       "  'oars'],\n",
       " ['even',\n",
       "  'after',\n",
       "  'rowing',\n",
       "  'half',\n",
       "  'the',\n",
       "  'night',\n",
       "  'she',\n",
       "  'showed',\n",
       "  'no',\n",
       "  'signs',\n",
       "  'of',\n",
       "  'tiring',\n",
       "  'which',\n",
       "  'was',\n",
       "  'more',\n",
       "  'than',\n",
       "  'could',\n",
       "  'be',\n",
       "  'said',\n",
       "  'for',\n",
       "  'his',\n",
       "  'cousin',\n",
       "  'ser',\n",
       "  'cleos',\n",
       "  'laboring',\n",
       "  'on',\n",
       "  'the',\n",
       "  'other',\n",
       "  'oar'],\n",
       " ['big',\n",
       "  'strong',\n",
       "  'peasant',\n",
       "  'wench',\n",
       "  'to',\n",
       "  'look',\n",
       "  'at',\n",
       "  'her',\n",
       "  'yet',\n",
       "  'she',\n",
       "  'speaks',\n",
       "  'like',\n",
       "  'one',\n",
       "  'highborn',\n",
       "  'and',\n",
       "  'wears',\n",
       "  'longsword',\n",
       "  'and',\n",
       "  'dagger'],\n",
       " ['ah', 'but', 'can', 'she', 'use', 'them'],\n",
       " ['jaime',\n",
       "  'meant',\n",
       "  'to',\n",
       "  'find',\n",
       "  'out',\n",
       "  'as',\n",
       "  'soon',\n",
       "  'as',\n",
       "  'he',\n",
       "  'rid',\n",
       "  'himself',\n",
       "  'of',\n",
       "  'these',\n",
       "  'fetters'],\n",
       " ['he',\n",
       "  'wore',\n",
       "  'iron',\n",
       "  'manacles',\n",
       "  'on',\n",
       "  'his',\n",
       "  'wrists',\n",
       "  'and',\n",
       "  'matching',\n",
       "  'pair',\n",
       "  'about',\n",
       "  'his',\n",
       "  'ankles',\n",
       "  'joined',\n",
       "  'by',\n",
       "  'length',\n",
       "  'of',\n",
       "  'heavy',\n",
       "  'chain',\n",
       "  'no',\n",
       "  'more',\n",
       "  'than',\n",
       "  'foot',\n",
       "  'long'],\n",
       " ['you',\n",
       "  'think',\n",
       "  'my',\n",
       "  'word',\n",
       "  'as',\n",
       "  'lannister',\n",
       "  'was',\n",
       "  'not',\n",
       "  'good',\n",
       "  'enough',\n",
       "  'he',\n",
       "  'japed',\n",
       "  'as',\n",
       "  'they',\n",
       "  'bound',\n",
       "  'him'],\n",
       " ['he',\n",
       "  'been',\n",
       "  'very',\n",
       "  'drunk',\n",
       "  'by',\n",
       "  'then',\n",
       "  'thanks',\n",
       "  'to',\n",
       "  'catelyn',\n",
       "  'stark'],\n",
       " ['of',\n",
       "  'their',\n",
       "  'escape',\n",
       "  'from',\n",
       "  'riverrun',\n",
       "  'he',\n",
       "  'recalled',\n",
       "  'only',\n",
       "  'bits',\n",
       "  'and',\n",
       "  'pieces'],\n",
       " ['there',\n",
       "  'had',\n",
       "  'been',\n",
       "  'some',\n",
       "  'trouble',\n",
       "  'with',\n",
       "  'the',\n",
       "  'gaoler',\n",
       "  'but',\n",
       "  'the',\n",
       "  'big',\n",
       "  'wench',\n",
       "  'had',\n",
       "  'overcome',\n",
       "  'him'],\n",
       " ['after',\n",
       "  'that',\n",
       "  'they',\n",
       "  'had',\n",
       "  'climbed',\n",
       "  'an',\n",
       "  'endless',\n",
       "  'stair',\n",
       "  'around',\n",
       "  'and',\n",
       "  'around'],\n",
       " ['his',\n",
       "  'legs',\n",
       "  'were',\n",
       "  'weak',\n",
       "  'as',\n",
       "  'grass',\n",
       "  'and',\n",
       "  'he',\n",
       "  'stumbled',\n",
       "  'twice',\n",
       "  'or',\n",
       "  'thrice',\n",
       "  'until',\n",
       "  'the',\n",
       "  'wench',\n",
       "  'lent',\n",
       "  'him',\n",
       "  'an',\n",
       "  'arm',\n",
       "  'to',\n",
       "  'lean',\n",
       "  'on'],\n",
       " ['at',\n",
       "  'some',\n",
       "  'point',\n",
       "  'he',\n",
       "  'was',\n",
       "  'bundled',\n",
       "  'into',\n",
       "  'traveler',\n",
       "  'cloak',\n",
       "  'and',\n",
       "  'shoved',\n",
       "  'into',\n",
       "  'the',\n",
       "  'bottom',\n",
       "  'of',\n",
       "  'skiff'],\n",
       " ['he',\n",
       "  'remembered',\n",
       "  'listening',\n",
       "  'to',\n",
       "  'lady',\n",
       "  'catelyn',\n",
       "  'command',\n",
       "  'someone',\n",
       "  'to',\n",
       "  'raise',\n",
       "  'the',\n",
       "  'portcullis',\n",
       "  'on',\n",
       "  'the',\n",
       "  'water',\n",
       "  'gate'],\n",
       " ['she',\n",
       "  'was',\n",
       "  'sending',\n",
       "  'ser',\n",
       "  'cleos',\n",
       "  'frey',\n",
       "  'back',\n",
       "  'to',\n",
       "  'king',\n",
       "  'landing',\n",
       "  'with',\n",
       "  'new',\n",
       "  'terms',\n",
       "  'for',\n",
       "  'the',\n",
       "  'queen',\n",
       "  'she',\n",
       "  'declared',\n",
       "  'in',\n",
       "  'tone',\n",
       "  'that',\n",
       "  'brooked',\n",
       "  'no',\n",
       "  'argument'],\n",
       " ['he', 'must', 'have', 'drifted', 'off', 'then'],\n",
       " ['the',\n",
       "  'wine',\n",
       "  'had',\n",
       "  'made',\n",
       "  'him',\n",
       "  'sleepy',\n",
       "  'and',\n",
       "  'it',\n",
       "  'felt',\n",
       "  'good',\n",
       "  'to',\n",
       "  'stretch',\n",
       "  'luxury',\n",
       "  'his',\n",
       "  'chains',\n",
       "  'had',\n",
       "  'not',\n",
       "  'permitted',\n",
       "  'him',\n",
       "  'in',\n",
       "  'the',\n",
       "  'cell'],\n",
       " ['jaime',\n",
       "  'had',\n",
       "  'long',\n",
       "  'ago',\n",
       "  'learned',\n",
       "  'to',\n",
       "  'snatch',\n",
       "  'sleep',\n",
       "  'in',\n",
       "  'the',\n",
       "  'saddle',\n",
       "  'during',\n",
       "  'march'],\n",
       " ['this', 'was', 'no', 'harder'],\n",
       " ['tyrion',\n",
       "  'is',\n",
       "  'going',\n",
       "  'to',\n",
       "  'laugh',\n",
       "  'himself',\n",
       "  'sick',\n",
       "  'when',\n",
       "  'he',\n",
       "  'hears',\n",
       "  'how',\n",
       "  'slept',\n",
       "  'through',\n",
       "  'my',\n",
       "  'own',\n",
       "  'escape'],\n",
       " ['he',\n",
       "  'was',\n",
       "  'awake',\n",
       "  'now',\n",
       "  'though',\n",
       "  'and',\n",
       "  'the',\n",
       "  'fetters',\n",
       "  'were',\n",
       "  'irksome'],\n",
       " ['my',\n",
       "  'lady',\n",
       "  'he',\n",
       "  'called',\n",
       "  'out',\n",
       "  'if',\n",
       "  'you',\n",
       "  'll',\n",
       "  'strike',\n",
       "  'off',\n",
       "  'these',\n",
       "  'chains',\n",
       "  'll',\n",
       "  'spell',\n",
       "  'you',\n",
       "  'at',\n",
       "  'those',\n",
       "  'oars'],\n",
       " ['she',\n",
       "  'scowled',\n",
       "  'again',\n",
       "  'her',\n",
       "  'face',\n",
       "  'all',\n",
       "  'horse',\n",
       "  'teeth',\n",
       "  'and',\n",
       "  'glowering',\n",
       "  'suspicion'],\n",
       " ['you', 'll', 'wear', 'your', 'chains', 'kingslayer'],\n",
       " ['you',\n",
       "  'figure',\n",
       "  'to',\n",
       "  'row',\n",
       "  'all',\n",
       "  'the',\n",
       "  'way',\n",
       "  'to',\n",
       "  'king',\n",
       "  'landing',\n",
       "  'wench'],\n",
       " ['you', 'will', 'call', 'me', 'brienne'],\n",
       " ['not', 'wench'],\n",
       " ['my', 'name', 'is', 'ser', 'jaime'],\n",
       " ['not', 'kingslayer'],\n",
       " ['do', 'you', 'deny', 'that', 'you', 'slew', 'king'],\n",
       " ['no'],\n",
       " ['do', 'you', 'deny', 'your', 'sex'],\n",
       " ['if', 'so', 'unlace', 'those', 'breeches', 'and', 'show', 'me'],\n",
       " ['he', 'gave', 'her', 'an', 'innocent', 'smile'],\n",
       " ['ask',\n",
       "  'you',\n",
       "  'to',\n",
       "  'open',\n",
       "  'your',\n",
       "  'bodice',\n",
       "  'but',\n",
       "  'from',\n",
       "  'the',\n",
       "  'look',\n",
       "  'of',\n",
       "  'you',\n",
       "  'that',\n",
       "  'wouldn',\n",
       "  'prove',\n",
       "  'much'],\n",
       " ['ser', 'cleos', 'fretted'],\n",
       " ['cousin', 'remember', 'your', 'courtesies'],\n",
       " ['the', 'lannister', 'blood', 'runs', 'thin', 'in', 'this', 'one'],\n",
       " ['cleos',\n",
       "  'was',\n",
       "  'his',\n",
       "  'aunt',\n",
       "  'genna',\n",
       "  'son',\n",
       "  'by',\n",
       "  'that',\n",
       "  'dullard',\n",
       "  'emmon',\n",
       "  'frey',\n",
       "  'who',\n",
       "  'had',\n",
       "  'lived',\n",
       "  'in',\n",
       "  'terror',\n",
       "  'of',\n",
       "  'lord',\n",
       "  'tywin',\n",
       "  'lannister',\n",
       "  'since',\n",
       "  'the',\n",
       "  'day',\n",
       "  'he',\n",
       "  'wed',\n",
       "  'his',\n",
       "  'sister'],\n",
       " ['when',\n",
       "  'lord',\n",
       "  'walder',\n",
       "  'frey',\n",
       "  'had',\n",
       "  'brought',\n",
       "  'the',\n",
       "  'twins',\n",
       "  'into',\n",
       "  'the',\n",
       "  'war',\n",
       "  'on',\n",
       "  'the',\n",
       "  'side',\n",
       "  'of',\n",
       "  'riverrun',\n",
       "  'ser',\n",
       "  'emmon',\n",
       "  'had',\n",
       "  'chosen',\n",
       "  'his',\n",
       "  'wife',\n",
       "  'allegiance',\n",
       "  'over',\n",
       "  'his',\n",
       "  'father'],\n",
       " ['casterly',\n",
       "  'rock',\n",
       "  'got',\n",
       "  'the',\n",
       "  'worst',\n",
       "  'of',\n",
       "  'that',\n",
       "  'bargain',\n",
       "  'jaime',\n",
       "  'reflected'],\n",
       " ['ser',\n",
       "  'cleos',\n",
       "  'looked',\n",
       "  'like',\n",
       "  'weasel',\n",
       "  'fought',\n",
       "  'like',\n",
       "  'goose',\n",
       "  'and',\n",
       "  'had',\n",
       "  'the',\n",
       "  'courage',\n",
       "  'of',\n",
       "  'an',\n",
       "  'especially',\n",
       "  'brave',\n",
       "  'ewe'],\n",
       " ['lady',\n",
       "  'stark',\n",
       "  'had',\n",
       "  'promised',\n",
       "  'him',\n",
       "  'release',\n",
       "  'if',\n",
       "  'he',\n",
       "  'delivered',\n",
       "  'her',\n",
       "  'message',\n",
       "  'to',\n",
       "  'tyrion',\n",
       "  'and',\n",
       "  'ser',\n",
       "  'cleos',\n",
       "  'had',\n",
       "  'solemnly',\n",
       "  'vowed',\n",
       "  'to',\n",
       "  'do',\n",
       "  'so'],\n",
       " ['they',\n",
       "  'all',\n",
       "  'done',\n",
       "  'deal',\n",
       "  'of',\n",
       "  'vowing',\n",
       "  'back',\n",
       "  'in',\n",
       "  'that',\n",
       "  'cell',\n",
       "  'jaime',\n",
       "  'most',\n",
       "  'of',\n",
       "  'all'],\n",
       " ['that', 'was', 'lady', 'catelyn', 'price', 'for', 'loosing', 'him'],\n",
       " ['she',\n",
       "  'had',\n",
       "  'laid',\n",
       "  'the',\n",
       "  'point',\n",
       "  'of',\n",
       "  'the',\n",
       "  'big',\n",
       "  'wench',\n",
       "  'sword',\n",
       "  'against',\n",
       "  'his',\n",
       "  'heart',\n",
       "  'and',\n",
       "  'said',\n",
       "  'swear',\n",
       "  'that',\n",
       "  'you',\n",
       "  'will',\n",
       "  'never',\n",
       "  'again',\n",
       "  'take',\n",
       "  'up',\n",
       "  'arms',\n",
       "  'against',\n",
       "  'stark',\n",
       "  'nor',\n",
       "  'tully'],\n",
       " ['swear',\n",
       "  'that',\n",
       "  'you',\n",
       "  'will',\n",
       "  'compel',\n",
       "  'your',\n",
       "  'brother',\n",
       "  'to',\n",
       "  'honor',\n",
       "  'his',\n",
       "  'pledge',\n",
       "  'to',\n",
       "  'return',\n",
       "  'my',\n",
       "  'daughters',\n",
       "  'safe',\n",
       "  'and',\n",
       "  'unharmed'],\n",
       " ['swear',\n",
       "  'on',\n",
       "  'your',\n",
       "  'honor',\n",
       "  'as',\n",
       "  'knight',\n",
       "  'on',\n",
       "  'your',\n",
       "  'honor',\n",
       "  'as',\n",
       "  'page',\n",
       "  'lannister',\n",
       "  'on',\n",
       "  'your',\n",
       "  'honor',\n",
       "  'as',\n",
       "  'sworn',\n",
       "  'brother',\n",
       "  'of',\n",
       "  'the',\n",
       "  'kingsguard'],\n",
       " ['swear',\n",
       "  'it',\n",
       "  'by',\n",
       "  'your',\n",
       "  'sister',\n",
       "  'life',\n",
       "  'and',\n",
       "  'your',\n",
       "  'father',\n",
       "  'and',\n",
       "  'your',\n",
       "  'son',\n",
       "  'by',\n",
       "  'the',\n",
       "  'old',\n",
       "  'gods',\n",
       "  'and',\n",
       "  'the',\n",
       "  'new',\n",
       "  'and',\n",
       "  'll',\n",
       "  'send',\n",
       "  'you',\n",
       "  'back',\n",
       "  'to',\n",
       "  'your',\n",
       "  'sister'],\n",
       " ['refuse', 'and', 'will', 'have', 'your', 'blood'],\n",
       " ['he',\n",
       "  'remembered',\n",
       "  'the',\n",
       "  'prick',\n",
       "  'of',\n",
       "  'the',\n",
       "  'steel',\n",
       "  'through',\n",
       "  'his',\n",
       "  'rags',\n",
       "  'as',\n",
       "  'she',\n",
       "  'twisted',\n",
       "  'the',\n",
       "  'point',\n",
       "  'of',\n",
       "  'the',\n",
       "  'sword'],\n",
       " ['wonder',\n",
       "  'what',\n",
       "  'the',\n",
       "  'high',\n",
       "  'septon',\n",
       "  'would',\n",
       "  'have',\n",
       "  'to',\n",
       "  'say',\n",
       "  'about',\n",
       "  'the',\n",
       "  'sanctity',\n",
       "  'of',\n",
       "  'oaths',\n",
       "  'sworn',\n",
       "  'while',\n",
       "  'dead',\n",
       "  'drunk',\n",
       "  'chained',\n",
       "  'to',\n",
       "  'wall',\n",
       "  'with',\n",
       "  'sword',\n",
       "  'pressed',\n",
       "  'to',\n",
       "  'your',\n",
       "  'chest'],\n",
       " ['not',\n",
       "  'that',\n",
       "  'jaime',\n",
       "  'was',\n",
       "  'truly',\n",
       "  'concerned',\n",
       "  'about',\n",
       "  'that',\n",
       "  'fat',\n",
       "  'fraud',\n",
       "  'or',\n",
       "  'the',\n",
       "  'gods',\n",
       "  'he',\n",
       "  'claimed',\n",
       "  'to',\n",
       "  'serve'],\n",
       " ['he',\n",
       "  'remembered',\n",
       "  'the',\n",
       "  'pail',\n",
       "  'lady',\n",
       "  'catelyn',\n",
       "  'had',\n",
       "  'kicked',\n",
       "  'over',\n",
       "  'in',\n",
       "  'his',\n",
       "  'cell'],\n",
       " ['strange',\n",
       "  'woman',\n",
       "  'to',\n",
       "  'trust',\n",
       "  'her',\n",
       "  'girls',\n",
       "  'to',\n",
       "  'man',\n",
       "  'with',\n",
       "  'shit',\n",
       "  'for',\n",
       "  'honor'],\n",
       " ['though',\n",
       "  'she',\n",
       "  'was',\n",
       "  'trusting',\n",
       "  'him',\n",
       "  'as',\n",
       "  'little',\n",
       "  'as',\n",
       "  'she',\n",
       "  'dared'],\n",
       " ['she', 'is', 'putting', 'her', 'hope', 'in', 'tyrion', 'not', 'in', 'me'],\n",
       " ['perhaps',\n",
       "  'she',\n",
       "  'is',\n",
       "  'not',\n",
       "  'so',\n",
       "  'stupid',\n",
       "  'after',\n",
       "  'all',\n",
       "  'he',\n",
       "  'said',\n",
       "  'aloud'],\n",
       " ['his', 'captor', 'took', 'it', 'wrong'],\n",
       " ['am', 'not', 'stupid'],\n",
       " ['nor', 'deaf'],\n",
       " ['he',\n",
       "  'was',\n",
       "  'gentle',\n",
       "  'with',\n",
       "  'her',\n",
       "  'mocking',\n",
       "  'this',\n",
       "  'one',\n",
       "  'would',\n",
       "  'be',\n",
       "  'so',\n",
       "  'easy',\n",
       "  'there',\n",
       "  'would',\n",
       "  'be',\n",
       "  'no',\n",
       "  'sport',\n",
       "  'to',\n",
       "  'it'],\n",
       " ['was', 'speaking', 'to', 'myself', 'and', 'not', 'of', 'you'],\n",
       " ['it', 'an', 'easy', 'habit', 'to', 'slip', 'into', 'in', 'cell'],\n",
       " ['she',\n",
       "  'frowned',\n",
       "  'at',\n",
       "  'him',\n",
       "  'pushing',\n",
       "  'the',\n",
       "  'oars',\n",
       "  'forward',\n",
       "  'pulling',\n",
       "  'them',\n",
       "  'back',\n",
       "  'pushing',\n",
       "  'them',\n",
       "  'forward',\n",
       "  'saying',\n",
       "  'nothing'],\n",
       " ['as', 'glib', 'of', 'tongue', 'as', 'she', 'is', 'fair', 'of', 'face'],\n",
       " ['by', 'your', 'speech', 'judge', 'you', 'nobly', 'born'],\n",
       " ['my',\n",
       "  'father',\n",
       "  'is',\n",
       "  'selwyn',\n",
       "  'of',\n",
       "  'tarth',\n",
       "  'by',\n",
       "  'the',\n",
       "  'grace',\n",
       "  'of',\n",
       "  'the',\n",
       "  'gods',\n",
       "  'lord',\n",
       "  'of',\n",
       "  'evenfall'],\n",
       " ['even', 'that', 'was', 'given', 'grudgingly'],\n",
       " ['tarth', 'jaime', 'said'],\n",
       " ['ghastly', 'large', 'rock', 'in', 'the', 'narrow', 'sea', 'as', 'recall'],\n",
       " ['and', 'evenfall', 'is', 'sworn', 'to', 'storm', 'end'],\n",
       " ['how', 'is', 'it', 'that', 'you', 'serve', 'robb', 'of', 'winterfell'],\n",
       " ['it', 'is', 'lady', 'catelyn', 'serve'],\n",
       " ['and',\n",
       "  'she',\n",
       "  'commanded',\n",
       "  'me',\n",
       "  'to',\n",
       "  'deliver',\n",
       "  'you',\n",
       "  'safe',\n",
       "  'to',\n",
       "  'your',\n",
       "  'brother',\n",
       "  'tyrion',\n",
       "  'at',\n",
       "  'king',\n",
       "  'landing',\n",
       "  'not',\n",
       "  'to',\n",
       "  'bandy',\n",
       "  'words',\n",
       "  'with',\n",
       "  'you'],\n",
       " ['be', 'silent'],\n",
       " ['ve', 'had', 'bellyful'],\n",
       " ['of', 'silence', 'woman'],\n",
       " ['talk', 'with', 'ser', 'cleos', 'then'],\n",
       " ['have', 'no', 'words', 'for', 'monsters'],\n",
       " ['jaime', 'hooted'],\n",
       " ['are', 'there', 'monsters', 'hereabouts'],\n",
       " ['hiding', 'beneath', 'the', 'water', 'perhaps'],\n",
       " ['in', 'that', 'thick', 'of', 'willows'],\n",
       " ['and', 'me', 'without', 'my', 'sword'],\n",
       " ['man',\n",
       "  'who',\n",
       "  'would',\n",
       "  'violate',\n",
       "  'his',\n",
       "  'own',\n",
       "  'sister',\n",
       "  'murder',\n",
       "  'his',\n",
       "  'king',\n",
       "  'and',\n",
       "  'fling',\n",
       "  'an',\n",
       "  'innocent',\n",
       "  'child',\n",
       "  'to',\n",
       "  'his',\n",
       "  'death',\n",
       "  'deserves',\n",
       "  'no',\n",
       "  'other',\n",
       "  'name'],\n",
       " ['innocent'],\n",
       " ['the', 'wretched', 'boy', 'was', 'spying', 'on', 'us'],\n",
       " ['all',\n",
       "  'jaime',\n",
       "  'had',\n",
       "  'wanted',\n",
       "  'was',\n",
       "  'an',\n",
       "  'hour',\n",
       "  'alone',\n",
       "  'with',\n",
       "  'cersei'],\n",
       " ['their',\n",
       "  'journey',\n",
       "  'north',\n",
       "  'had',\n",
       "  'been',\n",
       "  'one',\n",
       "  'long',\n",
       "  'torment',\n",
       "  'seeing',\n",
       "  'her',\n",
       "  'every',\n",
       "  'day',\n",
       "  'unable',\n",
       "  'to',\n",
       "  'touch',\n",
       "  'her',\n",
       "  'knowing',\n",
       "  'that',\n",
       "  'robert',\n",
       "  'stumbled',\n",
       "  'drunkenly',\n",
       "  'into',\n",
       "  'her',\n",
       "  'bed',\n",
       "  'every',\n",
       "  'night',\n",
       "  'in',\n",
       "  'that',\n",
       "  'great',\n",
       "  'creaking',\n",
       "  'wheelhouse'],\n",
       " ['tyrion',\n",
       "  'had',\n",
       "  'done',\n",
       "  'his',\n",
       "  'best',\n",
       "  'to',\n",
       "  'keep',\n",
       "  'him',\n",
       "  'in',\n",
       "  'good',\n",
       "  'humor',\n",
       "  'but',\n",
       "  'it',\n",
       "  'had',\n",
       "  'not',\n",
       "  'been',\n",
       "  'enough'],\n",
       " ['you',\n",
       "  'will',\n",
       "  'be',\n",
       "  'courteous',\n",
       "  'as',\n",
       "  'concerns',\n",
       "  'cersei',\n",
       "  'wench',\n",
       "  'he',\n",
       "  'warned',\n",
       "  'her'],\n",
       " ['my', 'name', 'is', 'brienne', 'not', 'wench'],\n",
       " ['what', 'do', 'you', 'care', 'what', 'monster', 'calls', 'you'],\n",
       " ['page',\n",
       "  'my',\n",
       "  'name',\n",
       "  'is',\n",
       "  'brienne',\n",
       "  'she',\n",
       "  'repeated',\n",
       "  'dogged',\n",
       "  'as',\n",
       "  'hound'],\n",
       " ['lady', 'brienne'],\n",
       " ['she',\n",
       "  'looked',\n",
       "  'so',\n",
       "  'uncomfortable',\n",
       "  'that',\n",
       "  'jaime',\n",
       "  'sensed',\n",
       "  'weakness'],\n",
       " ['or', 'would', 'ser', 'brienne', 'be', 'more', 'to', 'your', 'taste'],\n",
       " ['he', 'laughed'],\n",
       " ['no', 'fear', 'not'],\n",
       " ['you',\n",
       "  'can',\n",
       "  'trick',\n",
       "  'out',\n",
       "  'milk',\n",
       "  'cow',\n",
       "  'in',\n",
       "  'crupper',\n",
       "  'crinet',\n",
       "  'and',\n",
       "  'charnfron',\n",
       "  'and',\n",
       "  'bard',\n",
       "  'her',\n",
       "  'all',\n",
       "  'in',\n",
       "  'silk',\n",
       "  'but',\n",
       "  'that',\n",
       "  'doesn',\n",
       "  'mean',\n",
       "  'you',\n",
       "  'can',\n",
       "  'ride',\n",
       "  'her',\n",
       "  'into',\n",
       "  'battle'],\n",
       " ['cousin',\n",
       "  'jaime',\n",
       "  'please',\n",
       "  'you',\n",
       "  'ought',\n",
       "  'not',\n",
       "  'speak',\n",
       "  'so',\n",
       "  'roughly'],\n",
       " ['under',\n",
       "  'his',\n",
       "  'cloak',\n",
       "  'ser',\n",
       "  'cleos',\n",
       "  'wore',\n",
       "  'surcoat',\n",
       "  'quartered',\n",
       "  'with',\n",
       "  'the',\n",
       "  'twin',\n",
       "  'towers',\n",
       "  'of',\n",
       "  'house',\n",
       "  'frey',\n",
       "  'and',\n",
       "  'the',\n",
       "  'golden',\n",
       "  'lion',\n",
       "  'of',\n",
       "  'lannister'],\n",
       " ['we',\n",
       "  'have',\n",
       "  'far',\n",
       "  'to',\n",
       "  'go',\n",
       "  'we',\n",
       "  'should',\n",
       "  'not',\n",
       "  'quarrel',\n",
       "  'amongst',\n",
       "  'ourselves'],\n",
       " ['when', 'quarrel', 'do', 'it', 'with', 'sword', 'coz'],\n",
       " ['was', 'speaking', 'to', 'the', 'lady'],\n",
       " ['tell',\n",
       "  'me',\n",
       "  'wench',\n",
       "  'are',\n",
       "  'all',\n",
       "  'the',\n",
       "  'women',\n",
       "  'on',\n",
       "  'tarth',\n",
       "  'as',\n",
       "  'homely',\n",
       "  'as',\n",
       "  'you'],\n",
       " ['pity', 'the', 'men', 'if', 'so'],\n",
       " ['perhaps',\n",
       "  'they',\n",
       "  'do',\n",
       "  'not',\n",
       "  'know',\n",
       "  'what',\n",
       "  'real',\n",
       "  'women',\n",
       "  'look',\n",
       "  'like',\n",
       "  'living',\n",
       "  'on',\n",
       "  'dreary',\n",
       "  'mountain',\n",
       "  'in',\n",
       "  'the',\n",
       "  'sea'],\n",
       " ['tarth', 'is', 'beautiful', 'the', 'wench', 'grunted', 'between', 'strokes'],\n",
       " ['the', 'sapphire', 'isle', 'it', 'called'],\n",
       " ['be',\n",
       "  'quiet',\n",
       "  'monster',\n",
       "  'unless',\n",
       "  'you',\n",
       "  'mean',\n",
       "  'to',\n",
       "  'make',\n",
       "  'me',\n",
       "  'gag',\n",
       "  'you'],\n",
       " ['she', 'rude', 'as', 'well', 'isn', 'she', 'coz'],\n",
       " ['jaime', 'asked', 'ser', 'cleos'],\n",
       " ['though', 'she', 'has', 'steel', 'in', 'her', 'spine', 'll', 'grant', 'you'],\n",
       " ['not', 'many', 'men', 'dare', 'name', 'me', 'monster', 'to', 'my', 'face'],\n",
       " ['though',\n",
       "  'behind',\n",
       "  'my',\n",
       "  'back',\n",
       "  'they',\n",
       "  'speak',\n",
       "  'freely',\n",
       "  'enough',\n",
       "  'have',\n",
       "  'no',\n",
       "  'doubt'],\n",
       " ['ser', 'cleos', 'coughed', 'nervously'],\n",
       " ['lady',\n",
       "  'brienne',\n",
       "  'had',\n",
       "  'those',\n",
       "  'lies',\n",
       "  'from',\n",
       "  'catelyn',\n",
       "  'stark',\n",
       "  'no',\n",
       "  'doubt'],\n",
       " ['the',\n",
       "  'starks',\n",
       "  'cannot',\n",
       "  'hope',\n",
       "  'to',\n",
       "  'defeat',\n",
       "  'you',\n",
       "  'with',\n",
       "  'swords',\n",
       "  'ser',\n",
       "  'so',\n",
       "  'now',\n",
       "  'they',\n",
       "  'make',\n",
       "  'war',\n",
       "  'with',\n",
       "  'poisoned',\n",
       "  'words'],\n",
       " ['they',\n",
       "  'did',\n",
       "  'defeat',\n",
       "  'me',\n",
       "  'with',\n",
       "  'swords',\n",
       "  'you',\n",
       "  'chinless',\n",
       "  'cretin'],\n",
       " ['jaime', 'smiled', 'knowingly'],\n",
       " ['men',\n",
       "  'will',\n",
       "  'read',\n",
       "  'all',\n",
       "  'sorts',\n",
       "  'of',\n",
       "  'things',\n",
       "  'into',\n",
       "  'knowing',\n",
       "  'smile',\n",
       "  'if',\n",
       "  'you',\n",
       "  'let',\n",
       "  'them'],\n",
       " ['has',\n",
       "  'cousin',\n",
       "  'cleos',\n",
       "  'truly',\n",
       "  'swallowed',\n",
       "  'this',\n",
       "  'kettle',\n",
       "  'of',\n",
       "  'dung',\n",
       "  'or',\n",
       "  'is',\n",
       "  'he',\n",
       "  'striving',\n",
       "  'to',\n",
       "  'ingratiate',\n",
       "  'himself'],\n",
       " ['what',\n",
       "  'do',\n",
       "  'we',\n",
       "  'have',\n",
       "  'here',\n",
       "  'an',\n",
       "  'honest',\n",
       "  'muttonhead',\n",
       "  'or',\n",
       "  'lickspittle'],\n",
       " ['ser', 'cleos', 'prattled', 'blithely', 'on'],\n",
       " ['any',\n",
       "  'man',\n",
       "  'who',\n",
       "  'believe',\n",
       "  'that',\n",
       "  'sworn',\n",
       "  'brother',\n",
       "  'of',\n",
       "  'the',\n",
       "  'kingsguard',\n",
       "  'would',\n",
       "  'harm',\n",
       "  'child',\n",
       "  'does',\n",
       "  'not',\n",
       "  'know',\n",
       "  'the',\n",
       "  'meaning',\n",
       "  'of',\n",
       "  'honor'],\n",
       " ['lickspittle'],\n",
       " ['if',\n",
       "  'truth',\n",
       "  'be',\n",
       "  'told',\n",
       "  'jaime',\n",
       "  'had',\n",
       "  'come',\n",
       "  'to',\n",
       "  'rue',\n",
       "  'heaving',\n",
       "  'brandon',\n",
       "  'stark',\n",
       "  'out',\n",
       "  'that',\n",
       "  'window'],\n",
       " ['cersei',\n",
       "  'had',\n",
       "  'given',\n",
       "  'him',\n",
       "  'no',\n",
       "  'end',\n",
       "  'of',\n",
       "  'grief',\n",
       "  'afterward',\n",
       "  'when',\n",
       "  'the',\n",
       "  'boy',\n",
       "  'refused',\n",
       "  'to',\n",
       "  'die'],\n",
       " ['he', 'was', 'seven', 'jaime', 'she', 'berated', 'him'],\n",
       " ['even',\n",
       "  'if',\n",
       "  'he',\n",
       "  'understood',\n",
       "  'what',\n",
       "  'he',\n",
       "  'saw',\n",
       "  'we',\n",
       "  'should',\n",
       "  'have',\n",
       "  'been',\n",
       "  'able',\n",
       "  'to',\n",
       "  'frighten',\n",
       "  'him',\n",
       "  'into',\n",
       "  'silence'],\n",
       " ['didn', 'think', 'you', 'want', 'you', 'never', 'think'],\n",
       " ['if',\n",
       "  'the',\n",
       "  'boy',\n",
       "  'should',\n",
       "  'wake',\n",
       "  'and',\n",
       "  'tell',\n",
       "  'his',\n",
       "  'father',\n",
       "  'what',\n",
       "  'he',\n",
       "  'saw',\n",
       "  'if',\n",
       "  'if',\n",
       "  'if'],\n",
       " ['he', 'had', 'pulled', 'her', 'into', 'his', 'lap'],\n",
       " ['if',\n",
       "  'he',\n",
       "  'wakes',\n",
       "  'we',\n",
       "  'll',\n",
       "  'say',\n",
       "  'he',\n",
       "  'was',\n",
       "  'dreaming',\n",
       "  'we',\n",
       "  'll',\n",
       "  'call',\n",
       "  'him',\n",
       "  'liar',\n",
       "  'and',\n",
       "  'should',\n",
       "  'worse',\n",
       "  'come',\n",
       "  'to',\n",
       "  'worst',\n",
       "  'll',\n",
       "  'kill',\n",
       "  'ned',\n",
       "  'stark'],\n",
       " ['and', 'then', 'what', 'do', 'you', 'imagine', 'robert', 'will', 'do'],\n",
       " ['let', 'robert', 'do', 'as', 'he', 'pleases'],\n",
       " ['ll', 'go', 'to', 'war', 'with', 'him', 'if', 'must'],\n",
       " ['the',\n",
       "  'war',\n",
       "  'for',\n",
       "  'cersei',\n",
       "  'cunt',\n",
       "  'the',\n",
       "  'singers',\n",
       "  'will',\n",
       "  'call',\n",
       "  'it'],\n",
       " ['jaime', 'let', 'go', 'of', 'me'],\n",
       " ['she', 'raged', 'struggling', 'to', 'rise'],\n",
       " ['page', 'instead', 'he', 'had', 'kissed', 'her'],\n",
       " ['for',\n",
       "  'moment',\n",
       "  'she',\n",
       "  'resisted',\n",
       "  'but',\n",
       "  'then',\n",
       "  'her',\n",
       "  'mouth',\n",
       "  'opened',\n",
       "  'under',\n",
       "  'his'],\n",
       " ['he',\n",
       "  'remembered',\n",
       "  'the',\n",
       "  'taste',\n",
       "  'of',\n",
       "  'wine',\n",
       "  'and',\n",
       "  'cloves',\n",
       "  'on',\n",
       "  'her',\n",
       "  'tongue'],\n",
       " ['she', 'gave', 'shudder'],\n",
       " ['his',\n",
       "  'hand',\n",
       "  'went',\n",
       "  'to',\n",
       "  'her',\n",
       "  'bodice',\n",
       "  'and',\n",
       "  'yanked',\n",
       "  'tearing',\n",
       "  'the',\n",
       "  'silk',\n",
       "  'so',\n",
       "  'her',\n",
       "  'breasts',\n",
       "  'spilled',\n",
       "  'free',\n",
       "  'and',\n",
       "  'for',\n",
       "  'time',\n",
       "  'the',\n",
       "  'stark',\n",
       "  'boy',\n",
       "  'had',\n",
       "  'been',\n",
       "  'forgotten'],\n",
       " ['had',\n",
       "  'cersei',\n",
       "  'remembered',\n",
       "  'him',\n",
       "  'afterward',\n",
       "  'and',\n",
       "  'hired',\n",
       "  'this',\n",
       "  'man',\n",
       "  'lady',\n",
       "  'catelyn',\n",
       "  'spoke',\n",
       "  'of',\n",
       "  'to',\n",
       "  'make',\n",
       "  'sure',\n",
       "  'the',\n",
       "  'boy',\n",
       "  'never',\n",
       "  'woke'],\n",
       " ['if', 'she', 'wanted', 'him', 'dead', 'she', 'would', 'have', 'sent', 'me'],\n",
       " ['and',\n",
       "  'it',\n",
       "  'is',\n",
       "  'not',\n",
       "  'like',\n",
       "  'her',\n",
       "  'to',\n",
       "  'chose',\n",
       "  'catspaw',\n",
       "  'who',\n",
       "  'would',\n",
       "  'make',\n",
       "  'such',\n",
       "  'royal',\n",
       "  'botch',\n",
       "  'of',\n",
       "  'the',\n",
       "  'killing'],\n",
       " ['downriver',\n",
       "  'the',\n",
       "  'rising',\n",
       "  'sun',\n",
       "  'shimmered',\n",
       "  'against',\n",
       "  'the',\n",
       "  'wind',\n",
       "  'whipped',\n",
       "  'surface',\n",
       "  'of',\n",
       "  'the',\n",
       "  'river'],\n",
       " ['the',\n",
       "  'south',\n",
       "  'shore',\n",
       "  'was',\n",
       "  'red',\n",
       "  'clay',\n",
       "  'smooth',\n",
       "  'as',\n",
       "  'any',\n",
       "  'road'],\n",
       " ['smaller',\n",
       "  'streams',\n",
       "  'fed',\n",
       "  'into',\n",
       "  'the',\n",
       "  'greater',\n",
       "  'and',\n",
       "  'the',\n",
       "  'rotting',\n",
       "  'trunks',\n",
       "  'of',\n",
       "  'drowned',\n",
       "  'trees',\n",
       "  'clung',\n",
       "  'to',\n",
       "  'the',\n",
       "  'banks'],\n",
       " ['the', 'north', 'shore', 'was', 'wilder'],\n",
       " ['high',\n",
       "  'rocky',\n",
       "  'bluffs',\n",
       "  'rose',\n",
       "  'twenty',\n",
       "  'feet',\n",
       "  'above',\n",
       "  'them',\n",
       "  'crowned',\n",
       "  'by',\n",
       "  'stands',\n",
       "  'of',\n",
       "  'beech',\n",
       "  'oak',\n",
       "  'and',\n",
       "  'chestnut'],\n",
       " ['jaime',\n",
       "  'spied',\n",
       "  'watchtower',\n",
       "  'on',\n",
       "  'the',\n",
       "  'heights',\n",
       "  'ahead',\n",
       "  'growing',\n",
       "  'taller',\n",
       "  'with',\n",
       "  'every',\n",
       "  'stroke',\n",
       "  'of',\n",
       "  'the',\n",
       "  'oars'],\n",
       " ['long',\n",
       "  'before',\n",
       "  'they',\n",
       "  'were',\n",
       "  'upon',\n",
       "  'it',\n",
       "  'he',\n",
       "  'knew',\n",
       "  'that',\n",
       "  'it',\n",
       "  'stood',\n",
       "  'abandoned',\n",
       "  'its',\n",
       "  'weathered',\n",
       "  'stones',\n",
       "  'overgrown',\n",
       "  'with',\n",
       "  'climbing',\n",
       "  'roses'],\n",
       " ['when',\n",
       "  'the',\n",
       "  'wind',\n",
       "  'shifted',\n",
       "  'ser',\n",
       "  'cleos',\n",
       "  'helped',\n",
       "  'the',\n",
       "  'big',\n",
       "  'wench',\n",
       "  'run',\n",
       "  'up',\n",
       "  'the',\n",
       "  'sail',\n",
       "  'stiff',\n",
       "  'triangle',\n",
       "  'of',\n",
       "  'striped',\n",
       "  'red',\n",
       "  'and',\n",
       "  'blue',\n",
       "  'canvas'],\n",
       " ['tully',\n",
       "  'colors',\n",
       "  'sure',\n",
       "  'to',\n",
       "  'cause',\n",
       "  'them',\n",
       "  'grief',\n",
       "  'if',\n",
       "  'they',\n",
       "  'encountered',\n",
       "  'any',\n",
       "  'lannister',\n",
       "  'forces',\n",
       "  'on',\n",
       "  'the',\n",
       "  'river',\n",
       "  'but',\n",
       "  'it',\n",
       "  'was',\n",
       "  'the',\n",
       "  'only',\n",
       "  'sail',\n",
       "  'they',\n",
       "  'had'],\n",
       " ['brienne', 'took', 'the', 'rudder'],\n",
       " ['jaime',\n",
       "  'threw',\n",
       "  'out',\n",
       "  'the',\n",
       "  'leeboard',\n",
       "  'his',\n",
       "  'chains',\n",
       "  'rattling',\n",
       "  'as',\n",
       "  'he',\n",
       "  'moved'],\n",
       " ['after',\n",
       "  'that',\n",
       "  'they',\n",
       "  'made',\n",
       "  'better',\n",
       "  'speed',\n",
       "  'with',\n",
       "  'wind',\n",
       "  'and',\n",
       "  'current',\n",
       "  'both',\n",
       "  'favoring',\n",
       "  'their',\n",
       "  'flight'],\n",
       " ['we',\n",
       "  'could',\n",
       "  'save',\n",
       "  'deal',\n",
       "  'of',\n",
       "  'traveling',\n",
       "  'if',\n",
       "  'you',\n",
       "  'delivered',\n",
       "  'me',\n",
       "  'to',\n",
       "  'my',\n",
       "  'father',\n",
       "  'instead',\n",
       "  'of',\n",
       "  'my',\n",
       "  'brother',\n",
       "  'he',\n",
       "  'pointed',\n",
       "  'out'],\n",
       " ['lady', 'catelyn', 'daughters', 'are', 'in', 'king', 'landing'],\n",
       " ['will', 'return', 'with', 'the', 'girls', 'or', 'not', 'at', 'all'],\n",
       " ['jaime', 'turned', 'to', 'ser', 'cleos'],\n",
       " ['cousin', 'lend', 'me', 'your', 'knife'],\n",
       " ['no'],\n",
       " ['the', 'woman', 'tensed'],\n",
       " ['will', 'not', 'have', 'you', 'armed'],\n",
       " ['her', 'voice', 'was', 'as', 'unyielding', 'as', 'stone'],\n",
       " ['she', 'fears', 'me', 'even', 'in', 'irons'],\n",
       " ['cleos', 'it', 'seems', 'must', 'ask', 'you', 'to', 'shave', 'me'],\n",
       " ['leave', 'the', 'beard', 'but', 'take', 'the', 'hair', 'off', 'my', 'head'],\n",
       " ['you', 'be', 'shaved', 'bald'],\n",
       " ['asked', 'cleos', 'frey'],\n",
       " ['the',\n",
       "  'realm',\n",
       "  'knows',\n",
       "  'jaime',\n",
       "  'larmister',\n",
       "  'as',\n",
       "  'beardless',\n",
       "  'knight',\n",
       "  'with',\n",
       "  'long',\n",
       "  'golden',\n",
       "  'hair'],\n",
       " ['bald',\n",
       "  'man',\n",
       "  'with',\n",
       "  'filthy',\n",
       "  'yellow',\n",
       "  'beard',\n",
       "  'may',\n",
       "  'pass',\n",
       "  'unnoticed'],\n",
       " ['sooner', 'not', 'be', 'recognized', 'while', 'in', 'irons'],\n",
       " ['the',\n",
       "  'dagger',\n",
       "  'was',\n",
       "  'not',\n",
       "  'as',\n",
       "  'sharp',\n",
       "  'as',\n",
       "  'it',\n",
       "  'might',\n",
       "  'have',\n",
       "  'been'],\n",
       " ['cleos',\n",
       "  'hacked',\n",
       "  'away',\n",
       "  'manfully',\n",
       "  'sawing',\n",
       "  'and',\n",
       "  'ripping',\n",
       "  'his',\n",
       "  'way',\n",
       "  'through',\n",
       "  'the',\n",
       "  'mats',\n",
       "  'and',\n",
       "  'tossing',\n",
       "  'the',\n",
       "  'hair',\n",
       "  'over',\n",
       "  'the',\n",
       "  'side'],\n",
       " ['the',\n",
       "  'golden',\n",
       "  'curls',\n",
       "  'floated',\n",
       "  'on',\n",
       "  'the',\n",
       "  'surface',\n",
       "  'of',\n",
       "  'the',\n",
       "  'water',\n",
       "  'gradually',\n",
       "  'falling',\n",
       "  'astern'],\n",
       " ['as',\n",
       "  'the',\n",
       "  'tangles',\n",
       "  'vanished',\n",
       "  'louse',\n",
       "  'went',\n",
       "  'crawling',\n",
       "  'down',\n",
       "  'his',\n",
       "  'neck'],\n",
       " ['jaime',\n",
       "  'caught',\n",
       "  'it',\n",
       "  'and',\n",
       "  'crushed',\n",
       "  'it',\n",
       "  'against',\n",
       "  'his',\n",
       "  'thumbnail'],\n",
       " ['ser',\n",
       "  'cleos',\n",
       "  'picked',\n",
       "  'others',\n",
       "  'from',\n",
       "  'his',\n",
       "  'scalp',\n",
       "  'and',\n",
       "  'flicked',\n",
       "  'them',\n",
       "  'into',\n",
       "  'the',\n",
       "  'water'],\n",
       " ['jaime',\n",
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       "  'his',\n",
       "  'head',\n",
       "  'and',\n",
       "  'made',\n",
       "  'ser',\n",
       "  'cleos',\n",
       "  'whet',\n",
       "  'the',\n",
       "  'blade',\n",
       "  'before',\n",
       "  'he',\n",
       "  'let',\n",
       "  'him',\n",
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       "  'away',\n",
       "  'the',\n",
       "  'last',\n",
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       "  'of',\n",
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       " ['when',\n",
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       "  'was',\n",
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       "  'trimmed',\n",
       "  'back',\n",
       "  'his',\n",
       "  'beard',\n",
       "  'as',\n",
       "  'well'],\n",
       " ['the',\n",
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       "  'was',\n",
       "  'man',\n",
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       "  'know'],\n",
       " ['not',\n",
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       "  'was',\n",
       "  'he',\n",
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       "  'but',\n",
       "  'he',\n",
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       "  'as',\n",
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       "  'he',\n",
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       "  'years',\n",
       "  'in',\n",
       "  'that',\n",
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       "  'his',\n",
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       "  'was',\n",
       "  'thinner',\n",
       "  'with',\n",
       "  'hollows',\n",
       "  'under',\n",
       "  'his',\n",
       "  'eyes',\n",
       "  'and',\n",
       "  'lines',\n",
       "  'he',\n",
       "  'did',\n",
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       " ['don', 'look', 'as', 'much', 'like', 'cersei', 'this', 'way'],\n",
       " ['she', 'll', 'hate', 'that'],\n",
       " ['by', 'midday', 'ser', 'cleos', 'had', 'fallen', 'asleep'],\n",
       " ['his', 'snores', 'sounded', 'like', 'ducks', 'mating'],\n",
       " ['jaime',\n",
       "  'stretched',\n",
       "  'out',\n",
       "  'to',\n",
       "  'page',\n",
       "  'watch',\n",
       "  'the',\n",
       "  'world',\n",
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       "  'after',\n",
       "  'the',\n",
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       "  'every',\n",
       "  'rock',\n",
       "  'and',\n",
       "  'tree',\n",
       "  'was',\n",
       "  'wonder'],\n",
       " ['few',\n",
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       "  'and',\n",
       "  'went',\n",
       "  'perched',\n",
       "  'on',\n",
       "  'tall',\n",
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       "  'that',\n",
       "  'made',\n",
       "  'them',\n",
       "  'look',\n",
       "  'like',\n",
       "  'cranes'],\n",
       " ['of', 'the', 'folk', 'who', 'lived', 'there', 'they', 'saw', 'no', 'sign'],\n",
       " ['birds',\n",
       "  'flew',\n",
       "  'overhead',\n",
       "  'or',\n",
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       "  'out',\n",
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       "  'the',\n",
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       "  'along',\n",
       "  'the',\n",
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       "  'and',\n",
       "  'jaime',\n",
       "  'glimpsed',\n",
       "  'silvery',\n",
       "  'fish',\n",
       "  'knifing',\n",
       "  'through',\n",
       "  'the',\n",
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       " ['tully',\n",
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       "  'there',\n",
       "  'bad',\n",
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       "  'he',\n",
       "  'thought',\n",
       "  'until',\n",
       "  'he',\n",
       "  'saw',\n",
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       "  'one',\n",
       "  'of',\n",
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       "  'logs',\n",
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       "  'turned',\n",
       "  'out',\n",
       "  'to',\n",
       "  'be',\n",
       "  'dead',\n",
       "  'man',\n",
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       "  'and',\n",
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       " ['his',\n",
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       "  'was',\n",
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       "  'in',\n",
       "  'the',\n",
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       "  'of',\n",
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       "  'tree',\n",
       "  'its',\n",
       "  'color',\n",
       "  'unmistakably',\n",
       "  'lannister',\n",
       "  'crimson'],\n",
       " ['he',\n",
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       "  'if',\n",
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       "  'had',\n",
       "  'been',\n",
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       "  'he',\n",
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       " ['the',\n",
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       "  'were',\n",
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       "  'way',\n",
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       "  'or',\n",
       "  'men',\n",
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       "  'the',\n",
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       " ['in',\n",
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       "  'of',\n",
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       "  'would',\n",
       "  'have',\n",
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       "  'fisherfolk',\n",
       "  'in',\n",
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       "  'grain',\n",
       "  'barges',\n",
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       "  'downstream',\n",
       "  'merchants',\n",
       "  'selling',\n",
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       "  'bolts',\n",
       "  'of',\n",
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       "  'from',\n",
       "  'floating',\n",
       "  'shops',\n",
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       "  'even',\n",
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       "  'painted',\n",
       "  'mummer',\n",
       "  'boat',\n",
       "  'with',\n",
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       "  'sails',\n",
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       "  'making',\n",
       "  'its',\n",
       "  'way',\n",
       "  'upriver',\n",
       "  'from',\n",
       "  'village',\n",
       "  'to',\n",
       "  'village',\n",
       "  'and',\n",
       "  'castle',\n",
       "  'to',\n",
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       " ['but', 'the', 'war', 'had', 'taken', 'its', 'toll'],\n",
       " ['they', 'sailed', 'past', 'villages', 'but', 'saw', 'no', 'villagers'],\n",
       " ['an',\n",
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       "  'from',\n",
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       "  'was',\n",
       "  'the',\n",
       "  'only',\n",
       "  'sign',\n",
       "  'of',\n",
       "  'fisherfolk'],\n",
       " ['young',\n",
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       "  'watering',\n",
       "  'her',\n",
       "  'horse',\n",
       "  'rode',\n",
       "  'off',\n",
       "  'as',\n",
       "  'soon',\n",
       "  'as',\n",
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       "  'glimpsed',\n",
       "  'their',\n",
       "  'sail'],\n",
       " ['later',\n",
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       "  'passed',\n",
       "  'dozen',\n",
       "  'peasants',\n",
       "  'digging',\n",
       "  'in',\n",
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       "  'beneath',\n",
       "  'the',\n",
       "  'shell',\n",
       "  'of',\n",
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       " ['the',\n",
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       "  'at',\n",
       "  'them',\n",
       "  'with',\n",
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       "  'went',\n",
       "  'back',\n",
       "  'to',\n",
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       "  'once',\n",
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       "  'the',\n",
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       "  'was',\n",
       "  'no',\n",
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       " ['the',\n",
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       "  'wide',\n",
       "  'and',\n",
       "  'slow',\n",
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       "  'river',\n",
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       "  'loops',\n",
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       "  'bends',\n",
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       "  'choked',\n",
       "  'by',\n",
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       "  'and',\n",
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       "  'lurked',\n",
       "  'just',\n",
       "  'below',\n",
       "  'the',\n",
       "  'water',\n",
       "  'surface'],\n",
       " ['brienne',\n",
       "  'seemed',\n",
       "  'to',\n",
       "  'have',\n",
       "  'keen',\n",
       "  'eye',\n",
       "  'for',\n",
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       "  'to',\n",
       "  'find',\n",
       "  'the',\n",
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       " ['when',\n",
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       "  'complimented',\n",
       "  'her',\n",
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       "  'her',\n",
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       "  'of',\n",
       "  'the',\n",
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       "  'she',\n",
       "  'looked',\n",
       "  'at',\n",
       "  'him',\n",
       "  'suspiciously',\n",
       "  'and',\n",
       "  'said',\n",
       "  'do',\n",
       "  'not',\n",
       "  'know',\n",
       "  'the',\n",
       "  'river'],\n",
       " ['tarth', 'is', 'an', 'island'],\n",
       " ['learned',\n",
       "  'to',\n",
       "  'manage',\n",
       "  'oars',\n",
       "  'and',\n",
       "  'sail',\n",
       "  'before',\n",
       "  'ever',\n",
       "  'sat',\n",
       "  'horse'],\n",
       " ['ser', 'cleos', 'sat', 'up', 'and', 'rubbed', 'at', 'his', 'eyes'],\n",
       " ['gods', 'my', 'arms', 'are', 'sore'],\n",
       " ['hope', 'the', 'wind', 'lasts'],\n",
       " ['he', 'sniffed', 'at', 'it'],\n",
       " ['smell', 'rain'],\n",
       " ['jaime', 'would', 'welcome', 'good', 'rain'],\n",
       " ['the',\n",
       "  'dungeons',\n",
       "  'of',\n",
       "  'riverrun',\n",
       "  'were',\n",
       "  'not',\n",
       "  'the',\n",
       "  'cleanest',\n",
       "  'place',\n",
       "  'in',\n",
       "  'the',\n",
       "  'seven',\n",
       "  'kingdoms'],\n",
       " ['by', 'now', 'he', 'must', 'smell', 'like', 'an', 'overripe', 'cheese'],\n",
       " ['cleos', 'squinted', 'downriver'],\n",
       " ['smoke'],\n",
       " ['thin', 'grey', 'finger', 'crooked', 'them', 'on'],\n",
       " ['it',\n",
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       "  'from',\n",
       "  'the',\n",
       "  'south',\n",
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       "  'miles',\n",
       "  'on',\n",
       "  'twisting',\n",
       "  'and',\n",
       "  'curling'],\n",
       " ['below',\n",
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       "  'made',\n",
       "  'out',\n",
       "  'the',\n",
       "  'smouldering',\n",
       "  'remains',\n",
       "  'of',\n",
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       "  'building',\n",
       "  'and',\n",
       "  'live',\n",
       "  'oak',\n",
       "  'full',\n",
       "  'of',\n",
       "  'dead',\n",
       "  'women'],\n",
       " ['the', 'crows', 'had', 'scarcely', 'started', 'on', 'their', 'corpses'],\n",
       " ['the',\n",
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       "  'ropes',\n",
       "  'cut',\n",
       "  'deeply',\n",
       "  'into',\n",
       "  'the',\n",
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       "  'of',\n",
       "  'their',\n",
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       "  'and',\n",
       "  'when',\n",
       "  'the',\n",
       "  'wind',\n",
       "  'blew',\n",
       "  'they',\n",
       "  'twisted',\n",
       "  'and',\n",
       "  'swayed'],\n",
       " ['this',\n",
       "  'was',\n",
       "  'not',\n",
       "  'chivalrously',\n",
       "  'done',\n",
       "  'said',\n",
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       "  'when',\n",
       "  'they',\n",
       "  'were',\n",
       "  'close',\n",
       "  'enough',\n",
       "  'to',\n",
       "  'see',\n",
       "  'it',\n",
       "  'clearly'],\n",
       " ['no', 'true', 'knight', 'would', 'condone', 'such', 'wanton', 'butchery'],\n",
       " ['true',\n",
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       "  'see',\n",
       "  'worse',\n",
       "  'every',\n",
       "  'time',\n",
       "  'they',\n",
       "  'ride',\n",
       "  'to',\n",
       "  'war',\n",
       "  'wench',\n",
       "  'said',\n",
       "  'jaime'],\n",
       " ['and', 'do', 'worse', 'yes'],\n",
       " ['brienne', 'turned', 'the', 'rudder', 'toward', 'the', 'shore'],\n",
       " ['ll', 'leave', 'no', 'innocents', 'to', 'be', 'food', 'for', 'crows'],\n",
       " ['heartless', 'wench'],\n",
       " ['crows', 'need', 'to', 'eat', 'as', 'well'],\n",
       " ['stay',\n",
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       "  'the',\n",
       "  'river',\n",
       "  'and',\n",
       "  'leave',\n",
       "  'the',\n",
       "  'dead',\n",
       "  'alone',\n",
       "  'woman'],\n",
       " ['they',\n",
       "  'landed',\n",
       "  'upstream',\n",
       "  'of',\n",
       "  'where',\n",
       "  'the',\n",
       "  'great',\n",
       "  'oak',\n",
       "  'leaned',\n",
       "  'out',\n",
       "  'over',\n",
       "  'the',\n",
       "  'water'],\n",
       " ['as',\n",
       "  'brienne',\n",
       "  'lowered',\n",
       "  'the',\n",
       "  'sail',\n",
       "  'jaime',\n",
       "  'climbed',\n",
       "  'out',\n",
       "  'clumsy',\n",
       "  'in',\n",
       "  'his',\n",
       "  'chains'],\n",
       " ['the',\n",
       "  'red',\n",
       "  'fork',\n",
       "  'filled',\n",
       "  'his',\n",
       "  'boots',\n",
       "  'and',\n",
       "  'soaked',\n",
       "  'through',\n",
       "  'the',\n",
       "  'ragged',\n",
       "  'page',\n",
       "  'breeches'],\n",
       " ['laughing',\n",
       "  'he',\n",
       "  'dropped',\n",
       "  'to',\n",
       "  'his',\n",
       "  'knees',\n",
       "  'plunged',\n",
       "  'his',\n",
       "  'head',\n",
       "  'under',\n",
       "  'the',\n",
       "  'water',\n",
       "  'and',\n",
       "  'came',\n",
       "  'up',\n",
       "  'drenched',\n",
       "  'and',\n",
       "  'dripping'],\n",
       " ['his',\n",
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       "  'were',\n",
       "  'caked',\n",
       "  'with',\n",
       "  'dirt',\n",
       "  'and',\n",
       "  'when',\n",
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       "  'them',\n",
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       "  'in',\n",
       "  'the',\n",
       "  'current',\n",
       "  'they',\n",
       "  'seemed',\n",
       "  'thinner',\n",
       "  'and',\n",
       "  'paler',\n",
       "  'than',\n",
       "  'he',\n",
       "  'remembered'],\n",
       " ['his',\n",
       "  'legs',\n",
       "  'were',\n",
       "  'stiff',\n",
       "  'as',\n",
       "  'well',\n",
       "  'and',\n",
       "  'unsteady',\n",
       "  'when',\n",
       "  'he',\n",
       "  'put',\n",
       "  'his',\n",
       "  'weight',\n",
       "  'upon',\n",
       "  'them'],\n",
       " ['was', 'too', 'bloody', 'long', 'in', 'hoster', 'tully', 'dungeon'],\n",
       " ['brienne', 'and', 'cleos', 'dragged', 'the', 'skiff', 'onto', 'the', 'bank'],\n",
       " ['the',\n",
       "  'corpses',\n",
       "  'hung',\n",
       "  'above',\n",
       "  'their',\n",
       "  'heads',\n",
       "  'ripening',\n",
       "  'in',\n",
       "  'death',\n",
       "  'like',\n",
       "  'foul',\n",
       "  'fruit'],\n",
       " ['one',\n",
       "  'of',\n",
       "  'us',\n",
       "  'will',\n",
       "  'need',\n",
       "  'to',\n",
       "  'cut',\n",
       "  'them',\n",
       "  'down',\n",
       "  'the',\n",
       "  'wench',\n",
       "  'said'],\n",
       " ['ll', 'climb'],\n",
       " ['jaime', 'waded', 'ashore', 'clanking'],\n",
       " ['just', 'get', 'these', 'chains', 'off'],\n",
       " ['the',\n",
       "  'wench',\n",
       "  'was',\n",
       "  'staring',\n",
       "  'up',\n",
       "  'at',\n",
       "  'one',\n",
       "  'of',\n",
       "  'the',\n",
       "  'dead',\n",
       "  'women'],\n",
       " ['jaime',\n",
       "  'shuffled',\n",
       "  'closer',\n",
       "  'with',\n",
       "  'small',\n",
       "  'stutter',\n",
       "  'steps',\n",
       "  'the',\n",
       "  'only',\n",
       "  'kind',\n",
       "  'the',\n",
       "  'foot',\n",
       "  'long',\n",
       "  'chain',\n",
       "  'permitted'],\n",
       " ['when',\n",
       "  'he',\n",
       "  'saw',\n",
       "  'the',\n",
       "  'crude',\n",
       "  'sign',\n",
       "  'hung',\n",
       "  'about',\n",
       "  'the',\n",
       "  'neck',\n",
       "  'of',\n",
       "  'the',\n",
       "  'highest',\n",
       "  'corpse',\n",
       "  'he',\n",
       "  'smiled'],\n",
       " ['they', 'lay', 'with', 'lions', 'he', 'read'],\n",
       " ['oh',\n",
       "  'yes',\n",
       "  'woman',\n",
       "  'this',\n",
       "  'was',\n",
       "  'most',\n",
       "  'unchivalrously',\n",
       "  'done',\n",
       "  'but',\n",
       "  'by',\n",
       "  'your',\n",
       "  'side',\n",
       "  'not',\n",
       "  'mine'],\n",
       " ['wonder', 'who', 'they', 'were', 'these', 'women'],\n",
       " ['tavern', 'wenches', 'said', 'ser', 'cleos', 'frey'],\n",
       " ['this', 'was', 'an', 'inn', 'remember', 'it', 'now'],\n",
       " ['some',\n",
       "  'men',\n",
       "  'of',\n",
       "  'my',\n",
       "  'escort',\n",
       "  'spent',\n",
       "  'the',\n",
       "  'night',\n",
       "  'here',\n",
       "  'when',\n",
       "  'we',\n",
       "  'last',\n",
       "  'returned',\n",
       "  'to',\n",
       "  'riverrun'],\n",
       " ['nothing',\n",
       "  'remained',\n",
       "  'of',\n",
       "  'the',\n",
       "  'building',\n",
       "  'but',\n",
       "  'the',\n",
       "  'stone',\n",
       "  'foundation',\n",
       "  'and',\n",
       "  'tangle',\n",
       "  'of',\n",
       "  'collapsed',\n",
       "  'beams',\n",
       "  'charred',\n",
       "  'black'],\n",
       " ['smoke', 'still', 'rose', 'from', 'the', 'ashes'],\n",
       " ['jaime',\n",
       "  'left',\n",
       "  'brothels',\n",
       "  'and',\n",
       "  'whores',\n",
       "  'to',\n",
       "  'his',\n",
       "  'brother',\n",
       "  'tyrion',\n",
       "  'cersei',\n",
       "  'was',\n",
       "  'the',\n",
       "  'only',\n",
       "  'woman',\n",
       "  'he',\n",
       "  'had',\n",
       "  'ever',\n",
       "  'wanted'],\n",
       " ['the',\n",
       "  'girls',\n",
       "  'pleasured',\n",
       "  'some',\n",
       "  'of',\n",
       "  'my',\n",
       "  'lord',\n",
       "  'father',\n",
       "  'soldiers',\n",
       "  'it',\n",
       "  'would',\n",
       "  'seem'],\n",
       " ['perhaps', 'served', 'them', 'food', 'and', 'drink'],\n",
       " ['that',\n",
       "  'how',\n",
       "  'they',\n",
       "  'earned',\n",
       "  'their',\n",
       "  'traitors',\n",
       "  'collars',\n",
       "  'with',\n",
       "  'kiss',\n",
       "  'and',\n",
       "  'cup',\n",
       "  'of',\n",
       "  'ale'],\n",
       " ['he',\n",
       "  'glanced',\n",
       "  'up',\n",
       "  'and',\n",
       "  'down',\n",
       "  'the',\n",
       "  'river',\n",
       "  'to',\n",
       "  'make',\n",
       "  'certain',\n",
       "  'they',\n",
       "  'were',\n",
       "  'quite',\n",
       "  'alone'],\n",
       " ['this', 'is', 'bracken', 'land'],\n",
       " ['lord', 'jonos', 'might', 'have', 'ordered', 'them', 'killed'],\n",
       " ['my',\n",
       "  'father',\n",
       "  'burned',\n",
       "  'his',\n",
       "  'castle',\n",
       "  'fear',\n",
       "  'he',\n",
       "  'loves',\n",
       "  'us',\n",
       "  'not'],\n",
       " ['it', 'might', 'be', 'marq', 'piper', 'work', 'said', 'ser', 'cleos'],\n",
       " ['or',\n",
       "  'that',\n",
       "  'wisp',\n",
       "  'the',\n",
       "  'wood',\n",
       "  'beric',\n",
       "  'dondarrion',\n",
       "  'though',\n",
       "  'heard',\n",
       "  'he',\n",
       "  'kills',\n",
       "  'only',\n",
       "  'soldiers'],\n",
       " ['perhaps', 'band', 'of', 'roose', 'bolton', 'northmen'],\n",
       " ['bolton',\n",
       "  'was',\n",
       "  'defeated',\n",
       "  'by',\n",
       "  'my',\n",
       "  'father',\n",
       "  'on',\n",
       "  'the',\n",
       "  'green',\n",
       "  'fork'],\n",
       " ['but', 'not', 'broken', 'said', 'ser', 'cleos'],\n",
       " ['he',\n",
       "  'came',\n",
       "  'south',\n",
       "  'again',\n",
       "  'when',\n",
       "  'lord',\n",
       "  'tywin',\n",
       "  'marched',\n",
       "  'against',\n",
       "  'the',\n",
       "  'fords'],\n",
       " ['the',\n",
       "  'word',\n",
       "  'at',\n",
       "  'riverrun',\n",
       "  'was',\n",
       "  'that',\n",
       "  'he',\n",
       "  'taken',\n",
       "  'harrenhal',\n",
       "  'from',\n",
       "  'ser',\n",
       "  'amory',\n",
       "  'lorch'],\n",
       " ['jaime', 'liked', 'the', 'sound', 'of', 'that', 'not', 'at', 'all'],\n",
       " ['brienne',\n",
       "  'he',\n",
       "  'said',\n",
       "  'granting',\n",
       "  'her',\n",
       "  'the',\n",
       "  'courtesy',\n",
       "  'of',\n",
       "  'the',\n",
       "  'name',\n",
       "  'in',\n",
       "  'the',\n",
       "  'hopes',\n",
       "  'that',\n",
       "  'she',\n",
       "  'might',\n",
       "  'listen',\n",
       "  'if',\n",
       "  'lord',\n",
       "  'bolton',\n",
       "  'holds',\n",
       "  'harrenhal',\n",
       "  'both',\n",
       "  'the',\n",
       "  'trident',\n",
       "  'and',\n",
       "  'the',\n",
       "  'kingsroad',\n",
       "  'are',\n",
       "  'likely',\n",
       "  'watched'],\n",
       " ['he',\n",
       "  'thought',\n",
       "  'he',\n",
       "  'saw',\n",
       "  'touch',\n",
       "  'of',\n",
       "  'uncertainty',\n",
       "  'in',\n",
       "  'her',\n",
       "  'big',\n",
       "  'blue',\n",
       "  'eyes'],\n",
       " ['you', 'are', 'under', 'my', 'protection'],\n",
       " ['they', 'need', 'to', 'kill', 'me'],\n",
       " ['shouldn', 'think', 'that', 'would', 'trouble', 'them'],\n",
       " ['am', 'as', 'good', 'fighter', 'as', 'you', 'she', 'said', 'defensively'],\n",
       " ['was', 'one', 'of', 'king', 'renly', 'chosen', 'seven'],\n",
       " ['with',\n",
       "  'his',\n",
       "  'own',\n",
       "  'hands',\n",
       "  'he',\n",
       "  'cloaked',\n",
       "  'me',\n",
       "  'with',\n",
       "  'the',\n",
       "  'striped',\n",
       "  'silk',\n",
       "  'of',\n",
       "  'the',\n",
       "  'rainbow',\n",
       "  'guard'],\n",
       " ['the', 'rainbow', 'guard'],\n",
       " ['you', 'and', 'six', 'other', 'girls', 'was', 'it'],\n",
       " ['singer',\n",
       "  'once',\n",
       "  'said',\n",
       "  'that',\n",
       "  'all',\n",
       "  'maids',\n",
       "  'are',\n",
       "  'fair',\n",
       "  'in',\n",
       "  'silk',\n",
       "  'but',\n",
       "  'he',\n",
       "  'never',\n",
       "  'met',\n",
       "  'you',\n",
       "  'did',\n",
       "  'he'],\n",
       " ['the', 'woman', 'turned', 'red'],\n",
       " ['we', 'have', 'graves', 'to', 'dig'],\n",
       " ['she', 'went', 'to', 'climb', 'the', 'tree'],\n",
       " ['page',\n",
       "  'the',\n",
       "  'lower',\n",
       "  'limbs',\n",
       "  'of',\n",
       "  'the',\n",
       "  'oak',\n",
       "  'were',\n",
       "  'big',\n",
       "  'enough',\n",
       "  'for',\n",
       "  'her',\n",
       "  'to',\n",
       "  'stand',\n",
       "  'upon',\n",
       "  'once',\n",
       "  'she',\n",
       "  'gotten',\n",
       "  'up',\n",
       "  'the',\n",
       "  'trunk'],\n",
       " ['she',\n",
       "  'walked',\n",
       "  'amongst',\n",
       "  'the',\n",
       "  'leaves',\n",
       "  'dagger',\n",
       "  'in',\n",
       "  'hand',\n",
       "  'cutting',\n",
       "  'down',\n",
       "  'the',\n",
       "  'corpses'],\n",
       " ['flies',\n",
       "  'swarmed',\n",
       "  'around',\n",
       "  'the',\n",
       "  'bodies',\n",
       "  'as',\n",
       "  'they',\n",
       "  'fell',\n",
       "  'and',\n",
       "  'the',\n",
       "  'stench',\n",
       "  'grew',\n",
       "  'worse',\n",
       "  'with',\n",
       "  'each',\n",
       "  'one',\n",
       "  'she',\n",
       "  'dropped'],\n",
       " ['this',\n",
       "  'is',\n",
       "  'deal',\n",
       "  'of',\n",
       "  'trouble',\n",
       "  'to',\n",
       "  'take',\n",
       "  'for',\n",
       "  'whores',\n",
       "  'ser',\n",
       "  'cleos',\n",
       "  'complained'],\n",
       " ['what', 'are', 'we', 'supposed', 'to', 'dig', 'with'],\n",
       " ['we',\n",
       "  'have',\n",
       "  'no',\n",
       "  'spades',\n",
       "  'and',\n",
       "  'will',\n",
       "  'not',\n",
       "  'use',\n",
       "  'my',\n",
       "  'sword',\n",
       "  'brienne',\n",
       "  'gave',\n",
       "  'shout'],\n",
       " ['she', 'jumped', 'down', 'rather', 'than', 'climbing'],\n",
       " ['to', 'the', 'boat'],\n",
       " ['be', 'quick'],\n",
       " ['there', 'sail'],\n",
       " ['they',\n",
       "  'made',\n",
       "  'what',\n",
       "  'haste',\n",
       "  'they',\n",
       "  'could',\n",
       "  'though',\n",
       "  'jaime',\n",
       "  'could',\n",
       "  'hardly',\n",
       "  'run',\n",
       "  'and',\n",
       "  'had',\n",
       "  'to',\n",
       "  'be',\n",
       "  'pulled',\n",
       "  'back',\n",
       "  'up',\n",
       "  'into',\n",
       "  'the',\n",
       "  'skiff',\n",
       "  'by',\n",
       "  'his',\n",
       "  'cousin'],\n",
       " ['brienne',\n",
       "  'shoved',\n",
       "  'off',\n",
       "  'with',\n",
       "  'an',\n",
       "  'oar',\n",
       "  'and',\n",
       "  'raised',\n",
       "  'sail',\n",
       "  'hurriedly'],\n",
       " ['ser', 'cleos', 'll', 'need', 'you', 'to', 'row', 'as', 'well'],\n",
       " ['he', 'did', 'as', 'she', 'bid'],\n",
       " ['the',\n",
       "  'skiff',\n",
       "  'began',\n",
       "  'to',\n",
       "  'cut',\n",
       "  'the',\n",
       "  'water',\n",
       "  'bit',\n",
       "  'faster',\n",
       "  'current',\n",
       "  'wind',\n",
       "  'and',\n",
       "  'oars',\n",
       "  'all',\n",
       "  'worked',\n",
       "  'for',\n",
       "  'them'],\n",
       " ['jaime', 'sat', 'chained', 'peering', 'upriver'],\n",
       " ['only', 'the', 'top', 'of', 'the', 'other', 'sail', 'was', 'visible'],\n",
       " ['with',\n",
       "  'the',\n",
       "  'way',\n",
       "  'the',\n",
       "  'red',\n",
       "  'fork',\n",
       "  'looped',\n",
       "  'it',\n",
       "  'looked',\n",
       "  'to',\n",
       "  'be',\n",
       "  'across',\n",
       "  'the',\n",
       "  'fields',\n",
       "  'moving',\n",
       "  'north',\n",
       "  'behind',\n",
       "  'screen',\n",
       "  'of',\n",
       "  'trees',\n",
       "  'while',\n",
       "  'they',\n",
       "  'moved',\n",
       "  'south',\n",
       "  'but',\n",
       "  'he',\n",
       "  'knew',\n",
       "  'that',\n",
       "  'was',\n",
       "  'deceptive'],\n",
       " ['he', 'lifted', 'both', 'hands', 'to', 'shade', 'his', 'eyes'],\n",
       " ['mud', 'red', 'and', 'watery', 'blue', 'he', 'announced'],\n",
       " ['brienne',\n",
       "  'big',\n",
       "  'mouth',\n",
       "  'worked',\n",
       "  'soundlessly',\n",
       "  'giving',\n",
       "  'her',\n",
       "  'the',\n",
       "  'look',\n",
       "  'of',\n",
       "  'cow',\n",
       "  'chewing',\n",
       "  'its',\n",
       "  'cud'],\n",
       " ['faster', 'ser'],\n",
       " ['the',\n",
       "  'inn',\n",
       "  'soon',\n",
       "  'vanished',\n",
       "  'behind',\n",
       "  'them',\n",
       "  'and',\n",
       "  'they',\n",
       "  'lost',\n",
       "  'sight',\n",
       "  'of',\n",
       "  'the',\n",
       "  'top',\n",
       "  'of',\n",
       "  'the',\n",
       "  'sail',\n",
       "  'as',\n",
       "  'well',\n",
       "  'but',\n",
       "  'that',\n",
       "  'meant',\n",
       "  'nothing'],\n",
       " ['once',\n",
       "  'the',\n",
       "  'pursuers',\n",
       "  'swung',\n",
       "  'around',\n",
       "  'the',\n",
       "  'loop',\n",
       "  'they',\n",
       "  'would',\n",
       "  'become',\n",
       "  'visible',\n",
       "  'again'],\n",
       " ['we',\n",
       "  'can',\n",
       "  'hope',\n",
       "  'the',\n",
       "  'noble',\n",
       "  'tullys',\n",
       "  'will',\n",
       "  'stop',\n",
       "  'to',\n",
       "  'bury',\n",
       "  'the',\n",
       "  'dead',\n",
       "  'whores',\n",
       "  'suppose'],\n",
       " ['the',\n",
       "  'prospect',\n",
       "  'of',\n",
       "  'returning',\n",
       "  'to',\n",
       "  'his',\n",
       "  'cell',\n",
       "  'did',\n",
       "  'not',\n",
       "  'appeal',\n",
       "  'to',\n",
       "  'jaime'],\n",
       " ['tyrion',\n",
       "  'could',\n",
       "  'think',\n",
       "  'of',\n",
       "  'something',\n",
       "  'clever',\n",
       "  'now',\n",
       "  'but',\n",
       "  'all',\n",
       "  'that',\n",
       "  'occurs',\n",
       "  'to',\n",
       "  'me',\n",
       "  'is',\n",
       "  'to',\n",
       "  'go',\n",
       "  'at',\n",
       "  'them',\n",
       "  'with',\n",
       "  'sword'],\n",
       " ['for',\n",
       "  'the',\n",
       "  'good',\n",
       "  'part',\n",
       "  'of',\n",
       "  'an',\n",
       "  'hour',\n",
       "  'they',\n",
       "  'played',\n",
       "  'peek',\n",
       "  'and',\n",
       "  'seek',\n",
       "  'with',\n",
       "  'the',\n",
       "  'pursuers',\n",
       "  'sweeping',\n",
       "  'around',\n",
       "  'bends',\n",
       "  'and',\n",
       "  'between',\n",
       "  'small',\n",
       "  'wooded',\n",
       "  'isles'],\n",
       " ['just',\n",
       "  'when',\n",
       "  'they',\n",
       "  'were',\n",
       "  'starting',\n",
       "  'to',\n",
       "  'hope',\n",
       "  'that',\n",
       "  'somehow',\n",
       "  'they',\n",
       "  'might',\n",
       "  'have',\n",
       "  'left',\n",
       "  'behind',\n",
       "  'the',\n",
       "  'pursuit',\n",
       "  'the',\n",
       "  'distant',\n",
       "  'sail',\n",
       "  'became',\n",
       "  'visible',\n",
       "  'again'],\n",
       " ['ser', 'cleos', 'paused', 'in', 'his', 'stroke'],\n",
       " ['the', 'others', 'take', 'them'],\n",
       " ['he', 'wiped', 'sweat', 'from', 'his', 'brow'],\n",
       " ['row'],\n",
       " ['brienne', 'said'],\n",
       " ['that',\n",
       "  'is',\n",
       "  'river',\n",
       "  'galley',\n",
       "  'coming',\n",
       "  'after',\n",
       "  'us',\n",
       "  'jaime',\n",
       "  'announced',\n",
       "  'after',\n",
       "  'he',\n",
       "  'watched',\n",
       "  'for',\n",
       "  'while'],\n",
       " ['with', 'every', 'stroke', 'it', 'seemed', 'to', 'grow', 'little', 'larger'],\n",
       " ['nine', 'oars', 'on', 'each', 'side', 'which', 'means', 'eighteen', 'men'],\n",
       " ['more',\n",
       "  'if',\n",
       "  'they',\n",
       "  'crowded',\n",
       "  'on',\n",
       "  'fighters',\n",
       "  'as',\n",
       "  'well',\n",
       "  'as',\n",
       "  'rowers'],\n",
       " ['and', 'larger', 'sails', 'than', 'ours'],\n",
       " ['we', 'cannot', 'outrun', 'her'],\n",
       " ['ser', 'cleos', 'froze', 'at', 'his', 'oars'],\n",
       " ['eighteen', 'you', 'said'],\n",
       " ['six', 'for', 'each', 'of', 'us'],\n",
       " ['want', 'eight', 'but', 'these', 'bracelets', 'hinder', 'me', 'somewhat'],\n",
       " ['jaime', 'held', 'up', 'his', 'wrists'],\n",
       " ['unless',\n",
       "  'the',\n",
       "  'lady',\n",
       "  'brienne',\n",
       "  'would',\n",
       "  'be',\n",
       "  'so',\n",
       "  'kind',\n",
       "  'as',\n",
       "  'to',\n",
       "  'unshackle',\n",
       "  'me'],\n",
       " ['she',\n",
       "  'ignored',\n",
       "  'him',\n",
       "  'putting',\n",
       "  'all',\n",
       "  'her',\n",
       "  'effort',\n",
       "  'into',\n",
       "  'her',\n",
       "  'stroke'],\n",
       " ['we', 'had', 'half', 'night', 'start', 'on', 'them', 'jaime', 'said'],\n",
       " ['they',\n",
       "  've',\n",
       "  'been',\n",
       "  'rowing',\n",
       "  'since',\n",
       "  'dawn',\n",
       "  'resting',\n",
       "  'two',\n",
       "  'oars',\n",
       "  'at',\n",
       "  'time'],\n",
       " ['they', 'll', 'be', 'exhausted'],\n",
       " ['just',\n",
       "  'now',\n",
       "  'the',\n",
       "  'sight',\n",
       "  'of',\n",
       "  'our',\n",
       "  'sail',\n",
       "  'has',\n",
       "  'given',\n",
       "  'them',\n",
       "  'burst',\n",
       "  'of',\n",
       "  'strength',\n",
       "  'but',\n",
       "  'that',\n",
       "  'will',\n",
       "  'not',\n",
       "  'last'],\n",
       " ['we',\n",
       "  'ought',\n",
       "  'to',\n",
       "  'be',\n",
       "  'able',\n",
       "  'to',\n",
       "  'kill',\n",
       "  'good',\n",
       "  'many',\n",
       "  'of',\n",
       "  'them'],\n",
       " ['ser', 'cleos', 'gaped'],\n",
       " ['but', 'there', 'are', 'eighteen'],\n",
       " ['page', 'at', 'the', 'least'],\n",
       " ['more', 'likely', 'twenty', 'or', 'twenty', 'five'],\n",
       " ['his', 'cousin', 'groaned'],\n",
       " ['we', 'can', 'hope', 'to', 'defeat', 'eighteen'],\n",
       " ['did', 'say', 'we', 'could'],\n",
       " ['the',\n",
       "  'best',\n",
       "  'we',\n",
       "  'can',\n",
       "  'hope',\n",
       "  'for',\n",
       "  'is',\n",
       "  'to',\n",
       "  'die',\n",
       "  'with',\n",
       "  'swords',\n",
       "  'in',\n",
       "  'our',\n",
       "  'hands'],\n",
       " ['he', 'was', 'perfectly', 'sincere'],\n",
       " ['jaime', 'lannister', 'had', 'never', 'been', 'afraid', 'of', 'death'],\n",
       " ['brienne', 'broke', 'off', 'rowing'],\n",
       " ['sweat',\n",
       "  'had',\n",
       "  'stuck',\n",
       "  'strands',\n",
       "  'of',\n",
       "  'her',\n",
       "  'flax',\n",
       "  'colored',\n",
       "  'hair',\n",
       "  'to',\n",
       "  'her',\n",
       "  'forehead',\n",
       "  'and',\n",
       "  'her',\n",
       "  'grimace',\n",
       "  'made',\n",
       "  'her',\n",
       "  'look',\n",
       "  'homelier',\n",
       "  'than',\n",
       "  'ever'],\n",
       " ['you',\n",
       "  'are',\n",
       "  'under',\n",
       "  'my',\n",
       "  'protection',\n",
       "  'she',\n",
       "  'said',\n",
       "  'her',\n",
       "  'voice',\n",
       "  'so',\n",
       "  'thick',\n",
       "  'with',\n",
       "  'anger',\n",
       "  'that',\n",
       "  'it',\n",
       "  'was',\n",
       "  'almost',\n",
       "  'growl'],\n",
       " ['he', 'had', 'to', 'laugh', 'at', 'such', 'fierceness'],\n",
       " ['she', 'the', 'hound', 'with', 'teats', 'he', 'thought'],\n",
       " ['or',\n",
       "  'would',\n",
       "  'be',\n",
       "  'if',\n",
       "  'she',\n",
       "  'had',\n",
       "  'any',\n",
       "  'teats',\n",
       "  'to',\n",
       "  'speak',\n",
       "  'of'],\n",
       " ['then', 'protect', 'me', 'wench'],\n",
       " ['or', 'free', 'me', 'to', 'protect', 'myself'],\n",
       " ['the',\n",
       "  'galley',\n",
       "  'was',\n",
       "  'skimming',\n",
       "  'downriver',\n",
       "  'great',\n",
       "  'wooden',\n",
       "  'dragonfly'],\n",
       " ['the',\n",
       "  'water',\n",
       "  'around',\n",
       "  'her',\n",
       "  'was',\n",
       "  'churned',\n",
       "  'white',\n",
       "  'by',\n",
       "  'the',\n",
       "  'furious',\n",
       "  'action',\n",
       "  'of',\n",
       "  'her',\n",
       "  'oars'],\n",
       " ['she',\n",
       "  'was',\n",
       "  'gaining',\n",
       "  'visibly',\n",
       "  'the',\n",
       "  'men',\n",
       "  'on',\n",
       "  'her',\n",
       "  'deck',\n",
       "  'crowding',\n",
       "  'forward',\n",
       "  'as',\n",
       "  'she',\n",
       "  'came',\n",
       "  'on'],\n",
       " ['metal',\n",
       "  'glinted',\n",
       "  'in',\n",
       "  'their',\n",
       "  'hands',\n",
       "  'and',\n",
       "  'jaime',\n",
       "  'could',\n",
       "  'see',\n",
       "  'bows',\n",
       "  'as',\n",
       "  'well'],\n",
       " ['archers'],\n",
       " ['he', 'hated', 'archers'],\n",
       " ['at',\n",
       "  'the',\n",
       "  'prow',\n",
       "  'of',\n",
       "  'the',\n",
       "  'onrushing',\n",
       "  'galley',\n",
       "  'stood',\n",
       "  'stocky',\n",
       "  'man',\n",
       "  'with',\n",
       "  'bald',\n",
       "  'head',\n",
       "  'bushy',\n",
       "  'grey',\n",
       "  'eyebrows',\n",
       "  'and',\n",
       "  'brawny',\n",
       "  'arms'],\n",
       " ['over',\n",
       "  'his',\n",
       "  'mail',\n",
       "  'he',\n",
       "  'wore',\n",
       "  'soiled',\n",
       "  'white',\n",
       "  'surcoat',\n",
       "  'with',\n",
       "  'weeping',\n",
       "  'willow',\n",
       "  'embroidered',\n",
       "  'in',\n",
       "  'pale',\n",
       "  'green',\n",
       "  'but',\n",
       "  'his',\n",
       "  'cloak',\n",
       "  'was',\n",
       "  'fastened',\n",
       "  'with',\n",
       "  'silver',\n",
       "  'trout'],\n",
       " ['riverrun', 'captain', 'of', 'guards'],\n",
       " ['in',\n",
       "  'his',\n",
       "  'day',\n",
       "  'ser',\n",
       "  'robin',\n",
       "  'ryger',\n",
       "  'had',\n",
       "  'been',\n",
       "  'notably',\n",
       "  'tenacious',\n",
       "  'fighter',\n",
       "  'but',\n",
       "  'his',\n",
       "  'day',\n",
       "  'was',\n",
       "  'done',\n",
       "  'he',\n",
       "  'was',\n",
       "  'of',\n",
       "  'an',\n",
       "  'age',\n",
       "  'with',\n",
       "  'hoster',\n",
       "  'tully',\n",
       "  'and',\n",
       "  'had',\n",
       "  'grown',\n",
       "  'old',\n",
       "  'with',\n",
       "  'his',\n",
       "  'lord'],\n",
       " ['when',\n",
       "  'the',\n",
       "  'boats',\n",
       "  'were',\n",
       "  'fifty',\n",
       "  'yards',\n",
       "  'apart',\n",
       "  'jaime',\n",
       "  'cupped',\n",
       "  'his',\n",
       "  'hands',\n",
       "  'around',\n",
       "  'his',\n",
       "  'mouth',\n",
       "  'and',\n",
       "  'shouted',\n",
       "  'back',\n",
       "  'over',\n",
       "  'the',\n",
       "  'water'],\n",
       " ['come', 'to', 'wish', 'me', 'godspeed', 'ser', 'robin'],\n",
       " ['come',\n",
       "  'to',\n",
       "  'take',\n",
       "  'you',\n",
       "  'back',\n",
       "  'kingslayer',\n",
       "  'ser',\n",
       "  'robin',\n",
       "  'ryger',\n",
       "  'bellowed'],\n",
       " ['how', 'is', 'it', 'that', 'you', 've', 'lost', 'your', 'golden', 'hair'],\n",
       " ['hope',\n",
       "  'to',\n",
       "  'blind',\n",
       "  'my',\n",
       "  'enemies',\n",
       "  'with',\n",
       "  'the',\n",
       "  'sheen',\n",
       "  'off',\n",
       "  'my',\n",
       "  'head'],\n",
       " ['it', 'worked', 'well', 'enough', 'for', 'you'],\n",
       " ['ser', 'robin', 'was', 'unamused'],\n",
       " ['the',\n",
       "  'distance',\n",
       "  'between',\n",
       "  'skiff',\n",
       "  'and',\n",
       "  'galley',\n",
       "  'had',\n",
       "  'shrunk',\n",
       "  'to',\n",
       "  'forty',\n",
       "  'yards'],\n",
       " ['throw',\n",
       "  'your',\n",
       "  'oars',\n",
       "  'and',\n",
       "  'your',\n",
       "  'weapons',\n",
       "  'into',\n",
       "  'the',\n",
       "  'river',\n",
       "  'and',\n",
       "  'no',\n",
       "  'one',\n",
       "  'need',\n",
       "  'be',\n",
       "  'harmed'],\n",
       " ['ser', 'cleos', 'twisted', 'around'],\n",
       " ['jaime',\n",
       "  'tell',\n",
       "  'him',\n",
       "  'we',\n",
       "  'were',\n",
       "  'freed',\n",
       "  'by',\n",
       "  'lady',\n",
       "  'catelyn',\n",
       "  'an',\n",
       "  'exchange',\n",
       "  'of',\n",
       "  'captives',\n",
       "  'lawful'],\n",
       " [],\n",
       " [],\n",
       " ['jaime', 'told', 'him', 'for', 'all', 'the', 'good', 'it', 'did'],\n",
       " ['catelyn',\n",
       "  'stark',\n",
       "  'does',\n",
       "  'not',\n",
       "  'rule',\n",
       "  'in',\n",
       "  'riverrun',\n",
       "  'ser',\n",
       "  'robin',\n",
       "  'shouted',\n",
       "  'back'],\n",
       " ['four',\n",
       "  'archers',\n",
       "  'crowded',\n",
       "  'into',\n",
       "  'position',\n",
       "  'on',\n",
       "  'either',\n",
       "  'side',\n",
       "  'of',\n",
       "  'him',\n",
       "  'two',\n",
       "  'standing',\n",
       "  'and',\n",
       "  'two',\n",
       "  'kneeling'],\n",
       " ['cast', 'your', 'swords', 'into', 'the', 'water'],\n",
       " ['have',\n",
       "  'no',\n",
       "  'sword',\n",
       "  'he',\n",
       "  'returned',\n",
       "  'but',\n",
       "  'if',\n",
       "  'did',\n",
       "  'stick',\n",
       "  'it',\n",
       "  'through',\n",
       "  'your',\n",
       "  'belly',\n",
       "  'and',\n",
       "  'hack',\n",
       "  'the',\n",
       "  'balls',\n",
       "  'off',\n",
       "  'those',\n",
       "  'four',\n",
       "  'cravens'],\n",
       " ['flight', 'of', 'arrows', 'answered', 'him'],\n",
       " ['one',\n",
       "  'thudded',\n",
       "  'into',\n",
       "  'the',\n",
       "  'mast',\n",
       "  'two',\n",
       "  'pierced',\n",
       "  'the',\n",
       "  'sail',\n",
       "  'and',\n",
       "  'the',\n",
       "  'fourth',\n",
       "  'missed',\n",
       "  'jaime',\n",
       "  'by',\n",
       "  'foot'],\n",
       " ['another',\n",
       "  'of',\n",
       "  'the',\n",
       "  'red',\n",
       "  'fork',\n",
       "  'broad',\n",
       "  'loops',\n",
       "  'loomed',\n",
       "  'before',\n",
       "  'them'],\n",
       " ['brienne', 'angled', 'the', 'skiff', 'across', 'the', 'bend'],\n",
       " ['the',\n",
       "  'yard',\n",
       "  'swung',\n",
       "  'as',\n",
       "  'they',\n",
       "  'turned',\n",
       "  'their',\n",
       "  'sail',\n",
       "  'cracking',\n",
       "  'as',\n",
       "  'it',\n",
       "  'filled',\n",
       "  'with',\n",
       "  'wind'],\n",
       " ['ahead', 'large', 'island', 'sat', 'in', 'page', 'midstream'],\n",
       " ['the', 'main', 'channel', 'flowed', 'right'],\n",
       " ['to',\n",
       "  'the',\n",
       "  'left',\n",
       "  'cutoff',\n",
       "  'ran',\n",
       "  'between',\n",
       "  'the',\n",
       "  'island',\n",
       "  'and',\n",
       "  'the',\n",
       "  'high',\n",
       "  'bluffs',\n",
       "  'of',\n",
       "  'the',\n",
       "  'north',\n",
       "  'shore'],\n",
       " ['brienne',\n",
       "  'moved',\n",
       "  'the',\n",
       "  'tiller',\n",
       "  'and',\n",
       "  'the',\n",
       "  'skiff',\n",
       "  'sheared',\n",
       "  'left',\n",
       "  'sail',\n",
       "  'rippling'],\n",
       " ['jaime', 'watched', 'her', 'eyes'],\n",
       " ['pretty', 'eyes', 'he', 'thought', 'and', 'calm'],\n",
       " ['he', 'knew', 'how', 'to', 'read', 'man', 'eyes'],\n",
       " ['he', 'knew', 'what', 'fear', 'looked', 'like'],\n",
       " ['she', 'is', 'determined', 'not', 'desperate'],\n",
       " ['thirty',\n",
       "  'yards',\n",
       "  'behind',\n",
       "  'the',\n",
       "  'galley',\n",
       "  'was',\n",
       "  'entering',\n",
       "  'the',\n",
       "  'bend'],\n",
       " ['ser', 'cleos', 'take', 'the', 'tiller', 'the', 'wench', 'commanded'],\n",
       " ['kingslayer',\n",
       "  'take',\n",
       "  'an',\n",
       "  'oar',\n",
       "  'and',\n",
       "  'keep',\n",
       "  'us',\n",
       "  'off',\n",
       "  'the',\n",
       "  'rocks'],\n",
       " ['as', 'my', 'lady', 'commands'],\n",
       " ['an',\n",
       "  'oar',\n",
       "  'was',\n",
       "  'not',\n",
       "  'sword',\n",
       "  'but',\n",
       "  'the',\n",
       "  'blade',\n",
       "  'could',\n",
       "  'break',\n",
       "  'man',\n",
       "  'face',\n",
       "  'if',\n",
       "  'well',\n",
       "  'swung',\n",
       "  'and',\n",
       "  'the',\n",
       "  'shaft',\n",
       "  'could',\n",
       "  'be',\n",
       "  'used',\n",
       "  'to',\n",
       "  'parry'],\n",
       " ['ser',\n",
       "  'cleos',\n",
       "  'shoved',\n",
       "  'the',\n",
       "  'oar',\n",
       "  'into',\n",
       "  'jaime',\n",
       "  'hand',\n",
       "  'and',\n",
       "  'scrambled',\n",
       "  'aft'],\n",
       " ['they',\n",
       "  'crossed',\n",
       "  'the',\n",
       "  'head',\n",
       "  'of',\n",
       "  'the',\n",
       "  'island',\n",
       "  'and',\n",
       "  'turned',\n",
       "  'sharply',\n",
       "  'down',\n",
       "  'the',\n",
       "  'cutoff',\n",
       "  'sending',\n",
       "  'wash',\n",
       "  'of',\n",
       "  'water',\n",
       "  'against',\n",
       "  'the',\n",
       "  'face',\n",
       "  'of',\n",
       "  'the',\n",
       "  'bluff',\n",
       "  'as',\n",
       "  'the',\n",
       "  'boat',\n",
       "  'tilted'],\n",
       " ['the',\n",
       "  'island',\n",
       "  'was',\n",
       "  'densely',\n",
       "  'wooded',\n",
       "  'tangle',\n",
       "  'of',\n",
       "  'willows',\n",
       "  'oaks',\n",
       "  'and',\n",
       "  'tall',\n",
       "  'pines',\n",
       "  'that',\n",
       "  'cast',\n",
       "  'deep',\n",
       "  'shadows',\n",
       "  'across',\n",
       "  'the',\n",
       "  'rushing',\n",
       "  'water',\n",
       "  'hiding',\n",
       "  'snags',\n",
       "  'and',\n",
       "  'the',\n",
       "  'rotted',\n",
       "  'trunks',\n",
       "  'of',\n",
       "  'drowned',\n",
       "  'trees'],\n",
       " ['to',\n",
       "  'their',\n",
       "  'left',\n",
       "  'the',\n",
       "  'bluff',\n",
       "  'rose',\n",
       "  'sheer',\n",
       "  'and',\n",
       "  'rocky',\n",
       "  'and',\n",
       "  'at',\n",
       "  'its',\n",
       "  'foot',\n",
       "  'the',\n",
       "  'river',\n",
       "  'foamed',\n",
       "  'whitely',\n",
       "  'around',\n",
       "  'broken',\n",
       "  'boulders',\n",
       "  'and',\n",
       "  'tumbles',\n",
       "  'of',\n",
       "  'rock',\n",
       "  'fallen',\n",
       "  'from',\n",
       "  'the',\n",
       "  'cliff',\n",
       "  'face'],\n",
       " ['they',\n",
       "  'passed',\n",
       "  'from',\n",
       "  'sunlight',\n",
       "  'into',\n",
       "  'shadow',\n",
       "  'hidden',\n",
       "  'from',\n",
       "  'the',\n",
       "  'galley',\n",
       "  'view',\n",
       "  'between',\n",
       "  'the',\n",
       "  'green',\n",
       "  'wall',\n",
       "  'of',\n",
       "  'the',\n",
       "  'trees',\n",
       "  'and',\n",
       "  'the',\n",
       "  'stony',\n",
       "  'grey',\n",
       "  'brown',\n",
       "  'bluff'],\n",
       " ['few',\n",
       "  'moments',\n",
       "  'respite',\n",
       "  'from',\n",
       "  'the',\n",
       "  'arrows',\n",
       "  'jaime',\n",
       "  'thought',\n",
       "  'pushing',\n",
       "  'them',\n",
       "  'off',\n",
       "  'half',\n",
       "  'submerged',\n",
       "  'boulder'],\n",
       " ['the', 'skiff', 'rocked'],\n",
       " ['he',\n",
       "  'heard',\n",
       "  'soft',\n",
       "  'splash',\n",
       "  'and',\n",
       "  'when',\n",
       "  'he',\n",
       "  'glanced',\n",
       "  'around',\n",
       "  'brienne',\n",
       "  'was',\n",
       "  'gone'],\n",
       " ['moment',\n",
       "  'later',\n",
       "  'he',\n",
       "  'spied',\n",
       "  'her',\n",
       "  'again',\n",
       "  'pulling',\n",
       "  'herself',\n",
       "  'from',\n",
       "  'the',\n",
       "  'water',\n",
       "  'at',\n",
       "  'the',\n",
       "  'base',\n",
       "  'of',\n",
       "  'the',\n",
       "  'bluff'],\n",
       " ['she',\n",
       "  'waded',\n",
       "  'through',\n",
       "  'shallow',\n",
       "  'pool',\n",
       "  'scrambled',\n",
       "  'over',\n",
       "  'some',\n",
       "  'rocks',\n",
       "  'and',\n",
       "  'began',\n",
       "  'to',\n",
       "  'climb'],\n",
       " ['ser', 'cleos', 'goggled', 'mouth', 'open'],\n",
       " ['fool', 'thought', 'jaime'],\n",
       " ['ignore', 'the', 'wench', 'he', 'snapped', 'at', 'his', 'cousin'],\n",
       " ['steer'],\n",
       " ['they', 'could', 'see', 'the', 'sail', 'moving', 'behind', 'the', 'trees'],\n",
       " ['the',\n",
       "  'river',\n",
       "  'galley',\n",
       "  'came',\n",
       "  'into',\n",
       "  'full',\n",
       "  'view',\n",
       "  'at',\n",
       "  'the',\n",
       "  'top',\n",
       "  'of',\n",
       "  'the',\n",
       "  'cutoff',\n",
       "  'twenty',\n",
       "  'five',\n",
       "  'yards',\n",
       "  'behind'],\n",
       " ['her',\n",
       "  'bow',\n",
       "  'swung',\n",
       "  'hard',\n",
       "  'as',\n",
       "  'she',\n",
       "  'came',\n",
       "  'around',\n",
       "  'and',\n",
       "  'half',\n",
       "  'dozen',\n",
       "  'arrows',\n",
       "  'took',\n",
       "  'flight',\n",
       "  'but',\n",
       "  'all',\n",
       "  'went',\n",
       "  'well',\n",
       "  'wide'],\n",
       " ['the',\n",
       "  'motion',\n",
       "  'of',\n",
       "  'the',\n",
       "  'two',\n",
       "  'boats',\n",
       "  'was',\n",
       "  'giving',\n",
       "  'the',\n",
       "  'archers',\n",
       "  'difficulty',\n",
       "  'but',\n",
       "  'jaime',\n",
       "  'knew',\n",
       "  'they',\n",
       "  'soon',\n",
       "  'enough',\n",
       "  'learn',\n",
       "  'to',\n",
       "  'compensate'],\n",
       " ['brienne',\n",
       "  'was',\n",
       "  'halfway',\n",
       "  'up',\n",
       "  'the',\n",
       "  'cliff',\n",
       "  'face',\n",
       "  'pulling',\n",
       "  'herself',\n",
       "  'from',\n",
       "  'handhold',\n",
       "  'to',\n",
       "  'handhold'],\n",
       " ['ryger',\n",
       "  'sure',\n",
       "  'to',\n",
       "  'see',\n",
       "  'her',\n",
       "  'and',\n",
       "  'once',\n",
       "  'he',\n",
       "  'does',\n",
       "  'he',\n",
       "  'll',\n",
       "  'have',\n",
       "  'those',\n",
       "  'bowmen',\n",
       "  'bring',\n",
       "  'her',\n",
       "  'down'],\n",
       " ['jaime',\n",
       "  'decided',\n",
       "  'to',\n",
       "  'see',\n",
       "  'if',\n",
       "  'the',\n",
       "  'old',\n",
       "  'man',\n",
       "  'pride',\n",
       "  'would',\n",
       "  'make',\n",
       "  'him',\n",
       "  'stupid'],\n",
       " ['ser', 'robin', 'he', 'shouted', 'hear', 'me', 'for', 'moment'],\n",
       " ['ser',\n",
       "  'robin',\n",
       "  'raised',\n",
       "  'hand',\n",
       "  'and',\n",
       "  'his',\n",
       "  'archers',\n",
       "  'lowered',\n",
       "  'their',\n",
       "  'bows'],\n",
       " ['say', 'what', 'you', 'will', 'kingslayer', 'but', 'say', 'it', 'quickly'],\n",
       " ['the',\n",
       "  'skiff',\n",
       "  'swung',\n",
       "  'through',\n",
       "  'litter',\n",
       "  'of',\n",
       "  'broken',\n",
       "  'stones',\n",
       "  'as',\n",
       "  'jaime',\n",
       "  'called',\n",
       "  'out',\n",
       "  'know',\n",
       "  'better',\n",
       "  'way',\n",
       "  'to',\n",
       "  'settle',\n",
       "  'this',\n",
       "  'single',\n",
       "  'combat'],\n",
       " ['you', 'and', 'was', 'not', 'born', 'this', 'morning', 'lannister'],\n",
       " ['no', 'but', 'you', 're', 'like', 'to', 'die', 'this', 'afternoon'],\n",
       " ['jaime',\n",
       "  'raised',\n",
       "  'his',\n",
       "  'hands',\n",
       "  'so',\n",
       "  'the',\n",
       "  'other',\n",
       "  'could',\n",
       "  'see',\n",
       "  'the',\n",
       "  'manacles'],\n",
       " ['ll', 'fight', 'you', 'in', 'chains'],\n",
       " ['what', 'could', 'you', 'fear'],\n",
       " ...]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "story  #jump to model for code"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ddd911d5",
   "metadata": {
    "papermill": {
     "duration": 0.019642,
     "end_time": "2024-02-10T13:20:55.801177",
     "exception": false,
     "start_time": "2024-02-10T13:20:55.781535",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# **Model**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "6c3d01fa",
   "metadata": {
    "execution": {
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     "status": "completed"
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    "tags": []
   },
   "outputs": [],
   "source": [
    "model = gensim.models.Word2Vec( window=10, min_count=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "04ac1ce9",
   "metadata": {
    "execution": {
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "model.build_vocab(story)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "42bd2cc0",
   "metadata": {
    "execution": {
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     "status": "completed"
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    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(6569736, 8628165)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.train(story, total_examples=model.corpus_count, epochs=model.epochs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "64061fb0",
   "metadata": {
    "execution": {
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('stormborn', 0.8076875805854797),\n",
       " ('unburnt', 0.7499957084655762),\n",
       " ('targaryen', 0.7203608751296997),\n",
       " ('myrcella', 0.7184673547744751),\n",
       " ('elia', 0.6852701902389526),\n",
       " ('queen', 0.6650264859199524),\n",
       " ('dorne', 0.6607443690299988),\n",
       " ('princess', 0.6469317078590393),\n",
       " ('margaery', 0.6355341076850891),\n",
       " ('moro', 0.6287916302680969)]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.wv.most_similar('daenerys') #gives words which are more related with daenerys"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "4ec28afd",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-02-10T13:21:07.705213Z",
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('sam', 0.7231482863426208),\n",
       " ('theon', 0.7138906121253967),\n",
       " ('bran', 0.6745457053184509),\n",
       " ('ygritte', 0.6408160328865051),\n",
       " ('qhorin', 0.6377948522567749),\n",
       " ('davos', 0.6360366940498352),\n",
       " ('tormund', 0.6293823719024658),\n",
       " ('halfhand', 0.6208985447883606),\n",
       " ('grenn', 0.5995736718177795),\n",
       " ('pyp', 0.5761539936065674)]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.wv.most_similar('jon') "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "1b4eeb7d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-02-10T13:21:07.825405Z",
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     "shell.execute_reply": "2024-02-10T13:21:07.836958Z"
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    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'jon'"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.wv.doesnt_match(['jon','rikn','robb','arya','sansa','bran']) #to find different: here except jon all others are siblings by blood"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "4e655619",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-02-10T13:21:07.883605Z",
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'bronn'"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.wv.doesnt_match(['cersei', 'jaime', 'bronn', 'tyrion'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "f4014a4d",
   "metadata": {
    "execution": {
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 1.3755151 , -1.0030857 , -0.08881873,  2.0173984 , -2.7846415 ,\n",
       "       -0.4572127 ,  0.13611504,  1.5338659 , -2.809292  ,  0.72930574,\n",
       "       -0.87462324, -0.4265549 , -1.3777666 ,  3.0524647 , -3.550672  ,\n",
       "       -1.8966981 , -0.13480793,  1.2439145 , -0.27310342, -2.280806  ,\n",
       "       -0.93651515, -0.04091058,  2.029766  , -2.787701  , -0.56710064,\n",
       "       -0.42373756, -1.8235587 , -0.42003712, -2.3965597 ,  1.6607007 ,\n",
       "       -1.3144559 ,  1.0626103 ,  0.18750979,  0.8104272 , -0.03846172,\n",
       "       -3.677967  , -1.489131  ,  0.60913324,  1.5615184 , -3.4557252 ,\n",
       "        0.89635074,  2.129806  ,  3.9454403 , -1.3493437 , -1.5879441 ,\n",
       "       -0.84978545,  0.02966534, -2.7681332 ,  2.062909  , -2.2303524 ,\n",
       "       -3.8619518 , -0.11737531, -1.3033929 , -2.288956  ,  3.7466056 ,\n",
       "       -2.4095898 ,  0.5670394 ,  1.035133  ,  2.4556916 , -0.69335735,\n",
       "        2.0831916 , -0.4145798 ,  0.1109653 ,  1.9071646 ,  0.72160053,\n",
       "        2.3524382 , -0.41317   , -0.48250648, -3.687169  , -2.4947228 ,\n",
       "        1.4428587 ,  0.9511686 ,  2.5181043 ,  0.4902779 ,  0.5297731 ,\n",
       "       -0.67553425, -0.67191964, -0.6918549 ,  0.20758419, -2.150048  ,\n",
       "        2.3166327 ,  1.6805555 , -0.92330223, -2.1676219 , -4.1286817 ,\n",
       "       -3.3433425 , -0.62319446,  3.1898928 ,  1.6550598 , -1.4719143 ,\n",
       "        0.62126726,  1.693209  , -0.86531293, -3.6114197 , -0.09730639,\n",
       "       -1.1964246 , -0.46169108, -0.5167327 ,  0.65858626,  0.24201946],\n",
       "      dtype=float32)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.wv['king'] #all words are representes as an 100-D array with values b/w (-3,3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "9aa9d2c6",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-02-10T13:21:07.993126Z",
     "iopub.status.busy": "2024-02-10T13:21:07.991951Z",
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     "shell.execute_reply": "2024-02-10T13:21:07.998533Z"
    },
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     "exception": false,
     "start_time": "2024-02-10T13:21:07.969434",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8529906"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.wv.similarity('arya','sansa') #gives value close to 1 coz they both are sisters"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a8e49915",
   "metadata": {
    "papermill": {
     "duration": 0.020099,
     "end_time": "2024-02-10T13:21:08.043015",
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     "start_time": "2024-02-10T13:21:08.022916",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "**The below 2 code snippet represents how a particular word gets represented in a higher order array**\n",
    "1st snippet is vector \n",
    ";2nd snippet gives the corresponding order of words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "5991f134",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-02-10T13:21:08.086441Z",
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-0.02650407, -0.16617692,  0.19783798, ..., -0.01980647,\n",
       "        -0.13181461,  0.07238173],\n",
       "       [-0.12809885, -0.19195586,  0.02992136, ...,  0.09391007,\n",
       "        -0.26250708,  0.15757293],\n",
       "       [ 0.08885282, -0.03358556, -0.12653227, ..., -0.07013401,\n",
       "         0.17719577, -0.15589462],\n",
       "       ...,\n",
       "       [ 0.04934789,  0.10438636,  0.04788794, ...,  0.02397273,\n",
       "        -0.10233483, -0.00755707],\n",
       "       [-0.11022511,  0.0057327 ,  0.07686359, ..., -0.01648462,\n",
       "        -0.03119698,  0.04206984],\n",
       "       [ 0.03834361,  0.11569341,  0.05383336, ...,  0.06124535,\n",
       "        -0.0969732 ,  0.04132289]], dtype=float32)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.wv.get_normed_vectors()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "4d8389b4",
   "metadata": {
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['the',\n",
       " 'and',\n",
       " 'to',\n",
       " 'of',\n",
       " 'he',\n",
       " 'his',\n",
       " 'was',\n",
       " 'you',\n",
       " 'her',\n",
       " 'in',\n",
       " 'it',\n",
       " 'had',\n",
       " 'that',\n",
       " 'she',\n",
       " 'as',\n",
       " 'with',\n",
       " 'him',\n",
       " 'not',\n",
       " 'but',\n",
       " 'for',\n",
       " 'they',\n",
       " 'is',\n",
       " 'at',\n",
       " 'on',\n",
       " 'said',\n",
       " 'my',\n",
       " 'have',\n",
       " 'be',\n",
       " 'lord',\n",
       " 'them',\n",
       " 'no',\n",
       " 'from',\n",
       " 'would',\n",
       " 'were',\n",
       " 'me',\n",
       " 'your',\n",
       " 'one',\n",
       " 'all',\n",
       " 'when',\n",
       " 'will',\n",
       " 'ser',\n",
       " 'if',\n",
       " 'so',\n",
       " 'their',\n",
       " 'we',\n",
       " 'could',\n",
       " 'are',\n",
       " 'man',\n",
       " 'there',\n",
       " 'this',\n",
       " 'up',\n",
       " 'been',\n",
       " 'what',\n",
       " 'did',\n",
       " 'by',\n",
       " 'king',\n",
       " 'do',\n",
       " 'men',\n",
       " 'back',\n",
       " 'out',\n",
       " 'more',\n",
       " 'or',\n",
       " 'who',\n",
       " 'down',\n",
       " 'well',\n",
       " 'than',\n",
       " 'only',\n",
       " 'like',\n",
       " 'jon',\n",
       " 'some',\n",
       " 'father',\n",
       " 'old',\n",
       " 'hand',\n",
       " 'even',\n",
       " 'too',\n",
       " 'tyrion',\n",
       " 'before',\n",
       " 'never',\n",
       " 'an',\n",
       " 'off',\n",
       " 'see',\n",
       " 'know',\n",
       " 'into',\n",
       " 'made',\n",
       " 'now',\n",
       " 'eyes',\n",
       " 'black',\n",
       " 'told',\n",
       " 'lady',\n",
       " 'thought',\n",
       " 'time',\n",
       " 'then',\n",
       " 'how',\n",
       " 'long',\n",
       " 'has',\n",
       " 'can',\n",
       " 'might',\n",
       " 'us',\n",
       " 'come',\n",
       " 'where',\n",
       " 'here',\n",
       " 'through',\n",
       " 'still',\n",
       " 'face',\n",
       " 'head',\n",
       " 'red',\n",
       " 'll',\n",
       " 'way',\n",
       " 'boy',\n",
       " 'page',\n",
       " 'must',\n",
       " 'once',\n",
       " 'queen',\n",
       " 'good',\n",
       " 'two',\n",
       " 'brother',\n",
       " 'night',\n",
       " 'over',\n",
       " 'little',\n",
       " 'about',\n",
       " 'took',\n",
       " 'other',\n",
       " 'came',\n",
       " 'though',\n",
       " 'again',\n",
       " 'say',\n",
       " 'three',\n",
       " 'should',\n",
       " 'away',\n",
       " 'dead',\n",
       " 'son',\n",
       " 'own',\n",
       " 'blood',\n",
       " 'am',\n",
       " 'take',\n",
       " 'go',\n",
       " 'half',\n",
       " 'make',\n",
       " 'arya',\n",
       " 'saw',\n",
       " 'day',\n",
       " 'white',\n",
       " 'jaime',\n",
       " 'first',\n",
       " 'himself',\n",
       " 'our',\n",
       " 'look',\n",
       " 'want',\n",
       " 'after',\n",
       " 'much',\n",
       " 'enough',\n",
       " 'sword',\n",
       " 'tell',\n",
       " 'girl',\n",
       " 'bran',\n",
       " 'great',\n",
       " 'its',\n",
       " 'looked',\n",
       " 'left',\n",
       " 'knew',\n",
       " 'asked',\n",
       " 'gave',\n",
       " 'maester',\n",
       " 'called',\n",
       " 'wall',\n",
       " 'every',\n",
       " 'heard',\n",
       " 'sansa',\n",
       " 'let',\n",
       " 'yet',\n",
       " 'went',\n",
       " 'turned',\n",
       " 'dany',\n",
       " 'why',\n",
       " 'need',\n",
       " 'behind',\n",
       " 'around',\n",
       " 'just',\n",
       " 'woman',\n",
       " 'another',\n",
       " 'snow',\n",
       " 'beneath',\n",
       " 'across',\n",
       " 'knight',\n",
       " 'keep',\n",
       " 'grace',\n",
       " 'found',\n",
       " 'gold',\n",
       " 'any',\n",
       " 'last',\n",
       " 'cersei',\n",
       " 'castle',\n",
       " 'those',\n",
       " 'stark',\n",
       " 'gods',\n",
       " 'think',\n",
       " 'hair',\n",
       " 'many',\n",
       " 'feet',\n",
       " 'against',\n",
       " 'hands',\n",
       " 'stannis',\n",
       " 'mother',\n",
       " 'catelyn',\n",
       " 'robert',\n",
       " 'seemed',\n",
       " 'prince',\n",
       " 'may',\n",
       " 'ever',\n",
       " 'robb',\n",
       " 'done',\n",
       " 'don',\n",
       " 'find',\n",
       " 'lannister',\n",
       " 're',\n",
       " 'hear',\n",
       " 'grey',\n",
       " 'name',\n",
       " 'horse',\n",
       " 'high',\n",
       " 'put',\n",
       " 'wine',\n",
       " 'stone',\n",
       " 'hard',\n",
       " 'water',\n",
       " 'fire',\n",
       " 'upon',\n",
       " 'iron',\n",
       " 'until',\n",
       " 'these',\n",
       " 'voice',\n",
       " 'gone',\n",
       " 'give',\n",
       " 'sam',\n",
       " 'seen',\n",
       " 'better',\n",
       " 'shall',\n",
       " 'ned',\n",
       " 'always',\n",
       " 'years',\n",
       " 'between',\n",
       " 'dark',\n",
       " 'place',\n",
       " 'small',\n",
       " 'cold',\n",
       " 'winterfell',\n",
       " 'most',\n",
       " 'hundred',\n",
       " 'stood',\n",
       " 'end',\n",
       " 'sister',\n",
       " 'words',\n",
       " 'sea',\n",
       " 'right',\n",
       " 'nothing',\n",
       " 'walls',\n",
       " 'fingers',\n",
       " 'same',\n",
       " 'house',\n",
       " 'cloak',\n",
       " 'young',\n",
       " 'beside',\n",
       " 'does',\n",
       " 'get',\n",
       " 'seven',\n",
       " 'mouth',\n",
       " 'watch',\n",
       " 'door',\n",
       " 'joffrey',\n",
       " 'green',\n",
       " 'big',\n",
       " 'under',\n",
       " 'few',\n",
       " 'sent',\n",
       " 'perhaps',\n",
       " 'almost',\n",
       " 'such',\n",
       " 'wanted',\n",
       " 'daughter',\n",
       " 'true',\n",
       " 'leave',\n",
       " 'while',\n",
       " 'city',\n",
       " 'wind',\n",
       " 'light',\n",
       " 'arms',\n",
       " 'children',\n",
       " 'herself',\n",
       " 'sweet',\n",
       " 'others',\n",
       " 'lost',\n",
       " 'theon',\n",
       " 'each',\n",
       " 'felt',\n",
       " 'side',\n",
       " 'yes',\n",
       " 'brothers',\n",
       " 'best',\n",
       " 'very',\n",
       " 'die',\n",
       " 'brought',\n",
       " 'soon',\n",
       " 'far',\n",
       " 'died',\n",
       " 'north',\n",
       " 'child',\n",
       " 'fear',\n",
       " 'along',\n",
       " 'word',\n",
       " 'brienne',\n",
       " 'both',\n",
       " 'taken',\n",
       " 'battle',\n",
       " 'help',\n",
       " 'new',\n",
       " 'tywin',\n",
       " 'lords',\n",
       " 'davos',\n",
       " 'something',\n",
       " 'mean',\n",
       " 'wife',\n",
       " 've',\n",
       " 'rest',\n",
       " 'hall',\n",
       " 'kill',\n",
       " 'strong',\n",
       " 'steel',\n",
       " 'began',\n",
       " 'sound',\n",
       " 'won',\n",
       " 'dragon',\n",
       " 'past',\n",
       " 'life',\n",
       " 'tower',\n",
       " 'killed',\n",
       " 'arm',\n",
       " 'sons',\n",
       " 'free',\n",
       " 'tried',\n",
       " 'thing',\n",
       " 'days',\n",
       " 'bear',\n",
       " 'bloody',\n",
       " 'heart',\n",
       " 'pale',\n",
       " 'love',\n",
       " 'sat',\n",
       " 'moment',\n",
       " 'bring',\n",
       " 'bed',\n",
       " 'close',\n",
       " 'knights',\n",
       " 'cut',\n",
       " 'wolf',\n",
       " 'smile',\n",
       " 'death',\n",
       " 'horses',\n",
       " 'inside',\n",
       " 'four',\n",
       " 'brown',\n",
       " 'dragons',\n",
       " 'hot',\n",
       " 'silver',\n",
       " 'part',\n",
       " 'bastard',\n",
       " 'open',\n",
       " 'thousand',\n",
       " 'nor',\n",
       " 'landing',\n",
       " 'uncle',\n",
       " 'above',\n",
       " 'going',\n",
       " 'blue',\n",
       " 'air',\n",
       " 'captain',\n",
       " 'please',\n",
       " 'laughed',\n",
       " 'river',\n",
       " 'rose',\n",
       " 'sun',\n",
       " 'fell',\n",
       " 'war',\n",
       " 'golden',\n",
       " 'sleep',\n",
       " 'swords',\n",
       " 'without',\n",
       " 'renly',\n",
       " 'speak',\n",
       " 'full',\n",
       " 'fool',\n",
       " 'certain',\n",
       " 'beyond',\n",
       " 'feel',\n",
       " 'send',\n",
       " 'tongue',\n",
       " 'got',\n",
       " 'fight',\n",
       " 'set',\n",
       " 'rode',\n",
       " 'thick',\n",
       " 'world',\n",
       " 'throat',\n",
       " 'deep',\n",
       " 'legs',\n",
       " 'call',\n",
       " 'honor',\n",
       " 'trees',\n",
       " 'rock',\n",
       " 'tall',\n",
       " 'table',\n",
       " 'pulled',\n",
       " 'women',\n",
       " 'mormont',\n",
       " 'broken',\n",
       " 'steps',\n",
       " 'things',\n",
       " 'next',\n",
       " 'hodor',\n",
       " 'heavy',\n",
       " 'burned',\n",
       " 'oh',\n",
       " 'toward',\n",
       " 'together',\n",
       " 'skin',\n",
       " 'given',\n",
       " 'since',\n",
       " 'smiled',\n",
       " 'alone',\n",
       " 'dwarf',\n",
       " 'moved',\n",
       " 'storm',\n",
       " 'raised',\n",
       " 'ask',\n",
       " 'ride',\n",
       " 'hope',\n",
       " 'eye',\n",
       " 'soft',\n",
       " 'reached',\n",
       " 'second',\n",
       " 'frey',\n",
       " 'remember',\n",
       " 'someone',\n",
       " 'remembered',\n",
       " 'coming',\n",
       " 'cannot',\n",
       " 'meant',\n",
       " 'hold',\n",
       " 'morning',\n",
       " 'ten',\n",
       " 'teeth',\n",
       " 'else',\n",
       " 'throne',\n",
       " 'command',\n",
       " 'which',\n",
       " 'fat',\n",
       " 'truth',\n",
       " 'commander',\n",
       " 'walder',\n",
       " 'ground',\n",
       " 'doubt',\n",
       " 'jorah',\n",
       " 'cup',\n",
       " 'outside',\n",
       " 'known',\n",
       " 'wore',\n",
       " 'ran',\n",
       " 'gate',\n",
       " 'held',\n",
       " 'room',\n",
       " 'closed',\n",
       " 'home',\n",
       " 'matter',\n",
       " 'south',\n",
       " 'wood',\n",
       " 'sky',\n",
       " 'wed',\n",
       " 'people',\n",
       " 'dozen',\n",
       " 'neck',\n",
       " 'riverrun',\n",
       " 'food',\n",
       " 'near',\n",
       " 'instead',\n",
       " 'talk',\n",
       " 'turn',\n",
       " 'none',\n",
       " 'ships',\n",
       " 'tyrell',\n",
       " 'below',\n",
       " 'moon',\n",
       " 'lips',\n",
       " 'bolton',\n",
       " 'shadow',\n",
       " 'summer',\n",
       " 'watched',\n",
       " 'leather',\n",
       " 'times',\n",
       " 'varys',\n",
       " 'shoulder',\n",
       " 'warm',\n",
       " 'septon',\n",
       " 'caught',\n",
       " 'believe',\n",
       " 'least',\n",
       " 'guards',\n",
       " 'answer',\n",
       " 'blade',\n",
       " 'god',\n",
       " 'wondered',\n",
       " 'ice',\n",
       " 'shield',\n",
       " 'barristan',\n",
       " 'mine',\n",
       " 'opened',\n",
       " 'armor',\n",
       " 'safe',\n",
       " 'six',\n",
       " 'kept',\n",
       " 'wish',\n",
       " 'return',\n",
       " 'tommen',\n",
       " 'used',\n",
       " 'smell',\n",
       " 'less',\n",
       " 'being',\n",
       " 'foot',\n",
       " 'squire',\n",
       " 'floor',\n",
       " 'eddard',\n",
       " 'empty',\n",
       " 'followed',\n",
       " 'run',\n",
       " 'friends',\n",
       " 'serve',\n",
       " 'beard',\n",
       " 'boys',\n",
       " 'baratheon',\n",
       " 'wedding',\n",
       " 'cloaks',\n",
       " 'eat',\n",
       " 'wrong',\n",
       " 'daenerys',\n",
       " 'ghost',\n",
       " 'sight',\n",
       " 'five',\n",
       " 'hound',\n",
       " 'flesh',\n",
       " 'ship',\n",
       " 'strength',\n",
       " 'bones',\n",
       " 'nose',\n",
       " 'returned',\n",
       " 'crown',\n",
       " 'yellow',\n",
       " 'chest',\n",
       " 'covered',\n",
       " 'says',\n",
       " 'commanded',\n",
       " 'petyr',\n",
       " 'sometimes',\n",
       " 'aemon',\n",
       " 'filled',\n",
       " 'led',\n",
       " 'friend',\n",
       " 'aye',\n",
       " 'common',\n",
       " 'yours',\n",
       " 'fighting',\n",
       " 'spoke',\n",
       " 'flames',\n",
       " 'show',\n",
       " 'huge',\n",
       " 'lysa',\n",
       " 'asha',\n",
       " 'aside',\n",
       " 'crow',\n",
       " 'belly',\n",
       " 'master',\n",
       " 'breath',\n",
       " 'seem',\n",
       " 'yard',\n",
       " 'gates',\n",
       " 'waiting',\n",
       " 'within',\n",
       " 'looking',\n",
       " 'wet',\n",
       " 'wooden',\n",
       " 'realm',\n",
       " 'thin',\n",
       " 'work',\n",
       " 'promised',\n",
       " 'bad',\n",
       " 'use',\n",
       " 'husband',\n",
       " 'tree',\n",
       " 'later',\n",
       " 'grew',\n",
       " 'onto',\n",
       " 'loved',\n",
       " 'wildlings',\n",
       " 'greyjoy',\n",
       " 'afraid',\n",
       " 'girls',\n",
       " 'shoulders',\n",
       " 'rain',\n",
       " 'shouted',\n",
       " 'walked',\n",
       " 'maid',\n",
       " 'mance',\n",
       " 'guard',\n",
       " 'late',\n",
       " 'remained',\n",
       " 'liked',\n",
       " 'fall',\n",
       " 'meereen',\n",
       " 'littlefinger',\n",
       " 'year',\n",
       " 'margaery',\n",
       " 'dog',\n",
       " 'passed',\n",
       " 'hurt',\n",
       " 'balon',\n",
       " 'taste',\n",
       " 'dothraki',\n",
       " 'drew',\n",
       " 'lay',\n",
       " 'realized',\n",
       " 'pushed',\n",
       " 'song',\n",
       " 'spear',\n",
       " 'named',\n",
       " 'sure',\n",
       " 'whispered',\n",
       " 'finally',\n",
       " 'different',\n",
       " 'stand',\n",
       " 'brave',\n",
       " 'reach',\n",
       " 'suddenly',\n",
       " 'wolves',\n",
       " 'poor',\n",
       " 'drogo',\n",
       " 'kingsguard',\n",
       " 'stay',\n",
       " 'arryn',\n",
       " 'stop',\n",
       " 'kingdoms',\n",
       " 'broke',\n",
       " 'ears',\n",
       " 'edmure',\n",
       " 'princess',\n",
       " 'burning',\n",
       " 'faces',\n",
       " 'lannisters',\n",
       " 'dream',\n",
       " 'direwolf',\n",
       " 'axe',\n",
       " 'heir',\n",
       " 'tears',\n",
       " 'west',\n",
       " 'clegane',\n",
       " 'either',\n",
       " 'darkness',\n",
       " 'drink',\n",
       " 'pointed',\n",
       " 'raven',\n",
       " 'hill',\n",
       " 'try',\n",
       " 'sworn',\n",
       " 'pain',\n",
       " 'forward',\n",
       " 'lie',\n",
       " 'khal',\n",
       " 'dagger',\n",
       " 'kings',\n",
       " 'truly',\n",
       " 'seat',\n",
       " 'grown',\n",
       " 'road',\n",
       " 'born',\n",
       " 'care',\n",
       " 'harrenhal',\n",
       " 'bronn',\n",
       " 'round',\n",
       " 'helm',\n",
       " 'feast',\n",
       " 'meat',\n",
       " 'quick',\n",
       " 'amongst',\n",
       " 'understand',\n",
       " 'pycelle',\n",
       " 'longer',\n",
       " 'lifted',\n",
       " 'whilst',\n",
       " 'reminded',\n",
       " 'maybe',\n",
       " 'mountain',\n",
       " 'short',\n",
       " 'step',\n",
       " 'rodrik',\n",
       " 'melisandre',\n",
       " 'ones',\n",
       " 'pretty',\n",
       " 'third',\n",
       " 'bit',\n",
       " 'worse',\n",
       " 'aegon',\n",
       " 'lands',\n",
       " 'stopped',\n",
       " 'sit',\n",
       " 'victarion',\n",
       " 'save',\n",
       " 'sharp',\n",
       " 'knows',\n",
       " 'live',\n",
       " 'smoke',\n",
       " 'whose',\n",
       " 'pray',\n",
       " 'leg',\n",
       " 'horn',\n",
       " 'window',\n",
       " 'younger',\n",
       " 'westeros',\n",
       " 'twenty',\n",
       " 'silk',\n",
       " 'heads',\n",
       " 'didn',\n",
       " 'slaves',\n",
       " 'septa',\n",
       " 'pie',\n",
       " 'peace',\n",
       " 'ago',\n",
       " 'low',\n",
       " 'bread',\n",
       " 'wants',\n",
       " 'laugh',\n",
       " 'mind',\n",
       " 'hizdahr',\n",
       " 'east',\n",
       " 'blind',\n",
       " 'mad',\n",
       " 'bright',\n",
       " 'myself',\n",
       " 'towers',\n",
       " 'sooner',\n",
       " 'reek',\n",
       " 'older',\n",
       " 'coin',\n",
       " 'slain',\n",
       " 'making',\n",
       " 'camp',\n",
       " 'narrow',\n",
       " 'walk',\n",
       " 'drowned',\n",
       " 'served',\n",
       " 'point',\n",
       " 'wait',\n",
       " 'salt',\n",
       " 'glanced',\n",
       " 'cheeks',\n",
       " 'knife',\n",
       " 'luwin',\n",
       " 'cousin',\n",
       " 'riding',\n",
       " 'quiet',\n",
       " 'sort',\n",
       " 'stepped',\n",
       " 'shook',\n",
       " 'often',\n",
       " 'touched',\n",
       " 'targaryen',\n",
       " 'twisted',\n",
       " 'loras',\n",
       " 'naked',\n",
       " 'during',\n",
       " 'choice',\n",
       " 'kevan',\n",
       " 'forgotten',\n",
       " 'lion',\n",
       " 'fish',\n",
       " 'silence',\n",
       " 'ramsay',\n",
       " 'read',\n",
       " 'hung',\n",
       " 'gift',\n",
       " 'fallen',\n",
       " 'replied',\n",
       " 'running',\n",
       " 'large',\n",
       " 'knees',\n",
       " 'silent',\n",
       " 'fought',\n",
       " 'company',\n",
       " 'cat',\n",
       " 'ahead',\n",
       " 'dawn',\n",
       " 'needs',\n",
       " 'dogs',\n",
       " 'beautiful',\n",
       " 'sept',\n",
       " 'rhaegar',\n",
       " 'knee',\n",
       " 'pass',\n",
       " 'casterly',\n",
       " 'dorne',\n",
       " 'themselves',\n",
       " 'mud',\n",
       " 'tully',\n",
       " 'court',\n",
       " 'singer',\n",
       " 'stupid',\n",
       " 'gregor',\n",
       " 'body',\n",
       " 'meera',\n",
       " 'age',\n",
       " 'trying',\n",
       " 'top',\n",
       " 'swear',\n",
       " 'kind',\n",
       " 'offered',\n",
       " 'gendry',\n",
       " 'leaves',\n",
       " 'whole',\n",
       " 'closer',\n",
       " 'clothes',\n",
       " 'anything',\n",
       " 'kiss',\n",
       " 'wonder',\n",
       " 'whatever',\n",
       " 'agreed',\n",
       " 'threw',\n",
       " 'pay',\n",
       " 'climbed',\n",
       " 'answered',\n",
       " 'saying',\n",
       " 'wide',\n",
       " 'saddle',\n",
       " 'comes',\n",
       " 'stars',\n",
       " 'host',\n",
       " 'stones',\n",
       " 'trust',\n",
       " 'chain',\n",
       " 'fair',\n",
       " 'pleased',\n",
       " 'yourself',\n",
       " 'trident',\n",
       " 'eight',\n",
       " 'dying',\n",
       " 'ear',\n",
       " 'hour',\n",
       " 'yunkai',\n",
       " 'dry',\n",
       " 'insisted',\n",
       " 'spears',\n",
       " 'fast',\n",
       " 'ought',\n",
       " 'carried',\n",
       " 'doors',\n",
       " 'service',\n",
       " 'mail',\n",
       " 'fist',\n",
       " 'woods',\n",
       " 'council',\n",
       " 'milk',\n",
       " 'crossed',\n",
       " 'wildling',\n",
       " 'fine',\n",
       " 'wasn',\n",
       " 'needed',\n",
       " 'thank',\n",
       " 'join',\n",
       " 'quentyn',\n",
       " 'gilly',\n",
       " 'finger',\n",
       " 'tent',\n",
       " 'shadows',\n",
       " 'doing',\n",
       " 'boots',\n",
       " 'bird',\n",
       " 'land',\n",
       " 'win',\n",
       " 'helped',\n",
       " 'names',\n",
       " 'imp',\n",
       " 'somehow',\n",
       " 'crows',\n",
       " 'folk',\n",
       " 'winter',\n",
       " 'kissed',\n",
       " 'banners',\n",
       " 'letter',\n",
       " 'pink',\n",
       " 'angry',\n",
       " 'screamed',\n",
       " 'frightened',\n",
       " 'alive',\n",
       " 'learn',\n",
       " 'torch',\n",
       " 'eunuch',\n",
       " 'chair',\n",
       " 'watching',\n",
       " 'daughters',\n",
       " 'dragonstone',\n",
       " 'fires',\n",
       " 'tarly',\n",
       " 'harm',\n",
       " 'standing',\n",
       " 'serving',\n",
       " 'neither',\n",
       " 'easy',\n",
       " 'nine',\n",
       " 'learned',\n",
       " 'question',\n",
       " 'drunk',\n",
       " 'wings',\n",
       " 'nodded',\n",
       " 'sisters',\n",
       " 'sail',\n",
       " 'priest',\n",
       " 'myrcella',\n",
       " 'giant',\n",
       " 'warned',\n",
       " 'harbor',\n",
       " 'bone',\n",
       " 'forth',\n",
       " 'slow',\n",
       " 'slipped',\n",
       " 'field',\n",
       " 'slid',\n",
       " 'dreams',\n",
       " 'slowly',\n",
       " 'falling',\n",
       " 'bronze',\n",
       " 'promise',\n",
       " 'atop',\n",
       " 'line',\n",
       " 'whore',\n",
       " 'illyrio',\n",
       " 'rise',\n",
       " 'slave',\n",
       " 'move',\n",
       " 'laughter',\n",
       " 'makes',\n",
       " 'flowers',\n",
       " 'pyke',\n",
       " 'declared',\n",
       " 'earth',\n",
       " 'faced',\n",
       " 'grass',\n",
       " 'bay',\n",
       " 'loose',\n",
       " 'lived',\n",
       " 'power',\n",
       " 'front',\n",
       " 'twice',\n",
       " 'viserys',\n",
       " 'happened',\n",
       " 'because',\n",
       " 'cell',\n",
       " 'play',\n",
       " 'oldtown',\n",
       " 'chains',\n",
       " 'break',\n",
       " 'dance',\n",
       " 'surely',\n",
       " 'aerys',\n",
       " 'clean',\n",
       " 'unless',\n",
       " 'claim',\n",
       " 'eyrie',\n",
       " 'jeyne',\n",
       " 'fresh',\n",
       " 'cried',\n",
       " 'quite',\n",
       " 'craster',\n",
       " 'tormund',\n",
       " 'laid',\n",
       " 'pair',\n",
       " 'shouting',\n",
       " 'morrow',\n",
       " 'sad',\n",
       " 'met',\n",
       " 'game',\n",
       " 'already',\n",
       " 'touch',\n",
       " 'softly',\n",
       " 'rule',\n",
       " 'afterward',\n",
       " 'count',\n",
       " 'mounted',\n",
       " 'woke',\n",
       " 'started',\n",
       " 'sense',\n",
       " 'steward',\n",
       " 'jojen',\n",
       " 'hide',\n",
       " 'waters',\n",
       " 'captive',\n",
       " 'sudden',\n",
       " ...]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y= model.wv.index_to_key\n",
    "y"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "249eccbe",
   "metadata": {
    "papermill": {
     "duration": 0.022259,
     "end_time": "2024-02-10T13:21:08.221721",
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     "start_time": "2024-02-10T13:21:08.199462",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# **Reducing the dimensionality of vectors of words to see their 3D representation**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "3dec38a9",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-02-10T13:21:08.271206Z",
     "iopub.status.busy": "2024-02-10T13:21:08.270679Z",
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     "shell.execute_reply": "2024-02-10T13:21:08.308448Z"
    },
    "papermill": {
     "duration": 0.068206,
     "end_time": "2024-02-10T13:21:08.313463",
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     "start_time": "2024-02-10T13:21:08.245257",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "from sklearn.decomposition import PCA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "dbcac4b1",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-02-10T13:21:08.358631Z",
     "iopub.status.busy": "2024-02-10T13:21:08.358223Z",
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     "shell.execute_reply": "2024-02-10T13:21:08.364927Z"
    },
    "papermill": {
     "duration": 0.033334,
     "end_time": "2024-02-10T13:21:08.368734",
     "exception": false,
     "start_time": "2024-02-10T13:21:08.335400",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "pca =PCA(n_components=3) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "eed36bef",
   "metadata": {
    "execution": {
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    "X= pca.fit_transform(model.wv.get_normed_vectors())"
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       "(17453, 3)"
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     "execution_count": 19,
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    "X.shape"
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      "/opt/conda/lib/python3.10/site-packages/plotly/express/_core.py:2065: FutureWarning: When grouping with a length-1 list-like, you will need to pass a length-1 tuple to get_group in a future version of pandas. Pass `(name,)` instead of `name` to silence this warning.\n",
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     "metadata": {},
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   ],
   "source": [
    "import plotly.express as px\n",
    "fig = px.scatter_3d(X[300:400],x=0,y=1,z=2,color=y[300:400])\n",
    "fig.show()"
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    "tags": []
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   "source": [
    "> the above 3D representation shows us the relation between different words in the books"
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