Exp_20_n-Grams_nltk.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "6962ff80",
   "metadata": {},
   "outputs": [],
   "source": [
    "import nltk\n",
    "from nltk.util import ngrams"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "1ccf0811",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('i', 'have'), ('have', 'a'), ('a', 'dream'), ('dream', '[END]')]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(ngrams(['i', 'have', 'a', 'dream', '[END]'], 2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "841629b1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1-gram:  ['I', 'will', 'eat', 'chinese', 'food', 'today', 'in', 'India', '.']\n",
      "2-gram:  ['I will', 'will eat', 'eat chinese', 'chinese food', 'food today', 'today in', 'in India', 'India .']\n",
      "3-gram:  ['I will eat', 'will eat chinese', 'eat chinese food', 'chinese food today', 'food today in', 'today in India', 'in India .']\n",
      "4-gram:  ['I will eat chinese', 'will eat chinese food', 'eat chinese food today', 'chinese food today in', 'food today in India', 'today in India .']\n"
     ]
    }
   ],
   "source": [
    "def extract_ngrams(data, num):\n",
    "    n_grams = ngrams(nltk.word_tokenize(data), num)\n",
    "    return [ ' '.join(grams) for grams in n_grams]\n",
    " \n",
    "data = 'I will eat chinese food today in India.'\n",
    " \n",
    "print(\"1-gram: \", extract_ngrams(data, 1))\n",
    "print(\"2-gram: \", extract_ngrams(data, 2))\n",
    "print(\"3-gram: \", extract_ngrams(data, 3))\n",
    "print(\"4-gram: \", extract_ngrams(data, 4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "db6c6172",
   "metadata": {},
   "outputs": [],
   "source": [
    "from nltk.corpus import brown"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "9078d99f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['The', 'Fulton', 'County', 'Grand', 'Jury', 'said', ...]\n"
     ]
    }
   ],
   "source": [
    "print(brown.words())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "50583590",
   "metadata": {},
   "outputs": [],
   "source": [
    "v=nltk.corpus.webtext.words()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "4fb9dff4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "396733"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(v)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "a150fe68",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'would'"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nltk.corpus.webtext.words()[396]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "da656cb7",
   "metadata": {},
   "outputs": [],
   "source": [
    "n_grams = list(ngrams(v,5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "ba259d69",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<zip at 0x242d218ef80>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zip(*n_grams) # Unzipping the zip file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "196f908c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('Cookie', 'Manager', ':', '\"', 'Don'),\n",
       " ('Manager', ':', '\"', 'Don', \"'\"),\n",
       " (':', '\"', 'Don', \"'\", 't'),\n",
       " ('\"', 'Don', \"'\", 't', 'allow'),\n",
       " ('Don', \"'\", 't', 'allow', 'sites'),\n",
       " (\"'\", 't', 'allow', 'sites', 'that'),\n",
       " ('t', 'allow', 'sites', 'that', 'set'),\n",
       " ('allow', 'sites', 'that', 'set', 'removed'),\n",
       " ('sites', 'that', 'set', 'removed', 'cookies'),\n",
       " ('that', 'set', 'removed', 'cookies', 'to'),\n",
       " ('set', 'removed', 'cookies', 'to', 'set'),\n",
       " ('removed', 'cookies', 'to', 'set', 'future'),\n",
       " ('cookies', 'to', 'set', 'future', 'cookies'),\n",
       " ('to', 'set', 'future', 'cookies', '\"'),\n",
       " ('set', 'future', 'cookies', '\"', 'should'),\n",
       " ('future', 'cookies', '\"', 'should', 'stay'),\n",
       " ('cookies', '\"', 'should', 'stay', 'checked'),\n",
       " ('\"', 'should', 'stay', 'checked', 'When'),\n",
       " ('should', 'stay', 'checked', 'When', 'in'),\n",
       " ('stay', 'checked', 'When', 'in', 'full'),\n",
       " ('checked', 'When', 'in', 'full', 'screen'),\n",
       " ('When', 'in', 'full', 'screen', 'mode'),\n",
       " ('in', 'full', 'screen', 'mode', 'Pressing'),\n",
       " ('full', 'screen', 'mode', 'Pressing', 'Ctrl'),\n",
       " ('screen', 'mode', 'Pressing', 'Ctrl', '-'),\n",
       " ('mode', 'Pressing', 'Ctrl', '-', 'N'),\n",
       " ('Pressing', 'Ctrl', '-', 'N', 'should'),\n",
       " ('Ctrl', '-', 'N', 'should', 'open'),\n",
       " ('-', 'N', 'should', 'open', 'a'),\n",
       " ('N', 'should', 'open', 'a', 'new'),\n",
       " ('should', 'open', 'a', 'new', 'browser'),\n",
       " ('open', 'a', 'new', 'browser', 'when'),\n",
       " ('a', 'new', 'browser', 'when', 'only'),\n",
       " ('new', 'browser', 'when', 'only', 'download'),\n",
       " ('browser', 'when', 'only', 'download', 'dialog'),\n",
       " ('when', 'only', 'download', 'dialog', 'is'),\n",
       " ('only', 'download', 'dialog', 'is', 'left'),\n",
       " ('download', 'dialog', 'is', 'left', 'open'),\n",
       " ('dialog', 'is', 'left', 'open', 'add'),\n",
       " ('is', 'left', 'open', 'add', 'icons'),\n",
       " ('left', 'open', 'add', 'icons', 'to'),\n",
       " ('open', 'add', 'icons', 'to', 'context'),\n",
       " ('add', 'icons', 'to', 'context', 'menu'),\n",
       " ('icons', 'to', 'context', 'menu', 'So'),\n",
       " ('to', 'context', 'menu', 'So', 'called'),\n",
       " ('context', 'menu', 'So', 'called', '\"'),\n",
       " ('menu', 'So', 'called', '\"', 'tab'),\n",
       " ('So', 'called', '\"', 'tab', 'bar'),\n",
       " ('called', '\"', 'tab', 'bar', '\"'),\n",
       " ('\"', 'tab', 'bar', '\"', 'should'),\n",
       " ('tab', 'bar', '\"', 'should', 'be'),\n",
       " ('bar', '\"', 'should', 'be', 'made'),\n",
       " ('\"', 'should', 'be', 'made', 'a'),\n",
       " ('should', 'be', 'made', 'a', 'proper'),\n",
       " ('be', 'made', 'a', 'proper', 'toolbar'),\n",
       " ('made', 'a', 'proper', 'toolbar', 'or'),\n",
       " ('a', 'proper', 'toolbar', 'or', 'given'),\n",
       " ('proper', 'toolbar', 'or', 'given', 'the'),\n",
       " ('toolbar', 'or', 'given', 'the', 'ability'),\n",
       " ('or', 'given', 'the', 'ability', 'collapse'),\n",
       " ('given', 'the', 'ability', 'collapse', '/'),\n",
       " ('the', 'ability', 'collapse', '/', 'expand'),\n",
       " ('ability', 'collapse', '/', 'expand', '.'),\n",
       " ('collapse', '/', 'expand', '.', '['),\n",
       " ('/', 'expand', '.', '[', 'XUL'),\n",
       " ('expand', '.', '[', 'XUL', ']'),\n",
       " ('.', '[', 'XUL', ']', 'Implement'),\n",
       " ('[', 'XUL', ']', 'Implement', 'Cocoa'),\n",
       " ('XUL', ']', 'Implement', 'Cocoa', '-'),\n",
       " (']', 'Implement', 'Cocoa', '-', 'style'),\n",
       " ('Implement', 'Cocoa', '-', 'style', 'toolbar'),\n",
       " ('Cocoa', '-', 'style', 'toolbar', 'customization'),\n",
       " ('-', 'style', 'toolbar', 'customization', '.'),\n",
       " ('style', 'toolbar', 'customization', '.', '#'),\n",
       " ('toolbar', 'customization', '.', '#', 'ifdefs'),\n",
       " ('customization', '.', '#', 'ifdefs', 'for'),\n",
       " ('.', '#', 'ifdefs', 'for', 'MOZ_PHOENIX'),\n",
       " ('#', 'ifdefs', 'for', 'MOZ_PHOENIX', 'customize'),\n",
       " ('ifdefs', 'for', 'MOZ_PHOENIX', 'customize', 'dialog'),\n",
       " ('for', 'MOZ_PHOENIX', 'customize', 'dialog', \"'\"),\n",
       " ('MOZ_PHOENIX', 'customize', 'dialog', \"'\", 's'),\n",
       " ('customize', 'dialog', \"'\", 's', 'toolbar'),\n",
       " ('dialog', \"'\", 's', 'toolbar', 'has'),\n",
       " (\"'\", 's', 'toolbar', 'has', 'small'),\n",
       " ('s', 'toolbar', 'has', 'small', 'icons'),\n",
       " ('toolbar', 'has', 'small', 'icons', 'when'),\n",
       " ('has', 'small', 'icons', 'when', 'small'),\n",
       " ('small', 'icons', 'when', 'small', 'icons'),\n",
       " ('icons', 'when', 'small', 'icons', 'is'),\n",
       " ('when', 'small', 'icons', 'is', 'not'),\n",
       " ('small', 'icons', 'is', 'not', 'checked'),\n",
       " ('icons', 'is', 'not', 'checked', 'nightly'),\n",
       " ('is', 'not', 'checked', 'nightly', 'builds'),\n",
       " ('not', 'checked', 'nightly', 'builds', 'and'),\n",
       " ('checked', 'nightly', 'builds', 'and', 'tinderboxen'),\n",
       " ('nightly', 'builds', 'and', 'tinderboxen', 'for'),\n",
       " ('builds', 'and', 'tinderboxen', 'for', 'Phoenix'),\n",
       " ('and', 'tinderboxen', 'for', 'Phoenix', 'finish'),\n",
       " ('tinderboxen', 'for', 'Phoenix', 'finish', 'tearing'),\n",
       " ('for', 'Phoenix', 'finish', 'tearing', 'prefs'),\n",
       " ('Phoenix', 'finish', 'tearing', 'prefs', 'UI'),\n",
       " ('finish', 'tearing', 'prefs', 'UI', 'to'),\n",
       " ('tearing', 'prefs', 'UI', 'to', 'pieces'),\n",
       " ('prefs', 'UI', 'to', 'pieces', 'and'),\n",
       " ('UI', 'to', 'pieces', 'and', 'then'),\n",
       " ('to', 'pieces', 'and', 'then', 'make'),\n",
       " ('pieces', 'and', 'then', 'make', 'it'),\n",
       " ('and', 'then', 'make', 'it', 'not'),\n",
       " ('then', 'make', 'it', 'not', 'suck'),\n",
       " ('make', 'it', 'not', 'suck', '\"'),\n",
       " ('it', 'not', 'suck', '\"', 'mozbrowser'),\n",
       " ('not', 'suck', '\"', 'mozbrowser', '\"'),\n",
       " ('suck', '\"', 'mozbrowser', '\"', 'script'),\n",
       " ('\"', 'mozbrowser', '\"', 'script', 'doesn'),\n",
       " ('mozbrowser', '\"', 'script', 'doesn', \"'\"),\n",
       " ('\"', 'script', 'doesn', \"'\", 't'),\n",
       " ('script', 'doesn', \"'\", 't', 'start'),\n",
       " ('doesn', \"'\", 't', 'start', 'correct'),\n",
       " (\"'\", 't', 'start', 'correct', 'binary'),\n",
       " ('t', 'start', 'correct', 'binary', 'Need'),\n",
       " ('start', 'correct', 'binary', 'Need', 'bookmark'),\n",
       " ('correct', 'binary', 'Need', 'bookmark', 'groups'),\n",
       " ('binary', 'Need', 'bookmark', 'groups', 'icon'),\n",
       " ('Need', 'bookmark', 'groups', 'icon', 'Dropping'),\n",
       " ('bookmark', 'groups', 'icon', 'Dropping', 'at'),\n",
       " ('groups', 'icon', 'Dropping', 'at', 'top'),\n",
       " ('icon', 'Dropping', 'at', 'top', 'of'),\n",
       " ('Dropping', 'at', 'top', 'of', 'palette'),\n",
       " ('at', 'top', 'of', 'palette', 'box'),\n",
       " ('top', 'of', 'palette', 'box', 'horks'),\n",
       " ('of', 'palette', 'box', 'horks', 'things'),\n",
       " ('palette', 'box', 'horks', 'things', 'keyboard'),\n",
       " ('box', 'horks', 'things', 'keyboard', 'shortcut'),\n",
       " ('horks', 'things', 'keyboard', 'shortcut', 'for'),\n",
       " ('things', 'keyboard', 'shortcut', 'for', 'Increase'),\n",
       " ('keyboard', 'shortcut', 'for', 'Increase', 'Text'),\n",
       " ('shortcut', 'for', 'Increase', 'Text', 'Size'),\n",
       " ('for', 'Increase', 'Text', 'Size', 'is'),\n",
       " ('Increase', 'Text', 'Size', 'is', 'broken'),\n",
       " ('Text', 'Size', 'is', 'broken', 'default'),\n",
       " ('Size', 'is', 'broken', 'default', 'phoenix'),\n",
       " ('is', 'broken', 'default', 'phoenix', 'bookmarks'),\n",
       " ('broken', 'default', 'phoenix', 'bookmarks', '['),\n",
       " ('default', 'phoenix', 'bookmarks', '[', 'cust'),\n",
       " ('phoenix', 'bookmarks', '[', 'cust', ']'),\n",
       " ('bookmarks', '[', 'cust', ']', 'need'),\n",
       " ('[', 'cust', ']', 'need', 'a'),\n",
       " ('cust', ']', 'need', 'a', 'toolbar'),\n",
       " (']', 'need', 'a', 'toolbar', 'spacer'),\n",
       " ('need', 'a', 'toolbar', 'spacer', 'and'),\n",
       " ('a', 'toolbar', 'spacer', 'and', 'spring'),\n",
       " ('toolbar', 'spacer', 'and', 'spring', 'spacer'),\n",
       " ('spacer', 'and', 'spring', 'spacer', 'for'),\n",
       " ('and', 'spring', 'spacer', 'for', 'customize'),\n",
       " ('spring', 'spacer', 'for', 'customize', 'Can'),\n",
       " ('spacer', 'for', 'customize', 'Can', \"'\"),\n",
       " ('for', 'customize', 'Can', \"'\", 't'),\n",
       " ('customize', 'Can', \"'\", 't', 'launch'),\n",
       " ('Can', \"'\", 't', 'launch', 'phoenix'),\n",
       " (\"'\", 't', 'launch', 'phoenix', 'while'),\n",
       " ('t', 'launch', 'phoenix', 'while', 'Mozilla'),\n",
       " ('launch', 'phoenix', 'while', 'Mozilla', 'is'),\n",
       " ('phoenix', 'while', 'Mozilla', 'is', 'running'),\n",
       " ('while', 'Mozilla', 'is', 'running', '('),\n",
       " ('Mozilla', 'is', 'running', '(', 'or'),\n",
       " ('is', 'running', '(', 'or', 'vice'),\n",
       " ('running', '(', 'or', 'vice', 'versa'),\n",
       " ('(', 'or', 'vice', 'versa', ')'),\n",
       " ('or', 'vice', 'versa', ')', 'separator'),\n",
       " ('vice', 'versa', ')', 'separator', 'not'),\n",
       " ('versa', ')', 'separator', 'not', 'available'),\n",
       " (')', 'separator', 'not', 'available', 'when'),\n",
       " ('separator', 'not', 'available', 'when', 'all'),\n",
       " ('not', 'available', 'when', 'all', 'toolbar'),\n",
       " ('available', 'when', 'all', 'toolbar', 'items'),\n",
       " ('when', 'all', 'toolbar', 'items', 'are'),\n",
       " ('all', 'toolbar', 'items', 'are', 'in'),\n",
       " ('toolbar', 'items', 'are', 'in', 'toolbar'),\n",
       " ('items', 'are', 'in', 'toolbar', 'layout'),\n",
       " ('are', 'in', 'toolbar', 'layout', 'history'),\n",
       " ('in', 'toolbar', 'layout', 'history', 'menu'),\n",
       " ('toolbar', 'layout', 'history', 'menu', 'for'),\n",
       " ('layout', 'history', 'menu', 'for', 'the'),\n",
       " ('history', 'menu', 'for', 'the', 'back'),\n",
       " ('menu', 'for', 'the', 'back', 'buttons'),\n",
       " ('for', 'the', 'back', 'buttons', 'doesn'),\n",
       " ('the', 'back', 'buttons', 'doesn', \"'\"),\n",
       " ('back', 'buttons', 'doesn', \"'\", 't'),\n",
       " ('buttons', 'doesn', \"'\", 't', 'work'),\n",
       " ('doesn', \"'\", 't', 'work', 'attempting'),\n",
       " (\"'\", 't', 'work', 'attempting', 'to'),\n",
       " ('t', 'work', 'attempting', 'to', 'open'),\n",
       " ('work', 'attempting', 'to', 'open', '\"'),\n",
       " ('attempting', 'to', 'open', '\"', 'back'),\n",
       " ('to', 'open', '\"', 'back', 'button'),\n",
       " ('open', '\"', 'back', 'button', 'history'),\n",
       " ('\"', 'back', 'button', 'history', 'menu'),\n",
       " ('back', 'button', 'history', 'menu', '\"'),\n",
       " ('button', 'history', 'menu', '\"', 'in'),\n",
       " ('history', 'menu', '\"', 'in', 'the'),\n",
       " ('menu', '\"', 'in', 'the', 'second'),\n",
       " ('\"', 'in', 'the', 'second', 'window'),\n",
       " ('in', 'the', 'second', 'window', 'generates'),\n",
       " ('the', 'second', 'window', 'generates', 'another'),\n",
       " ('second', 'window', 'generates', 'another', 'back'),\n",
       " ('window', 'generates', 'another', 'back', 'button'),\n",
       " ('generates', 'another', 'back', 'button', 'on'),\n",
       " ('another', 'back', 'button', 'on', 'the'),\n",
       " ('back', 'button', 'on', 'the', 'toolbar'),\n",
       " ('button', 'on', 'the', 'toolbar', 'Phoenix'),\n",
       " ('on', 'the', 'toolbar', 'Phoenix', 'and'),\n",
       " ('the', 'toolbar', 'Phoenix', 'and', 'Mozilla'),\n",
       " ('toolbar', 'Phoenix', 'and', 'Mozilla', 'cannot'),\n",
       " ('Phoenix', 'and', 'Mozilla', 'cannot', 'comfortably'),\n",
       " ('and', 'Mozilla', 'cannot', 'comfortably', 'share'),\n",
       " ('Mozilla', 'cannot', 'comfortably', 'share', 'a'),\n",
       " ('cannot', 'comfortably', 'share', 'a', 'source'),\n",
       " ('comfortably', 'share', 'a', 'source', 'tree'),\n",
       " ('share', 'a', 'source', 'tree', 'Phoenix'),\n",
       " ('a', 'source', 'tree', 'Phoenix', 'forgets'),\n",
       " ('source', 'tree', 'Phoenix', 'forgets', 'all'),\n",
       " ('tree', 'Phoenix', 'forgets', 'all', 'cookies'),\n",
       " ('Phoenix', 'forgets', 'all', 'cookies', 'even'),\n",
       " ('forgets', 'all', 'cookies', 'even', 'though'),\n",
       " ('all', 'cookies', 'even', 'though', '\"'),\n",
       " ('cookies', 'even', 'though', '\"', 'Enable'),\n",
       " ('even', 'though', '\"', 'Enable', 'cookies'),\n",
       " ('though', '\"', 'Enable', 'cookies', 'for'),\n",
       " ('\"', 'Enable', 'cookies', 'for', 'the'),\n",
       " ('Enable', 'cookies', 'for', 'the', 'current'),\n",
       " ('cookies', 'for', 'the', 'current', 'session'),\n",
       " ('for', 'the', 'current', 'session', 'only'),\n",
       " ('the', 'current', 'session', 'only', '\"'),\n",
       " ('current', 'session', 'only', '\"', 'is'),\n",
       " ('session', 'only', '\"', 'is', 'NOT'),\n",
       " ('only', '\"', 'is', 'NOT', 'chosen'),\n",
       " ('\"', 'is', 'NOT', 'chosen', 'Starting'),\n",
       " ('is', 'NOT', 'chosen', 'Starting', 'Customizing'),\n",
       " ('NOT', 'chosen', 'Starting', 'Customizing', 'Toolbar'),\n",
       " ('chosen', 'Starting', 'Customizing', 'Toolbar', 'makes'),\n",
       " ('Starting', 'Customizing', 'Toolbar', 'makes', 'the'),\n",
       " ('Customizing', 'Toolbar', 'makes', 'the', 'current'),\n",
       " ('Toolbar', 'makes', 'the', 'current', 'page'),\n",
       " ('makes', 'the', 'current', 'page', 'go'),\n",
       " ('the', 'current', 'page', 'go', 'blank'),\n",
       " ('current', 'page', 'go', 'blank', 'Check'),\n",
       " ('page', 'go', 'blank', 'Check', 'in'),\n",
       " ('go', 'blank', 'Check', 'in', 'Satchel'),\n",
       " ('blank', 'Check', 'in', 'Satchel', '('),\n",
       " ('Check', 'in', 'Satchel', '(', 'the'),\n",
       " ('in', 'Satchel', '(', 'the', 'successor'),\n",
       " ('Satchel', '(', 'the', 'successor', 'to'),\n",
       " ('(', 'the', 'successor', 'to', 'wallet'),\n",
       " ('the', 'successor', 'to', 'wallet', ')'),\n",
       " ('successor', 'to', 'wallet', ')', 'Mousing'),\n",
       " ('to', 'wallet', ')', 'Mousing', 'over'),\n",
       " ('wallet', ')', 'Mousing', 'over', 'back'),\n",
       " (')', 'Mousing', 'over', 'back', 'menu'),\n",
       " ('Mousing', 'over', 'back', 'menu', 'in'),\n",
       " ('over', 'back', 'menu', 'in', 'second'),\n",
       " ('back', 'menu', 'in', 'second', 'window'),\n",
       " ('menu', 'in', 'second', 'window', 'horks'),\n",
       " ('in', 'second', 'window', 'horks', 'things'),\n",
       " ('second', 'window', 'horks', 'things', 'Personal'),\n",
       " ('window', 'horks', 'things', 'Personal', 'toolbar'),\n",
       " ('horks', 'things', 'Personal', 'toolbar', 'needs'),\n",
       " ('things', 'Personal', 'toolbar', 'needs', 'a'),\n",
       " ('Personal', 'toolbar', 'needs', 'a', 'min'),\n",
       " ('toolbar', 'needs', 'a', 'min', '-'),\n",
       " ('needs', 'a', 'min', '-', 'height'),\n",
       " ('a', 'min', '-', 'height', 'to'),\n",
       " ('min', '-', 'height', 'to', 'avoid'),\n",
       " ('-', 'height', 'to', 'avoid', '\"'),\n",
       " ('height', 'to', 'avoid', '\"', 'popping'),\n",
       " ('to', 'avoid', '\"', 'popping', 'in'),\n",
       " ('avoid', '\"', 'popping', 'in', '\"'),\n",
       " ('\"', 'popping', 'in', '\"', 'New'),\n",
       " ('popping', 'in', '\"', 'New', 'Folder'),\n",
       " ('in', '\"', 'New', 'Folder', '...'),\n",
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       " ('toolbar', 'buttons', 'textmode', 'buttons', 'need'),\n",
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       " ('textmode', 'buttons', 'need', 'hover', 'state'),\n",
       " ('buttons', 'need', 'hover', 'state', 'enable'),\n",
       " ('need', 'hover', 'state', 'enable', 'nsITheme'),\n",
       " ('hover', 'state', 'enable', 'nsITheme', 'form'),\n",
       " ('state', 'enable', 'nsITheme', 'form', 'control'),\n",
       " ('enable', 'nsITheme', 'form', 'control', 'goodness'),\n",
       " ('nsITheme', 'form', 'control', 'goodness', 'for'),\n",
       " ('form', 'control', 'goodness', 'for', 'Phoenix'),\n",
       " ('control', 'goodness', 'for', 'Phoenix', 'rename'),\n",
       " ('goodness', 'for', 'Phoenix', 'rename', 'executable'),\n",
       " ('for', 'Phoenix', 'rename', 'executable', 'and'),\n",
       " ('Phoenix', 'rename', 'executable', 'and', 'profile'),\n",
       " ('rename', 'executable', 'and', 'profile', 'dir'),\n",
       " ('executable', 'and', 'profile', 'dir', 'Need'),\n",
       " ('and', 'profile', 'dir', 'Need', 'to'),\n",
       " ('profile', 'dir', 'Need', 'to', 'enable'),\n",
       " ('dir', 'Need', 'to', 'enable', 'wallet'),\n",
       " ('Need', 'to', 'enable', 'wallet', '('),\n",
       " ('to', 'enable', 'wallet', '(', 'password'),\n",
       " ('enable', 'wallet', '(', 'password', 'manager'),\n",
       " ('wallet', '(', 'password', 'manager', 'manager'),\n",
       " ('(', 'password', 'manager', 'manager', 'manager'),\n",
       " ('password', 'manager', 'manager', 'manager', ')'),\n",
       " ('manager', 'manager', 'manager', ')', 'New'),\n",
       " ('manager', 'manager', ')', 'New', 'Extension'),\n",
       " ('manager', ')', 'New', 'Extension', 'Manager'),\n",
       " (')', 'New', 'Extension', 'Manager', 'the'),\n",
       " ('New', 'Extension', 'Manager', 'the', 'changes'),\n",
       " ('Extension', 'Manager', 'the', 'changes', 'to'),\n",
       " ('Manager', 'the', 'changes', 'to', 'mozbrowser'),\n",
       " ('the', 'changes', 'to', 'mozbrowser', 'too'),\n",
       " ('changes', 'to', 'mozbrowser', 'too', 'confusing'),\n",
       " ('to', 'mozbrowser', 'too', 'confusing', 'and'),\n",
       " ('mozbrowser', 'too', 'confusing', 'and', 'too'),\n",
       " ('too', 'confusing', 'and', 'too', 'much'),\n",
       " ('confusing', 'and', 'too', 'much', 'Missing'),\n",
       " ('and', 'too', 'much', 'Missing', 'proxy'),\n",
       " ('too', 'much', 'Missing', 'proxy', 'image'),\n",
       " ('much', 'Missing', 'proxy', 'image', 'Cannot'),\n",
       " ('Missing', 'proxy', 'image', 'Cannot', 'File'),\n",
       " ('proxy', 'image', 'Cannot', 'File', '>'),\n",
       " ('image', 'Cannot', 'File', '>', 'New'),\n",
       " ('Cannot', 'File', '>', 'New', 'Bookmark'),\n",
       " ('File', '>', 'New', 'Bookmark', 'while'),\n",
       " ('>', 'New', 'Bookmark', 'while', 'managing'),\n",
       " ('New', 'Bookmark', 'while', 'managing', 'a'),\n",
       " ('Bookmark', 'while', 'managing', 'a', 'new'),\n",
       " ('while', 'managing', 'a', 'new', 'folder'),\n",
       " ('managing', 'a', 'new', 'folder', 'Bookmarks'),\n",
       " ('a', 'new', 'folder', 'Bookmarks', 'are'),\n",
       " ('new', 'folder', 'Bookmarks', 'are', 'not'),\n",
       " ('folder', 'Bookmarks', 'are', 'not', 'loaded'),\n",
       " ('Bookmarks', 'are', 'not', 'loaded', 'if'),\n",
       " ('are', 'not', 'loaded', 'if', 'the'),\n",
       " ('not', 'loaded', 'if', 'the', 'Personal'),\n",
       " ('loaded', 'if', 'the', 'Personal', 'Toolbar'),\n",
       " ('if', 'the', 'Personal', 'Toolbar', 'is'),\n",
       " ('the', 'Personal', 'Toolbar', 'is', 'switched'),\n",
       " ('Personal', 'Toolbar', 'is', 'switched', 'off'),\n",
       " ('Toolbar', 'is', 'switched', 'off', 'Pretty'),\n",
       " ('is', 'switched', 'off', 'Pretty', 'up'),\n",
       " ('switched', 'off', 'Pretty', 'up', 'dns'),\n",
       " ('off', 'Pretty', 'up', 'dns', 'error'),\n",
       " ('Pretty', 'up', 'dns', 'error', 'page'),\n",
       " ('up', 'dns', 'error', 'page', 'a'),\n",
       " ('dns', 'error', 'page', 'a', 'bit'),\n",
       " ('error', 'page', 'a', 'bit', 'middle'),\n",
       " ('page', 'a', 'bit', 'middle', 'click'),\n",
       " ('a', 'bit', 'middle', 'click', '('),\n",
       " ('bit', 'middle', 'click', '(', 'pt'),\n",
       " ('middle', 'click', '(', 'pt', '+'),\n",
       " ('click', '(', 'pt', '+', 'bookmark'),\n",
       " ('(', 'pt', '+', 'bookmark', 'menu'),\n",
       " ('pt', '+', 'bookmark', 'menu', ')'),\n",
       " ('+', 'bookmark', 'menu', ')', 'loads'),\n",
       " ('bookmark', 'menu', ')', 'loads', 'in'),\n",
       " ('menu', ')', 'loads', 'in', 'the'),\n",
       " (')', 'loads', 'in', 'the', 'current'),\n",
       " ('loads', 'in', 'the', 'current', 'tab'),\n",
       " ('in', 'the', 'current', 'tab', '+'),\n",
       " ('the', 'current', 'tab', '+', 'new'),\n",
       " ('current', 'tab', '+', 'new', 'tab'),\n",
       " ('tab', '+', 'new', 'tab', 'Nightly'),\n",
       " ('+', 'new', 'tab', 'Nightly', 'for'),\n",
       " ('new', 'tab', 'Nightly', 'for', '22'),\n",
       " ('tab', 'Nightly', 'for', '22', 'Sept'),\n",
       " ('Nightly', 'for', '22', 'Sept', 'displays'),\n",
       " ('for', '22', 'Sept', 'displays', 'page'),\n",
       " ('22', 'Sept', 'displays', 'page', 'details'),\n",
       " ('Sept', 'displays', 'page', 'details', 'above'),\n",
       " ('displays', 'page', 'details', 'above', 'window'),\n",
       " ('page', 'details', 'above', 'window', 'Ctrl'),\n",
       " ('details', 'above', 'window', 'Ctrl', '-'),\n",
       " ('above', 'window', 'Ctrl', '-', 'W'),\n",
       " ('window', 'Ctrl', '-', 'W', 'does'),\n",
       " ('Ctrl', '-', 'W', 'does', 'not'),\n",
       " ('-', 'W', 'does', 'not', 'close'),\n",
       " ('W', 'does', 'not', 'close', 'the'),\n",
       " ('does', 'not', 'close', 'the', 'current'),\n",
       " ('not', 'close', 'the', 'current', 'tab'),\n",
       " ('close', 'the', 'current', 'tab', 'listboxes'),\n",
       " ('the', 'current', 'tab', 'listboxes', 'and'),\n",
       " ('current', 'tab', 'listboxes', 'and', 'tree'),\n",
       " ('tab', 'listboxes', 'and', 'tree', 'views'),\n",
       " ('listboxes', 'and', 'tree', 'views', 'don'),\n",
       " ('and', 'tree', 'views', 'don', \"'\"),\n",
       " ('tree', 'views', 'don', \"'\", 't'),\n",
       " ('views', 'don', \"'\", 't', 'support'),\n",
       " ('don', \"'\", 't', 'support', 'themes'),\n",
       " (\"'\", 't', 'support', 'themes', 'on'),\n",
       " ('t', 'support', 'themes', 'on', 'winxp'),\n",
       " ('support', 'themes', 'on', 'winxp', 'Ctrl'),\n",
       " ('themes', 'on', 'winxp', 'Ctrl', '+'),\n",
       " ('on', 'winxp', 'Ctrl', '+', 'Mousewheel'),\n",
       " ('winxp', 'Ctrl', '+', 'Mousewheel', 'should'),\n",
       " ('Ctrl', '+', 'Mousewheel', 'should', 'resize'),\n",
       " ('+', 'Mousewheel', 'should', 'resize', 'text'),\n",
       " ('Mousewheel', 'should', 'resize', 'text', 'bookmarks'),\n",
       " ('should', 'resize', 'text', 'bookmarks', 'should'),\n",
       " ('resize', 'text', 'bookmarks', 'should', 'import'),\n",
       " ('text', 'bookmarks', 'should', 'import', 'Mozilla'),\n",
       " ('bookmarks', 'should', 'import', 'Mozilla', \"'\"),\n",
       " ('should', 'import', 'Mozilla', \"'\", 's'),\n",
       " ('import', 'Mozilla', \"'\", 's', 'bookmarks'),\n",
       " ('Mozilla', \"'\", 's', 'bookmarks', 'Please'),\n",
       " (\"'\", 's', 'bookmarks', 'Please', 'tell'),\n",
       " ('s', 'bookmarks', 'Please', 'tell', 'people'),\n",
       " ('bookmarks', 'Please', 'tell', 'people', 'to'),\n",
       " ('Please', 'tell', 'people', 'to', 'use'),\n",
       " ('tell', 'people', 'to', 'use', 'a'),\n",
       " ('people', 'to', 'use', 'a', 'new'),\n",
       " ('to', 'use', 'a', 'new', 'profile'),\n",
       " ('use', 'a', 'new', 'profile', '.'),\n",
       " ('a', 'new', 'profile', '.', 'combine'),\n",
       " ('new', 'profile', '.', 'combine', 'links'),\n",
       " ('profile', '.', 'combine', 'links', '+'),\n",
       " ('.', 'combine', 'links', '+', 'toolbar'),\n",
       " ('combine', 'links', '+', 'toolbar', 'File'),\n",
       " ('links', '+', 'toolbar', 'File', '|'),\n",
       " ('+', 'toolbar', 'File', '|', 'Import'),\n",
       " ('toolbar', 'File', '|', 'Import', '...'),\n",
       " ('File', '|', 'Import', '...', 'does'),\n",
       " ('|', 'Import', '...', 'does', 'not'),\n",
       " ('Import', '...', 'does', 'not', 'work'),\n",
       " ('...', 'does', 'not', 'work', 'cannot'),\n",
       " ('does', 'not', 'work', 'cannot', 'import'),\n",
       " ('not', 'work', 'cannot', 'import', '4'),\n",
       " ('work', 'cannot', 'import', '4', '.'),\n",
       " ('cannot', 'import', '4', '.', 'x'),\n",
       " ('import', '4', '.', 'x', 'About'),\n",
       " ('4', '.', 'x', 'About', 'dialog'),\n",
       " ('.', 'x', 'About', 'dialog', 'weirdness'),\n",
       " ('x', 'About', 'dialog', 'weirdness', 'Context'),\n",
       " ('About', 'dialog', 'weirdness', 'Context', 'menu'),\n",
       " ('dialog', 'weirdness', 'Context', 'menu', 'doesn'),\n",
       " ('weirdness', 'Context', 'menu', 'doesn', \"'\"),\n",
       " ('Context', 'menu', 'doesn', \"'\", 't'),\n",
       " ('menu', 'doesn', \"'\", 't', 'appear'),\n",
       " ('doesn', \"'\", 't', 'appear', 'when'),\n",
       " (\"'\", 't', 'appear', 'when', 'right'),\n",
       " ('t', 'appear', 'when', 'right', 'clicking'),\n",
       " ('appear', 'when', 'right', 'clicking', 'on'),\n",
       " ('when', 'right', 'clicking', 'on', 'disabled'),\n",
       " ('right', 'clicking', 'on', 'disabled', 'forward'),\n",
       " ('clicking', 'on', 'disabled', 'forward', 'or'),\n",
       " ('on', 'disabled', 'forward', 'or', 'back'),\n",
       " ('disabled', 'forward', 'or', 'back', 'can'),\n",
       " ('forward', 'or', 'back', 'can', \"'\"),\n",
       " ('or', 'back', 'can', \"'\", 't'),\n",
       " ('back', 'can', \"'\", 't', 'specify'),\n",
       " ('can', \"'\", 't', 'specify', 'cookie'),\n",
       " (\"'\", 't', 'specify', 'cookie', 'details'),\n",
       " ('t', 'specify', 'cookie', 'details', 'Proxy'),\n",
       " ('specify', 'cookie', 'details', 'Proxy', 'settings'),\n",
       " ('cookie', 'details', 'Proxy', 'settings', 'in'),\n",
       " ('details', 'Proxy', 'settings', 'in', 'prefs'),\n",
       " ('Proxy', 'settings', 'in', 'prefs', '.'),\n",
       " ('settings', 'in', 'prefs', '.', 'js'),\n",
       " ('in', 'prefs', '.', 'js', 'seem'),\n",
       " ('prefs', '.', 'js', 'seem', 'to'),\n",
       " ('.', 'js', 'seem', 'to', 'be'),\n",
       " ('js', 'seem', 'to', 'be', 'ignored'),\n",
       " ('seem', 'to', 'be', 'ignored', '...'),\n",
       " ('to', 'be', 'ignored', '...', 'Incorrectly'),\n",
       " ('be', 'ignored', '...', 'Incorrectly', 'renders'),\n",
       " ('ignored', '...', 'Incorrectly', 'renders', 'various'),\n",
       " ('...', 'Incorrectly', 'renders', 'various', 'web'),\n",
       " ('Incorrectly', 'renders', 'various', 'web', 'pages'),\n",
       " ('renders', 'various', 'web', 'pages', 'Window'),\n",
       " ('various', 'web', 'pages', 'Window', 'won'),\n",
       " ('web', 'pages', 'Window', 'won', \"'\"),\n",
       " ('pages', 'Window', 'won', \"'\", 't'),\n",
       " ('Window', 'won', \"'\", 't', 'show'),\n",
       " ('won', \"'\", 't', 'show', 'completely'),\n",
       " (\"'\", 't', 'show', 'completely', 'Can'),\n",
       " ('t', 'show', 'completely', 'Can', \"'\"),\n",
       " ('show', 'completely', 'Can', \"'\", 't'),\n",
       " ('completely', 'Can', \"'\", 't', 'change'),\n",
       " ('Can', \"'\", 't', 'change', 'privacy'),\n",
       " (\"'\", 't', 'change', 'privacy', 'settings'),\n",
       " ('t', 'change', 'privacy', 'settings', '['),\n",
       " ('change', 'privacy', 'settings', '[', 'Moz'),\n",
       " ('privacy', 'settings', '[', 'Moz', ']'),\n",
       " ('settings', '[', 'Moz', ']', 'Cannot'),\n",
       " ('[', 'Moz', ']', 'Cannot', 'set'),\n",
       " ('Moz', ']', 'Cannot', 'set', '\"'),\n",
       " (']', 'Cannot', 'set', '\"', 'Imported'),\n",
       " ('Cannot', 'set', '\"', 'Imported', 'IE'),\n",
       " ('set', '\"', 'Imported', 'IE', 'Favorites'),\n",
       " ('\"', 'Imported', 'IE', 'Favorites', '\"'),\n",
       " ('Imported', 'IE', 'Favorites', '\"', 'to'),\n",
       " ('IE', 'Favorites', '\"', 'to', 'default'),\n",
       " ('Favorites', '\"', 'to', 'default', 'personal'),\n",
       " ('\"', 'to', 'default', 'personal', 'toolbar'),\n",
       " ('to', 'default', 'personal', 'toolbar', 'folder'),\n",
       " ('default', 'personal', 'toolbar', 'folder', 'pheonix'),\n",
       " ('personal', 'toolbar', 'folder', 'pheonix', 'Need'),\n",
       " ('toolbar', 'folder', 'pheonix', 'Need', 'smaller'),\n",
       " ('folder', 'pheonix', 'Need', 'smaller', 'throbber'),\n",
       " ('pheonix', 'Need', 'smaller', 'throbber', 'to'),\n",
       " ('Need', 'smaller', 'throbber', 'to', 'use'),\n",
       " ('smaller', 'throbber', 'to', 'use', 'with'),\n",
       " ('throbber', 'to', 'use', 'with', 'small'),\n",
       " ('to', 'use', 'with', 'small', 'icons'),\n",
       " ('use', 'with', 'small', 'icons', 'Blank'),\n",
       " ('with', 'small', 'icons', 'Blank', 'URL'),\n",
       " ('small', 'icons', 'Blank', 'URL', 'bar'),\n",
       " ('icons', 'Blank', 'URL', 'bar', 'after'),\n",
       " ('Blank', 'URL', 'bar', 'after', 'using'),\n",
       " ('URL', 'bar', 'after', 'using', 'Customize'),\n",
       " ('bar', 'after', 'using', 'Customize', 'Toolbar'),\n",
       " ('after', 'using', 'Customize', 'Toolbar', 'Mousewheel'),\n",
       " ('using', 'Customize', 'Toolbar', 'Mousewheel', 'does'),\n",
       " ('Customize', 'Toolbar', 'Mousewheel', 'does', 'not'),\n",
       " ('Toolbar', 'Mousewheel', 'does', 'not', 'scroll'),\n",
       " ('Mousewheel', 'does', 'not', 'scroll', 'web'),\n",
       " ('does', 'not', 'scroll', 'web', 'page'),\n",
       " ('not', 'scroll', 'web', 'page', 'ctrl'),\n",
       " ('scroll', 'web', 'page', 'ctrl', '+'),\n",
       " ('web', 'page', 'ctrl', '+', 'tab'),\n",
       " ('page', 'ctrl', '+', 'tab', 'should'),\n",
       " ('ctrl', '+', 'tab', 'should', 'switch'),\n",
       " ('+', 'tab', 'should', 'switch', 'tabs'),\n",
       " ('tab', 'should', 'switch', 'tabs', 'in'),\n",
       " ('should', 'switch', 'tabs', 'in', 'browser'),\n",
       " ('switch', 'tabs', 'in', 'browser', 'favicon'),\n",
       " ('tabs', 'in', 'browser', 'favicon', '.'),\n",
       " ('in', 'browser', 'favicon', '.', 'ico'),\n",
       " ('browser', 'favicon', '.', 'ico', 'colors'),\n",
       " ('favicon', '.', 'ico', 'colors', 'render'),\n",
       " ('.', 'ico', 'colors', 'render', 'improperly'),\n",
       " ('ico', 'colors', 'render', 'improperly', 'in'),\n",
       " ('colors', 'render', 'improperly', 'in', 'tabs'),\n",
       " ('render', 'improperly', 'in', 'tabs', 'and'),\n",
       " ('improperly', 'in', 'tabs', 'and', 'URL'),\n",
       " ('in', 'tabs', 'and', 'URL', 'bar'),\n",
       " ('tabs', 'and', 'URL', 'bar', '-'),\n",
       " ('and', 'URL', 'bar', '-', 'remote'),\n",
       " ('URL', 'bar', '-', 'remote', 'openurl'),\n",
       " ('bar', '-', 'remote', 'openurl', '()'),\n",
       " ('-', 'remote', 'openurl', '()', 'opens'),\n",
       " ('remote', 'openurl', '()', 'opens', 'Mozilla'),\n",
       " ('openurl', '()', 'opens', 'Mozilla', 'window'),\n",
       " ('()', 'opens', 'Mozilla', 'window', 'if'),\n",
       " ('opens', 'Mozilla', 'window', 'if', 'Mozilla'),\n",
       " ('Mozilla', 'window', 'if', 'Mozilla', 'is'),\n",
       " ('window', 'if', 'Mozilla', 'is', 'running'),\n",
       " ('if', 'Mozilla', 'is', 'running', 'make'),\n",
       " ('Mozilla', 'is', 'running', 'make', 'preferences'),\n",
       " ('is', 'running', 'make', 'preferences', 'resizable'),\n",
       " ('running', 'make', 'preferences', 'resizable', 'Scroll'),\n",
       " ('make', 'preferences', 'resizable', 'Scroll', 'bar'),\n",
       " ('preferences', 'resizable', 'Scroll', 'bar', 'becomes'),\n",
       " ('resizable', 'Scroll', 'bar', 'becomes', 'blank'),\n",
       " ('Scroll', 'bar', 'becomes', 'blank', 'fix'),\n",
       " ('bar', 'becomes', 'blank', 'fix', 'addressbar'),\n",
       " ('becomes', 'blank', 'fix', 'addressbar', 'dropdown'),\n",
       " ('blank', 'fix', 'addressbar', 'dropdown', 'icon'),\n",
       " ('fix', 'addressbar', 'dropdown', 'icon', 'for'),\n",
       " ('addressbar', 'dropdown', 'icon', 'for', 'linux'),\n",
       " ('dropdown', 'icon', 'for', 'linux', '.'),\n",
       " ('icon', 'for', 'linux', '.', '\"'),\n",
       " ('for', 'linux', '.', '\"', 'Find'),\n",
       " ('linux', '.', '\"', 'Find', 'Next'),\n",
       " ('.', '\"', 'Find', 'Next', '\"'),\n",
       " ('\"', 'Find', 'Next', '\"', 'button'),\n",
       " ('Find', 'Next', '\"', 'button', 'doesn'),\n",
       " ('Next', '\"', 'button', 'doesn', \"'\"),\n",
       " ('\"', 'button', 'doesn', \"'\", 't'),\n",
       " ('button', 'doesn', \"'\", 't', 'always'),\n",
       " ('doesn', \"'\", 't', 'always', 'respond'),\n",
       " (\"'\", 't', 'always', 'respond', 'to'),\n",
       " ('t', 'always', 'respond', 'to', 'Enter'),\n",
       " ('always', 'respond', 'to', 'Enter', 'Ctrl'),\n",
       " ('respond', 'to', 'Enter', 'Ctrl', '+'),\n",
       " ('to', 'Enter', 'Ctrl', '+', 'Mousewheel'),\n",
       " ('Enter', 'Ctrl', '+', 'Mousewheel', 'should'),\n",
       " ('Ctrl', '+', 'Mousewheel', 'should', 'cycle'),\n",
       " ('+', 'Mousewheel', 'should', 'cycle', 'tabs'),\n",
       " ('Mousewheel', 'should', 'cycle', 'tabs', 'A'),\n",
       " ('should', 'cycle', 'tabs', 'A', 'new'),\n",
       " ('cycle', 'tabs', 'A', 'new', 'icon'),\n",
       " ('tabs', 'A', 'new', 'icon', 'for'),\n",
       " ('A', 'new', 'icon', 'for', 'Firebird'),\n",
       " ('new', 'icon', 'for', 'Firebird', '2nd'),\n",
       " ('icon', 'for', 'Firebird', '2nd', 'Copy'),\n",
       " ('for', 'Firebird', '2nd', 'Copy', 'won'),\n",
       " ('Firebird', '2nd', 'Copy', 'won', \"'\"),\n",
       " ('2nd', 'Copy', 'won', \"'\", 't'),\n",
       " ('Copy', 'won', \"'\", 't', 'load'),\n",
       " ('won', \"'\", 't', 'load', 'with'),\n",
       " (\"'\", 't', 'load', 'with', 'same'),\n",
       " ('t', 'load', 'with', 'same', 'profile'),\n",
       " ('load', 'with', 'same', 'profile', 'width'),\n",
       " ('with', 'same', 'profile', 'width', 'of'),\n",
       " ('same', 'profile', 'width', 'of', 'table'),\n",
       " ('profile', 'width', 'of', 'table', 'containing'),\n",
       " ('width', 'of', 'table', 'containing', 'text'),\n",
       " ('of', 'table', 'containing', 'text', 'being'),\n",
       " ('table', 'containing', 'text', 'being', 'handled'),\n",
       " ('containing', 'text', 'being', 'handled', 'incorrectly'),\n",
       " ('text', 'being', 'handled', 'incorrectly', '('),\n",
       " ('being', 'handled', 'incorrectly', '(', 'multiple'),\n",
       " ('handled', 'incorrectly', '(', 'multiple', 'screenwidths'),\n",
       " ('incorrectly', '(', 'multiple', 'screenwidths', 'wide'),\n",
       " ('(', 'multiple', 'screenwidths', 'wide', ')'),\n",
       " ('multiple', 'screenwidths', 'wide', ')', 'accessing'),\n",
       " ('screenwidths', 'wide', ')', 'accessing', '\"'),\n",
       " ('wide', ')', 'accessing', '\"', 'navigator'),\n",
       " (')', 'accessing', '\"', 'navigator', '.'),\n",
       " ('accessing', '\"', 'navigator', '.', 'cookieEnabled'),\n",
       " ('\"', 'navigator', '.', 'cookieEnabled', '\"'),\n",
       " ('navigator', '.', 'cookieEnabled', '\"', 'produces'),\n",
       " ('.', 'cookieEnabled', '\"', 'produces', '\"'),\n",
       " ('cookieEnabled', '\"', 'produces', '\"', 'uncaught'),\n",
       " ('\"', 'produces', '\"', 'uncaught', 'exception'),\n",
       " ('produces', '\"', 'uncaught', 'exception', '\"'),\n",
       " ('\"', 'uncaught', 'exception', '\"', 'Need'),\n",
       " ('uncaught', 'exception', '\"', 'Need', 'Mozilla'),\n",
       " ('exception', '\"', 'Need', 'Mozilla', 'Firebird'),\n",
       " ('\"', 'Need', 'Mozilla', 'Firebird', 'newsgroup'),\n",
       " ('Need', 'Mozilla', 'Firebird', 'newsgroup', 'Revive'),\n",
       " ('Mozilla', 'Firebird', 'newsgroup', 'Revive', 'XUL'),\n",
       " ('Firebird', 'newsgroup', 'Revive', 'XUL', 'preprocessor'),\n",
       " ('newsgroup', 'Revive', 'XUL', 'preprocessor', 'Phoenix'),\n",
       " ('Revive', 'XUL', 'preprocessor', 'Phoenix', 'needs'),\n",
       " ('XUL', 'preprocessor', 'Phoenix', 'needs', 'talkback'),\n",
       " ('preprocessor', 'Phoenix', 'needs', 'talkback', 'Navigation'),\n",
       " ('Phoenix', 'needs', 'talkback', 'Navigation', 'toolbar'),\n",
       " ('needs', 'talkback', 'Navigation', 'toolbar', 'is'),\n",
       " ('talkback', 'Navigation', 'toolbar', 'is', 'completely'),\n",
       " ('Navigation', 'toolbar', 'is', 'completely', 'blank'),\n",
       " ('toolbar', 'is', 'completely', 'blank', 'Phoenix'),\n",
       " ('is', 'completely', 'blank', 'Phoenix', 'refuses'),\n",
       " ('completely', 'blank', 'Phoenix', 'refuses', 'to'),\n",
       " ('blank', 'Phoenix', 'refuses', 'to', 'start'),\n",
       " ('Phoenix', 'refuses', 'to', 'start', 'due'),\n",
       " ('refuses', 'to', 'start', 'due', 'missing'),\n",
       " ('to', 'start', 'due', 'missing', 'libstdc'),\n",
       " ('start', 'due', 'missing', 'libstdc', '++-'),\n",
       " ('due', 'missing', 'libstdc', '++-', 'libc6'),\n",
       " ('missing', 'libstdc', '++-', 'libc6', '.'),\n",
       " ('libstdc', '++-', 'libc6', '.', '2'),\n",
       " ('++-', 'libc6', '.', '2', '-'),\n",
       " ('libc6', '.', '2', '-', '2'),\n",
       " ('.', '2', '-', '2', '.'),\n",
       " ('2', '-', '2', '.', 'so'),\n",
       " ('-', '2', '.', 'so', '.'),\n",
       " ('2', '.', 'so', '.', '3'),\n",
       " ('.', 'so', '.', '3', 'restore'),\n",
       " ('so', '.', '3', 'restore', 'image'),\n",
       " ...]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "n_grams"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "90f3589d",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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